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Welcome to AWS Neuron — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/index.html | # Welcome to AWS Neuron — AWS Neuron Documentation
## Welcome to AWS Neuron[#](#welcome-to-aws-neuron "Permalink to this headline")
AWS Neuron is the SDK used to run deep learning workloads on AWS Inferentia and AWS Trainium based instances. It supports customers in their end-to-end ML development lifecycle to build new models, train and optimize these models, and then deploy them for production. To learn about the model architectures currently supported on Inf1, Inf2, Trn1 and Trn1n instances, please see [Model Architecture Fit Guidelines](general/arch/model-architecture-fit.html#model-architecture-fit). To learn about upcoming capabilities, please view the [Roadmap](general/roadmap-readme.html#neuron-roadmap).
AWS Neuron includes a deep learning compiler, runtime, and tools that are natively integrated into TensorFlow, PyTorch and Apache MXNet (incubating). The EC2 Trn1/Trn1n instances are optimized for the highest performance and best price-performance training in AWS. The EC2 Inf2 instances are designed for high-performance deep learning inference applications. With Neuron, customers can quickly start using Inf/Trn instances through services like Amazon Sagemaker, Amazon Elastic Container Service (ECS), Amazon Elastic Kubernetes Service (EKS), AWS Batch, and AWS Parallel Cluster.
Check [Announcements](general/announcements/index.html#announcements-main) and check [Neuron 2.14.1 (09/26/2023)](release-notes/index.html#latest-neuron-release) for latest release.
Overview
- [Quick Links](general/quick-start/docs-quicklinks.html)
- [Get Started with Neuron](general/quick-start/index.html)
- [GitHub Samples](general/quick-start/github-samples.html)
- [Performance](general/benchmarks/index.html)
- [What’s New](release-notes/index.html)
- [Announcements](general/announcements/index.html)
User Guide
- [Neuron Runtime](neuron-runtime/index.html)
- [Neuron Compiler](compiler/index.html)
- [Neuron C++ Custom Operators](neuron-customops/index.html)
- [Neuron Tools](tools/index.html)
- [Neuron Calculator](general/calculator/neuron-calculator.html)
- [Setup Guide](general/setup/index.html)
- [Containers Deployment](containers/index.html)
- [Developer Flows](general/devflows/index.html) | <!DOCTYPE html><html lang="en"><head>
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Overview
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Quick Links
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Get Started with Neuron
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GitHub Samples
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Performance
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What’s New
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ML Frameworks
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PyTorch Neuron
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Inference (Inf2 & Trn1)
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Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
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LibTorch C++ Tutorial
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Compiling and Deploying ResNet50 on Trn1 or Inf2
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T5 model inference on Trn1 or Inf2
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AWS Neuron Samples GitHub Repository
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Transformers Neuron GitHub samples
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PyTorch Neuron (
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torch-neuronx
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PyTorch Neuron (
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torch-neuronx
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<strong>
[Experimental]
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PyTorch Neuron (
<code class="docutils literal notranslate">
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torch-neuronx
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) Analyze API for Inference
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PyTorch Neuron (
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torch-neuronx
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) DataParallel API
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NeuronCore Allocation and Model Placement for Inference (
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torch-neuronx
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Comparison of Traced Inference versus XLA
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Lazy Tensor
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Inference (
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torch-neuronx
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Data Parallel Inference on torch_neuronx
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Inference (Inf1)
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Computer Vision Tutorials
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Natural Language Processing (NLP) Tutorials
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Utilizing Neuron Capabilities Tutorials
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AWS Neuron Samples GitHub Repository
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API Reference Guide
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PyTorch Neuron trace Python API
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torch.neuron.DataParallel API
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PyTorch Neuron (
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torch-neuron
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Running Inference on Variable Input Shapes with Bucketing
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<a class="reference internal" href="general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
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<a class="reference internal" href="frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
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torch-neuron
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<code class="xref py py-class docutils literal notranslate">
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LSTM
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Support
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PyTorch Neuron (
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torch-neuron
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Neuron Containers Release Notes
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Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
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Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
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Train your model on SageMaker
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AWS Neuron Sagemaker Samples GitHub Repository
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Learning Neuron
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<h1>Welcome to AWS Neuron<a class="headerlink" href="#welcome-to-aws-neuron" title="Permalink to this headline">#</a></h1>
<p>AWS Neuron is the SDK used to run deep learning workloads on AWS Inferentia and AWS Trainium based instances. It supports customers in their end-to-end ML development lifecycle to build new models, train and optimize these models, and then deploy them for production. To learn about the model architectures currently supported on Inf1, Inf2, Trn1 and Trn1n instances, please see <a class="reference internal" href="general/arch/model-architecture-fit.html#model-architecture-fit"><span class="std std-ref">Model Architecture Fit Guidelines</span></a>. To learn about upcoming capabilities, please view the <a class="reference internal" href="general/roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap</span></a>.</p>
<p>AWS Neuron includes a deep learning compiler, runtime, and tools that are natively integrated into TensorFlow, PyTorch and Apache MXNet (incubating). The EC2 Trn1/Trn1n instances are optimized for the highest performance and best price-performance training in AWS. The EC2 Inf2 instances are designed for high-performance deep learning inference applications. With Neuron, customers can quickly start using Inf/Trn instances through services like Amazon Sagemaker, Amazon Elastic Container Service (ECS), Amazon Elastic Kubernetes Service (EKS), AWS Batch, and AWS Parallel Cluster.</p>
<p>Check <a class="reference internal" href="general/announcements/index.html#announcements-main"><span class="std std-ref">Announcements</span></a> and check <a class="reference internal" href="release-notes/index.html#latest-neuron-release"><span class="std std-ref">Neuron 2.14.1 (09/26/2023)</span></a> for latest release.</p>
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Neuron Quick Links — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/quick-start/docs-quicklinks.html | # Neuron Quick Links — AWS Neuron Documentation
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Get Started with Neuron — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/quick-start/index.html | "# Get Started with Neuron — AWS Neuron Documentation\n\nToggle in-page Table of Contents\n\n_This(...TRUNCATED) | "<!DOCTYPE html><html lang=\"en\"><head>\n <meta charset=\"utf-8\">\n <meta name=\"viewport\" (...TRUNCATED) | 2023-09-29T20:52:38.296Z |
Neuron GitHub Samples — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/quick-start/github-samples.html | # Neuron GitHub Samples — AWS Neuron Documentation
Toggle in-page Table of Contents | "<!DOCTYPE html><html lang=\"en\"><head>\n <meta charset=\"utf-8\">\n <meta name=\"viewport\" (...TRUNCATED) | 2023-09-29T20:52:39.752Z |
Neuron Performance — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/benchmarks/index.html | "# Neuron Performance — AWS Neuron Documentation\n\nToggle in-page Table of Contents\n\n_This docu(...TRUNCATED) | "<!DOCTYPE html><html lang=\"en\"><head>\n <meta charset=\"utf-8\">\n <meta name=\"viewport\" (...TRUNCATED) | 2023-09-29T20:52:39.829Z |
All Posts — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index.html | "# All Posts — AWS Neuron Documentation\n\n## [Announcing end of support for torch-neuron version (...TRUNCATED) | "<!DOCTYPE html><html lang=\"en\"><head>\n <meta charset=\"utf-8\">\n <meta name=\"viewport\" (...TRUNCATED) | 2023-09-29T20:52:41.092Z |
What’s New — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/index.html | "# What’s New — AWS Neuron Documentation\n\n_This document is relevant for_: `Inf1`, `Inf2`, `Tr(...TRUNCATED) | "<!DOCTYPE html><html lang=\"en\"><head>\n <meta charset=\"utf-8\">\n <meta name=\"viewport\" (...TRUNCATED) | 2023-09-29T20:52:41.277Z |
Pytorch Neuron Setup — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-setup.html | "# Pytorch Neuron Setup — AWS Neuron Documentation\n\n_This document is relevant for_: `Inf1`, `In(...TRUNCATED) | "<!DOCTYPE html><html lang=\"en\"><head>\n <meta charset=\"utf-8\">\n <meta name=\"viewport\" (...TRUNCATED) | 2023-09-29T20:52:42.340Z |
PyTorch Neuron — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/index.html | "# PyTorch Neuron — AWS Neuron Documentation\n\n_This document is relevant for_: `Inf1`, `Inf2`, `(...TRUNCATED) | "<!DOCTYPE html><html lang=\"en\"><head>\n <meta charset=\"utf-8\">\n <meta name=\"viewport\" (...TRUNCATED) | 2023-09-29T20:52:42.598Z |
Inference with torch-neuronx (Inf2 & Trn1/Trn1n) — AWS Neuron Documentation | "https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/inference-torch-neuronx.h(...TRUNCATED) | "# Inference with torch-neuronx (Inf2 & Trn1/Trn1n) — AWS Neuron Documentation\n\nnext\n\nTutorial(...TRUNCATED) | "<!DOCTYPE html><html lang=\"en\"><head>\n <meta charset=\"utf-8\">\n <meta name=\"viewport\" (...TRUNCATED) | 2023-09-29T20:52:43.908Z |
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