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  <!-- ### quantize_version: 2 -->
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  <!-- ### output_tensor_quantised: 1 -->
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  <!-- ### convert_type: hf -->
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  <!-- ### quants: x-f16 Q4_K_S Q2_K Q8_0 Q6_K Q3_K_M Q3_K_S Q3_K_L Q4_K_M Q5_K_S Q5_K_M IQ4_XS -->
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  <!-- ### quants_skip: -->
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  <!-- ### skip_mmproj: -->
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- static quants of https://huggingface.co/DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ base_model: DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-21B-Brainstorm20x
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+ datasets:
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+ - sequelbox/Titanium2.1-DeepSeek-R1
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+ - sequelbox/Tachibana2-DeepSeek-R1
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+ - sequelbox/Raiden-DeepSeek-R1
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+ language:
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+ - en
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+ library_name: transformers
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+ license: apache-2.0
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+ mradermacher:
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+ readme_rev: 1
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+ quantized_by: mradermacher
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+ tags:
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+ - merge
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+ - programming
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+ - code generation
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+ - code
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+ - coding
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+ - coder
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+ - chat
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+ - code
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+ - chat
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+ - brainstorm
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+ - qwen
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+ - qwen3
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+ - qwencoder
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+ - brainstorm20x
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+ - esper
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+ - esper-3
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+ - valiant
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+ - valiant-labs
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+ - qwen
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+ - qwen-3
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+ - qwen-3-14b
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+ - 14b
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+ - reasoning
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+ - code
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+ - code-instruct
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+ - python
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+ - javascript
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+ - dev-ops
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+ - jenkins
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+ - terraform
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+ - scripting
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+ - powershell
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+ - azure
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+ - aws
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+ - gcp
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+ - cloud
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+ - problem-solving
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+ - architect
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+ - engineer
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+ - developer
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+ - creative
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+ - analytical
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+ - expert
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+ - rationality
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+ - conversational
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+ - chat
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+ - instruct
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+ - float32
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+ ---
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+ ## About
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+
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  <!-- ### quantize_version: 2 -->
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  <!-- ### output_tensor_quantised: 1 -->
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  <!-- ### convert_type: hf -->
 
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  <!-- ### quants: x-f16 Q4_K_S Q2_K Q8_0 Q6_K Q3_K_M Q3_K_S Q3_K_L Q4_K_M Q5_K_S Q5_K_M IQ4_XS -->
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  <!-- ### quants_skip: -->
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  <!-- ### skip_mmproj: -->
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+ static quants of https://huggingface.co/DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-21B-Brainstorm20x
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+
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+ <!-- provided-files -->
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+
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+ ***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x-GGUF).***
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+
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+ weighted/imatrix quants seem not to be available (by me) at this time. If they do not show up a week or so after the static ones, I have probably not planned for them. Feel free to request them by opening a Community Discussion.
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+ ## Usage
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+
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+ If you are unsure how to use GGUF files, refer to one of [TheBloke's
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+ READMEs](https://huggingface.co/TheBloke/KafkaLM-70B-German-V0.1-GGUF) for
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+ more details, including on how to concatenate multi-part files.
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+
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+ ## Provided Quants
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+
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+ (sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)
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+
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+ | Link | Type | Size/GB | Notes |
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+ |:-----|:-----|--------:|:------|
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x.Q2_K.gguf) | Q2_K | 8.2 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x.Q3_K_S.gguf) | Q3_K_S | 9.5 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x.Q3_K_M.gguf) | Q3_K_M | 10.4 | lower quality |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x.Q3_K_L.gguf) | Q3_K_L | 11.3 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x.IQ4_XS.gguf) | IQ4_XS | 11.7 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x.Q4_K_S.gguf) | Q4_K_S | 12.2 | fast, recommended |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x.Q4_K_M.gguf) | Q4_K_M | 12.9 | fast, recommended |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x.Q5_K_S.gguf) | Q5_K_S | 14.7 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x.Q5_K_M.gguf) | Q5_K_M | 15.0 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x.Q6_K.gguf) | Q6_K | 17.4 | very good quality |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-20B-Brainstorm20x.Q8_0.gguf) | Q8_0 | 22.5 | fast, best quality |
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+
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+ Here is a handy graph by ikawrakow comparing some lower-quality quant
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+ types (lower is better):
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+
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+ ![image.png](https://www.nethype.de/huggingface_embed/quantpplgraph.png)
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+
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+ And here are Artefact2's thoughts on the matter:
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+ https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9
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+
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+ ## FAQ / Model Request
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+
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+ See https://huggingface.co/mradermacher/model_requests for some answers to
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+ questions you might have and/or if you want some other model quantized.
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+
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+ ## Thanks
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+
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+ I thank my company, [nethype GmbH](https://www.nethype.de/), for letting
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+ me use its servers and providing upgrades to my workstation to enable
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+ this work in my free time.
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+
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+ <!-- end -->