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Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF

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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_skip: -->
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  <!-- ### skip_mmproj: -->
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  weighted/imatrix quants of https://huggingface.co/DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ base_model: DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx
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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-3-8b
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+ - 8b
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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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+ ---
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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_skip: -->
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  <!-- ### skip_mmproj: -->
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  weighted/imatrix quants of https://huggingface.co/DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx
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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-12B-Brainstorm20x-128k-ctx-i1-GGUF).***
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+
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+ static quants are available at https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-GGUF
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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-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own qwuants) |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-IQ1_S.gguf) | i1-IQ1_S | 3.0 | for the desperate |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-IQ1_M.gguf) | i1-IQ1_M | 3.2 | mostly desperate |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 3.6 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-IQ2_XS.gguf) | i1-IQ2_XS | 3.9 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-IQ2_S.gguf) | i1-IQ2_S | 4.1 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-IQ2_M.gguf) | i1-IQ2_M | 4.4 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-Q2_K_S.gguf) | i1-Q2_K_S | 4.4 | very low quality |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-Q2_K.gguf) | i1-Q2_K | 4.7 | IQ3_XXS probably better |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 4.9 | lower quality |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-IQ3_XS.gguf) | i1-IQ3_XS | 5.2 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-Q3_K_S.gguf) | i1-Q3_K_S | 5.4 | IQ3_XS probably better |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-IQ3_S.gguf) | i1-IQ3_S | 5.5 | beats Q3_K* |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-IQ3_M.gguf) | i1-IQ3_M | 5.6 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-Q3_K_M.gguf) | i1-Q3_K_M | 6.0 | IQ3_S probably better |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-Q3_K_L.gguf) | i1-Q3_K_L | 6.5 | IQ3_M probably better |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-IQ4_XS.gguf) | i1-IQ4_XS | 6.6 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-Q4_0.gguf) | i1-Q4_0 | 7.0 | fast, low quality |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-IQ4_NL.gguf) | i1-IQ4_NL | 7.0 | prefer IQ4_XS |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-Q4_K_S.gguf) | i1-Q4_K_S | 7.0 | optimal size/speed/quality |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-Q4_K_M.gguf) | i1-Q4_K_M | 7.3 | fast, recommended |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-Q4_1.gguf) | i1-Q4_1 | 7.6 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-Q5_K_S.gguf) | i1-Q5_K_S | 8.3 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-Q5_K_M.gguf) | i1-Q5_K_M | 8.5 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-128k-ctx.i1-Q6_K.gguf) | i1-Q6_K | 9.8 | practically like static Q6_K |
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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. Additional thanks to [@nicoboss](https://huggingface.co/nicoboss) for giving me access to his private supercomputer, enabling me to provide many more imatrix quants, at much higher quality, than I would otherwise be able to.
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+
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+ <!-- end -->