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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: Q2_K IQ3_M Q4_K_S IQ3_XXS Q3_K_M small-IQ4_NL Q4_K_M IQ2_M Q6_K IQ4_XS Q2_K_S IQ1_M Q3_K_S IQ2_XXS Q3_K_L IQ2_XS Q5_K_S IQ2_S IQ1_S Q5_K_M Q4_0 IQ3_XS Q4_1 IQ3_S -->
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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-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ base_model: DavidAU/Qwen3-Shining-Lucy-CODER-3.4B-Brainstorm20x-e32
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+ datasets:
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+ - sequelbox/Celestia3-DeepSeek-R1-0528
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+ - sequelbox/Mitakihara-DeepSeek-R1-0528
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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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+ - qwen
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+ - qwen3
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+ - qwencoder
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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-3-2.4b
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+ - 2.4b
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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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+ - shining-valiant
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+ - shining-valiant-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-3-1.7b
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+ - 1.7b
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+ - reasoning
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+ - code
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+ - code-reasoning
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+ - science
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+ - science-reasoning
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+ - physics
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+ - biology
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+ - chemistry
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+ - earth-science
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+ - astronomy
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+ - machine-learning
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+ - artificial-intelligence
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+ - compsci
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+ - computer-science
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+ - information-theory
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+ - ML-Ops
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+ - math
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+ - cuda
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+ - deep-learning
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+ - transformers
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+ - agentic
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+ - LLM
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+ - neuromorphic
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+ - self-improvement
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+ - complex-systems
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+ - cognition
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+ - linguistics
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+ - philosophy
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+ - logic
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+ - epistemology
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+ - simulation
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+ - game-theory
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+ - knowledge-management
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+ - creativity
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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: Q2_K IQ3_M Q4_K_S IQ3_XXS Q3_K_M small-IQ4_NL Q4_K_M IQ2_M Q6_K IQ4_XS Q2_K_S IQ1_M Q3_K_S IQ2_XXS Q3_K_L IQ2_XS Q5_K_S IQ2_S IQ1_S Q5_K_M Q4_0 IQ3_XS Q4_1 IQ3_S -->
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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-Shining-Lucy-CODER-3.4B-Brainstorm20x-e32
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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-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF).***
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+
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+ static quants are available at https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-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-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own qwuants) |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-IQ1_S.gguf) | i1-IQ1_S | 1.0 | for the desperate |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-IQ1_M.gguf) | i1-IQ1_M | 1.0 | mostly desperate |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.1 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.2 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-IQ2_S.gguf) | i1-IQ2_S | 1.3 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-IQ2_M.gguf) | i1-IQ2_M | 1.4 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.4 | very low quality |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.5 | lower quality |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-Q2_K.gguf) | i1-Q2_K | 1.5 | IQ3_XXS probably better |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-IQ3_XS.gguf) | i1-IQ3_XS | 1.6 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-IQ3_S.gguf) | i1-IQ3_S | 1.7 | beats Q3_K* |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-Q3_K_S.gguf) | i1-Q3_K_S | 1.7 | IQ3_XS probably better |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-IQ3_M.gguf) | i1-IQ3_M | 1.7 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-Q3_K_M.gguf) | i1-Q3_K_M | 1.8 | IQ3_S probably better |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-Q3_K_L.gguf) | i1-Q3_K_L | 2.0 | IQ3_M probably better |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-IQ4_XS.gguf) | i1-IQ4_XS | 2.0 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-IQ4_NL.gguf) | i1-IQ4_NL | 2.1 | prefer IQ4_XS |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-Q4_0.gguf) | i1-Q4_0 | 2.1 | fast, low quality |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-Q4_K_S.gguf) | i1-Q4_K_S | 2.1 | optimal size/speed/quality |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.2 | fast, recommended |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-Q4_1.gguf) | i1-Q4_1 | 2.3 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.5 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-Q5_K_M.gguf) | i1-Q5_K_M | 2.5 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32-i1-GGUF/resolve/main/Qwen3-Shining-Lucy-CODER-3.5B-Brainstorm20x-e32.i1-Q6_K.gguf) | i1-Q6_K | 2.9 | 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 -->