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Qwen2.5 Coder 32B Python Specialist I1 GGUF

For a convenient overview and download list, visit our model page for this model.

Sourcehuggingface.co/mradermacher/Qwen2.5-Coder-32B-Python-Specialist-i1-GGUF/tree/79185f594d711c412b1c79994186cc6771bc56da
KindOtherBase modelTobiasLogic/Qwen2.5-Coder-32B-Python-SpecialistVersionRevision 79185f5Publisher@mradermacherCgrade

Model source

Kind
Other
File size
14.3 MB–25.0 GB
Base model
TobiasLogic/Qwen2.5-Coder-32B-Python-Specialist
Version
vRevision 79185f5
Updated
Oct 4, 2026
Publisher
@mradermacher
Downloads
822
Parameters
32B
Source
Hugging Face

Source description

About

weighted/imatrix quants of https://huggingface.co/TobiasLogic/Qwen2.5-Coder-32B-Python-Specialist

For a convenient overview and download list, visit our model page for this model.

static quants are available at https://huggingface.co/mradermacher/Qwen2.5-Coder-32B-Python-Specialist-GGUF

Usage

If you are unsure how to use GGUF files, refer to one of TheBloke's READMEs for more details, including on how to concatenate multi-part files.

Provided Quants

(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)

LinkTypeSize/GBNotes
GGUFimatrix0.1imatrix file (for creating your own quants)
GGUFi1-IQ1_S7.4for the desperate
GGUFi1-IQ1_M8.0mostly desperate
GGUFi1-IQ2_XXS9.1
GGUFi1-IQ2_XS10.1
GGUFi1-IQ2_S10.5
GGUFi1-IQ2_M11.4
GGUFi1-Q2_K_S11.6very low quality
GGUFi1-Q2_K12.4IQ3_XXS probably better
GGUFi1-IQ3_XXS12.9lower quality
GGUFi1-IQ3_XS13.8
GGUFi1-Q3_K_S14.5IQ3_XS probably better
GGUFi1-IQ3_S14.5beats Q3_K*
GGUFi1-IQ3_M14.9
GGUFi1-Q3_K_M16.0IQ3_S probably better
GGUFi1-Q3_K_L17.3IQ3_M probably better
GGUFi1-IQ4_XS17.8
GGUFi1-Q4_018.8fast, low quality
GGUFi1-Q4_K_S18.9optimal size/speed/quality
GGUFi1-Q4_K_M20.0fast, recommended
GGUFi1-Q4_120.7
GGUFi1-Q5_K_S22.7
GGUFi1-Q5_K_M23.4
GGUFi1-Q6_K27.0practically like static Q6_K

Here is a handy graph by ikawrakow comparing some lower-quality quant types (lower is better):

image.png

And here are Artefact2's thoughts on the matter: https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9

FAQ / Model Request

See https://huggingface.co/mradermacher/model_requests for some answers to questions you might have and/or if you want some other model quantized.

Thanks

I thank my company, nethype GmbH, for letting me use its servers and providing upgrades to my workstation to enable this work in my free time. Additional thanks to @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.

Sources

1 source
Hugging FacePrimaryVersion 79185f594d711c412b1c79994186cc6771bc56da
huggingface.co/mradermacher/Qwen2.5-Coder-32B-Python-Specialist-i1-GGUF/tree/79185f594d711c412b1c79994186cc6771bc56da

Verified Oct 4

Model artifacts

24 artifacts

Qwen2.5-Coder-32B-Python-Specialist.i1-IQ1_M.gguf

gguf · 7.39 GB · SHA-256 3b70bb9fd747…ebbb · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-IQ1_S.gguf

gguf · 6.77 GB · SHA-256 8936095517b9…afe0 · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-IQ2_M.gguf

gguf · 10.5 GB · SHA-256 269617d0f4c8…37b9 · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-IQ2_S.gguf

gguf · 9.67 GB · SHA-256 b7683717aa68…c9b6 · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-IQ2_XS.gguf

gguf · 9.27 GB · SHA-256 23dc386e93e8…71cf · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-IQ2_XXS.gguf

gguf · 8.41 GB · SHA-256 bfaf23f374a3…c610 · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-IQ3_M.gguf

gguf · 13.8 GB · SHA-256 06dde0cb9791…afed · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-IQ3_S.gguf

gguf · 13.4 GB · SHA-256 fae1fccba67e…e820 · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-IQ3_XS.gguf

gguf · 12.8 GB · SHA-256 fb268fc8becc…feb6 · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-IQ3_XXS.gguf

gguf · 12.0 GB · SHA-256 0be9ef452eea…861d · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-IQ4_XS.gguf

gguf · 16.5 GB · SHA-256 ffb666c644c5…4f45 · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-Q2_K_S.gguf

gguf · 10.7 GB · SHA-256 f5edf22f4686…f923 · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-Q2_K.gguf

gguf · 11.5 GB · SHA-256 ced6dab68b37…13c6 · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-Q3_K_L.gguf

gguf · 16.1 GB · SHA-256 1d4bfc326140…317d · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-Q3_K_M.gguf

gguf · 14.8 GB · SHA-256 d447e27f307e…7534 · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-Q3_K_S.gguf

gguf · 13.4 GB · SHA-256 4d46358656ee…fce1 · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-Q4_0.gguf

gguf · 17.4 GB · SHA-256 39be8840cbed…1dea · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-Q4_1.gguf

gguf · 19.2 GB · SHA-256 7107f4e222d1…5c71 · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-Q4_K_M.gguf

gguf · 18.5 GB · SHA-256 4be525151ad4…f221 · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-Q4_K_S.gguf

gguf · 17.5 GB · SHA-256 2c9bb2705a69…a294 · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-Q5_K_M.gguf

gguf · 21.7 GB · SHA-256 b7eed3c1d884…45ca · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-Q5_K_S.gguf

gguf · 21.1 GB · SHA-256 d0502dd112be…9b55 · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.i1-Q6_K.gguf

gguf · 25.0 GB · SHA-256 edbe79743e31…0391 · Hugging Face

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Qwen2.5-Coder-32B-Python-Specialist.imatrix.gguf

gguf · 14.3 MB · SHA-256 c157d8cae285…a0f6 · Hugging Face

Download

Source excerpts

3 excerpts
ReadmeJul 11huggingface.co/mradermacher/Qwen2.5-Coder-32B-Python-Specialist-i1-GGUF

--- base_model: TobiasLogic/Qwen2.5-Coder-32B-Python-Specialist language: - en library_name: transformers license: apache-2.0 mradermacher: readme_rev: 1 quantized_by: mradermacher tags: - coding - qwen2.5 - python - unsloth - 32b --- ## About <!-- ### quantize_version: 2 --> <!-- ### output_tensor_quantised: 1 --> <!-- ### convert_type: hf --> <!-- ### vocab_type: --> <!-- ### tags: nicoboss --> <!-- ### 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 --> <!-- ### quants_skip: --> <!-- ### skip_mmproj: --> weighted/imatrix quants of https://huggingface.co/TobiasLogic/Qwen2.5-Coder-32B-Python-Specialist <!-- provided-files --> ***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Qwen2.5-Coder-32B-Python-Specialist-i1-GGUF).*** static quants are available at https://huggingface.co/mradermacher/Qwen2.5-Coder-32B-Python-Specialist-GGUF ## Usage If you are unsure how to use GGUF files, refer to one of [TheBloke's READMEs](https://huggingface.co/TheBloke/KafkaLM-70B-German-V0.1-GGUF) for more details, including on how to concatenate multi-part files. ## Provided Quants (sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants) | Link | Type | Size/GB | Notes | |:-----|:-----|--------:|:------| | [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Coder-32B-Python-Specialist-i1-GGUF/resolve/main/Qwen2.5-Coder-32B-Python-Specialist.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | | [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Coder-32B-Python-Specialist-i1-GGUF/resolve/main/Qwen2.5-Coder-32B-Python-Specialist.i1-IQ1_S.gguf) | i1-IQ1_S | 7.4 | for the desperate | | [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Coder-32B-Python-Specialist-i1-GGUF/resolve/main/Qwen2.5-Coder-32B-Python-Specialist.i1-IQ1_M.gguf) | i1-IQ1_M | 8.0 | mostly desperate | | [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Coder-32B-Python-Specialist-i1-GGUF/resolve/main/Qwen2.5-Coder-32B-Python-Specialist.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 9.1 | | | [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Coder-32B-Python-Specialist-i1-GGUF/resolve/main/Qwen2.5-Coder-32B-Python-Specialist.i1-IQ2_XS.gguf) | i1-IQ2_XS | 10.1 | |...

NoteOct 4huggingface.co/mradermacher/Qwen2.5-Coder-32B-Python-Specialist-i1-GGUF

Source context: 822 downloads · 0 likes · Library transformers · Repo mradermacher/Qwen2.5-Coder-32B-Python-Specialist-i1-GGUF

NoteJul 18huggingface.co/mradermacher/Qwen2.5-Coder-32B-Python-Specialist-i1-GGUF

Source context: 8090 downloads · 0 likes · Library transformers · Repo mradermacher/Qwen2.5-Coder-32B-Python-Specialist-i1-GGUF