Qwen2.5 Coder 32B Python Specialist I1 GGUF
For a convenient overview and download list, visit our model page for this model.
Modellquelle
- Art
- Other
- Dateigröße
- 14,3 MB–25,0 GB
- Basismodell
- TobiasLogic/Qwen2.5-Coder-32B-Python-Specialist
- Version
- vRevision 79185f5
- Aktualisiert
- 4. Okt. 2026
- Verleger
- @mradermacher
- Downloads
- 822
- Parameter
- 32B
- Quelle
- Hugging Face
Quellenbeschreibung
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)
| Link | Type | Size/GB | Notes |
|---|---|---|---|
| GGUF | imatrix | 0.1 | imatrix file (for creating your own quants) |
| GGUF | i1-IQ1_S | 7.4 | for the desperate |
| GGUF | i1-IQ1_M | 8.0 | mostly desperate |
| GGUF | i1-IQ2_XXS | 9.1 | |
| GGUF | i1-IQ2_XS | 10.1 | |
| GGUF | i1-IQ2_S | 10.5 | |
| GGUF | i1-IQ2_M | 11.4 | |
| GGUF | i1-Q2_K_S | 11.6 | very low quality |
| GGUF | i1-Q2_K | 12.4 | IQ3_XXS probably better |
| GGUF | i1-IQ3_XXS | 12.9 | lower quality |
| GGUF | i1-IQ3_XS | 13.8 | |
| GGUF | i1-Q3_K_S | 14.5 | IQ3_XS probably better |
| GGUF | i1-IQ3_S | 14.5 | beats Q3_K* |
| GGUF | i1-IQ3_M | 14.9 | |
| GGUF | i1-Q3_K_M | 16.0 | IQ3_S probably better |
| GGUF | i1-Q3_K_L | 17.3 | IQ3_M probably better |
| GGUF | i1-IQ4_XS | 17.8 | |
| GGUF | i1-Q4_0 | 18.8 | fast, low quality |
| GGUF | i1-Q4_K_S | 18.9 | optimal size/speed/quality |
| GGUF | i1-Q4_K_M | 20.0 | fast, recommended |
| GGUF | i1-Q4_1 | 20.7 | |
| GGUF | i1-Q5_K_S | 22.7 | |
| GGUF | i1-Q5_K_M | 23.4 | |
| GGUF | i1-Q6_K | 27.0 | practically 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.
Quellen
1 Quelle
Quellen
1 QuelleVerifiziert 4. Okt.
Modellartefakte
24 Artefakte
Modellartefakte
24 ArtefakteQwen2.5-Coder-32B-Python-Specialist.i1-IQ1_M.gguf
gguf · 7,39 GB · SHA-256 3b70bb9fd747…ebbb · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-IQ1_S.gguf
gguf · 6,77 GB · SHA-256 8936095517b9…afe0 · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-IQ2_M.gguf
gguf · 10,5 GB · SHA-256 269617d0f4c8…37b9 · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-IQ2_S.gguf
gguf · 9,67 GB · SHA-256 b7683717aa68…c9b6 · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-IQ2_XS.gguf
gguf · 9,27 GB · SHA-256 23dc386e93e8…71cf · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-IQ2_XXS.gguf
gguf · 8,41 GB · SHA-256 bfaf23f374a3…c610 · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-IQ3_M.gguf
gguf · 13,8 GB · SHA-256 06dde0cb9791…afed · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-IQ3_S.gguf
gguf · 13,4 GB · SHA-256 fae1fccba67e…e820 · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-IQ3_XS.gguf
gguf · 12,8 GB · SHA-256 fb268fc8becc…feb6 · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-IQ3_XXS.gguf
gguf · 12,0 GB · SHA-256 0be9ef452eea…861d · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-IQ4_XS.gguf
gguf · 16,5 GB · SHA-256 ffb666c644c5…4f45 · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-Q2_K_S.gguf
gguf · 10,7 GB · SHA-256 f5edf22f4686…f923 · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-Q2_K.gguf
gguf · 11,5 GB · SHA-256 ced6dab68b37…13c6 · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-Q3_K_L.gguf
gguf · 16,1 GB · SHA-256 1d4bfc326140…317d · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-Q3_K_M.gguf
gguf · 14,8 GB · SHA-256 d447e27f307e…7534 · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-Q3_K_S.gguf
gguf · 13,4 GB · SHA-256 4d46358656ee…fce1 · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-Q4_0.gguf
gguf · 17,4 GB · SHA-256 39be8840cbed…1dea · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-Q4_1.gguf
gguf · 19,2 GB · SHA-256 7107f4e222d1…5c71 · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-Q4_K_M.gguf
gguf · 18,5 GB · SHA-256 4be525151ad4…f221 · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-Q4_K_S.gguf
gguf · 17,5 GB · SHA-256 2c9bb2705a69…a294 · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-Q5_K_M.gguf
gguf · 21,7 GB · SHA-256 b7eed3c1d884…45ca · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-Q5_K_S.gguf
gguf · 21,1 GB · SHA-256 d0502dd112be…9b55 · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.i1-Q6_K.gguf
gguf · 25,0 GB · SHA-256 edbe79743e31…0391 · Hugging Face
HerunterladenQwen2.5-Coder-32B-Python-Specialist.imatrix.gguf
gguf · 14,3 MB · SHA-256 c157d8cae285…a0f6 · Hugging Face
HerunterladenQuellenauszüge
3 Auszüge
Quellenauszüge
3 Auszüge--- 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 | |...
Source context: 822 downloads · 0 likes · Library transformers · Repo 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
