base_model: Qwen/Qwen2.5-32B-Instruct
language:
- en
library_name: transformers
license: apache-2.0
license_link: https://huggingface.co/Qwen/Qwen2.5-32B-Instruct/blob/main/LICENSE
quantized_by: mradermacher
tags:
- chat
About
weighted/imatrix quants of https://huggingface.co/Qwen/Qwen2.5-32B-Instruct
static quants are available at https://huggingface.co/mradermacher/Qwen2.5-32B-Instruct-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 |
|---|---|---|---|
| PART 1 PART 2 | i1-IQ1_S | 14.6 | for the desperate |
| PART 1 PART 2 | i1-IQ1_M | 16.0 | mostly desperate |
| PART 1 PART 2 | i1-IQ2_XXS | 18.2 | |
| GGUF | i1-Q4_0_4_4 | 18.7 | fast on arm, low quality |
| GGUF | i1-Q4_0_4_8 | 18.7 | fast on arm+i8mm, low quality |
| GGUF | i1-Q4_0_8_8 | 18.7 | fast on arm+sve, low quality |
| GGUF | i1-IQ4_NL | 18.8 | prefer IQ4_XS |
| PART 1 PART 2 | i1-IQ2_XS | 20.0 | |
| PART 1 PART 2 | i1-IQ2_S | 20.9 | |
| PART 1 PART 2 | i1-IQ2_M | 22.6 | |
| GGUF | i1-Q5_0 | 22.8 | |
| PART 1 PART 2 | i1-Q2_K_S | 23.1 | very low quality |
| PART 1 PART 2 | i1-Q2_K | 24.7 | IQ3_XXS probably better |
| GGUF | i1-Q5_1 | 24.7 | |
| PART 1 PART 2 | i1-IQ3_XXS | 25.8 | lower quality |
| PART 1 PART 2 | i1-IQ3_XS | 27.5 | |
| PART 1 PART 2 | i1-Q3_K_S | 28.9 | IQ3_XS probably better |
| PART 1 PART 2 | i1-IQ3_S | 29.0 | beats Q3_K* |
| PART 1 PART 2 | i1-IQ3_M | 29.7 | |
| PART 1 PART 2 | i1-Q3_K_M | 32.0 | IQ3_S probably better |
| PART 1 PART 2 | i1-Q3_K_L | 34.6 | IQ3_M probably better |
| PART 1 PART 2 | i1-IQ4_XS | 35.5 | |
| PART 1 PART 2 | i1-Q4_0 | 37.5 | fast, low quality |
| PART 1 PART 2 | i1-Q4_K_S | 37.7 | optimal size/speed/quality |
| PART 1 PART 2 | i1-Q4_K_M | 39.8 | fast, recommended |
| PART 1 PART 2 | i1-Q4_1 | 41.4 | |
| PART 1 PART 2 | i1-Q5_K_S | 45.4 | |
| PART 1 PART 2 | i1-Q5_K_M | 46.6 | |
| PART 1 PART 2 | i1-Q6_K | 53.9 | practically like static Q6_K |
Here is a handy graph by ikawrakow comparing some lower-quality quant types (lower is better):
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.