---
base_model: mistralai/Mistral-Small-3.1-24B-Base-2503
language:
- en
- fr
- de
- es
- pt
- it
- ja
- ko
- ru
- zh
- ar
- fa
- id
- ms
- ne
- pl
- ro
- sr
- sv
- tr
- uk
- vi
- hi
- bn
library_name: transformers
license: apache-2.0
quantized_by: mradermacher
---
## About

<!-- ### quantize_version: 2 -->
<!-- ### output_tensor_quantised: 1 -->
<!-- ### convert_type: hf -->
<!-- ### vocab_type:  -->
<!-- ### tags:  -->
static quants of https://huggingface.co/mistralai/Mistral-Small-3.1-24B-Base-2503

<!-- provided-files -->
weighted/imatrix quants are available at https://huggingface.co/mradermacher/Mistral-Small-3.1-24B-Base-2503-i1-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/Mistral-Small-3.1-24B-Base-2503-GGUF/resolve/main/Mistral-Small-3.1-24B-Base-2503.Q2_K.gguf) | Q2_K | 9.0 |  |
| [GGUF](https://huggingface.co/mradermacher/Mistral-Small-3.1-24B-Base-2503-GGUF/resolve/main/Mistral-Small-3.1-24B-Base-2503.Q3_K_S.gguf) | Q3_K_S | 10.5 |  |
| [GGUF](https://huggingface.co/mradermacher/Mistral-Small-3.1-24B-Base-2503-GGUF/resolve/main/Mistral-Small-3.1-24B-Base-2503.Q3_K_M.gguf) | Q3_K_M | 11.6 | lower quality |
| [GGUF](https://huggingface.co/mradermacher/Mistral-Small-3.1-24B-Base-2503-GGUF/resolve/main/Mistral-Small-3.1-24B-Base-2503.Q3_K_L.gguf) | Q3_K_L | 12.5 |  |
| [GGUF](https://huggingface.co/mradermacher/Mistral-Small-3.1-24B-Base-2503-GGUF/resolve/main/Mistral-Small-3.1-24B-Base-2503.IQ4_XS.gguf) | IQ4_XS | 13.0 |  |
| [GGUF](https://huggingface.co/mradermacher/Mistral-Small-3.1-24B-Base-2503-GGUF/resolve/main/Mistral-Small-3.1-24B-Base-2503.Q4_K_S.gguf) | Q4_K_S | 13.6 | fast, recommended |
| [GGUF](https://huggingface.co/mradermacher/Mistral-Small-3.1-24B-Base-2503-GGUF/resolve/main/Mistral-Small-3.1-24B-Base-2503.Q4_K_M.gguf) | Q4_K_M | 14.4 | fast, recommended |
| [GGUF](https://huggingface.co/mradermacher/Mistral-Small-3.1-24B-Base-2503-GGUF/resolve/main/Mistral-Small-3.1-24B-Base-2503.Q5_K_S.gguf) | Q5_K_S | 16.4 |  |
| [GGUF](https://huggingface.co/mradermacher/Mistral-Small-3.1-24B-Base-2503-GGUF/resolve/main/Mistral-Small-3.1-24B-Base-2503.Q5_K_M.gguf) | Q5_K_M | 16.9 |  |
| [GGUF](https://huggingface.co/mradermacher/Mistral-Small-3.1-24B-Base-2503-GGUF/resolve/main/Mistral-Small-3.1-24B-Base-2503.Q6_K.gguf) | Q6_K | 19.4 | very good quality |
| [GGUF](https://huggingface.co/mradermacher/Mistral-Small-3.1-24B-Base-2503-GGUF/resolve/main/Mistral-Small-3.1-24B-Base-2503.Q8_0.gguf) | Q8_0 | 25.2 | fast, best quality |

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

![image.png](https://www.nethype.de/huggingface_embed/quantpplgraph.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](https://www.nethype.de/), for letting
me use its servers and providing upgrades to my workstation to enable
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.

<!-- end -->