README.md

---
tags:
  - uqff
  - mistral.rs
base_model: mistralai/Devstral-Small-2505
base_model_relation: quantized
---

<!-- Autogenerated from user input. -->

# `mistralai/Devstral-Small-2505`, UQFF quantization


Run with [mistral.rs](https://github.com/EricLBuehler/mistral.rs). Documentation: [UQFF docs](https://github.com/EricLBuehler/mistral.rs/blob/master/docs/UQFF.md).

1) **Flexible** 🌀: Multiple quantization formats in *one* file format with *one* framework to run them all.
2) **Reliable** 🔒: Compatibility ensured with *embedded* and *checked* semantic versioning information from day 1.
3) **Easy** 🤗: Download UQFF models *easily* and *quickly* from Hugging Face, or use a local file.
3) **Customizable** 🛠️: Make and publish your own UQFF files in minutes.

## Examples
|Quantization type(s)|Example|
|--|--|
|AFQ2|`./mistralrs-server -i plain -m EricB/Devstral-Small-2505-UQFF -f devstralsmall-2505-afq2-0.uqff`|
|AFQ3|`./mistralrs-server -i plain -m EricB/Devstral-Small-2505-UQFF -f devstralsmall-2505-afq3-0.uqff`|
|AFQ4|`./mistralrs-server -i plain -m EricB/Devstral-Small-2505-UQFF -f "devstralsmall-2505-afq4-0.uqff;devstralsmall-2505-afq4-1.uqff"`|
|AFQ6|`./mistralrs-server -i plain -m EricB/Devstral-Small-2505-UQFF -f "devstralsmall-2505-afq6-0.uqff;devstralsmall-2505-afq6-1.uqff"`|
|AFQ8|`./mistralrs-server -i plain -m EricB/Devstral-Small-2505-UQFF -f "devstralsmall-2505-afq8-0.uqff;devstralsmall-2505-afq8-1.uqff;devstralsmall-2505-afq8-2.uqff"`|
|F8E4M3|`./mistralrs-server -i plain -m EricB/Devstral-Small-2505-UQFF -f "devstralsmall-2505-f8e4m3-0.uqff;devstralsmall-2505-f8e4m3-1.uqff;devstralsmall-2505-f8e4m3-2.uqff"`|
|Q2K|`./mistralrs-server -i plain -m EricB/Devstral-Small-2505-UQFF -f devstralsmall-2505-q2k-0.uqff`|
|Q3K|`./mistralrs-server -i plain -m EricB/Devstral-Small-2505-UQFF -f devstralsmall-2505-q3k-0.uqff`|
|Q4K|`./mistralrs-server -i plain -m EricB/Devstral-Small-2505-UQFF -f "devstralsmall-2505-q4k-0.uqff;devstralsmall-2505-q4k-1.uqff"`|
|Q5K|`./mistralrs-server -i plain -m EricB/Devstral-Small-2505-UQFF -f "devstralsmall-2505-q5k-0.uqff;devstralsmall-2505-q5k-1.uqff"`|
|Q8_0|`./mistralrs-server -i plain -m EricB/Devstral-Small-2505-UQFF -f "devstralsmall-2505-q8_0-0.uqff;devstralsmall-2505-q8_0-1.uqff;devstralsmall-2505-q8_0-2.uqff"`|