README.md

---
tags:
  - uqff
  - mistral.rs
base_model: meta-llama/Llama-3.2-11B-Vision-Instruct
base_model_relation: quantized
---

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

# `meta-llama/Llama-3.2-11B-Vision-Instruct`, 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|
|--|--|
|FP8|`./mistralrs-server -i vision-plain -m EricB/Llama-3.2-11B-Vision-Instruct-UQFF -a vllama --from-uqff llam3.2-vision-instruct-f8e4m3.uqff`|
|HQQ4|`./mistralrs-server -i vision-plain -m EricB/Llama-3.2-11B-Vision-Instruct-UQFF -a vllama --from-uqff llam3.2-vision-instruct-hqq4.uqff`|
|HQQ8|`./mistralrs-server -i vision-plain -m EricB/Llama-3.2-11B-Vision-Instruct-UQFF -a vllama --from-uqff llam3.2-vision-instruct-hqq8.uqff`|
|Q3K|`./mistralrs-server -i vision-plain -m EricB/Llama-3.2-11B-Vision-Instruct-UQFF -a vllama --from-uqff llam3.2-vision-instruct-q3k.uqff`|
|Q4K|`./mistralrs-server -i vision-plain -m EricB/Llama-3.2-11B-Vision-Instruct-UQFF -a vllama --from-uqff llam3.2-vision-instruct-q4k.uqff`|
|Q5K|`./mistralrs-server -i vision-plain -m EricB/Llama-3.2-11B-Vision-Instruct-UQFF -a vllama --from-uqff llam3.2-vision-instruct-q5k.uqff`|
|Q8_0|`./mistralrs-server -i vision-plain -m EricB/Llama-3.2-11B-Vision-Instruct-UQFF -a vllama --from-uqff llam3.2-vision-instruct-q8_0.uqff`|