--- tags: - uqff - mistral.rs base_model: meta-llama/Llama-3.2-11B-Vision-Instruct base_model_relation: quantized --- # `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. ## Files |Name|Quantization type(s)|Example| |--|--|--| |llama-3.2-11b-vision-q4k.uqff|Q4K|`./mistralrs-server -i vision-plain -m meta-llama/Llama-3.2-11B-Vision-Instruct -a vllama --from-uqff EricB/Llama-3.2-11B-Vision-Instruct-UQFF/llama-3.2-11b-vision-q4k.uqff`| |llama-3.2-11b-vision-q8_0.uqff|Q8_0|`./mistralrs-server -i vision-plain -m meta-llama/Llama-3.2-11B-Vision-Instruct -a vllama --from-uqff EricB/Llama-3.2-11B-Vision-Instruct-UQFF/llama-3.2-11b-vision-q8_0.uqff`| |llama-3.2-11b-vision-hqq4.uqff|HQQ4|`./mistralrs-server -i vision-plain -m meta-llama/Llama-3.2-11B-Vision-Instruct -a vllama --from-uqff EricB/Llama-3.2-11B-Vision-Instruct-UQFF/llama-3.2-11b-vision-hqq4.uqff`| |llama-3.2-11b-vision-hqq8.uqff|HQQ8|`./mistralrs-server -i vision-plain -m meta-llama/Llama-3.2-11B-Vision-Instruct -a vllama --from-uqff EricB/Llama-3.2-11B-Vision-Instruct-UQFF/llama-3.2-11b-vision-hqq8.uqff`|