--- tags: - uqff - mistral.rs base_model: google/gemma-3-27b-it base_model_relation: quantized --- # `google/gemma-3-27b-it`, 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 vision-plain -m EricB/gemma-3-27b-it-UQFF -f gemma3-27b-it-afq2-0.uqff`| |AFQ3|`./mistralrs-server -i vision-plain -m EricB/gemma-3-27b-it-UQFF -f "gemma3-27b-it-afq3-0.uqff;gemma3-27b-it-afq3-1.uqff"`| |AFQ4|`./mistralrs-server -i vision-plain -m EricB/gemma-3-27b-it-UQFF -f "gemma3-27b-it-afq4-0.uqff;gemma3-27b-it-afq4-1.uqff"`| |AFQ6|`./mistralrs-server -i vision-plain -m EricB/gemma-3-27b-it-UQFF -f "gemma3-27b-it-afq6-0.uqff;gemma3-27b-it-afq6-1.uqff;gemma3-27b-it-afq6-2.uqff"`| |AFQ8|`./mistralrs-server -i vision-plain -m EricB/gemma-3-27b-it-UQFF -f "gemma3-27b-it-afq8-0.uqff;gemma3-27b-it-afq8-1.uqff;gemma3-27b-it-afq8-2.uqff"`| |F8E4M3|`./mistralrs-server -i vision-plain -m EricB/gemma-3-27b-it-UQFF -f "gemma3-27b-it-f8e4m3-0.uqff;gemma3-27b-it-f8e4m3-1.uqff;gemma3-27b-it-f8e4m3-2.uqff"`| |Q2K|`./mistralrs-server -i vision-plain -m EricB/gemma-3-27b-it-UQFF -f gemma3-27b-it-q2k-0.uqff`| |Q3K|`./mistralrs-server -i vision-plain -m EricB/gemma-3-27b-it-UQFF -f "gemma3-27b-it-q3k-0.uqff;gemma3-27b-it-q3k-1.uqff"`| |Q4K|`./mistralrs-server -i vision-plain -m EricB/gemma-3-27b-it-UQFF -f "gemma3-27b-it-q4k-0.uqff;gemma3-27b-it-q4k-1.uqff"`| |Q5K|`./mistralrs-server -i vision-plain -m EricB/gemma-3-27b-it-UQFF -f "gemma3-27b-it-q5k-0.uqff;gemma3-27b-it-q5k-1.uqff"`| |Q8_0|`./mistralrs-server -i vision-plain -m EricB/gemma-3-27b-it-UQFF -f "gemma3-27b-it-q8_0-0.uqff;gemma3-27b-it-q8_0-1.uqff;gemma3-27b-it-q8_0-2.uqff"`|