README.md

---
library_name: transformers
tags:
- aqlm
- llama
- facebook
- meta
- llama-3
- conversational
- text-generation-inference
base_model: meta-llama/Llama-3.2-3B
---

Official [AQLM](https://arxiv.org/abs/2401.06118) quantization of [meta-llama/Llama-3.2-3B
](https://huggingface.co/meta-llama/Llama-3.2-3B) finetuned with [PV-Tuning](https://arxiv.org/abs/2405.14852).

For this quantization, we used 2 codebooks of 8 bits and groupsize of 8.

Results: 
| Model | Quantization | MMLU (5-shot) | ArcC   | ArcE   | Hellaswag | PiQA   | Winogrande | Model size, Gb |
|-------|--------------|---------------|--------|--------|-----------|--------|------------|----------------|
| meta-llama/Llama-3.2-3B | fp16         | 0.5642        | 0.4224	| 0.7449 | 0.5526 | 0.7666 | 0.6993 | 6.4            |
|       | 2x8g8        | 0.3876        | 0.3328	| 0.6763 | 0.4817 | 0.7421 | 0.5975	| 1.5           |