library_name: transformers | |
tags: | |
- llama | |
- meta | |
- llama-3 | |
- conversational | |
- text-generation-inference | |
Official [AQLM](https://arxiv.org/abs/2401.06118) quantization of [meta-llama/Meta-Llama-3.1-8B | |
](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B) finetuned with [PV-Tuning](https://arxiv.org/abs/2405.14852). | |
For this quantization, we used 1 codebook of 16 bits and groupsize of 8. | |
Results: | |
| Model | Quantization | MMLU (5-shot) | ArcC| ArcE| Hellaswag | PiQA | Winogrande | Model size, Gb | | |
|------|------|-------|------|------|------|------|------|------| | |
|meta-llama/Meta-Llama-3.1-8B| None |0.6521 | 0.5145 | 0.8144 | 0.5998 | 0.8014 | 0.7356 | 16.1 | | |
| | 1x16g8 | 0.5746 | 0.4454 | 0.7744 | 0.5629 | 0.7954 | 0.7024 | 4.1 | | |
**Note** | |
We used `lm-eval=0.4.0` for evaluation. | |
**UPD (09.08.2024)** | |
Uploaded new version finetuned on more data for longer with better quality. |