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Meta-Llama-3.1-8B-Instruct-AQLM-PV-2Bit-2x8-hf
ISTA-DASLab/Meta-Llama-3.1-8B-Instruct-AQLM-PV-2Bit-2x8-hf
Meta-Llama-3.1-8B-Instruct-AQLM-PV-2Bit-2x8-hf is a text generation model from ISTA-DASLab. Use it when you need the model to write or continue text. It is set up for transformers.
Official AQLM quantization of meta-llama/Meta-Llama-3.1-8B-Instruct finetuned with PV-Tuning.
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Model card
From the Hugging Face model README
Official AQLM quantization of meta-llama/Meta-Llama-3.1-8B-Instruct finetuned with PV-Tuning.
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/Meta-Llama-3.1-8B-Instruct | None | 0.6817 | 0.5162 | 0.8186 | 0.5909 | 0.8014 | 0.7364 | 16.1 |
| 2x8g8 | 0.5533 | 0.4531 | 0.7757 | 0.5459 | 0.7835 | 0.7064 | 3.9 |
Note
We used lm-eval=0.4.0 for evaluation.
- Task
- Text Generation
- Library
- transformers
- Type
- llama
- Created
- Aug 9, 2024
- Updated
- Aug 9, 2024