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ISTA-DASLab/Meta-Llama-3-8B-Instruct-AQLM-2Bit-1x16
Meta-Llama-3-8B-Instruct-AQLM-2Bit-1x16 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-3-8B-Instruct .
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How the weights are stored.
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From the Hugging Face model README
Official AQLM quantization of meta-llama/Meta-Llama-3-8B-Instruct .
For this quantization, we used 1 codebook of 16 bits.
Results:
| Model | Quantization | MMLU (5-shot) | GSM8k (8-shot) | ArcC | ArcE | Hellaswag | Winogrande | PiQA | Model size, Gb |
|---|---|---|---|---|---|---|---|---|---|
| meta-llama/Meta-Llama-3-8B-Instruct | None | 0.6560 | 0.7475 | 0.5299 | 0.8165 | 0.5771 | 0.7867 | 0.7206 | 16.1 |
| 1x16 | 0.5872 | 0.5087 | 0.4590 | 0.7710 | 0.5491 | 0.7726 | 0.6953 | 4.1 |
UPD 02.05.2024
The version of model with improved fine-tuning procedure.