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Llama-2-7b-AQLM-2Bit-1x16-hf
ISTA-DASLab/Llama-2-7b-AQLM-2Bit-1x16-hf
Llama-2-7b-AQLM-2Bit-1x16-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/Llama-2-7b-hf.
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Model card
From the Hugging Face model README
Official AQLM quantization of meta-llama/Llama-2-7b-hf.
For this quantization, we used 1 codebook of 16 bits.
Selected evaluation results for this and other models:
| Model | AQLM scheme | WikiText 2 PPL | Model size, Gb | Hub link |
|---|---|---|---|---|
| Llama-2-7b (THIS) | 1x16 | 5.92 | 2.4 | Link |
| Llama-2-7b | 2x8 | 6.69 | 2.2 | Link |
| Llama-2-7b | 8x8 | 6.61 | 2.2 | Link |
| Llama-2-13b | 1x16 | 5.22 | 4.1 | Link |
| Llama-2-70b | 1x16 | 3.83 | 18.8 | Link |
| Llama-2-70b | 2x8 | 4.21 | 18.2 | Link |
| Mixtral-8x7b | 1x16 | 3.35 | 12.6 | Link |
| Mixtral-8x7b-Instruct | 1x16 | - | 12.6 | Link |
UPD (20.02.2024). We applied global finetuning on top of quantized model and improved results compared to first revision.
To learn more about the inference, as well as the information on how to quantize models yourself, please refer to the official GitHub repo.
- Task
- Text Generation
- Library
- transformers
- Type
- llama
- Created
- Jan 18, 2024
- Updated
- Mar 11, 2024