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Official [AQLM](https://arxiv.org/abs/2401.06118) quantization of `meta-llama/Llama-2-13b-hf`. |
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For this quantization, we used 1 codebook of 16 bits. |
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Selected evaluation results for this and other models: |
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| Model | AQLM scheme | WikiText 2 PPL | Model size, Gb | Hub link | |
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|------------|-------------|----------------|----------------|--------------------------------------------------------------------------| |
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| Llama-2-7b† | 1x16 | 5.92 | 2.4 | [Link](https://huggingface.co/BlackSamorez/Llama-2-7b-AQLM-2Bit-1x16-hf) | |
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| Llama-2-7b† | 2x8 | 6.69 | 2.2 | [Link](https://huggingface.co/BlackSamorez/Llama-2-7b-AQLM-2Bit-2x8-hf) | |
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| Llama-2-7b† | 8x8 | 6.61 | 2.2 | [Link](https://huggingface.co/BlackSamorez/Llama-2-7b-AQLM-2Bit-8x8-hf) | |
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| Llama-2-13b (THIS)| 1x16 | 5.41 | 4.1 | [Link](https://huggingface.co/BlackSamorez/Llama-2-13b-AQLM-2Bit-1x16-hf)| |
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| Llama-2-70b| 1x16 | 3.96 | 18.8 | [Link](https://huggingface.co/BlackSamorez/Llama-2-70b-AQLM-2Bit-1x16-hf)| |
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| Llama-2-70b| 2x8 | 4.83 | 18.2 | [Link](https://huggingface.co/BlackSamorez/Llama-2-70b-AQLM-2Bit-2x8-hf) | |
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| Mixtral-8x7b| 1x16 | 4.37 | 12.6 | [Link](https://huggingface.co/BlackSamorez/Mixtral-8x7b-AQLM-2Bit-1x16-hf)| |
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| Mixtral-8x7b-Instruct| 1x16 | - | 12.6 | [Link](https://huggingface.co/BlackSamorez/Mixtral-8x7B-Instruct-v0_1-AQLM-2Bit-1x16-hf)| |
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To learn more about the inference, as well as the information on how to quantize models yourself, please refer to the [official GitHub repo](https://github.com/Vahe1994/AQLM). |