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@@ -59,9 +59,8 @@ Instructions:
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  ```
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  ## Quantization
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- For details on how this model was quantized and converted to marlin format, see the `quantization/apply_gptq_save_marlin.py` script in the model card.
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- Run the following
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  ```bash
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  pip install -r quantization/requirements.txt
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  CUDA_VISIBLE_DEVICES=0 python3 quantization/apply_gptq_save_marlin.py --model-id TinyLlama/TinyLlama-1.1B-Chat-v1.0 --save-dir ./tinyllama-marlin
 
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  ```
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  ## Quantization
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+ For details on how this model was quantized and converted to marlin format, run the `quantization/apply_gptq_save_marlin.py` script:
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  ```bash
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  pip install -r quantization/requirements.txt
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  CUDA_VISIBLE_DEVICES=0 python3 quantization/apply_gptq_save_marlin.py --model-id TinyLlama/TinyLlama-1.1B-Chat-v1.0 --save-dir ./tinyllama-marlin