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@@ -87,7 +87,7 @@ developers at [01.AI](https://01.ai/).
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  <details open>
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  <summary>🎯 <b>2023/11/23</b>: The chat models are open to public.</summary>
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- This release contains two chat models based on previous released base models, two 8-bits models quntinized by GPTQ, two 4-bits models quantinized by AWQ.
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  - `Yi-34B-Chat`
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  - `Yi-34B-Chat-4bits`
@@ -392,7 +392,7 @@ python quantization/awq/quant_autoawq.py \
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  --trust_remote_code
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  ```
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- Once finished, you can then evaluate the resulted model as follows:
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  ```bash
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  python quantization/awq/eval_quantized_model.py \
 
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  <details open>
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  <summary>🎯 <b>2023/11/23</b>: The chat models are open to public.</summary>
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+ This release contains two chat models based on previous released base models, two 8-bits models quantized by GPTQ, two 4-bits models quantized by AWQ.
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  - `Yi-34B-Chat`
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  - `Yi-34B-Chat-4bits`
 
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  --trust_remote_code
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  ```
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+ Once finished, you can then evaluate the resulting model as follows:
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  ```bash
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  python quantization/awq/eval_quantized_model.py \