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@@ -265,5 +265,4 @@ autoround.quantize_and_save(output_dir, format="auto_round")
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  @article{cheng2023optimize, title={Optimize weight rounding via signed gradient descent for the quantization of llms}, author={Cheng, Wenhua and Zhang, Weiwei and Shen, Haihao and Cai, Yiyang and He, Xin and Lv, Kaokao and Liu, Yi}, journal={arXiv preprint arXiv:2309.05516}, year={2023} }
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- [arxiv](https://arxiv.org/abs/2309.05516)
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- [github](https://github.com/intel/auto-round)
 
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  @article{cheng2023optimize, title={Optimize weight rounding via signed gradient descent for the quantization of llms}, author={Cheng, Wenhua and Zhang, Weiwei and Shen, Haihao and Cai, Yiyang and He, Xin and Lv, Kaokao and Liu, Yi}, journal={arXiv preprint arXiv:2309.05516}, year={2023} }
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+ [arxiv](https://arxiv.org/abs/2309.05516)