OliVe: Accelerating Large Language Models via Hardware-friendly Outlier-Victim Pair Quantization

Author:

Guo Cong12ORCID,Tang Jiaming12ORCID,Hu Weiming12ORCID,Leng Jingwen12ORCID,Zhang Chen3ORCID,Yang Fan3ORCID,Liu Yunxin45ORCID,Guo Minyi12ORCID,Zhu Yuhao6ORCID

Affiliation:

1. Shanghai Jiao Tong University, Shanghai, China

2. Shanghai Qi Zhi Institute, Shanghai, China

3. Microsoft Research, Beijing, China

4. Institute for AI Industry Research (AIR), Tsinghua University, Beijing, China

5. Shanghai Artificial Intelligence Laboratory, Shanghai, China

6. University of Rochester, Rochester, New York, USA

Publisher

ACM

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2. Cnvlutin

3. Analyzing CUDA workloads using a detailed GPU simulator

4. Ron Banner , Yury Nahshan , and Daniel Soudry . 2019. Post training 4-bit quantization of convolutional networks for rapid-deployment. Advances in Neural Information Processing Systems 32 ( 2019 ). Ron Banner, Yury Nahshan, and Daniel Soudry. 2019. Post training 4-bit quantization of convolutional networks for rapid-deployment. Advances in Neural Information Processing Systems 32 (2019).

5. Yoshua Bengio , Nicholas Léonard , and Aaron Courville . 2013. Estimating or propagating gradients through stochastic neurons for conditional computation. arXiv preprint arXiv:1308.3432 ( 2013 ). Yoshua Bengio, Nicholas Léonard, and Aaron Courville. 2013. Estimating or propagating gradients through stochastic neurons for conditional computation. arXiv preprint arXiv:1308.3432 (2013).

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