Liger: Interleaving Intra- and Inter-Operator Parallelism for Distributed Large Model Inference

Author:

Du Jiangsu1ORCID,Wei Jinhui1ORCID,Jiang Jiazhi1ORCID,Cheng Shenggan2ORCID,Huang Dan1ORCID,Chen Zhiguang1ORCID,Lu Yutong1ORCID

Affiliation:

1. Sun Yat-sen University, Guangzhou, China

2. National University of Singapore, Singapore, Singapore

Publisher

ACM

Reference45 articles.

1. AMD. 2023. AMD Infinity Architecture. https://www.amd.com/en/technologies/infinity-architecture

2. DeepSpeed- Inference: Enabling Efficient Inference of Transformer Models at Unprecedented Scale

3. Tom Brown Benjamin Mann Nick Ryder et al. 2020. Language models are few-shot learners. Advances in neural information processing systems 33 (2020) 1877--1901.

4. Shenggan Cheng, Ziming Liu, Jiangsu Du, and Yang You. 2023. ATP: Adaptive Tensor Parallelism for Foundation Models. arXiv preprint arXiv:2301.08658 (2023).

5. Shenggan Cheng Xuanlei Zhao Guangyang Lu Jiarui Fang Zhongming Yu Tian Zheng Ruidong Wu Xiwen Zhang Jian Peng and Yang You. 2023. FastFold: Reducing AlphaFold Training Time from 11 Days to 67 Hours. arXiv:2203.00854 [cs.LG]

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