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Publications | ||
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Alpa is developed as a research project with collaborators from multiple institutions. | ||
This page includes references to publications describing the ideas behind Alpa. | ||
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| `Alpa: Automating Inter- and Intra-Operator Parallelism for Distributed Deep Learning <https://arxiv.org/abs/2201.12023>`_ | ||
| Lianmin Zheng*, Zhuohan Li*, Hao Zhang*, Yonghao Zhuang, Zhifeng Chen, Yanping Huang, Yida Wang, Yuanzhong Xu, Danyang Zhuo, Eric P. Xing, Joseph E. Gonzalez, Ion Stoica | ||
| *OSDI 2022* | ||
| | ||
| `On Optimizing the Communication of Model Parallelism <https://arxiv.org/abs/2211.05322>`_ | ||
| Yonghao Zhuang*, Hexu Zhao*, Lianmin Zheng, Zhuohan Li, Eric P. Xing, Qirong Ho, Joseph E. Gonzalez, Ion Stoica, Hao Zhang | ||
| *MLSys 2023* | ||
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| `AlpaServe: Statistical Multiplexing with Model Parallelism for Deep Learning Serving <https://arxiv.org/abs/2302.11665>`_ | ||
| Zhuohan Li*, Lianmin Zheng*, Yinmin Zhong*, Vincent Liu, Ying Sheng, Xin Jin, Yanping Huang, Zhifeng Chen, Hao Zhang, Joseph E. Gonzalez, Ion Stoica | ||
| *Preprint* |