Overlap Communication with Dependent Computation via Decomposition in Large Deep Learning Models

Shibo Wang, Jinliang Wei, Amit Sabne, Andy Davis, Berkin Ilbeyi, Blake Hechtman, Dehao Chen, Karthik Srinivasa Murthy, Marcello Maggioni, Qiao Zhang, Sameer Kumar, Tongfei Guo, Yuanzhong Xu, Zongwei Zhou. Overlap Communication with Dependent Computation via Decomposition in Large Deep Learning Models. In Tor M. Aamodt, Natalie D. Enright Jerger, Michael M. Swift, editors, Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 1, ASPLOS 2023, Vancouver, BC, Canada, March 25-29, 2023. pages 93-106, ACM, 2023. [doi]

Abstract

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