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Hongming Huang

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Simulating Performance of ML Systems with Offline Profiling

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Feb 17, 2020
Hongming Huang, Peng Cheng, Hong Xu, Yongqiang Xiong

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We advocate that simulation based on offline profiling is a promising approach to better understand and improve the complex ML systems. Our approach uses operation-level profiling and dataflow based simulation to ensure it offers a unified and automated solution for all frameworks and ML models, and is also accurate by considering the various parallelization strategies in a real system.

* Accepted to The MLOps 2020 workshop, colocated with MLSys 2020. 2 pages 
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