1.2DCFeb 17, 2020
Simulating Performance of ML Systems with Offline ProfilingHongming Huang, Peng Cheng, Hong Xu et al.
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.