23 citations · 28 across the 6 of their papers we have counts for
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cs.DC2021★ 1 cited
CrossoverScheduler: Overlapping Multiple Distributed Training Applications in a Crossover Manner
Cheng Luo, Lei Qu, Youshan Miao +2
Distributed deep learning workloads include throughput-intensive training tasks on the GPU clusters, where the Distributed Stochastic Gradient Descent (SGD) incurs significant comm…
cs.DC2020
Simulating Performance of ML Systems with Offline Profiling
Hongming Huang, Peng Cheng, Hong Xu +1
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…