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20192023
most citedHetPipe: Enabling Large DNN Training on (Whimpy) Heterogeneous GPU Clusters through Integration of Pipelined Model Parallelism and Data Parallelism

41 citations · 51 across the 3 of their papers we have counts for

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cs.LG2023★ 3 cited

Understand Data Preprocessing for Effective End-to-End Training of Deep Neural Networks

Ping Gong, Yuxin Ma, Cheng Li +2

In this paper, we primarily focus on understanding the data preprocessing pipeline for DNN Training in the public cloud. First, we run experiments to test the performance implicati…