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cs.DC2021
TENSILE: A Tensor granularity dynamic GPU memory scheduling method toward multiple dynamic workloads system
Kaixin Zhang, Hongzhi Wang, Han Hu +4
Recently, deep learning has been an area of intense research. However, as a kind of computing-intensive task, deep learning highly relies on the scale of GPU memory, which is usual…
cs.DC2014
A Hybrid Solution to improve Iteration Efficiency in the Distributed Learning
Junxiong Wang, Hongzhi Wang, Chenxu Zhao
Currently, many machine learning algorithms contain lots of iterations. When it comes to existing large-scale distributed systems, some slave nodes may break down or have lower eff…