Characterizing Machine Learning I/O Workloads on Leadership Scale HPC Systems

2021 29th International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems (MASCOTS)(2021)

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摘要
High performance computing (HPC) is no longer solely limited to traditional workloads such as simulation and modeling. With the increase in the popularity of machine learning (ML) and deep learning (DL) technologies, we are observing that an increasing number of HPC users are incorporating ML methods into their workflow and scientific discovery processes, across a wide spectrum of science domains ...
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关键词
Leadership,Analytical models,Systematics,File systems,Computational modeling,High performance computing,Tools
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