MLPerf: An industry standard benchmark suite for machine learning performance

IEEE Micro(2020)

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摘要
In this article, we describe the design choices behind MLPerf, a machine learning performance benchmark that has become an industry standard. The first two rounds of the MLPerf Training benchmark helped drive improvements to software-stack performance and scalability, showing a 1.3× speedup in the top 16-chip results despite higher quality targets and a 5.5× increase in system scale. The first rou...
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关键词
Benchmark testing,Training,Machine learning,Measurement,Computational modeling,Numerical models
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