MLPerf: An Industry Standard Benchmark Suite for Machine Learning Performance | IEEE Journals & Magazine | IEEE Xplore

MLPerf: An Industry Standard Benchmark Suite for Machine Learning Performance


Abstract:

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 ...Show More

Abstract:

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 round of MLPerf Inference received over 500 benchmark results from 14 different organizations, showing growing adoption.
Published in: IEEE Micro ( Volume: 40, Issue: 2, 01 March-April 2020)
Page(s): 8 - 16
Date of Publication: 18 February 2020

ISSN Information:


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