Citation:
P. Mattson, et al., “MLPerf: An Industry Standard Benchmark Suite for Machine Learning Performance,” IEEE Micro, vol. 40, no. 2, pp. 8-16, 2020.
Date Published:
MarchAbstract:
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.See also: Machine Learning