MLCommons

Overview

MLCommons is an AI industry benchmarking organization that publishes the MLPerf suite of standard performance benchmarks. Their MLPerf Storage 2.0 benchmark, aggregating data across 150 industry submissions, demonstrated a strong linear relationship between storage read bandwidth and busy GPU accelerators across 3D U-Net, CosmoFlow, and ResNet-50 workloads. This data was cited at the 2025 OCP Global Summit to establish that storage thermal management — and its impact on storage bandwidth — has direct, quantifiable consequences on GPU utilization and AI workload economics.