Why it matters
MLPerf is standard perf benchmark. Understanding shapes hardware compare.
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The architecture
Training + Inference divisions.
Fixed workloads: LLM, vision, recsys.
Timing + throughput metrics.
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How it works end to end
MLPerf Training + Inference.
Closed + Open divisions.
Peer-reviewed results.
Publish quarterly.