MLPerf ☆

MLCommons' MLPerf benchmarks run standardized workloads (LLM pre-training, fine-tuning, inference serving) on submitted systems, producing the only audited apples-to-apples numbers across NVIDIA, AMD, Intel, Google and others. Vendors' marketing decks cite peak FLOPS; buyers read MLPerf. Absences speak too — chips that never submit usually have reasons.