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“This diagram cost us three weeks of life that we will not get back, hence the public shaming.”

Benjamin Spector, Aaryan Singhal, Simran Arora, Chris Rehazyresearch.stanford.edu ↗

An H100 has 989 TFLOPs of half-precision matrix multiply and about 60 TFLOPs of everything else. Any cycle the tensor cores sit idle, you use at most 6% of the chip. Skip the new wgmma instructions and you top out around 63% of peak, and NVIDIA’s documentation for their swizzled layouts is wrong. NVIDIA sells the hardest chip in AI to feed and hands out a wrong map to it.