Nathan: So contention is when lots of people are trying to check out a safe way at the same time. Right, there's just a queue. And where's the Q form in a GPU the Q forms when lots of cores are trying to get to off chip memory. The underpinning of AI is sparse linear algebra and so what we optimized our engine for was to be good at that problem. That turned out to be a really good architectural choice.

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