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I do not for the life of me pretend to really understand either GPUs or floating-point arithmetic, but I think the basic problem is that floating point arithmetic isn't associative, so the order of operations matters immensely. For reasons I don't fully grok, GPUs don't always dispatch the same inputs the same way, so these floating-point non-associativity discrepancies can pile up. See also here and here.
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