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fp16_run: true causes NaNs #60

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@CrackerHax

Posting this as a new issue in case anybody else has the problem.

There might be hacky workarounds for this but it seems to be a pytorch issue: pytorch/pytorch#40497

So I guess the answer is to train with fp16_run: false for now. Might want to note this in the README to save people time. Also the config file default is set to true, could probably set that to false.

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