Pytorch Conv layer produces nan

Pytorch Conv layer produces nan gradients, regardless of the input - Stack Overflow
I am training a PROgan network based on thisgithub. For those of you not familiar don't worry,
Pytorch Conv layer produces nan gradientsregardless of the inputStack Overflow
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