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並前往https://stackoverflow.com/questions/64639256/torch-mul-causes-param-grad-to-be-nonetype

torch.mul causes param.grad to be NoneType - Stack Overflow

Make following changes. You are not using self.output so I have commented. This makes gradient None as you are not using it in forward pass ...

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