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You need to convert the input and output filters parameters of the Conv2d layers to int. If you look at the current arguments, they are float ( eg : 2.0 instead of 2) which is not accepted by torch.
TypeError: new() received an invalid combination of arguments - got (float, int, int, int), but expected one of:
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