Oh, I fix the problem. According to the documentation, the size of the input of function torch.nn.functional.cross_entropy should be (N,C,H,W). CHANNEL FIRST 
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Oh, I fix the problem. According to the documentation, the size of the input of function torch.nn.functional.cross_entropy should be (N,C,H,W). CHANNEL FIRST 