2 things I’ve noticed:
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While I don’t know your loss function, Softplus is generally not suitable for the output layer as the results cannot be interpreted as probabilities like with Softmax
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You have the line
x = x.view(-1, 50 * 47)which might be correct, but it is a common trap for subtle errors. You might want to double check that you’re doing the correct tensor manipulation here