[Discussion] RELU and MaxPooling in input data -1 -> +1

I've been attempting to build a CycleGAN for raw audio but with minimal success. Today I had an idea regarding the input data. So far I have been loading the wav file and converting the values into a 1d tensor with a range of [0,1]. However today I instead used a range of [-1, +1], since it seems more natural to me. This also involved changing my RELU layers to a custom layer that instead clamped the values between -1 …

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