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If `gradParameters` are reset to 0 after the first forward pass then this forward pass becomes useless because you lose the gradients you have computed. The `backward` method calls the...

Look at https://github.com/soumith/dcgan.torch/blob/master/data/donkey_folder.lua#L67. When the data is loaded, images are randomly flipped. Commenting this line may solve your problem.