Yes that was the error! Thank you so much.
But now I think I have a normalization error in my output to visdom because I’m getting very white/oddly bright colored images during training even after a very long time. Is this normal? The last layer of my architecture is tanh so I renormalize by adding 1, dividing by 2, and multiplying by 255 before plotting it in visdom… I even checked the max min values of the generated images and theyre technically in range but both the max and the min hover around 253 or 254