Solved by AlphaBetaGamma96 in post #3 
              
              
                This will probably have an effect on training as you want neither NaNs nor Infs in your code at all. What you should do is first isolate what process is causing the NaNs/Infs to be created in the input. Secondly, which inputs exactly? I’d assume this is the inputs to your discriminator? 
You can loc…