Solved by dhpollack in post #2 
              
              
                The length of the elements in VCTK are not the same.  You need to pad/clip each sample either in a transformation which you add to train_set or a custom collate_fn in training_data_loader.  The first option will will make all your samples the same length.  The second option allows for the possibilit…