Solved by tom in post #2 
              
              
                Hi, 
you found a bug, and one, has been around for a long time (credit to @ptrblck who tested it all the way to PyTorch 1.4). Thank you so much for reporting it here with a minimal example, these are gold! 
The CPU conv3d transpose backward expects the gradient to be contiguous and as the transpose’…