Solved by albanD in post #2 
              
              
                Hi, 
As mentionned in the doc, the backward hooks on nn.Module are not working properly at the moment  
Hopefully we’ll manage to fix them soon. 
You should ignore these results. If you want proper hooking, you should use hooks on Tensors directly as l.register_hook(you_fn) for example.