Solved by ptrblck in post #2 
              
              
                Printing out the model wouldn’t show the computation graph and would only print the child modules, so I agree that this would not be sufficient to “see” the structure. 
You could check out e.g. PyTorchViz to visualize the computation graph in case that’s helpful. 
PS: Often I also take a look at the…