Solved by ptrblck in post #2 
              
              
                Adding a new layer (with new parameters) is not the same as reusing the layer (same parameters). 
If you want to add a module, you would have to initialize it and use it in the forward. 
Depending on your use case, you might want to derive a new class using Mnist_CNN as the base class and add the ne…