Solved by Florian_1990 in post #2 
              
              
                If you look closely at the forward function, there is only one ReLU layer (self.relu). But it is used three times. This can be done, because ReLU layers do not learn any parameters as opposed to convolution or batch normalization layers. 
To answer your question: Using print only prints the module i…