Solved by Nikronic in post #4 
              
              
                It prints. In the output of print(net) of first approach, you just demonstrated the first block of layers. After all blocks which is 12, you will see the relu. You need to expect to see layers in sequential manner. So if you define relu after layers, you will see it there. 
Here is the full printed …