Solved by Shisho_Sama in post #4 
              
              
                There are many ways to do it. ptrblk kindly suggested one of them. 
You can also do use your networks children() method , get the modules you want, add them to a nn.ModuleList(), and then send them to a nn.Sequential() and thats it. 
you have your model.