Solved by ptrblck in post #2 
              
              
                Wrapping all modules in an nn.Sequential container might work for a simple model definition. 
In your case the inception model is failing, since inception.children() will return the child modules in the order they were initialized. model[15] would thus contain the InceptionAux module (which is used …