Solved by ptrblck in post #2 
              
              
                The Inception model returns in its default setting the aux_logits with the output as described in the original paper. 
This logic is implemented in the forward method. 
Wrapping all child modules in a nn.Sequential module will most likely not work properly in that case. 
If you just need certain lay…