Solved by ptrblck in post #4 
              
              
                Thanks for the information. 
self.feat_conv won’t contain the same forward pass as the original model, as all functional calls from the forward method will be lost. 
E.g. this pooling operation will not be applied (neither the following), if you just wrap the child modules in an nn.Sequential block. …