Solved by Dwight_Foster in post #6 
              
              
                What do you mean by multiple inputs do you mean one input for the backbone and one for the other sequential model. If so you can do something like this 
def forward(self, x, x1):
     x = model.backbone(x)
     x1 = SECONDMODEL(x1)
...