Thank you for your reply. The second model is trained. I don’t want to put the first model in second model and then train it. I have trained both models. I think I can do it as follows but I want to do it in another way. more pytorchic 

train both models.
then save weights.
create the third model with same number of parameters in first and second model.
load weights of both trained models in the third model.