Solved by Nikronic in post #3 
              
              
                Thank you, 
Basically, I want to my Model_2 act exactly as a finalized model (I mean only testing and no train at all) so I just use its output for further usage. 
And based on your comment, I should use model.eval(). 
I will report differences when I finish the job.