Solved by Akshat_Suwalka in post #7 
              
              
                Actually the net.parameters include q_params also… 
We can verify by iterating in each element of net.parameters() and in both the net.parameters() and net.named_parameters() contain same number of variables of tensors in it. 
Thank you @ptrblck  for your previous responses!