Oh. I made a mistake. Sorry 
You were perfectly clear. I wanted to print gradients, i.e.  grads.append(torch.max(torch.abs(params.grad)).item()). But somwehow I forgot it. Such a silly mistake.
I will fix the mistake, and will also chechk the norm. Thanks for you reply! I will reply asap.