torch no grad code example

Example 1: with torch.no_grad()

The wrapper "with torch.no_grad()" 
temporarily set all the requires_grad flag to false.

Example 2: with torch.no_grad() if condition

with torch.set_grad_enabled(not no_grad_condition):
    out=network(input)