Solved by Boazrciasn in post #2 
              
              
                If you add both losses, gradient magnitude and direction for weights do not change when compared to doing backwards twice for both loss values. Mathematically resulting gradients will be the same in both cases thus taking derivatives once is more efficient. 
From another point of view is that your n…