anirudhacharya commented on a change in pull request #13683: fix bug in nag 
optimizer
URL: https://github.com/apache/incubator-mxnet/pull/13683#discussion_r243035067
 
 

 ##########
 File path: python/mxnet/optimizer/optimizer.py
 ##########
 @@ -974,8 +974,7 @@ def update(self, index, weight, grad, state):
         if state is not None:
             mom = state
             mom[:] *= self.momentum
-            grad += wd * weight
-            mom[:] += grad
+            mom[:] += grad + wd * weight
             grad[:] += self.momentum * mom
             weight[:] += -lr * grad
 
 Review comment:
   can you make this `weight[:] -= lr * grad` it is more clear this way

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