vandanavk commented on a change in pull request #13471: Optimization of metric 
evaluation
URL: https://github.com/apache/incubator-mxnet/pull/13471#discussion_r237961052
 
 

 ##########
 File path: python/mxnet/metric.py
 ##########
 @@ -667,18 +756,25 @@ def update(self, labels, preds):
         for label, pred in zip(labels, preds):
             self.metrics.update_binary_stats(label, pred)
 
+        fscore = self.metrics.fscore
         if self.average == "macro":
-            self.sum_metric += self.metrics.fscore
+            self.sum_metric += fscore
+            self.global_sum_metric += fscore
             self.num_inst += 1
+            self.global_num_inst += 1
             self.metrics.reset_stats()
         else:
-            self.sum_metric = self.metrics.fscore * self.metrics.total_examples
+            self.sum_metric = fscore * self.metrics.total_examples
+            self.global_sum_metric = fscore * self.metrics.total_examples
 
 Review comment:
   `self.sum_metric = self.global_sum_metric =` ?

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