rahul003 commented on a change in pull request #10435: [MXNET-289] Allow 
specifying number of batches to run in an epoch to fix hang in dist sync for 
last epoch
URL: https://github.com/apache/incubator-mxnet/pull/10435#discussion_r179958709
 
 

 ##########
 File path: python/mxnet/module/base_module.py
 ##########
 @@ -511,9 +514,12 @@ def fit(self, train_data, eval_data=None, 
eval_metric='acc',
                 self.forward_backward(data_batch)
                 self.update()
                 try:
-                    # pre fetch next batch
-                    next_data_batch = next(data_iter)
-                    self.prepare(next_data_batch, 
sparse_row_id_fn=sparse_row_id_fn)
+                    if epoch_size and (nbatch == epoch_size - 1):
 
 Review comment:
   This is also not really an easily testable scenario because the issue only 
comes up in distributed settings. The core logic just uses the argument 
provided. Rest of the changes in the PR is just for an example. I can add an 
assert sure

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