leezu commented on a change in pull request #16922: Update LoggingHandler to 
support logging per interval
URL: https://github.com/apache/incubator-mxnet/pull/16922#discussion_r353539859
 
 

 ##########
 File path: python/mxnet/gluon/contrib/estimator/event_handler.py
 ##########
 @@ -241,17 +241,16 @@ class LoggingHandler(TrainBegin, TrainEnd, EpochBegin, 
EpochEnd, BatchBegin, Bat
     """
 
     LOG_PER_EPOCH = 1
-    LOG_PER_BATCH = 2
-    LOG_PER_INTERVAL = 3
+    LOG_PER_INTERVAL = 2
 
     def __init__(self, verbose=LOG_PER_EPOCH,
                  train_metrics=None,
                  val_metrics=None,
                  log_interval=1):
 
 Review comment:
   Do you think it would make sense to drop the `verbose` argument completely? 
For example, if `log_interval=None`, we only log per epoch. If log_interval is 
set to any positive integer, we log according to that interval?
   For example, the following constructor:
   ```
   def __init__(self, log_interval=None,
                    train_metrics=None,
                    val_metrics=None):
   ```

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