xidulu commented on issue #19361:
URL: 
https://github.com/apache/incubator-mxnet/issues/19361#issuecomment-713305611


   @szha 
   In gluon.distribution, floating number of very small value are often clipped 
to a minimum value to avoid numerical issue in downstream tasks, e.g.
   
https://github.com/apache/incubator-mxnet/blob/master/python/mxnet/gluon/probability/distributions/utils.py#L164-L172
   
   The clip is very necessary, otherwise tons of NaN would come up when very 
small value are fed into OPs like `log`. 


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