Thanks @andrewfayres for the detailed explanation. Next time please add the 
results also in the PR. What makes such PR hard is that we are basing off of 
manual tests which are not reproducible unless another person does the exact 
same manual test to verify. The concern I have in such cases is the possibility 
of introducing regressions somewhere else. 

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https://github.com/apache/incubator-mxnet/pull/11885 ]
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