eric-haibin-lin commented on issue #17237: Data imbalance handling in MXNet 
Gluon
URL: 
https://github.com/apache/incubator-mxnet/issues/17237#issuecomment-571816022
 
 
   Hi @chandana1332 
   
   Thanks for posting the question here. 
   
   If your current mini-batch is small and GPU 3 & 4 does not even have 1 
sample, the gradient on GPU 3 & 4 will remain the same as what they were for 
the previous iteration. Therefore, for this case, the allreduced_gradient will 
be based on refresh gradients from GPU 1 & 2, and stale gradients from GPU 3 & 
4. 
   
   

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