bill10 commented on issue #2919:
URL: 
https://github.com/apache/incubator-mxnet/issues/2919#issuecomment-789167389


   Found this old issue, and hopefully it is resolved? I encountered a similar 
problem: when I trained a model on a P2.8x on AWS it was all fine but when I 
moved to P2.16x to take advantage of data parallelism it got GPU memory error. 
I was using kvstore = 'device' and update_on_kvstore = False. It seems that the 
kvstore device is trying to copy gradients from all other GPU's at once and use 
up all memory, as described in this issue. Any thoughts? Thanks! 


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