ndeepesh commented on issue #18734:
URL: 
https://github.com/apache/incubator-mxnet/issues/18734#issuecomment-703312835


   Thanks @ptrendx 
   
   We do load one tensor on GPU before we start other processes. We use those 
processes to prepare and preprocess batches in parallel which in turn gets 
picked up by parent process (to fed into GPU) via  multiprocessing.Queue. Child 
processes are only responsible for loading and preparing batches and they have 
nothing to do with cuda


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