ann-qin-lu commented on issue #20959:
URL: 
https://github.com/apache/incubator-mxnet/issues/20959#issuecomment-1080014222


   Hi @waytrue17, thanks for sharing above info. Yep, by skipping recreating 
dataloader for each epoch does prevent such issue, but in my use case, I need 
to shard the big dataset into smaller ones in each epoch, and therefore data 
loader needs to be created multiple times. 
   I've seen a few comments (e.g. [issue 
1](https://github.com/apache/incubator-mxnet/pull/19378#issuecomment-730078762),
 [issue 2](https://github.com/apache/incubator-mxnet/issues/19420)) that 
mentioned memory error with this workaround 
[commit](https://github.com/apache/incubator-mxnet/pull/19378). Reverting this 
commit does resolve my accumulated gpu memory issue. 
   
   Side question: Could you share more insights about how this workaround 
[commit](https://github.com/apache/incubator-mxnet/pull/19378/files), which 
skips the clean up gpu memory in Naive Engine, affects the usage pattern of 
dataloader?


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