szha edited a comment on issue #17335: Excessive GPU memory usage with dynamic 
shape input using Gluon interface
URL: 
https://github.com/apache/incubator-mxnet/issues/17335#issuecomment-613023714
 
 
   This is a problem of having memory cache outside of memory manager and 
memory fragmentation. You can try `mx.gpu(0).empty_cache()` to alleviate the 
problem. @Jerryzcn @andrei5055

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