@lichen11 I am not able to reproduce this issue. I ran this tutorial multiple 
time with gpu and cpu context. There were a couple of other issues with the 
example that gets fixed in this PR - 
https://github.com/apache/incubator-mxnet/pull/12283

But the memory issue is not reproducible. Please let me know if you are still 
facing this issue.

[ Full content available at: 
https://github.com/apache/incubator-mxnet/issues/11682 ]
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