Have you tested with memonger=True?
Pylint reported an error in a similar scenario (Ref: 
https://github.com/apache/incubator-mxnet/pull/12152).

Please execute pylint on these files using ci/other/pylintrc in incubator-mxnet 
folder and fix errors (if any).
Example:
`pylint --rcfile=ci/other/pylintrc --ignore-patterns="..so$$,..dll$$,..dylib$$" 
example/image-classification/symbols/*.py`

[ Full content available at: 
https://github.com/apache/incubator-mxnet/pull/12595 ]
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