@mbrookhart Thanks for the contribution. I'm still concerned that the dedicated 
unit tests are missing for a feature like this. I understand you have enabled 
testing this feature with the existing test set. However, we don't know whether 
the test coverage is sufficient. Can you add dedicated unit tests similar to 
what did in `test_subgraph_op.py` for default subgraph property?

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https://github.com/apache/incubator-mxnet/pull/12502 ]
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