Hi @zheng-da - here is suggested place for this information:
https://github.com/apache/incubator-mxnet/blob/master/docs/tutorials/gluon/hybrid.md

It might also be helpful to clarify these points specifically in the Python 
documentation.

Let me know if I can help you with those edits. I would put this info in 
myself, but I fear I'm missing the broader context that you would be able to 
provide. A couple of examples of the gotchas would really flesh it out. Also, I 
don't know what the last point was making... one does write-in-place operations 
and one does not?

[ Full content available at: 
https://github.com/apache/incubator-mxnet/issues/12100 ]
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