leezu edited a comment on issue #19891:
URL: 
https://github.com/apache/incubator-mxnet/issues/19891#issuecomment-780779074


   Hi Aaron, the Numpy interface in v1.x is experimental and contains some 
issues. I confirmed the bug isn't present in MXNet 2. I think you currently 
have some workarounds for this bug on v1.x. I recommend you keep them for now 
and the issue will be resolved once v2 is stable


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