leezu commented on issue #18699:
URL: 
https://github.com/apache/incubator-mxnet/issues/18699#issuecomment-663621153


   Thank you for splitting up the commit and comparing the frontend to backend 
changes! To find out which part of the Python frontend changes is causing the 
overhead, I'd suggest to apply all changes from 83b5170 minus respectively a) 
multiarray.py and ndarray.py b) parameter.py c) block.py. My assumption is that 
the extra C API call in parameter.py causes the overhead and that variant b) 
would resolve the overhead. This works because Sockeye doesn't use 
`HybridBlock.forward` but `HybridBlock.hybrid_forward`


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