I created a follow-up design proposal on 
[cwiki](https://cwiki.apache.org/confluence/display/MXNET/MXNet+FFI+for+Operator+Imperative+Invocation).
 TVM FFI works well with MXNet and the overhead for `np.zeros` gets greatly 
reduced. Any feedback is appreciated.

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