Thanks everybody for the fruitful discussion. I think we are gradually reaching 
convergence :)

I am have been prototyping the qnn.conv2d and qnn.requantize at 
https://github.com/dmlc/tvm/pull/3367

I have still few lose ends to fix. I will update once I am done and then we can 
discuss if the implementation makes sense.

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