> @FrozenGene a clarifying question to your above comment. If we pass in the 
> output scale and shift can we not compute int32-> int8 by simply adding more 
> nodes in the graph.

doesn't understand your comment fully. do you mean could we avoid int32 -> int8 
computation? If so, I think we can not. We need `requant` operation (int32 -> 
int8) 
(https://github.com/tensorflow/tensorflow/blob/v2.0.0-beta1/tensorflow/lite/kernels/internal/reference/conv.h#L171)

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