Generalize FULLY_CONNECTED op to support input product scale > output scale
To remove inconsistency with TF Lite. TF Lite removed input/output scale restrictions to support additional use cases. This is a superset of existing FULLY_CONNECTED functionality. Bug: 127427474 Test: NeuralNetworksTest_static Change-Id: Icf38945f4c441f56090f40fa2b844240f2e6c49e Merged-In: Icf38945f4c441f56090f40fa2b844240f2e6c49e (cherry picked from commit 9aea0348)
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