Generalize DEPTHWISE_CONV_2D 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 DEPTHWISE_CONV_2D functionality. Bug: 127427474 Test: NeuralNetworksTest_static Change-Id: If7b38c22cc28edd4140ff784e4e62c4846522c54
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