Detect and fail dynamic tensors

[ddavis-2015]

@tensorflow/micro

Detect output tensors with dynamic shapes after the Prepare method for each operator in a subgraph has been called. Upon detection of a dynamic tensor, return kTfLiteError from the MicroInterpreter::AllocateTensors method.

Add unit test for the MicroInterpreter.