I sure hope the greatness hoped for in utilizing now Tensorflow Probability in Pymc instead of Theano won’t all amount to just using shortcuts that simply trade-off some aspects of model accuracy for others 
Nevertheless, this analysis is interesting! Who knows where this can lead?