Coming back to this old message in the thread as I am not having speedup as outlined in threads above.I believe I might have been completely naive in taking a call myself while discussing with the experts that PPC graphs look alright.
I would really appreciate if you could please have a look at the PPC graphs I plotted and have uploaded in other thread How to summarise graphical Posterior predictive checks in one graph?