We recently switched to arviz for plotting, which means it will now plot each dimension of every RV individually. Currently, you cannot plot everything today in one plot: https://github.com/arviz-devs/arviz/issues/94
Not sure how arviz handles KDE plot failed @RavinKumar, @aloctavodia?