Thanks a lot for taking the time, Christopher!
I first updated tfp-nightly, executed the code, and got the following error! I do not know if I must stay longer so that the fix in tfp-nightly will be available!
Here is the error (only the error and not the traceback):
ValueError: Input event_shape does not match event_shape_in ([7] vs [8]).