Hi all,
A quick aside, I tried to add a tag for tensorflow probability, but I did not see an option to add tags. I don’t know whether some features are disabled because I am new to this forum.
I am cross posting a question regarding tensorflow probability which has yet to receive an answer. I traced an error to the conjugate transpose operation, but its not clear to me whether this is a bug or something I am doing incorrectly. Here is what I found:

The model runs in all cases if
conjugate = False
intf.transpose

The model runs if
conjugate = True
and only one chain is ran 
The model does not run if
conjugate = True
and multiple chains are ran
Here is a simple example of the problem:
Example:
Any help would be greatly appreciated.