I have done two ultras and trained like an ultra marathoner for about 3 years during that time. During ultra marathon training, I had training runs up to 38 miles. Maybe I am fortunate, but I have never had to take a dump when running ever.
So, for me, no, I never brought any "dog poopy bags" with me.