I tend to smoke mine through, but that's just me. I am smoking a cob with a rather small bowl. If I had a larger pipe, I would probably just pack less for a quicker smoke. But I am just theorizing...
I always finish the bowl. Maybe not all at once, but I smoke it down to the heal before stirring the ashes and dumping, in order to make sure cake develops all the way down the bowl.