The bottom bowl-yes. The middle section-no. The lid-not every time, but frequently. Maybe just me, but it seems to keep the "sooty" smell and taste down.
As for the bottom bowl, I get the ashes out, and wipe it clean with a damp cloth, allow it to dry, and hit the cooked on goo with a 0000...