as shite -- Inhale to steal the breath and take the balance, then exhale for power on the throw. Generally.
As uke -- exhale in a controled fashion thoughout the ukemi if possible. Sometimes exhale sharply with the attack, inhale sharply, exhale through the actual fall.
Sometimes I just gasp (usually when doing REALLY bad technique)