I breathe out during the actual throw.
I "breathe in" my partner during the movement.
One of the simple reasons (Non esoteric) is that if you breath out during the throw, if you get your breath knocked out, at least it comes out in a rush.
If you're inhaling doing a throw, and you breath gets knocked out, you are winded. And a sitting duck.