Halle & Olivier Dine and Dash

11/23/2012 6:50 AM PST

Halle Berry & Olivier Martinez -- Dine and Dash

Halle Berry
and Olivier Martinez didn't waste any time after Thanksgiving dinner at a friend's house last night -- beating a hasty retreat back home in the wake of Olivier's blowout fight with Gabriel Aubry.

TMZ broke the story ... Gabriel was arrested for misdemeanor battery yesterday after a violent showdown with Halle's fiance at the actress' home.

Both Gabriel and Olivier went to the hospital after the fight -- we're told Gabriel suffered a broken rib, contusions on his face, and possibly a more serious head injury.

Meanwhile, Olivier roughed up his hand ... but appears to have emerged victorious in the melee.

It's interesting ... even with a busted hand, Olivier's still the one driving. Let's face it -- Halle's had driving issues in the past.