Diddy -- Epic 46th Birthday Bash (PHOTOS)

Diddy's birthday bash Saturday night brought down the house in Bev Hills, with tons of stars ... some of whom mingled after breaking up. The party was at a mega-mansion, and just about everyone was there ... Jay Z,  Gigi Hadid, Joe Jonas, Cara…