TMZSports.com

Floyd Mayweather -- ON THE FAT KID DIET ... For Berto Fight

Mayweather called in Chef this weekend for a massive 30-person dessert party ... complete with cheesecake, cupcakes, brownies, cookies, cinnamon rolls, root beer floats, strawberry shortcake, peach cobbler, vanilla ice cream and more.