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Now that Rosie Huntington-Whiteley is a big-screen star, the former model can afford to treat her action-flick boyfriend Jason Statham for a nice lunch!

The pair dined at Chateau Marmont Saturday for lunch and our photographer said there were more eyes on Rosie than on Jason -- and he's the one who used to be the bigger star!

Will there be competition between the long-time couple? We're guessing not ... the pair are building a house together in LA and plan to make Hollywood their home base. Seems there could be wedding bells in their future and maybe a few baby Rosies and Jason juniors running around!