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Ben Affleck and Jennifer Lopez are celebrating their marriage in style this weekend, TMZ has learned ... with a group of their closest peeps getting the invite to party with them.

Sources close to the couple tell us the two are inviting family and close friends to Ben's home in Georgia this weekend for the big bash -- unclear what the total headcount is, or which special guests might stop by.