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Michael Phelps & Wife -- Parents Night Out ... Raging In Vegas with Famous DJ (PHOTOS)

Michael Phelps and his (sorta) new bride Nicole Johnson hit Sin City together this weekend for the first time as man and wife (as far as we know) ... and partied their faces off with Diplo!

The Phelps' got behind the DJ booth at XS Nightclub at the Encore ... and helped the famous DJ celebrate his 38th birthday while the club went crazy.

Interesting note ... neither Michael nor Nicole were pictured with an alcoholic beverage in their hands. As you probably know, Phelps has battled issued with booze over the years but has said he hasn't sworn it off completely.