Despite the objections of
Gene Kelly who wanted to shoot on location in Paris, the movie was shot at MGM Studios in California, on 44 sets built for the film. It was reportedly difficult for the studio to secure travel arrangements or locations for shooting. Two shots in the picture are from Paris, but they don't involve Kelly.
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