Marche à l'ombre (1984)

Two friends, one a musician the other constantly depressed wander around Greece and France till they get to Paris without a penny to their name. Here they spend nights in the underground, and squat in houses with the African immigrants. One day they both fall in love with Mathilde a blond dancer and follow her to New York.