Dance with Me 1996 on netflix

As a child, Kyoko learned latin dance from Jose, a Cuban-American serviceman stationed in Japan. Years later, Kyoko travels to New York to see Jose again. After much searching, she finds Jose, only to discover that he is dying of AIDS and no longer remembers much of his past, including the time he and Kyoko spent together.