In the Mood for Love is a 2000 Hong Kong romantic drama film written, produced, and directed by Wong Kar-wai. It tells the story of a man (played by Tony Leung) and a woman (Maggie Cheung) whose spouses have an affair together and who slowly develop feelings for each other.

References:
https://en.wikipedia.org/wiki/In_the_Mood_for_Love