Which empire had many different ethnic groups who lived there?

By definition, an "empire" is a state with many ethnic groups for its citizens, so Roman, Persian, Indian, Aztec, British, Chinese all qualify. The lone exception might be the Japanese "empire" which was racially all Japanese.