The Song is called Smoke Gets in Your Eyes Sung by Irene Dunne (reprise danced by Ginger and Fred) it is the final scene from the movie. These were true Stars and now legends of Golden Hollywood. Please enjoy while you can and think pure thoughts.
Btw, Irene Dunne and Randolph Scott do not appear in the song, but have important roles in the movie (if i remember correctly)