We didn't have a graduation song either.
Thankfully the tradition here is that you do a grad movie.
Not some photos with added music, but a full fledged movie. Obviously it ends up amateurish and full of lame insider jokes, but me and 5-6 of my closest friends ended up being responsible for it. It's stupid, but psychedelic and I chose all the music.