What file type is the smallest one, mp3, wma, or wav?

i just purchased a new mp3 player that supports all of these files, but i want to put the most amount of music on it. it is a fuji lab multimedia with camcorder. internal memory is 2gb i also have a 2gb memory card i have many files i would like to store. it also stores video.