I dislike loading files into memory entirely, in fact I consider avoiding that one of the few interesting problems here (the other problem being the issue of counting words in a stream of bytes, without converting the whole thing to a string).

If you don't care about efficiency you can just do len(set(text.split())), but that's barely worth making a function for.