Boogie woogie bugle boy accompany me

The story:

I have mostly been hearing the song on a CD that a local dance studio was playing for a tap number and all the time I've heard it, I didn't really think much of it. That is until I saw a B&W film footage of the Andrew Sisters which was being performed Broadway style as the footage was a scene from a movie. The tempo in which they were performing was quite slower than I usually would hear, hence the words they were singing sounded quite clearer. That is when I first realized what they were saying.