beat a retreat

1. Also, beat a hasty retreat. Reverse course or withdraw, usually quickly. For example, I really don't want to run into Jeff—let's beat a retreat. This term originally (1300s) referred to the military practice of sounding drums to call back troops. Today it is used only figuratively, as in the example above.