This was the dying command of of American Naval Officer, James Lawrence. After his death, his friend and fellow officer Oliver Hazard Perry ordered a large blue battle ensign, stitched with the phrase in bold white letters.
Military - Navy and Coast Guard, Buildings - Indoor
This is the original flag displayed in the Naval Academy Museum.
Links: www.usna.edu, en.wikipedia.org