Investigators said a party was under way near Fremont Park on West Hahn Avenue when more than a dozen men started fighting.
One of them suddenly opened fire, and the others ran for cover. No one was hurt. The gunman was seen fleeing the scene.
Police set up a perimeter and placed the neighborhood under lockdown, urging people to stay indoors. The man wasn't found. The order has since been lifted.