Shortly after 10:00 p.m., police attempted to stop a vehicle in the vicinity of 16th and Mentor streets.
One of the two males in the vehicle flashed a weapon resulting in police firing towards the suspects.
Both males left the vehicle and fled on foot. The suspects are said to have entered into a nearby wooded area.
Canine units are being used in the search.