According to the Chapel Hill Fire Department, the fire, located at 750 Weaver Dairy Rd., started before 4 p.m.
Chopper 11 was on scene and caught crews putting out the fire that burned a large hole through the roof.
The retirement community said the fire began in an exercise area and no one was hurt.
Some residents were temporarily evacuated and later allowed to return home.