It happened just before 3:30 a.m. Saturday in a parking lot on Willow Brook Drive.
Police said a 20-year-old woman was at the parking lot alone when a man attacked her.
She was able to run away and call police.
Police believe the suspect may have met the victim at a local nightclub.
Police said he was last seen driving a black Dodge Charger with 22-inch rims.