Raleigh Police Department said the man was on a first date when he allegedly assaulted the woman he was with.
The woman reported the crime to police. Around 6 a.m., officers found a man matching the suspect's description, but he escaped while officers tried to arrest him.
The search for the suspect is happening around Bonville Court near New Hope Church Road.