Investigators said they got the call around 9:45 p.m. at 1172 B Old Mount Olive Hwy.
When deputies arrived, they found Anthony Jamal Kornegay and Nakiea Felicia Garner dead. A third person, Tre Stokes, was taken to the hospital with a gunshot wound to the thigh.
A fourth victim, Leonard Darden, fled the scene and was located in the 1700 block of Old Mount Olive Hwy. He was treated for a gunshot wound to the arm.
Deputies said they have identified Jujuan Maquis Cox - of 106 Evelyn Circle, Dudley - as the alleged shooter.
They have two murder warrants for his arrest and additional charges are pending. A SWAT team searched Cox's home, but he was not found.
Anyone with information on the shootings or Cox's whereabouts is asked to contact Detective Sergeant Bob Golimowski at (919) 731-1480.