It happened shortly before 9:15 p.m. in the 600 block of Old Fayetteville Street.
A 35-year-old woman and 39-year-old man were taken to a hospital for treatment of non-life-threatening injuries.
There was no suspect information immediately available.
The case remains under investigation.
Anyone with information is asked to call CrimeStoppers at (919) 683-1200. CrimeStoppers pays cash rewards for information leading to arrests in felony cases and callers never have to identify themselves.