A gunman has shot multiple people at a house party in Hollywood.

The shooter is currently on the run, with five people sustaining gunshot wounds.

Officers raced to the scene in Tiara Street, north Hollywood following a call at 12.58am local time.

Five men and two women have been rushed to hospital following the incident in Tiara Street, the Los Angeles Fire Department said.