The fire was reported Thursday afternoon at the building on S Via Marina near Mariners Village.
Authorities said at least one person has been sent to the hospital with burn injuries.
AIR7 HD was above the scene as Los Angeles city and county firefighters tackled the fire, which was burning mainly on the first and second floors of the building.
The fire was knocked down later in the afternoon. It's unclear what caused the fire.