The building is located on the 21800 block of Avalon Boulevard. Crews responded to the 3-alarm fire shortly after 5 p.m.
Officials said more than 90 firefighters were on scene.
A nearby mobile home park was evacuated. At least four homes in the park were damaged by flames.
There were no immediate reports of injuries. The cause of the fire remains under investigation.