Video from above the scene shows the fire being fueled by hundreds of burning pallets.
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The Los Angeles County Fire Department says it received reports of fire and smoke coming from the rear of the building.
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It's unclear what prompted the fire. Residents in the area are urged to stay away from the area as crews battle the blaze.