Firefighters were called to Iona Avenue near Fairway, just before 1:30 am on Wednesday.
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Crews say the building had been abandoned for some time.
The flames quickly spread, also burning about an acre of grass around the building.
No one was hurt.
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Crews are investigating what caused the fire.