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Seven crews from across Dunedin are fighting the fire, which has filled the second floor of the building with thick smoke.
There are no reports of injuries at this stage.
A Fire and Emergency spokesman said that there was currently no danger of the fire spreading to neighbouring properties.
People are advised to avoid the area.