Police, fire and ambulance crews are at the scene of the blaze in Jarvey Street, with surrounding homes reportedly having been evacuated.
Footage shows a police cordon blocking the road, with multiple emergency service vehicles in the area.
The extent of the fire is currently unknown.
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The fire service and Police Scotland have been approached for comment.
More to follow.