The vacant commercial building was fully engulfed by the flames which were spreading to surrounding grass and brush.
Firefighters were on ladders trying to attack the flames from above.
There were no injuries reported.
Traffic was not affected on the Ambassador Bridge which stands nearby.
Smoke could be seen for miles throughout the city.
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