The fire broke out around 4:45 a.m. on the 1100 block of Pearl Street.
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The vacant building was the former U.S. Pipe Company plant.
The building is located near a large Amazon fulfillment center.
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Fire crews report the building is full of stored paper making it difficult to get the flames under control.
No injuries have been reported.