The fire broke out after 3 am at the Soex West Textile facility on Orange Avenue near Church Avenue.
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It appeared debris was burning outside the building. The intense flames sent large clouds of smoke into the air.
Crews are working to keep the fire from spreading to nearby buildings.
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It wasn't immediately clear how the fire started. No injuries have been reported at this time.