The fire broke out in the 4100-block of North Nashville Avenue near Irving Park Road.
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Heat posed as one of the challenges Chicago firefighters faced while battling the large flames.
CFD posted on social media, calling this a "Level 1 HazMat" fire, which, at one point, caused a partial roof collapse.
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It is unclear if there was or how many people were inside at the time.
However, the last update from authorities is that there were no injuries.