One shop in the godown caught fire around 8.30 am and it spread to three other floors of the building, firemen said.
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fire tenders have been pressed into service and the fire has been partially controlled, they said.
Firefighting activities have been hampered in the area because of narrow roads.
The cause of the fire was not yet known.