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Three people were critically injured, the official at Mumbai's KEM Hospital said.
The fire began in the early hours of Friday at a commercial building in Kamala Mills Compound in Central Mumbai, local media reported.
The fire started in the top floor and soon engulfed the structure, according to reports.
Kamala Mills is a refurbished old industrial compound that now houses a host of swanky restaurants and other commercial establishments.