Half of the roof and parts of the first and second floors of a mixed-use building under refurbishment are alight.
Firefighters are working to prevent the spread of the fire to adjoining buildings, including a cinema.
People are advised to keep their windows and doors shut.
The cause of the fire is not yet known.
