The building where the fire broke out is about one kilometre from the Roland Garros stadium that hosts the French Open tennis tournament.
More than 200 firefighters and emergency workers are on the scene, Paris police said, and the street is blocked off.
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People in neighbouring buildings were also evacuated to avoid possible causalities.