Footage broadcast by the Japanese media shows firefighters trying to dose the flames as well as thick plum of black smoke rising against the skyline.
According to NHK, 1,281 households were told to evacuate, which affects at least 2,986 people.
No reports of casualties were immediately available following the disaster.
