An image forming apparatus including a plurality of developing devices, a plurality of developing device assemblies, and a controller. At least one developing device is provided for each type of toner to form multi-color images. Each developing device assembly carries a plurality of developing devices. The controller switches the developing devices carried by one of the developing device assemblies, while the developing devices carried by another developing device assembly are operating.