PGDiff is a versatile facial restoration framework applicable to a wide range of facial restoration tasks, including blind restoration, coloring, repairing, reference-based restoration, and old photo restoration. It utilizes guided diffusion models to achieve facial restoration through partial guidance. PGDiff's strength lies in its versatility and applicability, capable of handling various facial restoration tasks.