Abstract: Some objects in set-valued information systems may have more than one value for an attribute，so a new variable precision tolerance relation is defined by similarity grade of attribute’s et-valued and use maximal consistent block to pose maximal variable precision tolerance classes in set-valued information system，based on it the problem of decision rule’s acquisition，relative knowledge reduction and decision rule’s optimization in set-valued information system are discussed.