6.1.1.3 A Simple Explanation Facility

Meta-rules can also be used to provide an explanation facility. A full implementation of the explanation facility described here is included among the examples distributed with KnowledgeWorks, and is given also in Explanation Facility

Suppose we have a rule about truck scheduling of the form

(defrule allocate-truck-to-load :forward

          (load ?l size ?s truck nil destination

           ?d location ?loc)

          (test (not (eq ?d ?loc)))

          (truck ?t capacity ?c load nil location ?loc)

          (test (> ?c ?s))

           -->

          (assert (truck ?t load ?l))

          (assert (load ?l truck ?t)))

and we wish to add an explanation by entering a form like

(defexplain allocate-truck-to-load

             :why ("~S has not reached its destination

                   ~S and ~ does not have a truck

                   allocated, ~ ~S does not have a load

                   allocated, and ~ with capacity ~S is

                   able to carry the load, ~ and both

                   are at the same place ~S"

                   ?l ?d ?t ?c ?loc)

             :what ("~S is scheduled to carry ~S to ~S"

                    ?t ?l ?d)

             :because ("A customer requires ~S to be

                       moved to ~S" ?l ?d))

where the :why form explains why the rule is allowed to fire, the :what form explains what the rule does and the :because gives the ultimate reason for firing the rule.

The stages in the implementation are as follows:

• Define a macro called defexplain to store the explanation information in, say, a hash-table keyed against the rule name
• Define a function add-explanation takes an instantiation, fetches the explanation information from the hash-table and the variable bindings in the instantiation, and adds the generated explanations to another global data structure, something like:

(defun add-instantiation (inst)

  (let ((explain-info

         (gethash (inst-rulename inst)

                  *explain-table*)))

       (when explain-info

         (do-the-rest explain-info

            (inst-bindings inst))))))

• Implement graphical tools to browse the resulting explanations
• Define a meta-interpreter for which will produce explanations, for example:

(defrule explain-context :backward

  ((explain-context)

   <--

   (start-cycle)

   (instantiation ?inst)

   ((add-explanation ?inst))

   (fire-rule ?inst)

   (cut)

   (explain-context)))