Below is the complete code implementing the simple explanation facility of 6.1.1.3 A Simple Explanation Facility. The implementation principle is exactly as described.
;;; ---------- A SIMPLE EXPLANATION FACILITY --------- (in-package kw-user) ; connects rule to explanation definitions (defvar *explanation-table* (make-hash-table :test #'eq)) ; explanation generated at run time (defvar *explanation* nil) ;;; the next four definitions make up the defexplain ;;; macro for each of the why, what and because ;;; definitions we create a function which we can call ;;; at run time on the bindings of the instantiation to ;;; generate the explanation text - this will be ;;; reasonably efficient (defun is-var (expr) "is this a variable (i.e. starts with ?)" (and (symbolp expr) (eql (char (symbol-name expr) 0) #\?))) (defun find-vars (expr) "returns a list of all the variables in expr" (if (consp expr) (append (find-vars (car expr)) (find-vars (cdr expr))) (if (is-var expr) (list expr) nil))) (defun make-explain-func (explain-stuff) "generates a function to generate explanation text at run time" (let* ((explain-string (car explain-stuff)) (explain-args (cdr explain-stuff)) (vars (remove-duplicates (find-vars explain-args)))) `#'(lambda (bindings) (let ,(mapcar #'(lambda (v) `(,v (cdr (assoc `,v bindings)))) vars) (format nil ,explain-string ,@explain-args))))) (defmacro defexplain (rulename &key why what because) "puts an entry for the rule in the explanation table" `(setf (gethash `,rulename *explanation-table*) (list ,(make-explain-func why) ,(make-explain-func what) ,(make-explain-func because)))) ;;; next two definitions generate an explanation for ;;; each instantiation that fires and stores it away in ;;; *explanation* (defun add-explanation (inst) "generate an explanation for firing this instantiation" (let ((explain-info (gethash (inst-rulename inst) *explanation-table*))) (when explain-info (do-the-rest explain-info (inst-bindings inst))))) (defun do-the-rest (explain-info bindings) "creates explanation text derived from explain functions and bindings" (let ((why-func (first explain-info)) (what-func (second explain-info)) (because-func (third explain-info))) (push `(,*cycle* ,(inst-rulename inst) ,(funcall why-func bindings) ,(funcall what-func bindings) ,(funcall because-func bindings)) *explanation*))))) ;;; meta-interpreter for explanation contexts ;;; before firing the rule generate explanation for ;;; this cycle (defrule explain-context :backward ((explain-context) <-- (start-cycle) (instantiation ?inst) ((add-explanation ?inst)) (fire-rule ?inst) (cut) (explain-context))) ;;; simple text output of the explanation (defun explain (&optional cycle) "print out either the whole explanation or just for one cycle" (if cycle (explain-cycle (assoc cycle *explanation*)) (dolist (cycle-entry (reverse *explanation*)) (explain-cycle cycle-entry)))) (defun explain-cycle (entry) "print this explanation entry" (if entry (let ((cycle (first entry)) (rulename (second entry)) (why (third entry)) (what (fourth entry)) (because (fifth entry))) (format t "~2%~a: ~a~%~a~%~a~%~a" cycle rulename why what because)) (format t "~2%No explanation for this cycle"))) ;;; we could make a really smart tool here, but to give ;;; the general idea... (defun explain-an-action () (let ((item (tk:scrollable-menu (reverse *explanation*) :title "Which action do you want explained?" :name-function #'(lambda (x) (fourth x))))) (if item (tk:send-a-message (fifth item))))) ;;; starting the rule interpreter should clear any old ;;; explanation (defadvice (infer rest-explanation :before) (&rest args) (unless *in-interpreter* (setq *explanation* nil)))
Below are some example rules using the explanation facility. They are taken from the Monkey and Banana Example distributed with KnowledgeWorks. The classes used in the example are monkey
, object
and goal
.
(defrule mb7 :forward :context mab (goal ?g status active type holds object ?w) (object ?o1 kb-name ?w at ?p on floor) (monkey ?m at ?p holds nil) --> ((format t "~%Grab ~s" ?w)) (assert (monkey ?m holds ?w)) (assert (goal ?g status satisfied))) (defexplain mb7 :why ("Monkey is at the ~s which is on the floor" ?w) :what ("Monkey grabs the ~s" ?w) :because ("Monkey needs the ~s somewhere else" ?w)) (defrule mb12 :forward :context mab :context mab (goal ?g status active type walk-to object ?p) (monkey ?m on floor at ?c holds nil) (test (not (eq ?c ?p))) --> ((format t "~%Walk to ~s" ?p)) (assert (monkey ?m at ?p)) (assert (goal ?g status satisfied))) (defexplain mb12 :why ("Monkey is on the floor holding nothing") :what ("Monkey walks to ~s" ?p) :because ("Monkey needs to do something with an object at ~s" ?p)) (defrule mb13 :forward :context mab (goal ?g status active type walk-to object ?p) (monkey ?m on floor at ?c holds ?w) (test (and ?w (not (eq ?c ?p)))) (object ?o1 kb-name ?w) --> ((format t "~%Walk to ~s" ?p)) (assert (monkey ?m at ?p)) (assert (object ?o1 at ?p)) (assert (goal ?g status satisfied))) (defexplain mb13 :why ("Monkey is on the floor and is holding the ~s" ?w) :what ("Monkey walks to ~s with the ~s" ?p ?w) :because ("Monkey wants the ~s to be at ~s" ?w ?p)) (defrule mb14 :forward :context mab (goal ?g status active type on object floor) (monkey ?m on ?x) (test (not (eq ?x `floor))) --> ((format t "~%Jump onto the floor")) (assert (monkey ?m on floor)) (assert (goal ?g status satisfied))) (defexplain mb14 :why ("Monkey is on ~s" ?x) :what ("Monkey jumps onto the floor") :because ("Monkey needs to go somewhere")) (defrule mb17 :forward :context mab (goal ?g status active type on object ?o) (object ?o1 kb-name ?o at ?p) (monkey ?m at ?p holds nil) --> ((format t "~%Climb onto ~s" ?o)) (assert (monkey ?m on ?o)) (assert (goal ?g status satisfied))) (defexplain mb17 :why ("Monkey is at the location of the ~s" ?o) :what ("Monkey climbs onto the ~s" ?o) :because ("Monkey wants to be on top of the ~s" ?o)) (defrule mb18 :forward :context mab (goal ?g status active type holds object nil) (monkey ?m holds ?x) (test ?x) --> ((format t "~%Drop ~s" ?x)) (assert (monkey ?m holds nil)) (assert (goal ?g status satisfied))) (defexplain mb18 :why ("Monkey is holding the ~s" ?x) :what ("Monkey drops the ~s" ?x) :because ("Monkey wants to do something for which he can't hold anything"))
KnowledgeWorks and Prolog User Guide (Unix version) - 01 Dec 2021 19:35:52