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krep.lisp
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krep.lisp
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;;; -*- Mode: Lisp; Syntax: Common-Lisp; -*-
;;; Code from Paradigms of Artificial Intelligence Programming
;;; Copyright (c) 1991 Peter Norvig
;;; krep.lisp: Knowledge representation code; final version.
;;; Adds support for worlds and attached functions.
(requires "krep2") ; Need some functions from previous version
(defparameter *primitives* '(and sub ind rel val))
(defun add-fact (fact)
"Add the fact to the data base."
(cond ((eq (predicate fact) 'and)
(mapc #'add-fact (args fact)))
((or (not (every #'atom (args fact)))
(some #'variable-p (args fact))
(not (member (predicate fact) *primitives*)))
(error "Ill-formed fact: ~a" fact))
((not (fact-present-p fact))
(index fact)
(run-attached-fn fact)))
t)
(defun fact-present-p (fact)
"Is this fact present in the data base?"
(retrieve fact))
;;; ==============================
(defun run-attached-fn (fact)
"Run the function associated with the predicate of this fact."
(apply (get (predicate fact) 'attached-fn) (args fact)))
;;; ==============================
(defun index-new-fact (fact)
"Index the fact in the data base unless it is already there."
(unless (fact-present-p fact)
(index fact)))
;;; ==============================
(defun test-bears ()
(clear-dtrees)
(mapc #'add-fact
'((sub animal living-thing)
(sub living-thing thing) (sub polar-bear bear)
(sub grizzly bear) (ind Yogi bear) (ind Lars polar-bear)
(ind Helga grizzly)))
(trace index)
(add-fact '(sub bear animal))
(untrace index))
(defmacro a (&rest args)
"Define a new individual and assert facts about it in the data base."
`(add-fact ',(translate-exp (cons 'a args))))
(defmacro each (&rest args)
"Define a new category and assert facts about it in the data base."
`(add-fact ',(translate-exp (cons 'each args))))
(defmacro ?? (&rest queries)
"Return a list of answers satisfying the query or queries."
`(retrieve-setof
',(translate-exp (maybe-add 'and (replace-?-vars queries))
:query)))
;;; ==============================
(defun translate-exp (exp &optional query-mode-p)
"Translate exp into a conjunction of the four primitives."
(let ((conjuncts nil))
(labels
((collect-fact (&rest terms) (push terms conjuncts))
(translate (exp)
;; Figure out what kind of expression this is
(cond
((atom exp) exp)
((eq (first exp) 'a) (translate-a (rest exp)))
((eq (first exp) 'each) (translate-each (rest exp)))
(t (apply #'collect-fact exp) exp)))
(translate-a (args)
;; translate (A category [ind] (rel filler)*)
(let* ((category (pop args))
(self (cond ((and args (atom (first args)))
(pop args))
(query-mode-p (gentemp "?"))
(t (gentemp (string category))))))
(collect-fact 'ind self category)
(dolist (slot args)
(translate-slot 'val self slot))
self))
(translate-each (args)
;; translate (EACH category [(isa cat*)] (slot cat)*)
(let* ((category (pop args)))
(when (eq (predicate (first args)) 'isa)
(dolist (super (rest (pop args)))
(collect-fact 'sub category super)))
(dolist (slot args)
(translate-slot 'rel category slot))
category))
(translate-slot (primitive self slot)
;; translate (relation value) into a REL or SUB
(assert (= (length slot) 2))
(collect-fact primitive (first slot) self
(translate (second slot)))))
;; Body of translate-exp:
(translate exp) ;; Build up the list of conjuncts
(maybe-add 'and (nreverse conjuncts)))))
;;; ==============================
(defun replace-?-vars (exp)
"Replace each ? in exp with a temporary var: ?123"
(cond ((eq exp '?) (gentemp "?"))
((atom exp) exp)
(t (reuse-cons (replace-?-vars (first exp))
(replace-?-vars (rest exp))
exp))))
;;;; Support for Multiple Worlds
;; In the book, we redefine index, but that screws up other things,
;; so we'll define index-in-world instead of index.
(defvar *world* 'W0 "The current world used by index and fetch.")
(defun index-in-world (key &optional (world *world*))
"Store key in a dtree node. Key must be (predicate . args);
it is stored in the dtree, indexed by the world."
(dtree-index-in-world key key world (get-dtree (predicate key))))
(defun dtree-index-in-world (key value world dtree)
"Index value under all atoms of key in dtree."
(cond
((consp key) ; index on both first and rest
(dtree-index-in-world (first key) value world
(or (dtree-first dtree)
(setf (dtree-first dtree) (make-dtree))))
(dtree-index-in-world (rest key) value world
(or (dtree-rest dtree)
(setf (dtree-rest dtree) (make-dtree)))))
((null key)) ; don't index on nil
((variable-p key) ; index a variable
(nalist-push world value (dtree-var dtree)))
(t ;; Make sure there is an nlist for this atom, and add to it
(nalist-push world value (lookup-atom key dtree)))))
;;; ==============================
(defun nalist-push (key val nalist)
"Index val under key in a numbered alist."
;; An nalist is of the form (count (key val*)*)
;; Ex: (6 (nums 1 2 3) (letters a b c))
(incf (car nalist))
(let ((pair (assoc key (cdr nalist))))
(if pair
(push val (cdr pair))
(push (list key val) (cdr nalist)))))
;;; ==============================
(defstruct (world (:print-function print-world))
name parents current)
;;; ==============================
(defun get-world (name &optional current (parents (list *world*)))
"Look up or create the world with this name.
If the world is new, give it the list of parents."
(cond ((world-p name) name) ; ok if it already is a world
((get name 'world))
(t (setf (get name 'world)
(make-world :name name :parents parents
:current current)))))
(setf *world* (get-world 'W0 nil nil))
;;; ==============================
(defun use-world (world)
"Make this world current."
;; If passed a name, look up the world it names
(setf world (get-world world))
(unless (eq world *world*)
;; Turn the old world(s) off and the new one(s) on,
;; unless we are already using the new world
(set-world-current *world* nil)
(set-world-current world t)
(setf *world* world)))
(defun use-new-world ()
"Make up a new world and use it.
The world inherits from the current world."
(setf *world* (get-world (gensym "W")))
(setf (world-current *world*) t)
*world*)
(defun set-world-current (world on/off)
"Set the current field of world and its parents on or off."
;; nil is off, anything else is on.
(setf (world-current world) on/off)
(dolist (parent (world-parents world))
(set-world-current parent on/off)))
;;; ==============================
(defun print-world (world &optional (stream t) depth)
(declare (ignore depth))
(prin1 (world-name world) stream))
;;; ==============================
(defun mapc-retrieve-in-world (fn query)
"For every fact in the current world that matches the query,
apply the function to the binding list."
(dolist (bucket (fetch query))
(dolist (world/entries bucket)
(when (world-current (first world/entries))
(dolist (answer (rest world/entries))
(let ((bindings (unify query answer)))
(unless (eq bindings fail)
(funcall fn bindings))))))))
(defun retrieve-in-world (query)
"Find all facts that match query. Return a list of bindings."
(let ((answers nil))
(mapc-retrieve-in-world
#'(lambda (bindings) (push bindings answers))
query)
answers))
(defun retrieve-bagof-in-world (query)
"Find all facts in the current world that match query.
Return a list of queries with bindings filled in."
(mapcar #'(lambda (bindings) (subst-bindings bindings query))
(retrieve-in-world query)))
;;; ==============================
(defun nlist-delete (item nlist)
"Remove an element from an nlist.
Assumes that item is present exactly once."
(decf (car nlist))
(setf (cdr nlist) (delete item (cdr nlist) :count 1))
nlist)
;;; ==============================
;;;; The attached functions:
(def-attached-fn ind (individual category)
;; Cache facts about inherited categories
(query-bind (?super) `(sub ,category ?super)
(add-fact `(ind ,individual ,?super))))
(def-attached-fn val (relation ind1 ind2)
;; Make sure the individuals are the right kinds
(query-bind (?cat1 ?cat2) `(rel ,relation ?cat1 ?cat2)
(add-fact `(ind ,ind1 ,?cat1))
(add-fact `(ind ,ind2 ,?cat2))))
(def-attached-fn rel (relation cat1 cat2)
;; Run attached function for any IND's of this relation
(query-bind (?a ?b) `(ind ,relation ?a ?b)
(run-attached-fn `(ind ,relation ,?a ,?b))))
(def-attached-fn sub (subcat supercat)
;; Cache SUB facts
(query-bind (?super-super) `(sub ,supercat ?super-super)
(index-new-fact `(sub ,subcat ,?super-super))
(query-bind (?sub-sub) `(sub ?sub-sub ,subcat)
(index-new-fact `(sub ,?sub-sub ,?super-super))))
(query-bind (?sub-sub) `(sub ?sub-sub ,subcat)
(index-new-fact `(sub ,?sub-sub ,supercat)))
;; Cache IND facts
(query-bind (?super-super) `(sub ,subcat ?super-super)
(query-bind (?sub-sub) `(sub ?sub-sub ,supercat)
(query-bind (?ind) `(ind ?ind ,?sub-sub)
(index-new-fact `(ind ,?ind ,?super-super))))))