;;;====================================================== ;;; Farmer's Dilemma Problem ;;; ;;; Another classic AI problem (cannibals and the ;;; missionary) in agricultural terms. The point is ;;; to get the farmer, the fox the cabbage and the ;;; goat across a stream. ;;; ;;; But the boat only holds 2 items. If left ;;; alone with the goat, the fox will eat it. If ;;; left alone with the cabbage, the goat will eat ;;; it. ;;; ;;; This example uses rules and fact pattern ;;; matching to solve the problem. ;;; ;;; CLIPS Version 6.4 Example ;;; ;;; To execute, merely load, reset and run. ;;;====================================================== (defmodule MAIN (export deftemplate status)) ;;;************* ;;;* TEMPLATES * ;;;************* ;;; The status facts hold the state ;;; information of the search tree. (deftemplate MAIN::status (slot search-depth (type INTEGER) (range 1 ?VARIABLE)) (slot parent (type FACT-ADDRESS SYMBOL) (allowed-symbols no-parent)) (slot farmer-location (type SYMBOL) (allowed-symbols shore-1 shore-2)) (slot fox-location (type SYMBOL) (allowed-symbols shore-1 shore-2)) (slot goat-location (type SYMBOL) (allowed-symbols shore-1 shore-2)) (slot cabbage-location (type SYMBOL) (allowed-symbols shore-1 shore-2)) (slot last-move (type SYMBOL) (allowed-symbols no-move alone fox goat cabbage))) ;;;***************** ;;;* INITIAL STATE * ;;;***************** (deffacts MAIN::initial-positions (status (search-depth 1) (parent no-parent) (farmer-location shore-1) (fox-location shore-1) (goat-location shore-1) (cabbage-location shore-1) (last-move no-move))) (deffacts MAIN::opposites (opposite-of shore-1 shore-2) (opposite-of shore-2 shore-1)) ;;;*********************** ;;;* GENERATE PATH RULES * ;;;*********************** (defrule MAIN::move-alone ?node <- (status (search-depth ?num) (farmer-location ?fs)) (opposite-of ?fs ?ns) => (duplicate ?node (search-depth =(+ 1 ?num)) (parent ?node) (farmer-location ?ns) (last-move alone))) (defrule MAIN::move-with-fox ?node <- (status (search-depth ?num) (farmer-location ?fs) (fox-location ?fs)) (opposite-of ?fs ?ns) => (duplicate ?node (search-depth =(+ 1 ?num)) (parent ?node) (farmer-location ?ns) (fox-location ?ns) (last-move fox))) (defrule MAIN::move-with-goat ?node <- (status (search-depth ?num) (farmer-location ?fs) (goat-location ?fs)) (opposite-of ?fs ?ns) => (duplicate ?node (search-depth =(+ 1 ?num)) (parent ?node) (farmer-location ?ns) (goat-location ?ns) (last-move goat))) (defrule MAIN::move-with-cabbage ?node <- (status (search-depth ?num) (farmer-location ?fs) (cabbage-location ?fs)) (opposite-of ?fs ?ns) => (duplicate ?node (search-depth =(+ 1 ?num)) (parent ?node) (farmer-location ?ns) (cabbage-location ?ns) (last-move cabbage))) ;;;****************************** ;;;* CONSTRAINT VIOLATION RULES * ;;;****************************** (defmodule CONSTRAINTS (import MAIN deftemplate status)) (defrule CONSTRAINTS::fox-eats-goat (declare (auto-focus TRUE)) ?node <- (status (farmer-location ?s1) (fox-location ?s2&~?s1) (goat-location ?s2)) => (retract ?node)) (defrule CONSTRAINTS::goat-eats-cabbage (declare (auto-focus TRUE)) ?node <- (status (farmer-location ?s1) (goat-location ?s2&~?s1) (cabbage-location ?s2)) => (retract ?node)) (defrule CONSTRAINTS::circular-path (declare (auto-focus TRUE)) (status (search-depth ?sd1) (farmer-location ?fs) (fox-location ?xs) (goat-location ?gs) (cabbage-location ?cs)) ?node <- (status (search-depth ?sd2&:(< ?sd1 ?sd2)) (farmer-location ?fs) (fox-location ?xs) (goat-location ?gs) (cabbage-location ?cs)) => (retract ?node)) ;;;********************************* ;;;* FIND AND PRINT SOLUTION RULES * ;;;********************************* (defmodule SOLUTION (import MAIN deftemplate status)) (deftemplate SOLUTION::moves (slot id (type FACT-ADDRESS SYMBOL) (allowed-symbols no-parent)) (multislot moves-list (type SYMBOL) (allowed-symbols no-move alone fox goat cabbage))) (defrule SOLUTION::recognize-solution (declare (auto-focus TRUE)) ?node <- (status (parent ?parent) (farmer-location shore-2) (fox-location shore-2) (goat-location shore-2) (cabbage-location shore-2) (last-move ?move)) => (retract ?node) (assert (moves (id ?parent) (moves-list ?move)))) (defrule SOLUTION::further-solution ?node <- (status (parent ?parent) (last-move ?move)) ?mv <- (moves (id ?node) (moves-list $?rest)) => (modify ?mv (id ?parent) (moves-list ?move ?rest))) (defrule SOLUTION::print-solution ?mv <- (moves (id no-parent) (moves-list no-move $?m)) => (retract ?mv) (println crlf "Solution found: " crlf) (bind ?length (length$ ?m)) (bind ?i 1) (bind ?shore shore-2) (while (<= ?i ?length) (bind ?thing (nth$ ?i ?m)) (if (eq ?thing alone) then (println "Farmer moves alone to " ?shore ".") else (println "Farmer moves with " ?thing " to " ?shore ".")) (if (eq ?shore shore-1) then (bind ?shore shore-2) else (bind ?shore shore-1)) (bind ?i (+ 1 ?i))) (println))