;;;; -*- Mode: Lisp; Syntax: Common-Lisp -*- ;;;; Code from Paradigms of AI Programming ;;;; Copyright (c) 1991 Peter Norvig ;;;; updated for SBCL 2007 by tim@menzies.us #+SBCL (DECLAIM (SB-EXT:MUFFLE-CONDITIONS CL:STYLE-WARNING)) (defconstant fail nil) ;;;; search.lisp: Search routines from section 6.4 (defun tree-search (states goal-p successors combiner) "Find a state that satisfies goal-p. Start with states, and search according to successors and combiner." (dbg :search "~&;; Search: ~a" states) (cond ((null states) fail) ((funcall goal-p (first states)) (first states)) (t (tree-search (funcall combiner (funcall successors (first states)) (rest states)) goal-p successors combiner)))) (defun depth-first-search (start goal-p successors) "Search new states first until goal is reached." (tree-search (list start) goal-p successors #'append)) (defun binary-tree (x) (list (* 2 x) (+ 1 (* 2 x)))) (defun is (value) #'(lambda (x) (eql x value))) (defun prepend (x y) "Prepend y to start of x" (append y x)) (defun breadth-first-search (start goal-p successors) "Search old states first until goal is reached." (tree-search (list start) goal-p successors #'prepend)) (defun finite-binary-tree (n) "Return a successor function that generates a binary tree with n nodes." #'(lambda (x) (remove-if #'(lambda (child) (> child n)) (binary-tree x)))) (defun diff (num) "Return the function that finds the difference from num." #'(lambda (x) (abs (- x num)))) (defun sorter (cost-fn) "Return a combiner function that sorts according to cost-fn." #'(lambda (new old) (sort (append new old) #'< :key cost-fn))) (defun best-first-search (start goal-p successors cost-fn) "Search lowest cost states first until goal is reached." (tree-search (list start) goal-p successors (sorter cost-fn))) (defun price-is-right (price) "Return a function that measures the difference from price, but gives a big penalty for going over price." #'(lambda (x) (if (> x price) most-positive-fixnum (- price x)))) (defun beam-search (start goal-p successors cost-fn beam-width) "Search highest scoring states first until goal is reached, but never consider more than beam-width states at a time." (tree-search (list start) goal-p successors #'(lambda (old new) (let ((sorted (funcall (sorter cost-fn) old new))) (if (> beam-width (length sorted)) sorted (subseq sorted 0 beam-width)))))) (defstruct (city (:type list)) name long lat) (defparameter *cities* '((Atlanta 84.23 33.45) (Los-Angeles 118.15 34.03) (Boston 71.05 42.21) (Memphis 90.03 35.09) (Chicago 87.37 41.50) (New-York 73.58 40.47) (Denver 105.00 39.45) (Oklahoma-City 97.28 35.26) (Eugene 123.05 44.03) (Pittsburgh 79.57 40.27) (Flagstaff 111.41 35.13) (Quebec 71.11 46.49) (Grand-Jct 108.37 39.05) (Reno 119.49 39.30) (Houston 105.00 34.00) (San-Francisco 122.26 37.47) (Indianapolis 86.10 39.46) (Tampa 82.27 27.57) (Jacksonville 81.40 30.22) (Victoria 123.21 48.25) (Kansas-City 94.35 39.06) (Wilmington 77.57 34.14))) (setf (symbol-function 'find-all-if) #'remove-if-not) (defun neighbors (city) "Find all cities within 1000 kilometers." (find-all-if #'(lambda (c) (and (not (eq c city)) (< (air-distance c city) 1000.0))) *cities*)) (defconstant earth-diameter 12765.0 "Diameter of planet earth in kilometers.") (defun air-distance (city1 city2) "The great circle distance between two cities." (let ((d (distance (xyz-coords city1) (xyz-coords city2)))) ;; d is the straight-line chord between the two cities, ;; The length of the subtending arc is given by: (* earth-diameter (asin (/ d 2))))) (defun xyz-coords (city) "Returns the x,y,z coordinates of a point on a sphere. The center is (0 0 0) and the north pole is (0 0 1)." (let ((psi (deg->radians (city-lat city))) (phi (deg->radians (city-long city)))) (list (* (cos psi) (cos phi)) (* (cos psi) (sin phi)) (sin psi)))) (defun distance (point1 point2) "The Euclidean distance between two points. The points are coordinates in n-dimensional space." (sqrt (reduce #'+ (mapcar #'(lambda (a b) (expt (- a b) 2)) point1 point2)))) (defun deg->radians (deg) "Convert degrees and minutes to radians." (* (+ (truncate deg) (* (rem deg 1) 100/60)) pi 1/180)) (defun city (name) "Find the city with this name." (assoc name *cities*)) (defun trip (start dest) "Search for a way from the start to dest." (beam-search start (is dest) #'neighbors #'(lambda (c) (air-distance c dest)) 1)) ;;; debugging trvial (defvar *dbg-ids* nil "Identifiers used by dbg") (defun dbg (id format-string &rest args) "Print debugging info if (DEBUG ID) has been specified." (when (member id *dbg-ids*) (fresh-line *debug-io*) (apply #'format *debug-io* format-string args))) ;; changed from norvig: "debug" is some reserved symbol in SBCL. ;; we use "dabug (defun dabug (&rest ids) "Start dbg output on the given ids." (setf *dbg-ids* (union ids *dbg-ids*))) (defun undabug (&rest ids) "Stop dbg on the ids. With no ids, stop dbg altogether." (setf *dbg-ids* (if (null ids) nil (set-difference *dbg-ids* ids))))