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macsyma.lisp
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macsyma.lisp
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;;;; -*- Mode: Lisp; Syntax: Common-Lisp -*-
;;;; Code from Paradigms of AI Programming
;;;; Copyright (c) 1991 Peter Norvig
;;;; File macsyma.lisp: The implementation of MACSYMA in Chapter 8
(requires "patmatch")
(defun variable-p (exp)
"Variables are the symbols M through Z."
;; put x,y,z first to find them a little faster
(member exp '(x y z m n o p q r s t u v w)))
;;; From student.lisp:
(defstruct (rule (:type list)) pattern response)
(defstruct (exp (:type list)
(:constructor mkexp (lhs op rhs)))
op lhs rhs)
(defun exp-p (x) (consp x))
(defun exp-args (x) (rest x))
(defun binary-exp-p (x)
(and (exp-p x) (= (length (exp-args x)) 2)))
(defun prefix->infix (exp)
"Translate prefix to infix expressions."
(if (atom exp) exp
(mapcar #'prefix->infix
(if (binary-exp-p exp)
(list (exp-lhs exp) (exp-op exp) (exp-rhs exp))
exp))))
;; Define x+ and y+ as a sequence:
(pat-match-abbrev 'x+ '(?+ x))
(pat-match-abbrev 'y+ '(?+ y))
;; Define n and m as numbers; s as a non-number:
(pat-match-abbrev 'n '(?is n numberp))
(pat-match-abbrev 'm '(?is m numberp))
(pat-match-abbrev 's '(?is s not-numberp))
(defparameter *infix->prefix-rules*
(mapcar #'expand-pat-match-abbrev
'(((x+ = y+) (= x y))
((- x+) (- x))
((+ x+) (+ x))
((x+ + y+) (+ x y))
((x+ - y+) (- x y))
((d y+ / d x) (d y x)) ;*** New rule
((Int y+ d x) (int y x)) ;*** New rule
((x+ * y+) (* x y))
((x+ / y+) (/ x y))
((x+ ^ y+) (^ x y)))))
(defun infix->prefix (exp)
"Translate an infix expression into prefix notation."
;; Note we cannot do implicit multiplication in this system
(cond ((atom exp) exp)
((= (length exp) 1) (infix->prefix (first exp)))
((rule-based-translator exp *infix->prefix-rules*
:rule-if #'rule-pattern :rule-then #'rule-response
:action
#'(lambda (bindings response)
(sublis (mapcar
#'(lambda (pair)
(cons (first pair)
(infix->prefix (rest pair))))
bindings)
response))))
((symbolp (first exp))
(list (first exp) (infix->prefix (rest exp))))
(t (error "Illegal exp"))))
(defvar *simplification-rules* nil) ;Rules are in file macsymar.lisp
(defun ^ (x y) "Exponentiation" (expt x y))
(defun simplifier ()
"Read a mathematical expression, simplify it, and print the result."
(loop
(print 'simplifier>)
(print (simp (read)))))
(defun simp (inf) (prefix->infix (simplify (infix->prefix inf))))
(defun simplify (exp)
"Simplify an expression by first simplifying its components."
(if (atom exp) exp
(simplify-exp (mapcar #'simplify exp))))
;;; simplify-exp is redefined below
;(defun simplify-exp (exp)
; "Simplify using a rule, or by doing arithmetic."
; (cond ((rule-based-translator exp *simplification-rules*
; :rule-if #'exp-lhs :rule-then #'exp-rhs
; :action #'(lambda (bindings response)
; (simplify (sublis bindings response)))))
; ((evaluable exp) (eval exp))
; (t exp)))
(defun evaluable (exp)
"Is this an arithmetic expression that can be evaluated?"
(and (every #'numberp (exp-args exp))
(or (member (exp-op exp) '(+ - * /))
(and (eq (exp-op exp) '^)
(integerp (second (exp-args exp)))))))
(defun not-numberp (x) (not (numberp x)))
(defun simp-rule (rule)
"Transform a rule into proper format."
(let ((exp (infix->prefix rule)))
(mkexp (expand-pat-match-abbrev (exp-lhs exp))
(exp-op exp) (exp-rhs exp))))
(defun simp-fn (op) (get op 'simp-fn))
(defun set-simp-fn (op fn) (setf (get op 'simp-fn) fn))
(defun simplify-exp (exp)
"Simplify using a rule, or by doing arithmetic,
or by using the simp function supplied for this operator."
(cond ((simplify-by-fn exp)) ;***
((rule-based-translator exp *simplification-rules*
:rule-if #'exp-lhs :rule-then #'exp-rhs
:action #'(lambda (bindings response)
(simplify (sublis bindings response)))))
((evaluable exp) (eval exp))
(t exp)))
(defun simplify-by-fn (exp)
"If there is a simplification fn for this exp,
and if applying it gives a non-null result,
then simplify the result and return that."
(let* ((fn (simp-fn (exp-op exp)))
(result (if fn (funcall fn exp))))
(if (null result)
nil
(simplify result))))
(defun factorize (exp)
"Return a list of the factors of exp^n,
where each factor is of the form (^ y n)."
(let ((factors nil)
(constant 1))
(labels
((fac (x n)
(cond
((numberp x)
(setf constant (* constant (expt x n))))
((starts-with x '*)
(fac (exp-lhs x) n)
(fac (exp-rhs x) n))
((starts-with x '/)
(fac (exp-lhs x) n)
(fac (exp-rhs x) (- n)))
((and (starts-with x '-) (length=1 (exp-args x)))
(setf constant (- constant))
(fac (exp-lhs x) n))
((and (starts-with x '^) (numberp (exp-rhs x)))
(fac (exp-lhs x) (* n (exp-rhs x))))
(t (let ((factor (find x factors :key #'exp-lhs
:test #'equal)))
(if factor
(incf (exp-rhs factor) n)
(push `(^ ,x ,n) factors)))))))
;; Body of factorize:
(fac exp 1)
(case constant
(0 '((^ 0 1)))
(1 factors)
(t `((^ ,constant 1) .,factors))))))
(defun unfactorize (factors)
"Convert a list of factors back into prefix form."
(cond ((null factors) 1)
((length=1 factors) (first factors))
(t `(* ,(first factors) ,(unfactorize (rest factors))))))
(defun divide-factors (numer denom)
"Divide a list of factors by another, producing a third."
(let ((result (mapcar #'copy-list numer)))
(dolist (d denom)
(let ((factor (find (exp-lhs d) result :key #'exp-lhs
:test #'equal)))
(if factor
(decf (exp-rhs factor) (exp-rhs d))
(push `(^ ,(exp-lhs d) ,(- (exp-rhs d))) result))))
(delete 0 result :key #'exp-rhs)))
(defun free-of (exp var)
"True if expression has no occurrence of var."
(not (find-anywhere var exp)))
(defun find-anywhere (item tree)
"Does item occur anywhere in tree? If so, return it."
(cond ((eql item tree) tree)
((atom tree) nil)
((find-anywhere item (first tree)))
((find-anywhere item (rest tree)))))
(defun integrate (exp x)
;; First try some trivial cases
(cond
((free-of exp x) `(* ,exp ,x)) ; Int c dx = c*x
((starts-with exp '+) ; Int f + g =
`(+ ,(integrate (exp-lhs exp) x) ; Int f + Int g
,(integrate (exp-rhs exp) x)))
((starts-with exp '-)
(ecase (length (exp-args exp))
(1 `(- ,(integrate (exp-lhs exp) x))) ; Int - f = - Int f
(2 `(- ,(integrate (exp-lhs exp) x) ; Int f - g =
,(integrate (exp-rhs exp) x))))) ; Int f - Int g
;; Now move the constant factors to the left of the integral
((multiple-value-bind (const-factors x-factors)
(partition-if #'(lambda (factor) (free-of factor x))
(factorize exp))
(identity ;simplify
`(* ,(unfactorize const-factors)
;; And try to integrate:
,(cond ((null x-factors) x)
((some #'(lambda (factor)
(deriv-divides factor x-factors x))
x-factors))
;; <other methods here>
(t `(int? ,(unfactorize x-factors) ,x)))))))))
(defun partition-if (pred list)
"Return 2 values: elements of list that satisfy pred,
and elements that don't."
(let ((yes-list nil)
(no-list nil))
(dolist (item list)
(if (funcall pred item)
(push item yes-list)
(push item no-list)))
(values (nreverse yes-list) (nreverse no-list))))
(defun deriv-divides (factor factors x)
(assert (starts-with factor '^))
(let* ((u (exp-lhs factor)) ; factor = u^n
(n (exp-rhs factor))
(k (divide-factors
factors (factorize `(* ,factor ,(deriv u x))))))
(cond ((free-of k x)
;; Int k*u^n*du/dx dx = k*Int u^n du
;; = k*u^(n+1)/(n+1) for n/=1
;; = k*log(u) for n=1
(if (= n -1)
`(* ,(unfactorize k) (log ,u))
`(/ (* ,(unfactorize k) (^ ,u ,(+ n 1)))
,(+ n 1))))
((and (= n 1) (in-integral-table? u))
;; Int y'*f(y) dx = Int f(y) dy
(let ((k2 (divide-factors
factors
(factorize `(* ,u ,(deriv (exp-lhs u) x))))))
(if (free-of k2 x)
`(* ,(integrate-from-table (exp-op u) (exp-lhs u))
,(unfactorize k2))))))))
(defun deriv (y x) (simplify `(d ,y ,x)))
(defun integration-table (rules)
(dolist (i-rule rules)
;; changed infix->prefix to simp-rule - norvig Jun 11 1996
(let ((rule (simp-rule i-rule)))
(setf (get (exp-op (exp-lhs (exp-lhs rule))) 'int)
rule))))
(defun in-integral-table? (exp)
(and (exp-p exp) (get (exp-op exp) 'int)))
(defun integrate-from-table (op arg)
(let ((rule (get op 'int)))
(subst arg (exp-lhs (exp-lhs (exp-lhs rule))) (exp-rhs rule))))
(set-simp-fn 'Int #'(lambda (exp)
(unfactorize
(factorize
(integrate (exp-lhs exp) (exp-rhs exp))))))