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cmacsyma.lisp
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cmacsyma.lisp
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;;;; -*- Mode: Lisp; Syntax: Common-Lisp -*-
;;;; Code from Paradigms of AI Programming
;;;; Copyright (c) 1991 Peter Norvig
;;;; File cmacsyma.lisp: Canonical Form version of Macsyma.
;;; Bug Fix by dst, [email protected]
(requires "macsyma") ; Only for the infix parser
;;;; rule and expression definitions 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)))
(proclaim '(inline main-var degree coef
var= var> poly make-poly))
(deftype polynomial () 'simple-vector)
(defsetf main-var (p) (val)
`(setf (svref (the polynomial ,p) 0) ,val))
(defsetf coef (p i) (val)
`(setf (svref (the polynomial ,p) (+ ,i 1)) ,val))
(defun main-var (p) (svref (the polynomial p) 0))
(defun coef (p i) (svref (the polynomial p) (+ i 1)))
(defun degree (p) (- (length (the polynomial p)) 2))
(defun poly (x &rest coefs)
"Make a polynomial with main variable x
and coefficients in increasing order."
(apply #'vector x coefs))
(defun make-poly (x degree)
"Make the polynomial 0 + 0*x + 0*x^2 + ... 0*x^degree"
(let ((p (make-array (+ degree 2) :initial-element 0)))
(setf (main-var p) x)
p))
(defun prefix->canon (x)
"Convert a prefix Lisp expression to canonical form.
Exs: (+ (^ x 2) (* 3 x)) => #(x 0 3 1)
(- (* (- x 1) (+ x 1)) (- (^ x 2) 1)) => 0"
(cond ((numberp x) x)
((symbolp x) (poly x 0 1))
((and (exp-p x) (get (exp-op x) 'prefix->canon))
(apply (get (exp-op x) 'prefix->canon)
(mapcar #'prefix->canon (exp-args x))))
(t (error "Not a polynomial: ~a" x))))
(dolist (item '((+ poly+) (- poly-) (* poly*poly)
(^ poly^n) (D deriv-poly)))
(setf (get (first item) 'prefix->canon) (second item)))
(defun poly+ (&rest args)
"Unary or binary polynomial addition."
(ecase (length args)
(1 (first args))
(2 (poly+poly (first args) (second args)))))
(defun poly- (&rest args)
"Unary or binary polynomial subtraction."
(ecase (length args)
(0 0)
(1 (poly*poly -1 (first args)))
(2 (poly+poly (first args) (poly*poly -1 (second args))))))
(defun var= (x y) (eq x y))
(defun var> (x y) (string> x y))
(defun poly+poly (p q)
"Add two polynomials."
(normalize-poly
(cond
((numberp p) (k+poly p q))
((numberp q) (k+poly q p))
((var= (main-var p) (main-var q)) (poly+same p q))
((var> (main-var q) (main-var p)) (k+poly q p))
(t (k+poly p q)))))
(defun k+poly (k p)
"Add a constant k to a polynomial p."
(cond ((eql k 0) p) ;; 0 + p = p
((and (numberp k) (numberp p))
(+ k p)) ;; Add numbers
(t (let ((r (copy-poly p))) ;; Add k to x^0 term of p
(setf (coef r 0) (poly+poly (coef r 0) k))
r))))
(defun poly+same (p q)
"Add two polynomials with the same main variable."
;; First assure that q is the higher degree polynomial
(if (> (degree p) (degree q))
(poly+same q p)
;; Add each element of p into r (which is a copy of q).
(let ((r (copy-poly q)))
(loop for i from 0 to (degree p) do
(setf (coef r i) (poly+poly (coef r i) (coef p i))))
r)))
(defun copy-poly (p)
"Make a copy a polynomial."
(copy-seq p))
(defun poly*poly (p q)
"Multiply two polynomials."
(normalize-poly
(cond
((numberp p) (k*poly p q))
((numberp q) (k*poly q p))
((var= (main-var p) (main-var q)) (poly*same p q))
((var> (main-var q) (main-var p)) (k*poly q p))
(t (k*poly p q)))))
(defun k*poly (k p)
"Multiply a polynomial p by a constant factor k."
(cond
((eql k 0) 0) ;; 0 * p = 0
((eql k 1) p) ;; 1 * p = p
((and (numberp k)
(numberp p)) (* k p)) ;; Multiply numbers
(t ;; Multiply each coefficient
(let ((r (make-poly (main-var p) (degree p))))
;; Accumulate result in r; r[i] = k*p[i]
(loop for i from 0 to (degree p) do
(setf (coef r i) (poly*poly k (coef p i))))
r))))
(defun poly*same (p q)
"Multiply two polynomials with the same variable."
;; r[i] = p[0]*q[i] + p[1]*q[i-1] + ...
(let* ((r-degree (+ (degree p) (degree q)))
(r (make-poly (main-var p) r-degree)))
(loop for i from 0 to (degree p) do
(unless (eql (coef p i) 0)
(loop for j from 0 to (degree q) do
(setf (coef r (+ i j))
(poly+poly (coef r (+ i j))
(poly*poly (coef p i)
(coef q j)))))))
r))
(defun normalize-poly (p)
"Alter a polynomial by dropping trailing zeros."
(if (numberp p)
p
(let ((p-degree (- (position 0 p :test (complement #'eql)
:from-end t)
1)))
(cond ((<= p-degree 0) (normalize-poly (coef p 0)))
((< p-degree (degree p))
(delete 0 p :start p-degree))
(t p)))))
(defun deriv-poly (p x)
"Return the derivative, dp/dx, of the polynomial p."
;; If p is a number or a polynomial with main-var > x,
;; then p is free of x, and the derivative is zero;
;; otherwise do real work.
;; But first, make sure X is a simple variable,
;; of the form #(X 0 1).
(assert (and (typep x 'polynomial) (= (degree x) 1)
(eql (coef x 0) 0) (eql (coef x 1) 1)))
(cond
((numberp p) 0)
((var> (main-var p) (main-var x)) 0)
((var= (main-var p) (main-var x))
;; d(a + bx + cx^2 + dx^3)/dx = b + 2cx + 3dx^2
;; So, shift the sequence p over by 1, then
;; put x back in, and multiply by the exponents
(let ((r (subseq p 1)))
(setf (main-var r) (main-var x))
(loop for i from 1 to (degree r) do
(setf (coef r i) (poly*poly (+ i 1) (coef r i))))
(normalize-poly r)))
(t ;; Otherwise some coefficient may contain x. Ex:
;; d(z + 3x + 3zx^2 + z^2x^3)/dz
;; = 1 + 0 + 3x^2 + 2zx^3
;; So copy p, and differentiate the coefficients.
(let ((r (copy-poly p)))
(loop for i from 0 to (degree p) do
(setf (coef r i) (deriv-poly (coef r i) x)))
(normalize-poly r)))))
(defun prefix->infix (exp)
"Translate prefix to infix expressions.
Handles operators with any number of args."
(if (atom exp)
exp
(intersperse
(exp-op exp)
(mapcar #'prefix->infix (exp-args exp)))))
(defun intersperse (op args)
"Place op between each element of args.
Ex: (intersperse '+ '(a b c)) => '(a + b + c)"
(if (length=1 args)
(first args)
(rest (loop for arg in args
collect op
collect arg))))
(defun canon->prefix (p)
"Convert a canonical polynomial to a lisp expression."
(if (numberp p)
p
(args->prefix
'+ 0
(loop for i from (degree p) downto 0
collect (args->prefix
'* 1
(list (canon->prefix (coef p i))
(exponent->prefix
(main-var p) i)))))))
(defun exponent->prefix (base exponent)
"Convert canonical base^exponent to prefix form."
(case exponent
(0 1)
(1 base)
(t `(^ ,base ,exponent))))
(defun args->prefix (op identity args)
"Convert arg1 op arg2 op ... to prefix form."
(let ((useful-args (remove identity args)))
(cond ((null useful-args) identity)
((and (eq op '*) (member 0 args)) 0)
((length=1 args) (first useful-args))
(t (cons op (mappend
#'(lambda (exp)
(if (starts-with exp op)
(exp-args exp)
(list exp)))
useful-args))))))
(defun canon (infix-exp)
"Canonicalize argument and convert it back to infix"
(prefix->infix (canon->prefix (prefix->canon (infix->prefix infix-exp)))))
(defun canon-simplifier ()
"Read an expression, canonicalize it, and print the result."
(loop
(print 'canon>)
(print (canon (read)))))
(defun poly^n (p n)
"Raise polynomial p to the nth power, n>=0."
;; Uses the binomial theorem
(check-type n (integer 0 *))
(cond
((= n 0) 1)
((integerp p) (expt p n))
(t ;; First: split the polynomial p = a + b, where
;; a = k*x^d and b is the rest of p
(let ((a (make-poly (main-var p) (degree p)))
(b (normalize-poly (subseq p 0 (- (length p) 1))))
;; Allocate arrays of powers of a and b:
(a^n (make-array (+ n 1)))
(b^n (make-array (+ n 1)))
;; Initialize the result:
(result (make-poly (main-var p) (* (degree p) n))))
(setf (coef a (degree p)) (coef p (degree p)))
;; Second: Compute powers of a^i and b^i for i up to n
(setf (aref a^n 0) 1)
(setf (aref b^n 0) 1)
(loop for i from 1 to n do
(setf (aref a^n i) (poly*poly a (aref a^n (- i 1))))
(setf (aref b^n i) (poly*poly b (aref b^n (- i 1)))))
;; Third: add the products into the result,
;; so that result[i] = (n choose i) * a^i * b^(n-i)
(let ((c 1)) ;; c helps compute (n choose i) incrementally
(loop for i from 0 to n do
(p-add-into! result c
(poly*poly (aref a^n i)
(aref b^n (- n i))))
(setf c (/ (* c (- n i)) (+ i 1)))))
(normalize-poly result)))))
(defun p-add-into! (result c p)
"Destructively add c*p into result."
(if (or (numberp p)
(not (var= (main-var p) (main-var result))))
(setf (coef result 0)
(poly+poly (coef result 0) (poly*poly c p)))
(loop for i from 0 to (degree p) do
(setf (coef result i)
(poly+poly (coef result i) (poly*poly c (coef p i))))))
result)
(defun make-rat (numerator denominator)
"Build a rational: a quotient of two polynomials."
(if (numberp denominator)
(k*poly (/ 1 denominator) numerator)
(cons numerator denominator)))
(defun rat-numerator (rat)
"The numerator of a rational expression."
(typecase rat
(cons (car rat))
(number (numerator rat))
(t rat)))
(defun rat-denominator (rat)
"The denominator of a rational expression."
(typecase rat
(cons (cdr rat))
(number (denominator rat))
(t 1)))
(defun rat*rat (x y)
"Multiply rationals: a/b * c/d = a*c/b*d"
(poly/poly (poly*poly (rat-numerator x)
(rat-numerator y))
(poly*poly (rat-denominator x)
(rat-denominator y))))
(defun rat+rat (x y)
"Add rationals: a/b + c/d = (a*d + c*b)/b*d"
;; Bug fix by dst 4/6/92; b and c were switched
(let ((a (rat-numerator x))
(b (rat-denominator x))
(c (rat-numerator y))
(d (rat-denominator y)))
(poly/poly (poly+poly (poly*poly a d) (poly*poly c b))
(poly*poly b d))))
(defun rat/rat (x y)
"Divide rationals: a/b / c/d = a*d/b*c"
(rat*rat x (make-rat (rat-denominator y) (rat-numerator y))))