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1 ;;; -*- Mode: Lisp; Package: Maxima; Syntax: Common-Lisp; Base: 10 -*- ;;;;
2 ;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
3 ;;; The data in this file contains enhancements. ;;;;;
4 ;;; ;;;;;
5 ;;; Copyright (c) 1984,1987 by William Schelter,University of Texas ;;;;;
6 ;;; All rights reserved ;;;;;
7 ;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
8 ;;; (c) Copyright 1982 Massachusetts Institute of Technology ;;;
9 ;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
11 (in-package :maxima)
13 (macsyma-module mat)
15 ;; this is the mat package
17 (declare-top (special *ech* *tri*
18 mul* *det*
19 xm* xn* ax))
21 ;;these are arrays.
22 (defvar *row*)
23 (defvar *col*)
24 (defvar *colinv*)
27 (defun solcoef (m *c varl flag)
28 (prog (cc answer leftover)
29 (setq cc (cdr (ratrep* *c)))
30 (if (or (atom (car cc))
31 (not (equal (cdar cc) '(1 1)))
32 (not (equal 1 (cdr cc))))
33 ;; NOTE TO TRANSLATORS: NOT CLEAR WHAT IS "UNACCEPTABLE" HERE
34 (merror (intl:gettext "solve: unacceptable variable: ~M") *c))
35 (setq answer (ratreduce (prodcoef (car cc) (car m)) (cdr m)))
36 (if (not flag) (return answer))
37 (setq leftover
38 (rdis (ratplus m (rattimes (ratminus answer) cc t))))
39 (if (or (not (freeof *c leftover))
40 (dependsall (rdis answer) varl))
41 (rat-error "`non-linear'"))
42 (return answer)))
44 (defun formx (flag nam eql varl)
45 (prog (b ax x ix j)
46 (setq varlist varl)
47 (mapc #'newvar eql)
48 (and (not $algebraic)
49 (some #'algp varlist)
50 (setq $algebraic t))
51 (setf (symbol-value nam) (make-array (list (1+ (setq xn* (length eql)))
52 (1+ (setq xm* (1+ (length varl)))))))
53 (setq nam (get-array-pointer nam))
54 (setq ix 0)
55 loop1
56 (cond ((null eql) (return varlist)))
57 (setq ax (car eql))
58 (setq eql (cdr eql))
59 (incf ix)
60 (setf (aref nam ix xm*) (const ax varl))
61 (setq j 0)
62 (setq b varl) (setq ax (cdr (ratrep* ax)))
63 loop2
64 (setq x (car b))
65 (setq b (cdr b))
66 (incf j)
67 (setf (aref nam ix j) (solcoef ax x varl flag))
68 (cond (b (go loop2)))
69 (go loop1)))
71 (defun dependsall (exp l)
72 (cond ((null l) nil)
73 ((or (not (freeof (car l) exp)) (dependsall exp (cdr l))) t)
74 (t nil)))
76 (setq *det* nil *ech* nil *tri* nil)
78 (defun ptorat (ax m n)
79 (prog (i j)
80 (setq ax (get-array-pointer ax))
81 (setq i (1+ m))
82 (incf n)
83 loop1
84 (when (equal i 1) (return nil))
85 (decf i)
86 (setq j n)
87 loop2
88 (when (equal j 1) (go loop1))
89 (decf j)
90 (setf (aref ax i j) (cons (aref ax i j) 1))
91 (go loop2)))
93 (defun meqhk (z)
94 "If Z is of the form lhs = rhs, return the expression lhs - rhs.
95 Otherwise, return Z unchanged."
96 (if (and (not (atom z)) (eq (caar z) 'mequal))
97 (simplus (list '(mplus) (cadr z) (list '(mtimes) -1 (caddr z))) 1 nil)
98 z))
100 (defun const (e varl)
101 (setq varl (mapcar #'(lambda(x) (caadr (ratrep* x))) varl))
102 (setq e (cdr (ratrep* e)))
103 (let ((zl (make-list (length varl) :initial-element 0)))
104 (ratreduce (pctimes -1 (pcsubsty zl varl (car e)))
105 (pcsubsty zl varl (cdr e)))))
107 (defvar *mosesflag nil)
109 (defun make-param ()
110 (let ((param (intern (format nil "~A~D" '$%r (incf $%rnum)))))
111 (tuchus $%rnum_list param)
112 param))
114 (defun ith (x n)
115 (if (atom x) nil (nth (1- n) x)))
117 (defun polyize (ax r m mul)
118 (declare (fixnum m))
119 (do ((c 1 (1+ c)) (d))
120 ((> c m) nil)
121 (declare (fixnum c))
122 (setq d (aref ax r c))
123 (setq d (cond ((equal mul 1) (car d))
124 (t (ptimes (car d)
125 (pquotientchk mul (cdr d))))))
126 (setf (aref ax r c) (if $sparse (cons d 1) d))))
128 ;; TWO-STEP FRACTION-FREE GAUSSIAN ELIMINATION ROUTINE
130 (defun tfgeli (ax n m &aux ($sparse (and $sparse (or *det* *inv*))))
131 ;;$sparse is also controlling whether polyize stores polys or ratforms
132 (setq ax (get-array-pointer ax))
133 (setq mul* 1)
134 (do ((r 1 (1+ r)))
135 ((> r n) (cond ((and $sparse *det*)(sprdet ax n))
136 ((and *inv* $sparse)(newinv ax n m))
137 (t (tfgeli1 ax n m))))
138 (do ((c 1 (1+ c))
140 (mul 1))
141 ((> c m)
142 (and *det* (setq mul* (ptimes mul* mul)))
143 (polyize ax r m mul))
144 (cond ((equal 1 (setq d (cdr (aref ax r c)))) nil)
145 (t (setq mul (ptimes mul (pquotient d (pgcd mul d)))))))))
147 ;; The author of the following programs is Tadatoshi Minamikawa (TM).
148 ;; This program is one-step fraction-free Gaussian elimination with
149 ;; optimal pivoting. DRB claims the hair in this program is not
150 ;; necessary and that straightforward Gaussian elimination is sufficient,
151 ;; for sake of future implementers.
153 ;; To debug, delete the comments around PRINT and BREAK statements.
155 (declare-top (special permsign a rank delta nrow nvar n m variableorder
156 dependentrows inconsistentrows l k))
158 (defun tfgeli1 (ax n m)
159 (prog (k l delta variableorder inconsistentrows
160 dependentrows nrow nvar rank permsign result)
161 (setq ax (get-array-pointer ax))
162 (setq *col* (make-array (1+ m) :initial-element 0))
163 (setq *row* (make-array (1+ n) :initial-element 0))
164 (setq *colinv* (make-array (1+ m) :initial-element 0))
165 ;; (PRINT 'ONESTEP-LIPSON-WITH-PIVOTING)
166 (setq nrow n)
167 (setq nvar (cond (*rank* m) (*det* m) (*inv* n) (*ech* m) (*tri* m) (t (1- m))))
168 (do ((i 1 (1+ i)))
169 ((> i n))
170 (setf (aref *row* i) i))
171 (do ((i 1 (1+ i)))
172 ((> i m))
173 (setf (aref *col* i) i) (setf (aref *colinv* i) i))
174 (setq result
175 (cond (*rank* (forward t) rank)
176 (*det* (forward t)
177 (cond ((= nrow n) (cond (permsign (pminus delta))
178 (t delta)))
179 (t 0)))
180 (*inv* (forward t) (backward) (recoverorder1))
181 (*ech* (forward nil) (recoverorder2))
182 (*tri* (forward nil) (recoverorder2))
183 (t (forward t) (cond ($backsubst (backward)))
184 (recoverorder2)
185 (list dependentrows inconsistentrows variableorder))))
186 (return result)))
188 ;;FORWARD ELIMINATION
189 ;;IF THE SWITCH *CPIVOT IS NIL, IT AVOIDS THE COLUMN PIVOTING.
190 (defun forward (*cpivot)
191 (setq delta 1) ;DELTA HOLDS THE CURRENT DETERMINANT
192 (do ((k 1 (1+ k))
193 (nvar nvar) ;PROTECTS AGAINST TEMPORARAY RESETS DONE IN PIVOT
194 (m m))
195 ((or (> k nrow) (> k nvar)))
196 (cond ((pivot ax k *cpivot) (return nil)))
197 ;; PIVOT IS T IF THERE IS NO MORE NON-ZERO ROW LEFT. THEN GET OUT OF THE LOOP
198 (do ((i (1+ k) (1+ i)))
199 ((> i nrow))
200 (do ((j (1+ k) (1+ j)))
201 ((> j m))
202 (setf (aref ax (aref *row* i) (aref *col* j))
203 (pquotient (pdifference (ptimes (aref ax (aref *row* k) (aref *col* k))
204 (aref ax (aref *row* i) (aref *col* j)))
205 (ptimes (aref ax (aref *row* i) (aref *col* k))
206 (aref ax (aref *row* k) (aref *col* j))))
207 delta))))
208 (do ((i (1+ k) (1+ i)))
209 ((> i nrow))
210 (setf (aref ax (aref *row* i) (aref *col* k)) 0))
211 (setq delta (aref ax (aref *row* k) (aref *col* k))))
212 ;; UNDOES COLUMN HACK IN PIVOT.
213 (or *cpivot (do ((i 1 (1+ i))) ((> i m)) (setf (aref *col* i) i)))
214 (setq rank (min nrow nvar)))
216 ;; BACKWARD SUBSTITUTION
217 (defun backward ()
218 (declare(special ax delta m rank))
219 (do ((i (1- rank) (1- i)))
220 ((< i 1))
221 (do ((l (1+ rank) (1+ l)))
222 ((> l m))
223 (setf (aref ax (aref *row* i) (aref *col* l))
224 (let ((mess1 (pdifference
225 (ptimes (aref ax (aref *row* i) (aref *col* l))
226 (aref ax (aref *row* rank) (aref *col* rank)))
227 (do ((j (1+ i) (1+ j)) (sum 0))
228 ((> j rank) sum)
229 (setq sum (pplus sum (ptimes (aref ax (aref *row* i) (aref *col* j))
230 (aref ax (aref *row* j) (aref *col* l))))))) )
231 (mess2 (aref ax (aref *row* i) (aref *col* i)) ))
232 (cond ((equal 0 mess1) 0)
233 ((equal 0 mess2) 0)
234 (t ;; (pquotient mess1 mess2) ; fixed by line below. RJF 1/12/2017
236 (car (ratreduce mess1 mess2))
238 ))))
239 (do ((l (1+ i) (1+ l)))
240 ((> l rank))
241 (setf (aref ax (aref *row* i) (aref *col* l)) 0)))
242 ;; PUT DELTA INTO THE DIAGONAL MATRIX
243 (setq delta (aref ax (aref *row* rank) (aref *col* rank)))
244 (do ((i 1 (1+ i)))
245 ((> i rank))
246 (setf (aref ax (aref *row* i) (aref *col* i)) delta)) )
248 ;;RECOVER THE ORDER OF ROWS AND COLUMNS.
250 (defun recoverorder1 ()
251 ;;(PRINT 'REARRANGE)
252 (do ((i nvar (1- i)))
253 ((= i 0))
254 (setq variableorder (cons i variableorder)))
255 (do ((i (1+ rank) (1+ i)))
256 ((> i n))
257 (cond ((equal (aref ax (aref *row* i) (aref *col* m)) 0)
258 (setq dependentrows (cons (aref *row* i) dependentrows)))
259 (t (setq inconsistentrows (cons (aref *row* i) inconsistentrows)))))
260 (do ((i 1 (1+ i)))
261 ((> i n))
262 (cond ((not (= (aref *row* (aref *colinv* i)) i))
263 (prog ()
264 (moverow ax n m i 0)
265 (setq l i)
266 loop
267 (setq k (aref *row* (aref *colinv* l)))
268 (setf (aref *row* (aref *colinv* l)) l)
269 (cond ((= k i) (moverow ax n m 0 l))
270 (t (moverow ax n m k l)
271 (setq l k)
272 (go loop))))))))
274 (defun recoverorder2 ()
275 (do ((i nvar (1- i)))
276 ((= i 0))
277 (setq variableorder (cons (aref *col* i) variableorder)))
278 (do ((i (1+ rank) (1+ i)))
279 ((> i n))
280 (cond ((equal (aref ax (aref *row* i) (aref *col* m)) 0)
281 (setq dependentrows (cons (aref *row* i) dependentrows)))
282 (t (setq inconsistentrows (cons (aref *row* i) inconsistentrows)))))
283 (do ((i 1 (1+ i)))
284 ((> i n))
285 (cond ((not (= (aref *row* i) i))
286 (prog ()
287 (moverow ax n m i 0)
288 (setq l i)
289 loop
290 (setq k (aref *row* l))
291 (setf (aref *row* l) l)
292 (cond ((= k i) (moverow ax n m 0 l))
293 (t (moverow ax n m k l)
294 (setq l k)
295 (go loop)))))))
296 (do ((i 1 (1+ i)))
297 ((> i nvar))
298 (cond ((not (= (aref *col* i) i))
299 (prog ()
300 (movecol ax n m i 0)
301 (setq l i)
302 loop2
303 (setq k (aref *col* l))
304 (setf (aref *col* l) l)
305 (cond ((= k i) (movecol ax n m 0 l))
306 (t (movecol ax n m k l)
307 (setq l k)
308 (go loop2))))))))
310 ;;THIS PROGRAM IS USED IN REARRANGEMENT
311 (defun moverow (ax n m i j)
312 (do ((k 1 (1+ k))) ((> k m))
313 (setf (aref ax j k) (aref ax i k))))
315 (defun movecol (ax n m i j)
316 (do ((k 1 (1+ k))) ((> k n))
317 (setf (aref ax k j) (aref ax k i))))
319 ;;COMPLEXITY IS DEFINED AS FOLLOWS
320 ;; COMPLEXITY(0)=0
321 ;; COMPLEXITY(CONSTANT)=1
322 ;; COMPLEXITY(POLYNOMIAL)=1+SUM(COMPLEXITY(C(N))+COMPLEXITY(E(N)), FOR N=0,1 ...M)
323 ;; WHERE POLYNOMIAL IS OF THE FORM
324 ;; SUM(C(N)*X^E(N), FOR N=0,1 ... M) X IS THE VARIABLE
326 (defun complexity (exp)
327 (cond ((null exp) 0)
328 ((equal exp 0) 0)
329 ((atom exp) 1)
330 (t (+ (complexity (car exp)) (complexity (cdr exp))))))
332 (defun complexity/row (ax i j1 j2)
333 (do ((j j1 (1+ j)) (sum 0))
334 ((> j j2) sum)
335 (incf sum (complexity (aref ax (aref *row* i) (aref *col* j))))))
337 (defun complexity/col (ax j i1 i2)
338 (do ((i i1 (1+ i)) (sum 0))
339 ((> i i2) sum)
340 (incf sum (complexity (aref ax (aref *row* i) (aref *col* j))))))
342 (defun zerop/row (ax i j1 j2)
343 (do ((j j1 (1+ j)))
344 ((> j j2) t)
345 (cond ((not (equal (aref ax (aref *row* i) (aref *col* j)) 0)) (return nil)))))
347 ;;PIVOTING ALGORITHM
348 (defun pivot (ax k *cpivot)
349 (prog (row/optimal col/optimal complexity/i/min complexity/j/min
350 complexity/i complexity/j complexity/det complexity/det/min dummy)
351 (setq row/optimal k complexity/i/min 1000000. complexity/j/min 1000000.)
352 ;;TEST THE SINGULARITY
353 (cond ((do ((i k (1+ i)) (isallzero t))
354 ((> i nrow) isallzero)
355 loop (cond ((zerop/row ax i k nvar)
356 (cond (*inv* (merror (intl:gettext "solve: singular matrix.")))
357 (t (exchangerow i nrow)
358 (decf nrow)))
359 (unless (> i nrow) (go loop)))
360 (t (setq isallzero nil))))
361 (return t)))
363 ;; FIND AN OPTIMAL ROW
364 ;; IF *CPIVOT IS NIL, (AX I K) WHICH IS TO BE THE PIVOT MUST BE NONZERO.
365 ;; BUT IF *CPIVOT IS T, IT IS UNNECESSARY BECAUSE WE CAN DO THE COLUMN PIVOT.
366 findrow
367 (do ((i k (1+ i)))
368 ((> i nrow))
369 (cond ((or *cpivot (not (equal (aref ax (aref *row* i) (aref *col* k)) 0)))
370 (cond ((> complexity/i/min
371 (setq complexity/i (complexity/row ax i k m)))
372 (setq row/optimal i complexity/i/min complexity/i))))))
373 ;; EXCHANGE THE ROWS K AND ROW/OPTIMAL
374 (exchangerow k row/optimal)
376 ;; IF THE FLAG *CPIVOT IS NIL, THE FOLLOWING STEPS ARE NOT EXECUTED.
377 ;; THIS TREATMENT WAS DONE FOR THE LSA AND ECHELONTHINGS WHICH ARE NOT
378 ;; HAPPY WITH THE COLUMN OPERATIONS.
379 (cond ((null *cpivot)
380 (cond ((not (equal (aref ax (aref *row* k) (aref *col* k)) 0))
381 (return nil))
382 (t (do ((i k (1+ i))) ((= i nvar))
383 (setf (aref *col* i) (aref *col* (1+ i))))
384 (setq nvar (1- nvar) m (1- m))
385 (go findrow)))))
387 ;;STEP3 ... FIND THE OPTIMAL COLUMN
388 (setq col/optimal 0
389 complexity/det/min 1000000.
390 complexity/j/min 1000000.)
392 (do ((j k (1+ j)))
393 ((> j nvar))
394 (cond ((not (equal (aref ax (aref *row* k) (aref *col* j)) 0))
395 (cond ((> complexity/det/min
396 (setq complexity/det
397 (complexity (aref ax (aref *row* k) (aref *col* j)))))
398 (setq col/optimal j
399 complexity/det/min complexity/det
400 complexity/j/min (complexity/col ax j (1+ k) n)))
401 ((equal complexity/det/min complexity/det)
402 (cond ((> complexity/j/min
403 (setq complexity/j
404 (complexity/col ax j (1+ k) n)))
405 (setq col/optimal j
406 complexity/det/min complexity/det
407 complexity/j/min complexity/j))))))))
409 ;; EXCHANGE THE COLUMNS K AND COL/OPTIMAL
410 (exchangecol k col/optimal)
411 (setq dummy (aref *colinv* (aref *col* k)))
412 (setf (aref *colinv* (aref *col* k)) (aref *colinv* (aref *col* col/optimal)))
413 (setf (aref *colinv* (aref *col* col/optimal)) dummy)
414 (return nil)))
416 (defun exchangerow (i j)
417 (prog (dummy)
418 (setq dummy (aref *row* i))
419 (setf (aref *row* i) (aref *row* j))
420 (setf (aref *row* j) dummy)
421 (cond ((= i j) (return nil))
422 (t (setq permsign (not permsign))))))
424 (defun exchangecol (i j)
425 (prog (dummy)
426 (setq dummy (aref *col* i))
427 (setf (aref *col* i) (aref *col* j))
428 (setf (aref *col* j) dummy)
429 (cond ((= i j) (return nil))
430 (t (setq permsign (not permsign))))))
432 ;; Displays list of solutions.
434 (defun solve2 (llist equations)
435 (setq $multiplicities nil)
436 (map2c #'(lambda (equatn multipl)
437 (setq equations
438 (nconc equations (list (displine equatn))))
439 (push multipl $multiplicities)
440 (if (and (> multipl 1) $dispflag)
441 (mtell (intl:gettext "solve: multiplicity ~A~%") multipl)))
442 llist)
443 (values (setq $multiplicities (cons '(mlist simp) (nreverse $multiplicities)))
444 equations))
446 ;; Displays an expression and returns its linelabel.
448 (defun displine (exp)
449 (let ($nolabels (tim 0))
450 (elabel exp)
451 (cond ($dispflag (remprop *linelabel* 'nodisp)
452 (setq tim (get-internal-run-time))
453 (mterpri)
454 (displa (list '(mlabel) *linelabel* exp))
455 (timeorg tim))
456 (t (putprop *linelabel* t 'nodisp)))
457 *linelabel*))
459 (declare-top (unspecial permsign a rank delta nrow nvar n m variableorder
460 dependentrows inconsistentrows l k))