File: umfpack_di_demo.c

package info (click to toggle)
ufsparse 1.2-7
  • links: PTS
  • area: main
  • in suites: etch, etch-m68k
  • size: 27,536 kB
  • ctags: 5,848
  • sloc: ansic: 89,328; makefile: 4,721; fortran: 1,991; csh: 207; sed: 162; awk: 33; java: 30; sh: 8
file content (760 lines) | stat: -rw-r--r-- 26,829 bytes parent folder | download
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
/* ========================================================================== */
/* === umfpack_di_demo ====================================================== */
/* ========================================================================== */


/* -------------------------------------------------------------------------- */
/* UMFPACK Version 4.6, Copyright (c) 2005 by Timothy A. Davis.  CISE Dept,   */
/* Univ. of Florida.  All Rights Reserved.  See ../Doc/License for License.   */
/* web: http://www.cise.ufl.edu/research/sparse/umfpack                       */
/* -------------------------------------------------------------------------- */

/*
  A demo of UMFPACK:   umfpack_di_* version.

  First, factor and solve a 5-by-5 system, Ax=b, using default parameters.
  Then solve A'x=b using the factors of A.   Modify one entry (A (1,4) = 0,
  where the row and column indices range from 0 to 4.  The pattern of A
  has not changed (it has explicitly zero entry), so a reanalysis with
  umfpack_di_symbolic does not need to be done.  Refactorize (with
  umfpack_di_numeric), and solve Ax=b.  Note that the pivot ordering has
  changed.  Next, change all of the entries in A, but not the pattern.

  Finally, compute C = A', and do the symbolic and numeric factorization of C.
  Factorizing A' can sometimes be better than factorizing A itself (less work
  and memory usage).  Solve C'x=b twice; the solution is the same as the
  solution to Ax=b.

  A note about zero-sized arrays:  UMFPACK uses many user-provided arrays of
  size n (order of the matrix), and of size nz (the number of nonzeros in a
  matrix).  n cannot be zero; UMFPACK does not handle zero-dimensioned arrays.
  However, nz can be zero.  If you attempt to malloc an array of size nz = 0,
  however, malloc will return a null pointer which UMFPACK will report as a
  "missing argument."  Thus, nz1 in this code is set to MAX (nz,1), and
  similarly for lnz and unz.  Lnz can never be zero, however, since L is always
  unit diagonal.
*/

/* -------------------------------------------------------------------------- */
/* definitions */
/* -------------------------------------------------------------------------- */

#include <stdio.h>
#include <stdlib.h>
#include "umfpack.h"

#define ABS(x) ((x) >= 0 ? (x) : -(x))

#define MAX(a,b) (((a) > (b)) ? (a) : (b))
#ifndef TRUE
#define TRUE (1)
#endif
#ifndef FALSE
#define FALSE (0)
#endif

/* -------------------------------------------------------------------------- */
/* triplet form of the matrix.  The triplets can be in any order. */
/* -------------------------------------------------------------------------- */

static int    n = 5, nz = 12 ;
static int    Arow [ ] = { 0,  4,  1,  1,   2,   2,  0,  1,  2,  3,  4,  4} ;
static int    Acol [ ] = { 0,  4,  0,  2,   1,   2,  1,  4,  3,  2,  1,  2} ;
static double Aval [ ] = {2., 1., 3., 4., -1., -3., 3., 6., 2., 1., 4., 2.} ;
static double b [ ] = {8., 45., -3., 3., 19.}, x [5], r [5] ;


/* -------------------------------------------------------------------------- */
/* error: print a message and exit */
/* -------------------------------------------------------------------------- */

static void error
(
    char *message
)
{
    printf ("\n\n====== error: %s =====\n\n", message) ;
    exit (1) ;
}


/* -------------------------------------------------------------------------- */
/* resid: compute the residual, r = Ax-b or r = A'x=b and return maxnorm (r) */
/* -------------------------------------------------------------------------- */

static double resid
(
    int transpose,
    int Ap [ ],
    int Ai [ ],
    double Ax [ ]
)
{
    int i, j, p ;
    double norm ;

    for (i = 0 ; i < n ; i++)
    {
	r [i] = -b [i] ;
    }
    if (transpose)
    {
	for (j = 0 ; j < n ; j++)
	{
	    for (p = Ap [j] ; p < Ap [j+1] ; p++)
	    {
		i = Ai [p] ;
		r [j] += Ax [p] * x [i] ;
	    }
	}
    }
    else
    {
	for (j = 0 ; j < n ; j++)
	{
	    for (p = Ap [j] ; p < Ap [j+1] ; p++)
	    {
		i = Ai [p] ;
		r [i] += Ax [p] * x [j] ;
	    }
	}
    }
    norm = 0. ;
    for (i = 0 ; i < n ; i++)
    {
	norm = MAX (ABS (r [i]), norm) ;
    }
    return (norm) ;
}


/* -------------------------------------------------------------------------- */
/* main program */
/* -------------------------------------------------------------------------- */

int main (int argc, char **argv)
{
    double Info [UMFPACK_INFO], Control [UMFPACK_CONTROL], *Ax, *Cx, *Lx, *Ux,
	*W, t [2], *Dx, rnorm, *Rb, *y, *Rs ;
    int *Ap, *Ai, *Cp, *Ci, row, col, p, lnz, unz, nr, nc, *Lp, *Li, *Ui, *Up,
	*P, *Q, *Lj, i, j, k, anz, nfr, nchains, *Qinit, fnpiv, lnz1, unz1, nz1,
	status, *Front_npivcol, *Front_parent, *Chain_start, *Wi, *Pinit, n1,
	*Chain_maxrows, *Chain_maxcols, *Front_1strow, *Front_leftmostdesc,
	nzud, do_recip ;
    void *Symbolic, *Numeric ;

    /* ---------------------------------------------------------------------- */
    /* initializations */
    /* ---------------------------------------------------------------------- */

    umfpack_tic (t) ;

    printf ("\nUMFPACK V%d.%d (%s) demo: _di_ version\n",
	    UMFPACK_MAIN_VERSION, UMFPACK_SUB_VERSION, UMFPACK_DATE) ;

    /* get the default control parameters */
    umfpack_di_defaults (Control) ;

    /* change the default print level for this demo */
    /* (otherwise, nothing will print) */
    Control [UMFPACK_PRL] = 6 ;

    /* print the license agreement */
    umfpack_di_report_status (Control, UMFPACK_OK) ;
    Control [UMFPACK_PRL] = 5 ;

    /* print the control parameters */
    umfpack_di_report_control (Control) ;

    /* ---------------------------------------------------------------------- */
    /* print A and b, and convert A to column-form */
    /* ---------------------------------------------------------------------- */

    /* print the right-hand-side */
    printf ("\nb: ") ;
    (void) umfpack_di_report_vector (n, b, Control) ;

    /* print the triplet form of the matrix */
    printf ("\nA: ") ;
    (void) umfpack_di_report_triplet (n, n, nz, Arow, Acol, Aval,
	Control) ;

    /* convert to column form */
    nz1 = MAX (nz,1) ;	/* ensure arrays are not of size zero. */
    Ap = (int *) malloc ((n+1) * sizeof (int)) ;
    Ai = (int *) malloc (nz1 * sizeof (int)) ;
    Ax = (double *) malloc (nz1 * sizeof (double)) ;
    if (!Ap || !Ai || !Ax)
    {
	error ("out of memory") ;
    }

    status = umfpack_di_triplet_to_col (n, n, nz, Arow, Acol, Aval,
	Ap, Ai, Ax, (int *) NULL) ;

    if (status < 0)
    {
	umfpack_di_report_status (Control, status) ;
	error ("umfpack_di_triplet_to_col failed") ;
    }

    /* print the column-form of A */
    printf ("\nA: ") ;
    (void) umfpack_di_report_matrix (n, n, Ap, Ai, Ax, 1, Control) ;

    /* ---------------------------------------------------------------------- */
    /* symbolic factorization */
    /* ---------------------------------------------------------------------- */

    status = umfpack_di_symbolic (n, n, Ap, Ai, Ax, &Symbolic,
	Control, Info) ;
    if (status < 0)
    {
	umfpack_di_report_info (Control, Info) ;
	umfpack_di_report_status (Control, status) ;
	error ("umfpack_di_symbolic failed") ;
    }

    /* print the symbolic factorization */

    printf ("\nSymbolic factorization of A: ") ;
    (void) umfpack_di_report_symbolic (Symbolic, Control) ;

    /* ---------------------------------------------------------------------- */
    /* numeric factorization */
    /* ---------------------------------------------------------------------- */

    status = umfpack_di_numeric (Ap, Ai, Ax, Symbolic, &Numeric,
	Control, Info) ;
    if (status < 0)
    {
	umfpack_di_report_info (Control, Info) ;
	umfpack_di_report_status (Control, status) ;
	error ("umfpack_di_numeric failed") ;
    }

    /* print the numeric factorization */
    printf ("\nNumeric factorization of A: ") ;
    (void) umfpack_di_report_numeric (Numeric, Control) ;

    /* ---------------------------------------------------------------------- */
    /* solve Ax=b */
    /* ---------------------------------------------------------------------- */

    status = umfpack_di_solve (UMFPACK_A, Ap, Ai, Ax, x, b,
	Numeric, Control, Info) ;
    umfpack_di_report_info (Control, Info) ;
    umfpack_di_report_status (Control, status) ;
    if (status < 0)
    {
	error ("umfpack_di_solve failed") ;
    }
    printf ("\nx (solution of Ax=b): ") ;
    (void) umfpack_di_report_vector (n, x, Control) ;
    rnorm = resid (FALSE, Ap, Ai, Ax) ;
    printf ("maxnorm of residual: %g\n\n", rnorm) ;

    /* ---------------------------------------------------------------------- */
    /* compute the determinant */
    /* ---------------------------------------------------------------------- */

    status = umfpack_di_get_determinant (x, r, Numeric, Info) ;
    umfpack_di_report_status (Control, status) ;
    if (status < 0)
    {
	error ("umfpack_di_get_determinant failed") ;
    }
    printf ("determinant: (%g", x [0]) ;
    printf (") * 10^(%g)\n", r [0]) ;

    /* ---------------------------------------------------------------------- */
    /* solve Ax=b, broken down into steps */
    /* ---------------------------------------------------------------------- */

    /* Rb = R*b */
    Rb  = (double *) malloc (n * sizeof (double)) ;
    y   = (double *) malloc (n * sizeof (double)) ;
    if (!Rb || !y) error ("out of memory") ;

    status = umfpack_di_scale (Rb, b, Numeric) ;
    if (status < 0) error ("umfpack_di_scale failed") ;
    /* solve Ly = P*(Rb) */
    status = umfpack_di_solve (UMFPACK_Pt_L, Ap, Ai, Ax, y, Rb,
	Numeric, Control, Info) ;
    if (status < 0) error ("umfpack_di_solve failed") ;
    /* solve UQ'x=y */
    status = umfpack_di_solve (UMFPACK_U_Qt, Ap, Ai, Ax, x, y,
	Numeric, Control, Info) ;
    if (status < 0) error ("umfpack_di_solve failed") ;
    printf ("\nx (solution of Ax=b, solve is split into 3 steps): ") ;
    (void) umfpack_di_report_vector (n, x, Control) ;
    rnorm = resid (FALSE, Ap, Ai, Ax) ;
    printf ("maxnorm of residual: %g\n\n", rnorm) ;

    free (Rb) ;
    free (y) ;

    /* ---------------------------------------------------------------------- */
    /* solve A'x=b */
    /* ---------------------------------------------------------------------- */

    status = umfpack_di_solve (UMFPACK_At, Ap, Ai, Ax, x, b,
	Numeric, Control, Info) ;
    umfpack_di_report_info (Control, Info) ;
    if (status < 0)
    {
	error ("umfpack_di_solve failed") ;
    }
    printf ("\nx (solution of A'x=b): ") ;
    (void) umfpack_di_report_vector (n, x, Control) ;
    rnorm = resid (TRUE, Ap, Ai, Ax) ;
    printf ("maxnorm of residual: %g\n\n", rnorm) ;

    /* ---------------------------------------------------------------------- */
    /* modify one numerical value in the column-form of A */
    /* ---------------------------------------------------------------------- */

    /* change A (1,4), look for row index 1 in column 4. */
    row = 1 ;
    col = 4 ;
    for (p = Ap [col] ; p < Ap [col+1] ; p++)
    {
	if (row == Ai [p])
	{
	    printf ("\nchanging A (%d,%d) to zero\n", row, col) ;
	    Ax [p] = 0.0 ;
	    break ;
	}
    }
    printf ("\nmodified A: ") ;
    (void) umfpack_di_report_matrix (n, n, Ap, Ai, Ax, 1, Control) ;

    /* ---------------------------------------------------------------------- */
    /* redo the numeric factorization */
    /* ---------------------------------------------------------------------- */

    /* The pattern (Ap and Ai) hasn't changed, so the symbolic factorization */
    /* doesn't have to be redone, no matter how much we change Ax. */

    /* We don't need the Numeric object any more, so free it. */
    umfpack_di_free_numeric (&Numeric) ;

    /* Note that a memory leak would have occurred if the old Numeric */
    /* had not been free'd with umfpack_di_free_numeric above. */
    status = umfpack_di_numeric (Ap, Ai, Ax, Symbolic, &Numeric,
	Control, Info) ;
    if (status < 0)
    {
	umfpack_di_report_info (Control, Info) ;
	umfpack_di_report_status (Control, status) ;
	error ("umfpack_di_numeric failed") ;
    }
    printf ("\nNumeric factorization of modified A: ") ;
    (void) umfpack_di_report_numeric (Numeric, Control) ;

    /* ---------------------------------------------------------------------- */
    /* solve Ax=b, with the modified A */
    /* ---------------------------------------------------------------------- */

    status = umfpack_di_solve (UMFPACK_A, Ap, Ai, Ax, x, b,
	Numeric, Control, Info) ;
    umfpack_di_report_info (Control, Info) ;
    if (status < 0)
    {
	umfpack_di_report_status (Control, status) ;
	error ("umfpack_di_solve failed") ;
    }
    printf ("\nx (with modified A): ") ;
    (void) umfpack_di_report_vector (n, x, Control) ;
    rnorm = resid (FALSE, Ap, Ai, Ax) ;
    printf ("maxnorm of residual: %g\n\n", rnorm) ;

    /* ---------------------------------------------------------------------- */
    /* modify all of the numerical values of A, but not the pattern */
    /* ---------------------------------------------------------------------- */

    for (col = 0 ; col < n ; col++)
    {
	for (p = Ap [col] ; p < Ap [col+1] ; p++)
	{
	    row = Ai [p] ;
	    printf ("changing ") ;
	    printf ("A (%d,%d) from %g", row, col, Ax [p]) ;
	    Ax [p] = Ax [p] + col*10 - row ;
	    printf (" to %g\n", Ax [p]) ;
	}
    }
    printf ("\ncompletely modified A (same pattern): ") ;
    (void) umfpack_di_report_matrix (n, n, Ap, Ai, Ax, 1, Control) ;

    /* ---------------------------------------------------------------------- */
    /* save the Symbolic object to file, free it, and load it back in */
    /* ---------------------------------------------------------------------- */

    /* use the default filename, "symbolic.umf" */
    printf ("\nSaving symbolic object:\n") ;
    status = umfpack_di_save_symbolic (Symbolic, (char *) NULL) ;
    if (status < 0)
    {
	umfpack_di_report_status (Control, status) ;
	error ("umfpack_di_save_symbolic failed") ;
    }
    printf ("\nFreeing symbolic object:\n") ;
    umfpack_di_free_symbolic (&Symbolic) ;
    printf ("\nLoading symbolic object:\n") ;
    status = umfpack_di_load_symbolic (&Symbolic, (char *) NULL) ;
    if (status < 0)
    {
	umfpack_di_report_status (Control, status) ;
	error ("umfpack_di_load_symbolic failed") ;
    }
    printf ("\nDone loading symbolic object\n") ;

    /* ---------------------------------------------------------------------- */
    /* redo the numeric factorization */
    /* ---------------------------------------------------------------------- */

    umfpack_di_free_numeric (&Numeric) ;
    status = umfpack_di_numeric (Ap, Ai, Ax, Symbolic, &Numeric,
	Control, Info) ;
    if (status < 0)
    {
	umfpack_di_report_info (Control, Info) ;
	umfpack_di_report_status (Control, status) ;
	error ("umfpack_di_numeric failed") ;
    }
    printf ("\nNumeric factorization of completely modified A: ") ;
    (void) umfpack_di_report_numeric (Numeric, Control) ;

    /* ---------------------------------------------------------------------- */
    /* solve Ax=b, with the modified A */
    /* ---------------------------------------------------------------------- */

    status = umfpack_di_solve (UMFPACK_A, Ap, Ai, Ax, x, b,
	Numeric, Control, Info) ;
    umfpack_di_report_info (Control, Info) ;
    if (status < 0)
    {
	umfpack_di_report_status (Control, status) ;
	error ("umfpack_di_solve failed") ;
    }
    printf ("\nx (with completely modified A): ") ;
    (void) umfpack_di_report_vector (n, x, Control) ;
    rnorm = resid (FALSE, Ap, Ai, Ax) ;
    printf ("maxnorm of residual: %g\n\n", rnorm) ;

    /* ---------------------------------------------------------------------- */
    /* free the symbolic and numeric factorization */
    /* ---------------------------------------------------------------------- */

    umfpack_di_free_symbolic (&Symbolic) ;
    umfpack_di_free_numeric (&Numeric) ;

    /* ---------------------------------------------------------------------- */
    /* C = transpose of A */
    /* ---------------------------------------------------------------------- */

    Cp = (int *) malloc ((n+1) * sizeof (int)) ;
    Ci = (int *) malloc (nz1 * sizeof (int)) ;
    Cx = (double *) malloc (nz1 * sizeof (double)) ;
    if (!Cp || !Ci || !Cx)
    {
	error ("out of memory") ;
    }
    status = umfpack_di_transpose (n, n, Ap, Ai, Ax,
	(int *) NULL, (int *) NULL, Cp, Ci, Cx) ;
    if (status < 0)
    {
	umfpack_di_report_status (Control, status) ;
	error ("umfpack_di_transpose failed: ") ;
    }
    printf ("\nC (transpose of A): ") ;
    (void) umfpack_di_report_matrix (n, n, Cp, Ci, Cx, 1, Control) ;

    /* ---------------------------------------------------------------------- */
    /* symbolic factorization of C */
    /* ---------------------------------------------------------------------- */

    status = umfpack_di_symbolic (n, n, Cp, Ci, Cx, &Symbolic,
	Control, Info) ;
    if (status < 0)
    {
	umfpack_di_report_info (Control, Info) ;
	umfpack_di_report_status (Control, status) ;
	error ("umfpack_di_symbolic failed") ;
    }
    printf ("\nSymbolic factorization of C: ") ;
    (void) umfpack_di_report_symbolic (Symbolic, Control) ;

    /* ---------------------------------------------------------------------- */
    /* copy the contents of Symbolic into user arrays print them */
    /* ---------------------------------------------------------------------- */

    printf ("\nGet the contents of the Symbolic object for C:\n") ;
    printf ("(compare with umfpack_di_report_symbolic output, above)\n") ;
    Pinit = (int *) malloc ((n+1) * sizeof (int)) ;
    Qinit = (int *) malloc ((n+1) * sizeof (int)) ;
    Front_npivcol = (int *) malloc ((n+1) * sizeof (int)) ;
    Front_1strow = (int *) malloc ((n+1) * sizeof (int)) ;
    Front_leftmostdesc = (int *) malloc ((n+1) * sizeof (int)) ;
    Front_parent = (int *) malloc ((n+1) * sizeof (int)) ;
    Chain_start = (int *) malloc ((n+1) * sizeof (int)) ;
    Chain_maxrows = (int *) malloc ((n+1) * sizeof (int)) ;
    Chain_maxcols = (int *) malloc ((n+1) * sizeof (int)) ;
    if (!Pinit || !Qinit || !Front_npivcol || !Front_parent || !Chain_start ||
	!Chain_maxrows || !Chain_maxcols || !Front_1strow ||
	!Front_leftmostdesc)
    {
	error ("out of memory") ;
    }

    status = umfpack_di_get_symbolic (&nr, &nc, &n1, &anz, &nfr, &nchains,
	Pinit, Qinit, Front_npivcol, Front_parent, Front_1strow,
	Front_leftmostdesc, Chain_start, Chain_maxrows, Chain_maxcols,
	Symbolic) ;

    if (status < 0)
    {
	error ("symbolic factorization invalid") ;
    }

    printf ("From the Symbolic object, C is of dimension %d-by-%d\n", nr, nc);
    printf ("   with nz = %d, number of fronts = %d,\n", nz, nfr) ;
    printf ("   number of frontal matrix chains = %d\n", nchains) ;

    printf ("\nPivot columns in each front, and parent of each front:\n") ;
    k = 0 ;
    for (i = 0 ; i < nfr ; i++)
    {
	fnpiv = Front_npivcol [i] ;
	printf ("    Front %d: parent front: %d number of pivot cols: %d\n",
		i, Front_parent [i], fnpiv) ;
	for (j = 0 ; j < fnpiv ; j++)
	{
	    col = Qinit [k] ;
	    printf (
	    "        %d-th pivot column is column %d in original matrix\n",
		k, col) ;
	    k++ ;
	}
    }

    printf ("\nNote that the column ordering, above, will be refined\n") ;
    printf ("in the numeric factorization below.  The assignment of pivot\n") ;
    printf ("columns to frontal matrices will always remain unchanged.\n") ;

    printf ("\nTotal number of pivot columns in frontal matrices: %d\n", k) ;

    printf ("\nFrontal matrix chains:\n") ;
    for (j = 0 ; j < nchains ; j++)
    {
	printf ("   Frontal matrices %d to %d are factorized in a single\n",
	    Chain_start [j], Chain_start [j+1] - 1) ;
	printf ("        working array of size %d-by-%d\n",
	    Chain_maxrows [j], Chain_maxcols [j]) ;
    }

    /* ---------------------------------------------------------------------- */
    /* numeric factorization of C */
    /* ---------------------------------------------------------------------- */

    status = umfpack_di_numeric (Cp, Ci, Cx, Symbolic, &Numeric,
	Control, Info) ;
    if (status < 0)
    {
	error ("umfpack_di_numeric failed") ;
    }
    printf ("\nNumeric factorization of C: ") ;
    (void) umfpack_di_report_numeric (Numeric, Control) ;

    /* ---------------------------------------------------------------------- */
    /* extract the LU factors of C and print them */
    /* ---------------------------------------------------------------------- */

    if (umfpack_di_get_lunz (&lnz, &unz, &nr, &nc, &nzud, Numeric) < 0)
    {
	error ("umfpack_di_get_lunz failed") ;
    }
    /* ensure arrays are not of zero size */
    lnz1 = MAX (lnz,1) ;
    unz1 = MAX (unz,1) ;
    Lp = (int *) malloc ((n+1) * sizeof (int)) ;
    Lj = (int *) malloc (lnz1 * sizeof (int)) ;
    Lx = (double *) malloc (lnz1 * sizeof (double)) ;
    Up = (int *) malloc ((n+1) * sizeof (int)) ;
    Ui = (int *) malloc (unz1 * sizeof (int)) ;
    Ux = (double *) malloc (unz1 * sizeof (double)) ;
    P = (int *) malloc (n * sizeof (int)) ;
    Q = (int *) malloc (n * sizeof (int)) ;
    Dx = (double *) NULL ;	/* D vector not requested */
    Rs  = (double *) malloc (n * sizeof (double)) ;
    if (!Lp || !Lj || !Lx || !Up || !Ui || !Ux || !P || !Q || !Rs)
    {
	error ("out of memory") ;
    }
    status = umfpack_di_get_numeric (Lp, Lj, Lx, Up, Ui, Ux,
	P, Q, Dx, &do_recip, Rs, Numeric) ;
    if (status < 0)
    {
	error ("umfpack_di_get_numeric failed") ;
    }

    printf ("\nL (lower triangular factor of C): ") ;
    (void) umfpack_di_report_matrix (n, n, Lp, Lj, Lx, 0, Control) ;
    printf ("\nU (upper triangular factor of C): ") ;
    (void) umfpack_di_report_matrix (n, n, Up, Ui, Ux, 1, Control) ;
    printf ("\nP: ") ;
    (void) umfpack_di_report_perm (n, P, Control) ;
    printf ("\nQ: ") ;
    (void) umfpack_di_report_perm (n, Q, Control) ;
    printf ("\nScale factors: row i of A is to be ") ;
    if (do_recip)
    {
	printf ("multiplied by the ith scale factor\n") ;
    }
    else
    {
	printf ("divided by the ith scale factor\n") ;
    }
    for (i = 0 ; i < n ; i++) printf ("%d: %g\n", i, Rs [i]) ;

    /* ---------------------------------------------------------------------- */
    /* convert L to triplet form and print it */
    /* ---------------------------------------------------------------------- */

    /* Note that L is in row-form, so it is the row indices that are created */
    /* by umfpack_di_col_to_triplet. */

    printf ("\nConverting L to triplet form, and printing it:\n") ;
    Li = (int *) malloc (lnz1 * sizeof (int)) ;
    if (!Li)
    {
	error ("out of memory") ;
    }
    if (umfpack_di_col_to_triplet (n, Lp, Li) < 0)
    {
	error ("umfpack_di_col_to_triplet failed") ;
    }
    printf ("\nL, in triplet form: ") ;
    (void) umfpack_di_report_triplet (n, n, lnz, Li, Lj, Lx, Control) ;

    /* ---------------------------------------------------------------------- */
    /* save the Numeric object to file, free it, and load it back in */
    /* ---------------------------------------------------------------------- */

    /* use the default filename, "numeric.umf" */
    printf ("\nSaving numeric object:\n") ;
    status = umfpack_di_save_numeric (Numeric, (char *) NULL) ;
    if (status < 0)
    {
	umfpack_di_report_status (Control, status) ;
	error ("umfpack_di_save_numeric failed") ;
    }
    printf ("\nFreeing numeric object:\n") ;
    umfpack_di_free_numeric (&Numeric) ;
    printf ("\nLoading numeric object:\n") ;
    status = umfpack_di_load_numeric (&Numeric, (char *) NULL) ;
    if (status < 0)
    {
	umfpack_di_report_status (Control, status) ;
	error ("umfpack_di_load_numeric failed") ;
    }
    printf ("\nDone loading numeric object\n") ;

    /* ---------------------------------------------------------------------- */
    /* solve C'x=b */
    /* ---------------------------------------------------------------------- */

    status = umfpack_di_solve (UMFPACK_At, Cp, Ci, Cx, x, b,
	Numeric, Control, Info) ;
    umfpack_di_report_info (Control, Info) ;
    if (status < 0)
    {
	umfpack_di_report_status (Control, status) ;
	error ("umfpack_di_solve failed") ;
    }
    printf ("\nx (solution of C'x=b): ") ;
    (void) umfpack_di_report_vector (n, x, Control) ;
    rnorm = resid (TRUE, Cp, Ci, Cx) ;
    printf ("maxnorm of residual: %g\n\n", rnorm) ;

    /* ---------------------------------------------------------------------- */
    /* solve C'x=b again, using umfpack_di_wsolve instead */
    /* ---------------------------------------------------------------------- */

    printf ("\nSolving C'x=b again, using umfpack_di_wsolve instead:\n") ;
    Wi = (int *) malloc (n * sizeof (int)) ;
    W = (double *) malloc (5*n * sizeof (double)) ;
    if (!Wi || !W)
    {
	error ("out of memory") ;
    }

    status = umfpack_di_wsolve (UMFPACK_At, Cp, Ci, Cx, x, b,
	Numeric, Control, Info, Wi, W) ;
    umfpack_di_report_info (Control, Info) ;
    if (status < 0)
    {
	umfpack_di_report_status (Control, status) ;
	error ("umfpack_di_wsolve failed") ;
    }
    printf ("\nx (solution of C'x=b): ") ;
    (void) umfpack_di_report_vector (n, x, Control) ;
    rnorm = resid (TRUE, Cp, Ci, Cx) ;
    printf ("maxnorm of residual: %g\n\n", rnorm) ;

    /* ---------------------------------------------------------------------- */
    /* free everything */
    /* ---------------------------------------------------------------------- */

    /* This is not strictly required since the process is exiting and the */
    /* system will reclaim the memory anyway.  It's useful, though, just as */
    /* a list of what is currently malloc'ed by this program.  Plus, it's */
    /* always a good habit to explicitly free whatever you malloc. */

    free (Ap) ;
    free (Ai) ;
    free (Ax) ;

    free (Cp) ;
    free (Ci) ;
    free (Cx) ;

    free (Pinit) ;
    free (Qinit) ;
    free (Front_npivcol) ;
    free (Front_1strow) ;
    free (Front_leftmostdesc) ;
    free (Front_parent) ;
    free (Chain_start) ;
    free (Chain_maxrows) ;
    free (Chain_maxcols) ;

    free (Lp) ;
    free (Lj) ;
    free (Lx) ;

    free (Up) ;
    free (Ui) ;
    free (Ux) ;

    free (P) ;
    free (Q) ;

    free (Li) ;

    free (Wi) ;
    free (W) ;

    umfpack_di_free_symbolic (&Symbolic) ;
    umfpack_di_free_numeric (&Numeric) ;

    /* ---------------------------------------------------------------------- */
    /* print the total time spent in this demo */
    /* ---------------------------------------------------------------------- */

    umfpack_toc (t) ;
    printf ("\numfpack_di_demo complete.\nTotal time: %5.2f seconds"
	" (CPU time), %5.2f seconds (wallclock time)\n", t [1], t [0]) ;
    return (0) ;
}