-
Notifications
You must be signed in to change notification settings - Fork 18
/
matrix.h
689 lines (542 loc) · 22 KB
/
matrix.h
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
/**************************************************************************
**
** Copyright (C) 1993 David E. Steward & Zbigniew Leyk, all rights reserved.
**
** Meschach Library
**
** This Meschach Library is provided "as is" without any express
** or implied warranty of any kind with respect to this software.
** In particular the authors shall not be liable for any direct,
** indirect, special, incidental or consequential damages arising
** in any way from use of the software.
**
** Everyone is granted permission to copy, modify and redistribute this
** Meschach Library, provided:
** 1. All copies contain this copyright notice.
** 2. All modified copies shall carry a notice stating who
** made the last modification and the date of such modification.
** 3. No charge is made for this software or works derived from it.
** This clause shall not be construed as constraining other software
** distributed on the same medium as this software, nor is a
** distribution fee considered a charge.
**
***************************************************************************/
/*
Type definitions for general purpose maths package
*/
#ifndef MATRIXH
/* RCS id: $Id: matrix.h,v 1.18 1994/04/16 00:33:37 des Exp $ */
#define MATRIXH
#include "machine.h"
#include "err.h"
#include "meminfo.h"
/* unsigned integer type */
/************************************************************
#ifndef U_INT_DEF
typedef unsigned int u_int;
#define U_INT_DEF
#endif
************************************************************/
/* vector definition */
typedef struct {
unsigned int dim, max_dim;
Real *ve;
} VEC;
/* matrix definition */
typedef struct {
unsigned int m, n;
unsigned int max_m, max_n, max_size;
Real **me,*base; /* base is base of alloc'd mem */
} MAT;
/* band matrix definition */
typedef struct {
MAT *mat; /* matrix */
int lb,ub; /* lower and upper bandwidth */
} BAND;
/* permutation definition */
typedef struct {
unsigned int size, max_size, *pe;
} PERM;
/* integer vector definition */
typedef struct {
unsigned int dim, max_dim;
int *ive;
} IVEC;
#ifndef MALLOCDECL
#ifndef ANSI_C
extern char *malloc(), *calloc(), *realloc();
#else
extern void *malloc(size_t),
*calloc(size_t,size_t),
*realloc(void *,size_t);
#endif
#endif /* MALLOCDECL */
/* For creating MEX files (for use with Matlab) using Meschach
See also: mexmesch.h */
#ifdef MEX
#include "mex.h"
#define malloc(len) mxMalloc(len)
#define calloc(n,len) mxCalloc(n,len)
#define realloc(ptr,len) mxRealloc(ptr,len)
#define free(ptr) mxFree(ptr)
#define printf mexPrintf
#ifndef THREADSAFE /* for use as a shared library */
#define THREADSAFE 1
#endif
#endif /* MEX */
#ifdef THREADSAFE
#define STATIC
#else
#define STATIC static
#endif /* THREADSAFE */
#ifndef ANSI_C
extern void m_version();
#else
void m_version( void );
#endif
#ifndef ANSI_C
/* allocate one object of given type */
#define NEW(type) ((type *)calloc((size_t)1,sizeof(type)))
/* allocate num objects of given type */
#define NEW_A(num,type) ((type *)calloc((size_t)(num),sizeof(type)))
/* re-allocate arry to have num objects of the given type */
#define RENEW(var,num,type) \
((var)=(type *)((var) ? \
realloc((char *)(var),(size_t)(num)*sizeof(type)) : \
calloc((size_t)(num),sizeof(type))))
#define MEMCOPY(from,to,n_items,type) \
MEM_COPY((char *)(from),(char *)(to),(size_t)(n_items)*sizeof(type))
#else
/* allocate one object of given type */
#define NEW(type) ((type *)calloc((size_t)1,(size_t)sizeof(type)))
/* allocate num objects of given type */
#define NEW_A(num,type) ((type *)calloc((size_t)(num),(size_t)sizeof(type)))
/* re-allocate arry to have num objects of the given type */
#define RENEW(var,num,type) \
((var)=(type *)((var) ? \
realloc((char *)(var),(size_t)((num)*sizeof(type))) : \
calloc((size_t)(num),(size_t)sizeof(type))))
#define MEMCOPY(from,to,n_items,type) \
MEM_COPY((char *)(from),(char *)(to),(unsigned)(n_items)*sizeof(type))
#endif /* ANSI_C */
/* type independent min and max operations */
#ifndef max
#define max(a,b) ((a) > (b) ? (a) : (b))
#endif /* max */
#ifndef min
#define min(a,b) ((a) > (b) ? (b) : (a))
#endif /* min */
#undef TRUE
#define TRUE 1
#undef FALSE
#define FALSE 0
/* for input routines */
#define MAXLINE 81
/* Dynamic memory allocation */
/* Should use M_FREE/V_FREE/PX_FREE in programs instead of m/v/px_free()
as this is considerably safer -- also provides a simple type check ! */
#ifndef ANSI_C
extern VEC *v_get(), *v_resize();
extern MAT *m_get(), *m_resize();
extern PERM *px_get(), *px_resize();
extern IVEC *iv_get(), *iv_resize();
extern int m_free(),v_free();
extern int px_free();
extern int iv_free();
extern BAND *bd_get(), *bd_resize();
extern int bd_free();
#else
/* get/resize vector to given dimension */
extern VEC *v_get(int), *v_resize(VEC *,int);
/* get/resize matrix to be m x n */
extern MAT *m_get(int,int), *m_resize(MAT *,int,int);
/* get/resize permutation to have the given size */
extern PERM *px_get(int), *px_resize(PERM *,int);
/* get/resize an integer vector to given dimension */
extern IVEC *iv_get(int), *iv_resize(IVEC *,int);
/* get/resize a band matrix to given dimension */
extern BAND *bd_get(int,int,int), *bd_resize(BAND *,int,int,int);
/* free (de-allocate) (band) matrices, vectors, permutations and
integer vectors */
extern int iv_free(IVEC *);
extern int m_free(MAT *), v_free(VEC *), px_free(PERM *);
extern int bd_free(BAND *);
#endif /* ANSI_C */
/* MACROS */
/* macros that also check types and sets pointers to NULL */
#define M_FREE(mat) ( m_free(mat), (mat)=(MAT *)NULL )
#define V_FREE(vec) ( v_free(vec), (vec)=(VEC *)NULL )
#define PX_FREE(px) ( px_free(px), (px)=(PERM *)NULL )
#define IV_FREE(iv) ( iv_free(iv), (iv)=(IVEC *)NULL )
#define MAXDIM 10000001
/* Entry level access to data structures */
/* routines to check indexes */
#define m_chk_idx(A,i,j) ((i)>=0 && (i)<(A)->m && (j)>=0 && (j)<=(A)->n)
#define v_chk_idx(x,i) ((i)>=0 && (i)<(x)->dim)
#define bd_chk_idx(A,i,j) ((i)>=max(0,(j)-(A)->ub) && \
(j)>=max(0,(i)-(A)->lb) && (i)<(A)->mat->n && (j)<(A)->mat->n)
#define m_entry(A,i,j) m_get_val(A,i,j)
#define v_entry(x,i) v_get_val(x,i)
#define bd_entry(A,i,j) bd_get_val(A,i,j)
#ifdef DEBUG
#define m_set_val(A,i,j,val) ( m_chk_idx(A,i,j) ? \
(A)->me[(i)][(j)] = (val) : (error(E_BOUNDS,"m_set_val"), 0.0))
#define m_add_val(A,i,j,val) ( m_chk_idx(A,i,j) ? \
(A)->me[(i)][(j)] += (val) : (error(E_BOUNDS,"m_add_val"), 0.0))
#define m_sub_val(A,i,j,val) ( m_chk_idx(A,i,j) ? \
(A)->me[(i)][(j)] -= (val) : (error(E_BOUNDS,"m_sub_val"), 0.0))
#define m_get_val(A,i,j) ( m_chk_idx(A,i,j) ? \
(A)->me[(i)][(j)] : (error(E_BOUNDS,"m_get_val"), 0.0))
#define v_set_val(x,i,val) ( v_chk_idx(x,i) ? (x)->ve[(i)] = (val) : \
(error(E_BOUNDS,"v_set_val"), 0.0))
#define v_add_val(x,i,val) ( v_chk_idx(x,i) ? (x)->ve[(i)] += (val) : \
(error(E_BOUNDS,"v_set_val"), 0.0))
#define v_sub_val(x,i,val) ( v_chk_idx(x,i) ? (x)->ve[(i)] -= (val) : \
(error(E_BOUNDS,"v_set_val"), 0.0))
#define v_get_val(x,i) ( v_chk_idx(x,i) ? (x)->ve[(i)] : \
(error(E_BOUNDS,"v_get_val"), 0.0))
#define bd_set_val(A,i,j,val) ( bd_chk_idx(A,i,j) ? \
(A)->mat->me[(A)->lb+(j)-(i)][(j)] = (val) : \
(error(E_BOUNDS,"bd_set_val"), 0.0))
#define bd_add_val(A,i,j,val) ( bd_chk_idx(A,i,j) ? \
(A)->mat->me[(A)->lb+(j)-(i)][(j)] += (val) : \
(error(E_BOUNDS,"bd_set_val"), 0.0))
#define bd_get_val(A,i,j) ( bd_chk_idx(A,i,j) ? \
(A)->mat->me[(A)->lb+(j)-(i)][(j)] : \
(error(E_BOUNDS,"bd_get_val"), 0.0))
#else /* no DEBUG */
#define m_set_val(A,i,j,val) ((A)->me[(i)][(j)] = (val))
#define m_add_val(A,i,j,val) ((A)->me[(i)][(j)] += (val))
#define m_sub_val(A,i,j,val) ((A)->me[(i)][(j)] -= (val))
#define m_get_val(A,i,j) ((A)->me[(i)][(j)])
#define v_set_val(x,i,val) ((x)->ve[(i)] = (val))
#define v_add_val(x,i,val) ((x)->ve[(i)] += (val))
#define v_sub_val(x,i,val) ((x)->ve[(i)] -= (val))
#define v_get_val(x,i) ((x)->ve[(i)])
#define bd_set_val(A,i,j,val) ((A)->mat->me[(A)->lb+(j)-(i)][(j)] = (val))
#define bd_add_val(A,i,j,val) ((A)->mat->me[(A)->lb+(j)-(i)][(j)] += (val))
#define bd_get_val(A,i,j) ((A)->mat->me[(A)->lb+(j)-(i)][(j)])
#endif /* DEBUG */
/* I/O routines */
#ifndef ANSI_C
extern void v_foutput(),m_foutput(),px_foutput();
extern void iv_foutput();
extern VEC *v_finput();
extern MAT *m_finput();
extern PERM *px_finput();
extern IVEC *iv_finput();
extern int fy_or_n(), fin_int(), yn_dflt(), skipjunk();
extern double fin_double();
#else
/* print x on file fp */
void v_foutput(FILE *fp,const VEC *x),
/* print A on file fp */
m_foutput(FILE *fp,const MAT *A),
/* print px on file fp */
px_foutput(FILE *fp,const PERM *px);
/* print ix on file fp */
void iv_foutput(FILE *fp,const IVEC *ix);
/* Note: if out is NULL, then returned object is newly allocated;
Also: if out is not NULL, then that size is assumed */
/* read in vector from fp */
VEC *v_finput(FILE *fp,VEC *out);
/* read in matrix from fp */
MAT *m_finput(FILE *fp,MAT *out);
/* read in permutation from fp */
PERM *px_finput(FILE *fp,PERM *out);
/* read in int vector from fp */
IVEC *iv_finput(FILE *fp,IVEC *out);
/* fy_or_n -- yes-or-no to question in string s
-- question written to stderr, input from fp
-- if fp is NOT a tty then return y_n_dflt */
int fy_or_n(FILE *fp, const char *s);
/* yn_dflt -- sets the value of y_n_dflt to val */
int yn_dflt(int val);
/* fin_int -- return integer read from file/stream fp
-- prompt s on stderr if fp is a tty
-- check that x lies between low and high: re-prompt if
fp is a tty, error exit otherwise
-- ignore check if low > high */
int fin_int(FILE *fp,const char *s,int low,int high);
/* fin_double -- return double read from file/stream fp
-- prompt s on stderr if fp is a tty
-- check that x lies between low and high: re-prompt if
fp is a tty, error exit otherwise
-- ignore check if low > high */
double fin_double(FILE *fp,const char *s,double low,double high);
/* it skips white spaces and strings of the form #....\n
Here .... is a comment string */
int skipjunk(FILE *fp);
#endif /* ANSI_C */
/* MACROS */
/* macros to use stdout and stdin instead of explicit fp */
#define v_output(vec) v_foutput(stdout,vec)
#define v_input(vec) v_finput(stdin,vec)
#define m_output(mat) m_foutput(stdout,mat)
#define m_input(mat) m_finput(stdin,mat)
#define px_output(px) px_foutput(stdout,px)
#define px_input(px) px_finput(stdin,px)
#define iv_output(iv) iv_foutput(stdout,iv)
#define iv_input(iv) iv_finput(stdin,iv)
/* general purpose input routine; skips comments # ... \n */
#define finput(fp,prompt,fmt,var) \
( ( isatty(fileno(fp)) ? fprintf(stderr,prompt) : skipjunk(fp) ), \
fscanf(fp,fmt,var) )
#define input(prompt,fmt,var) finput(stdin,prompt,fmt,var)
#define fprompter(fp,prompt) \
( isatty(fileno(fp)) ? fprintf(stderr,prompt) : skipjunk(fp) )
#define prompter(prompt) fprompter(stdin,prompt)
#define y_or_n(s) fy_or_n(stdin,s)
#define in_int(s,lo,hi) fin_int(stdin,s,lo,hi)
#define in_double(s,lo,hi) fin_double(stdin,s,lo,hi)
/* special purpose access routines */
/* Copying routines */
#ifndef ANSI_C
extern MAT *_m_copy(), *m_move(), *vm_move();
extern VEC *_v_copy(), *v_move(), *mv_move();
extern PERM *px_copy();
extern IVEC *iv_copy(), *iv_move();
extern BAND *bd_copy();
#else
/* copy in to out starting at out[i0][j0] */
extern MAT *_m_copy(const MAT *in,MAT *out,unsigned int i0,unsigned int j0),
* m_move(const MAT *in, int, int, int, int, MAT *out, int, int),
*vm_move(const VEC *in, int, MAT *out, int, int, int, int);
/* copy in to out starting at out[i0] */
extern VEC *_v_copy(const VEC *in,VEC *out,unsigned int i0),
* v_move(const VEC *in, int, int, VEC *out, int),
*mv_move(const MAT *in, int, int, int, int, VEC *out, int);
extern PERM *px_copy(const PERM *in,PERM *out);
extern IVEC *iv_copy(const IVEC *in,IVEC *out),
*iv_move(const IVEC *in, int, int, IVEC *out, int);
extern BAND *bd_copy(const BAND *in,BAND *out);
#endif /* ANSI_C */
/* MACROS */
#define m_copy(in,out) _m_copy(in,out,0,0)
#define v_copy(in,out) _v_copy(in,out,0)
/* Initialisation routines -- to be zero, ones, random or identity */
#ifndef ANSI_C
extern VEC *v_zero(), *v_rand(), *v_ones();
extern MAT *m_zero(), *m_ident(), *m_rand(), *m_ones();
extern PERM *px_ident();
extern IVEC *iv_zero();
#else
extern VEC *v_zero(VEC *), *v_rand(VEC *), *v_ones(VEC *);
extern MAT *m_zero(MAT *), *m_ident(MAT *), *m_rand(MAT *),
*m_ones(MAT *);
extern PERM *px_ident(PERM *);
extern IVEC *iv_zero(IVEC *);
#endif /* ANSI_C */
/* Basic vector operations */
#ifndef ANSI_C
extern VEC *sv_mlt(), *mv_mlt(), *vm_mlt(), *v_add(), *v_sub(),
*px_vec(), *pxinv_vec(), *v_mltadd(), *v_map(), *_v_map(),
*v_lincomb(), *v_linlist();
extern double v_min(), v_max(), v_sum();
extern VEC *v_star(), *v_slash(), *v_sort();
extern double _in_prod(), __ip__();
extern void __mltadd__(), __add__(), __sub__(),
__smlt__(), __zero__();
#else
extern VEC *sv_mlt(double s,const VEC *x,VEC *out), /* out <- s.x */
*mv_mlt(const MAT *A,const VEC *s,VEC *out), /* out <- A.x */
*vm_mlt(const MAT *A,const VEC *x,VEC *out), /* out^T <- x^T.A */
*v_add(const VEC *x,const VEC *y,VEC *out), /* out <- x + y */
*v_sub(const VEC *x,const VEC *y,VEC *out), /* out <- x - y */
*px_vec(PERM *px,const VEC *x,VEC *out), /* out <- P.x */
*pxinv_vec(PERM *px,const VEC *x,VEC *out), /* out <- P^{-1}.x */
*v_mltadd(const VEC *x,const VEC *y,double s,VEC *out), /* out <- x + s.y */
#ifdef PROTOTYPES_IN_STRUCT
*v_map(double (*f)(double),const VEC *x,VEC *y),
/* out[i] <- f(x[i]) */
*_v_map(double (*f)(void *,double),void *p,const VEC *x,VEC *y),
#else
*v_map(double (*f)(),const VEC *,VEC *), /* out[i] <- f(x[i]) */
*_v_map(double (*f)(),void *,const VEC *,VEC *),
#endif /* PROTOTYPES_IN_STRUCT */
*v_lincomb(int,const VEC **,const Real *,VEC *),
/* out <- sum_i s[i].x[i] */
*v_linlist(VEC *out,VEC *v1,double a1,...);
/* out <- s1.x1 + s2.x2 + ... */
/* returns min_j x[j] (== x[i]) */
extern double v_min(const VEC *, int *),
/* returns max_j x[j] (== x[i]) */
v_max(const VEC *, int *),
/* returns sum_i x[i] */
v_sum(const VEC *);
/* Hadamard product: out[i] <- x[i].y[i] */
extern VEC *v_star(const VEC *, const VEC *, VEC *),
/* out[i] <- x[i] / y[i] */
*v_slash(const VEC *, const VEC *, VEC *),
/* sorts x, and sets order so that sorted x[i] = x[order[i]] */
*v_sort(VEC *, PERM *);
/* returns inner product starting at component i0 */
extern double _in_prod(const VEC *x, const VEC *y,unsigned int i0),
/* returns sum_{i=0}^{len-1} x[i].y[i] */
__ip__(const Real *,const Real *,int);
/* see v_mltadd(), v_add(), v_sub() and v_zero() */
extern void __mltadd__(Real *,const Real *,double,int),
__add__(const Real *,const Real *,Real *,int),
__sub__(const Real *,const Real *,Real *,int),
__smlt__(const Real *,double,Real *,int),
__zero__(Real *,int);
#endif /* ANSI_C */
/* MACRO */
/* usual way of computing the inner product */
#define in_prod(a,b) _in_prod(a,b,0)
/* Norms */
/* scaled vector norms -- scale == NULL implies unscaled */
#ifndef ANSI_C
extern double _v_norm1(), _v_norm2(), _v_norm_inf(),
m_norm1(), m_norm_inf(), m_norm_frob();
#else
/* returns sum_i |x[i]/scale[i]| */
extern double _v_norm1(const VEC *x,const VEC *scale),
/* returns (scaled) Euclidean norm */
_v_norm2(const VEC *x,const VEC *scale),
/* returns max_i |x[i]/scale[i]| */
_v_norm_inf(const VEC *x,const VEC *scale);
/* unscaled matrix norms */
extern double m_norm1(const MAT *A),
m_norm_inf(const MAT *A),
m_norm_frob(const MAT *A);
#endif /* ANSI_C */
/* MACROS */
/* unscaled vector norms */
#define v_norm1(x) _v_norm1(x,VNULL)
#define v_norm2(x) _v_norm2(x,VNULL)
#define v_norm_inf(x) _v_norm_inf(x,VNULL)
/* Basic matrix operations */
#ifndef ANSI_C
extern MAT *sm_mlt(), *m_mlt(), *mmtr_mlt(), *mtrm_mlt(), *m_add(), *m_sub(),
*sub_mat(), *m_transp(), *ms_mltadd();
extern BAND *bd_transp(), *sbd_mlt(), *bds_mltadd(), *bd_zero();
extern MAT *px_rows(), *px_cols(), *swap_rows(), *swap_cols(),
*_set_row(), *_set_col();
extern VEC *get_row(), *get_col(), *sub_vec(),
*mv_mltadd(), *vm_mltadd(), *bdv_mltadd();
#else
extern MAT *sm_mlt(double s, const MAT *A,MAT *out), /* out <- s.A */
*m_mlt(const MAT *A,const MAT *B,MAT *out), /* out <- A.B */
*mmtr_mlt(const MAT *A,const MAT *B,MAT *out), /* out <- A.B^T */
*mtrm_mlt(const MAT *A,const MAT *B,MAT *out), /* out <- A^T.B */
*m_add(const MAT *A,const MAT *B,MAT *out), /* out <- A + B */
*m_sub(const MAT *A,const MAT *B,MAT *out), /* out <- A - B */
*sub_mat(const MAT *A,unsigned int,unsigned int,unsigned int,
unsigned int,MAT *out),
*m_transp(const MAT *A,MAT *out), /* out <- A^T */
/* out <- A + s.B */
*ms_mltadd(const MAT *A,const MAT *B,double s,MAT *out);
extern BAND *bd_transp(const BAND *in, BAND *out), /* out <- A^T */
*sbd_mlt(Real s, const BAND *A, BAND *OUT), /* OUT <- s.A */
*bds_mltadd(const BAND *A, const BAND *B,double alpha, BAND *OUT),
/* OUT <- A+alpha.B */
*bd_zero(BAND *A); /* A <- 0 */
extern MAT *px_rows(const PERM *px,const MAT *A,MAT *out), /* out <- P.A */
*px_cols(const PERM *px,const MAT *A,MAT *out), /* out <- A.P^T */
*swap_rows(MAT *,int,int,int,int),
*swap_cols(MAT *,int,int,int,int),
/* A[i][j] <- out[j], j >= j0 */
*_set_col(MAT *A,unsigned int i,const VEC *col,unsigned int j0),
/* A[i][j] <- out[i], i >= i0 */
*_set_row(MAT *A,unsigned int j,const VEC *row,unsigned int i0);
extern VEC *get_row(const MAT *,unsigned int,VEC *),
*get_col(const MAT *,unsigned int,VEC *),
*sub_vec(const VEC *,int,int,VEC *),
/* mv_mltadd: out <- x + s.A.y */
*mv_mltadd(const VEC *x,const VEC *y,const MAT *A,
double s,VEC *out),
/* vm_mltadd: out^T <- x^T + s.y^T.A */
*vm_mltadd(const VEC *x,const VEC *y,const MAT *A,
double s,VEC *out),
/* bdv_mltadd: out <- x + s.A.y */
*bdv_mltadd(const VEC *x,const VEC *y,const BAND *A,
double s,VEC *out);
#endif /* ANSI_C */
/* MACROS */
/* row i of A <- vec */
#define set_row(mat,row,vec) _set_row(mat,row,vec,0)
/* col j of A <- vec */
#define set_col(mat,col,vec) _set_col(mat,col,vec,0)
/* Basic permutation operations */
#ifndef ANSI_C
extern PERM *px_mlt(), *px_inv(), *px_transp();
extern int px_sign();
#else
extern PERM *px_mlt(const PERM *px1,const PERM *px2,PERM *out), /* out <- px1.px2 */
*px_inv(const PERM *px,PERM *out), /* out <- px^{-1} */
/* swap px[i] and px[j] */
*px_transp(PERM *px,unsigned int i,unsigned int j);
/* returns sign(px) = +1 if px product of even # transpositions
-1 if ps product of odd # transpositions */
extern int px_sign(const PERM *);
#endif /* ANSI_C */
/* Basic integer vector operations */
#ifndef ANSI_C
extern IVEC *iv_add(), *iv_sub(), *iv_sort();
#else
extern IVEC *iv_add(const IVEC *ix,const IVEC *iy,IVEC *out),
/* out <- ix + iy */
*iv_sub(const IVEC *ix,const IVEC *iy,IVEC *out),
/* out <- ix - iy */
/* sorts ix & sets order so that sorted ix[i] = old ix[order[i]] */
*iv_sort(IVEC *ix, PERM *order);
#endif /* ANSI_C */
/* miscellaneous functions */
#ifndef ANSI_C
extern double square(), cube(), mrand();
extern void smrand(), mrandlist();
extern void m_dump(), px_dump(), v_dump(), iv_dump();
extern MAT *band2mat();
extern BAND *mat2band();
#else
double square(double x), /* returns x^2 */
cube(double x), /* returns x^3 */
mrand(void); /* returns random # in [0,1) */
void smrand(int seed), /* seeds mrand() */
mrandlist(Real *x, int len); /* generates len random numbers */
void m_dump(FILE *fp,const MAT *a), px_dump(FILE *fp, const PERM *px),
v_dump(FILE *fp,const VEC *x), iv_dump(FILE *fp, const IVEC *ix);
MAT *band2mat(const BAND *bA, MAT *A);
BAND *mat2band(const MAT *A, int lb,int ub, BAND *bA);
#endif /* ANSI_C */
/* miscellaneous constants */
#define VNULL ((VEC *)NULL)
#define MNULL ((MAT *)NULL)
#define PNULL ((PERM *)NULL)
#define IVNULL ((IVEC *)NULL)
#define BDNULL ((BAND *)NULL)
/* varying number of arguments */
#ifdef ANSI_C
#include <stdarg.h>
/* prototypes */
int v_get_vars(int dim,...);
int iv_get_vars(int dim,...);
int m_get_vars(int m,int n,...);
int px_get_vars(int dim,...);
int v_resize_vars(int new_dim,...);
int iv_resize_vars(int new_dim,...);
int m_resize_vars(int m,int n,...);
int px_resize_vars(int new_dim,...);
int v_free_vars(VEC **,...);
int iv_free_vars(IVEC **,...);
int px_free_vars(PERM **,...);
int m_free_vars(MAT **,...);
#elif VARARGS
/* old varargs is used */
#include <varargs.h>
/* prototypes */
int v_get_vars();
int iv_get_vars();
int m_get_vars();
int px_get_vars();
int v_resize_vars();
int iv_resize_vars();
int m_resize_vars();
int px_resize_vars();
int v_free_vars();
int iv_free_vars();
int px_free_vars();
int m_free_vars();
#endif /* ANSI_C */
#endif /* MATRIXH */