source: git/src/matrix.c @ 9965b2b

RELEASE/1.2debug-cidebug-ci-sanitisersstereowalls-datawalls-data-hanging-as-warning
Last change on this file since 9965b2b was 9965b2b, checked in by Olly Betts <olly@…>, 14 years ago

src/: Strip out "Far" and "Huge" which we no longer need now that
DOS memory models are no longer relevant.

git-svn-id: file:///home/survex-svn/survex/trunk@3503 4b37db11-9a0c-4f06-9ece-9ab7cdaee568

  • Property mode set to 100644
File size: 13.5 KB
RevLine 
[421b7d2]1/* matrix.c
[d1b1380]2 * Matrix building and solving routines
[9965b2b]3 * Copyright (C) 1993-2003,2010 Olly Betts
[846746e]4 *
[89231c4]5 * This program is free software; you can redistribute it and/or modify
6 * it under the terms of the GNU General Public License as published by
7 * the Free Software Foundation; either version 2 of the License, or
8 * (at your option) any later version.
[846746e]9 *
10 * This program is distributed in the hope that it will be useful,
11 * but WITHOUT ANY WARRANTY; without even the implied warranty of
[89231c4]12 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
13 * GNU General Public License for more details.
[846746e]14 *
[89231c4]15 * You should have received a copy of the GNU General Public License
16 * along with this program; if not, write to the Free Software
[ecbc6c18]17 * Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA  02110-1301  USA
[d1b1380]18 */
19
[2164fa4]20/*#define SOR 1*/
[702f518]21
[032ed06]22#if 0
23# define DEBUG_INVALID 1
24#endif
25
[a420b49]26#ifdef HAVE_CONFIG_H
27# include <config.h>
28#endif
[d1b1380]29
30#include "debug.h"
[a420b49]31#include "cavern.h"
[c082b69]32#include "filename.h"
33#include "message.h"
[d1b1380]34#include "netbits.h"
35#include "matrix.h"
36#include "out.h"
37
38#undef PRINT_MATRICES
39#define PRINT_MATRICES 0
40
41#undef DEBUG_MATRIX_BUILD
42#define DEBUG_MATRIX_BUILD 0
43
44#undef DEBUG_MATRIX
45#define DEBUG_MATRIX 0
46
47#if PRINT_MATRICES
[9965b2b]48static void print_matrix(real *M, real *B, long n);
[d1b1380]49#endif
50
[9965b2b]51static void choleski(real *M, real *B, long n);
[3fde384f]52
[d1b1380]53#ifdef SOR
[9965b2b]54static void sor(real *M, real *B, long n);
[d1b1380]55#endif
56
[a420b49]57/* for M(row, col) col must be <= row, so Y <= X */
[9965b2b]58# define M(X, Y) ((real *)M)[((((OSSIZE_T)(X)) * ((X) + 1)) >> 1) + (Y)]
[421b7d2]59              /* +(Y>X?0*printf("row<col (line %d)\n",__LINE__):0) */
[9965b2b]60/*#define M_(X, Y) ((real *)M)[((((OSSIZE_T)(Y)) * ((Y) + 1)) >> 1) + (X)]*/
[d1b1380]61
[a420b49]62static int find_stn_in_tab(node *stn);
63static int add_stn_to_tab(node *stn);
[eb18f4d]64static void build_matrix(node *list);
[d1b1380]65
66static long n_stn_tab;
67
[c19f129]68static pos **stn_tab;
[d1b1380]69
[032ed06]70extern void
[d9b5db53]71solve_matrix(node *list)
[032ed06]72{
73   node *stn;
[702f518]74   long n = 0;
[d9b5db53]75   FOR_EACH_STN(stn, list) {
[032ed06]76      if (!fixed(stn)) n++;
77   }
78   if (n == 0) return;
79
80   /* we just need n to be a reasonable estimate >= the number
81    * of stations left after reduction. If memory is
82    * plentiful, we can be crass.
83    */
[66de220]84   stn_tab = osmalloc((OSSIZE_T)(n * ossizeof(pos*)));
[4f613e0]85   n_stn_tab = 0;
[cb3d1e2]86
[d9b5db53]87   FOR_EACH_STN(stn, list) {
[032ed06]88      if (!fixed(stn)) add_stn_to_tab(stn);
89   }
90
[66de220]91   if (n_stn_tab < n) {
92      /* release unused entries in stn_tab */
93      stn_tab = osrealloc(stn_tab, n_stn_tab * ossizeof(pos*));
94   }
[cb3d1e2]95
[eb18f4d]96   build_matrix(list);
[2c9c3ff]97#if DEBUG_MATRIX
[2164fa4]98   FOR_EACH_STN(stn, list) {
[2aa930f]99      printf("(%8.2f, %8.2f, %8.2f ) ", POS(stn, 0), POS(stn, 1), POS(stn, 2));
[2164fa4]100      print_prefix(stn->name);
[2aa930f]101      putnl();
[2164fa4]102   }
[2c9c3ff]103#endif
[4f613e0]104
105   osfree(stn_tab);
[032ed06]106}
[d1b1380]107
[3fde384f]108#ifdef NO_COVARIANCES
[702f518]109# define FACTOR 1
[3fde384f]110#else
[702f518]111# define FACTOR 3
[3fde384f]112#endif
113
[a420b49]114static void
[eb18f4d]115build_matrix(node *list)
[a420b49]116{
[9965b2b]117   real *M;
[dbd68203]118   real *B;
[702f518]119   int dim;
[dbd68203]120
[eb18f4d]121   if (n_stn_tab == 0) {
[5b68ae1]122      if (!fQuiet)
123         puts(msg(/*Network solved by reduction - no simultaneous equations to solve.*/74));
[dbd68203]124      return;
125   }
[eb18f4d]126   /* (OSSIZE_T) cast may be needed if n_stn_tab>=181 */
127   M = osmalloc((OSSIZE_T)((((OSSIZE_T)n_stn_tab * FACTOR * (n_stn_tab * FACTOR + 1)) >> 1)) * ossizeof(real));
128   B = osmalloc((OSSIZE_T)(n_stn_tab * FACTOR * ossizeof(real)));
[dbd68203]129
[647407d]130   if (!fQuiet) {
[5b68ae1]131     putnl();
[eb18f4d]132     if (n_stn_tab == 1)
[5b68ae1]133       puts(msg(/*Solving one equation*/78));
[647407d]134     else {
[5b68ae1]135       printf(msg(/*Solving %d simultaneous equations*/75), n_stn_tab);
136       putnl();
[647407d]137     }
[dbd68203]138   }
139
[3fde384f]140#ifdef NO_COVARIANCES
141   dim = 2;
142#else
143   dim = 0; /* fudge next loop for now */
144#endif
[a420b49]145   for ( ; dim >= 0; dim--) {
146      char buf[256];
[2164fa4]147      node *stn;
148      int row;
149
[a420b49]150      sprintf(buf, msg(/*Solving to find %c coordinates*/76), (char)('x'+dim));
151      out_current_action(buf);
[66de220]152
[907fe10]153      /* Initialise M and B to zero - zeroing "linearly" will minimise
[421b7d2]154       * paging when the matrix is large */
[66de220]155      {
156         int end = n_stn_tab * FACTOR;
157         for (row = 0; row < end; row++) B[row] = (real)0.0;
158         end = ((OSSIZE_T)n_stn_tab * FACTOR * (n_stn_tab * FACTOR + 1)) >> 1;
159         for (row = 0; row < end; row++) M[row] = (real)0.0;
160      }
[dbd68203]161
[907fe10]162      /* Construct matrix - Go thru' stn list & add all forward legs between
163       * two unfixed stations to M (so each leg goes on exactly once).
[421b7d2]164       *
[907fe10]165       * All legs between two fixed stations can be ignored here.
[421b7d2]166       *
[907fe10]167       * All legs between a fixed and an unfixed station are then considered
168       * from the unfixed end (if we consider them from the fixed end we'd
169       * need to somehow detect when we're at a fixed point cut line and work
170       * out which side we're dealing with at this time. */
[d9b5db53]171      FOR_EACH_STN(stn, list) {
[2164fa4]172#ifdef NO_COVARIANCES
173         real e;
174#else
[dac18d8]175         svar e;
[eb18f4d]176         delta a;
[2164fa4]177#endif
[b5d3988]178         int f, t;
[dbd68203]179         int dirn;
[b5d3988]180#if DEBUG_MATRIX_BUILD
[dbd68203]181         print_prefix(stn->name);
[b5d3988]182         printf(" used: %d colour %ld\n",
[a420b49]183                (!!stn->leg[2]) << 2 | (!!stn -> leg[1]) << 1 | (!!stn->leg[0]),
[b5d3988]184                stn->colour);
[3fde384f]185
[907fe10]186         for (dirn = 0; dirn <= 2 && stn->leg[dirn]; dirn++) {
[b5d3988]187#ifdef NO_COVARIANCES
[907fe10]188            printf("Leg %d, vx=%f, reverse=%d, to ", dirn,
189                   stn->leg[dirn]->v[0], stn->leg[dirn]->l.reverse);
[b5d3988]190#else
[907fe10]191            printf("Leg %d, vx=%f, reverse=%d, to ", dirn,
192                   stn->leg[dirn]->v[0][0], stn->leg[dirn]->l.reverse);
[b5d3988]193#endif
[907fe10]194            print_prefix(stn->leg[dirn]->l.to->name);
195            putnl();
196         }
[dbd68203]197         putnl();
[d1b1380]198#endif /* DEBUG_MATRIX_BUILD */
[b5d3988]199
[907fe10]200         if (!fixed(stn)) {
[564f471]201            f = find_stn_in_tab(stn);
[907fe10]202            for (dirn = 0; dirn <= 2 && stn->leg[dirn]; dirn++) {
203               linkfor *leg = stn->leg[dirn];
204               node *to = leg->l.to;
205               if (fixed(to)) {
206                  bool fRev = !data_here(leg);
207                  if (fRev) leg = reverse_leg(leg);
208                  /* Ignore equated nodes */
[3fde384f]209#ifdef NO_COVARIANCES
[907fe10]210                  e = leg->v[dim];
211                  if (e != (real)0.0) {
212                     e = ((real)1.0) / e;
213                     M(f,f) += e;
[f52dcc7]214                     B[f] += e * POS(to, dim);
[907fe10]215                     if (fRev) {
[f52dcc7]216                        B[f] += leg->d[dim];
[907fe10]217                     } else {
[f52dcc7]218                        B[f] -= leg->d[dim];
[564f471]219                     }
[907fe10]220                  }
[3fde384f]221#else
[907fe10]222                  if (invert_svar(&e, &leg->v)) {
223                     delta b;
224                     int i;
225                     if (fRev) {
226                        adddd(&a, &POSD(to), &leg->d);
227                     } else {
228                        subdd(&a, &POSD(to), &leg->d);
229                     }
230                     mulsd(&b, &e, &a);
231                     for (i = 0; i < 3; i++) {
232                        M(f * FACTOR + i, f * FACTOR + i) += e[i];
233                        B[f * FACTOR + i] += b[i];
[564f471]234                     }
[907fe10]235                     M(f * FACTOR + 1, f * FACTOR) += e[3];
236                     M(f * FACTOR + 2, f * FACTOR) += e[4];
237                     M(f * FACTOR + 2, f * FACTOR + 1) += e[5];
238                  }
[3fde384f]239#endif
[907fe10]240               } else if (data_here(leg)) {
241                  /* forward leg, unfixed -> unfixed */
242                  t = find_stn_in_tab(to);
[d1b1380]243#if DEBUG_MATRIX
[907fe10]244                  printf("Leg %d to %d, var %f, delta %f\n", f, t, e,
245                         leg->d[dim]);
[d1b1380]246#endif
[907fe10]247                  /* Ignore equated nodes & lollipops */
[3fde384f]248#ifdef NO_COVARIANCES
[907fe10]249                  e = leg->v[dim];
250                  if (t != f && e != (real)0.0) {
251                     real a;
252                     e = ((real)1.0) / e;
253                     M(f,f) += e;
254                     M(t,t) += e;
255                     if (f < t) M(t,f) -= e; else M(f,t) -= e;
256                     a = e * leg->d[dim];
257                     B[f] -= a;
258                     B[t] += a;
259                  }
[3fde384f]260#else
[907fe10]261                  if (t != f && invert_svar(&e, &leg->v)) {
262                     int i;
263                     mulsd(&a, &e, &leg->d);
264                     for (i = 0; i < 3; i++) {
265                        M(f * FACTOR + i, f * FACTOR + i) += e[i];
266                        M(t * FACTOR + i, t * FACTOR + i) += e[i];
267                        if (f < t)
268                           M(t * FACTOR + i, f * FACTOR + i) -= e[i];
269                        else
270                           M(f * FACTOR + i, t * FACTOR + i) -= e[i];
271                        B[f * FACTOR + i] -= a[i];
272                        B[t * FACTOR + i] += a[i];
273                     }
274                     M(f * FACTOR + 1, f * FACTOR) += e[3];
275                     M(t * FACTOR + 1, t * FACTOR) += e[3];
276                     M(f * FACTOR + 2, f * FACTOR) += e[4];
277                     M(t * FACTOR + 2, t * FACTOR) += e[4];
278                     M(f * FACTOR + 2, f * FACTOR + 1) += e[5];
279                     M(t * FACTOR + 2, t * FACTOR + 1) += e[5];
280                     if (f < t) {
281                        M(t * FACTOR + 1, f * FACTOR) -= e[3];
282                        M(t * FACTOR, f * FACTOR + 1) -= e[3];
283                        M(t * FACTOR + 2, f * FACTOR) -= e[4];
284                        M(t * FACTOR, f * FACTOR + 2) -= e[4];
285                        M(t * FACTOR + 2, f * FACTOR + 1) -= e[5];
286                        M(t * FACTOR + 1, f * FACTOR + 2) -= e[5];
287                     } else {
288                        M(f * FACTOR + 1, t * FACTOR) -= e[3];
289                        M(f * FACTOR, t * FACTOR + 1) -= e[3];
290                        M(f * FACTOR + 2, t * FACTOR) -= e[4];
291                        M(f * FACTOR, t * FACTOR + 2) -= e[4];
292                        M(f * FACTOR + 2, t * FACTOR + 1) -= e[5];
293                        M(f * FACTOR + 1, t * FACTOR + 2) -= e[5];
[dbd68203]294                     }
295                  }
[907fe10]296#endif
[564f471]297               }
[907fe10]298            }
[dbd68203]299         }
[d1b1380]300      }
301
302#if PRINT_MATRICES
[eb18f4d]303      print_matrix(M, B, n_stn_tab * FACTOR); /* 'ave a look! */
[d1b1380]304#endif
305
306#ifdef SOR
[032ed06]307      /* defined in network.c, may be altered by -z<letters> on command line */
[a420b49]308      if (optimize & BITA('i'))
[eb18f4d]309         sor(M, B, n_stn_tab * FACTOR);
[dbd68203]310      else
[d1b1380]311#endif
[eb18f4d]312         choleski(M, B, n_stn_tab * FACTOR);
[d1b1380]313
[dbd68203]314      {
[a420b49]315         int m;
[eb18f4d]316         for (m = (int)(n_stn_tab - 1); m >= 0; m--) {
[3fde384f]317#ifdef NO_COVARIANCES
[c19f129]318            stn_tab[m]->p[dim] = B[m];
[032ed06]319            if (dim == 0) {
[4c07c51]320               SVX_ASSERT2(pos_fixed(stn_tab[m]),
[032ed06]321                       "setting station coordinates didn't mark pos as fixed");
322            }
[3fde384f]323#else
[702f518]324            int i;
325            for (i = 0; i < 3; i++) {
[c19f129]326               stn_tab[m]->p[i] = B[m * FACTOR + i];
[702f518]327            }
[4c07c51]328            SVX_ASSERT2(pos_fixed(stn_tab[m]),
[032ed06]329                    "setting station coordinates didn't mark pos as fixed");
[3fde384f]330#endif
[a420b49]331         }
[d1b1380]332#if EXPLICIT_FIXED_FLAG
[eb18f4d]333         for (m = n_stn_tab - 1; m >= 0; m--) fixpos(stn_tab[m]);
[d1b1380]334#endif
[dbd68203]335      }
336   }
337   osfree(B);
338   osfree(M);
[d1b1380]339}
340
[a420b49]341static int
342find_stn_in_tab(node *stn)
343{
[dbd68203]344   int i = 0;
[eb18f4d]345   pos *p = stn->name->pos;
346   while (stn_tab[i] != p)
[dbd68203]347      if (++i == n_stn_tab) {
[d1b1380]348#if DEBUG_INVALID
[a420b49]349         fputs("Station ", stderr);
[eb18f4d]350         fprint_prefix(stderr, stn->name);
351         fputs(" not in table\n\n", stderr);
[d1b1380]352#endif
353#if 0
[dbd68203]354         print_prefix(stn->name);
[b5d3988]355         printf(" used: %d colour %d\n",
[dbd68203]356                (!!stn->leg[2])<<2 | (!!stn->leg[1])<<1 | (!!stn->leg[0]),
[eb18f4d]357                stn->colour);
[d1b1380]358#endif
[a420b49]359         fatalerror(/*Bug in program detected! Please report this to the authors*/11);
[dbd68203]360      }
361   return i;
[d1b1380]362}
363
[a420b49]364static int
365add_stn_to_tab(node *stn)
366{
[dbd68203]367   int i;
[eb18f4d]368   pos *p = stn->name->pos;
[a420b49]369   for (i = 0; i < n_stn_tab; i++) {
[eb18f4d]370      if (stn_tab[i] == p) return i;
[dbd68203]371   }
[eb18f4d]372   stn_tab[n_stn_tab++] = p;
[dbd68203]373   return i;
[d1b1380]374}
375
[702f518]376/* Solve MX=B for X by Choleski factorisation - modified Choleski actually
377 * since we factor into LDL' while Choleski is just LL'
378 */
[d1b1380]379/* Note M must be symmetric positive definite */
380/* routine is entitled to scribble on M and B if it wishes */
[a420b49]381static void
[9965b2b]382choleski(real *M, real *B, long n)
[a420b49]383{
[dbd68203]384   int i, j, k;
[d1b1380]385#ifndef NO_PERCENTAGE
[67508f0]386   unsigned long flopsTot, flops = 0, temp = 0;
[5b68ae1]387#define do_percent(N) BLK(flops += (N); printf("%d%%\r", (int)((100.0 * flops) / flopsTot));)
[d1b1380]388
[67508f0]389   /* calc as double so we don't overflow a unsigned long with intermediate results */
390   flopsTot = (unsigned long)(n * (2.0 * n * n + 9.0 * n - 5.0) / 6.0);
[a420b49]391   /* 3*n*(n-1)/2 + n*(n-1)*(n-2)/3 + n*(n-1)/2 + n + n*(n-1)/2; */
392   /* n*(9*n-5 + 2*n*n )/6 ; */
[f52dcc7]393#endif
[d1b1380]394
[a420b49]395   for (j = 1; j < n; j++) {
[3fde384f]396      real V;
[a420b49]397      for (i = 0; i < j; i++) {
[421b7d2]398         V = (real)0.0;
[a420b49]399         for (k = 0; k < i; k++) V += M(i,k) * M(j,k) * M(k,k);
400         M(j,i) = (M(j,i) - V) / M(i,i);
[dbd68203]401      }
402      V = (real)0.0;
[a420b49]403      for (k = 0; k < j; k++) V += M(j,k) * M(j,k) * M(k,k);
[3fde384f]404      M(j,j) -= V; /* may be best to add M() last for numerical reasons too */
405
[d1b1380]406#ifndef NO_PERCENTAGE
[dbd68203]407      if (fPercent) {
[67508f0]408         temp += ((unsigned long)j + j) + 1ul; /* avoid multiplies */
[dbd68203]409         do_percent(temp);
410      }
[d1b1380]411#endif
[dbd68203]412   }
[d1b1380]413
[dbd68203]414   /* Multiply x by L inverse */
[a420b49]415   for (i = 0; i < n - 1; i++) {
416      for (j = i + 1; j < n; j++) {
[dbd68203]417         B[j] -= M(j,i) * B[i];
[3fde384f]418      }
[dbd68203]419   }
[d1b1380]420
421#ifndef NO_PERCENTAGE
[dbd68203]422   if (fPercent) {
[67508f0]423      temp = (unsigned long)n * (n - 1ul) / 2ul; /* needed again lower down */
[dbd68203]424      do_percent(temp);
425   }
[d1b1380]426#endif
427
[dbd68203]428   /* Multiply x by D inverse */
[a420b49]429   for (i = 0; i < n; i++) {
[dbd68203]430      B[i] /= M(i,i);
[3fde384f]431   }
432
[d1b1380]433#ifndef NO_PERCENTAGE
[67508f0]434   if (fPercent) do_percent((unsigned long)n);
[d1b1380]435#endif
436
[3fde384f]437   /* Multiply x by (L transpose) inverse */
[9f5d1675]438   for (i = (int)(n - 1); i > 0; i--) {
[a420b49]439      for (j = i - 1; j >= 0; j--) {
[421b7d2]440         B[j] -= M(i,j) * B[i];
[3fde384f]441      }
[dbd68203]442   }
[d1b1380]443
444#ifndef NO_PERCENTAGE
[dbd68203]445   if (fPercent) do_percent(temp);
[d1b1380]446# undef do_percent
447#endif
448
[dbd68203]449   /* printf("\n%ld/%ld\n\n",flops,flopsTot); */
[d1b1380]450}
451
452#ifdef SOR
453/* factor to use for SOR (must have 1 <= SOR_factor < 2) */
[702f518]454#define SOR_factor 1.93 /* 1.95 */
[d1b1380]455
456/* Solve MX=B for X by SOR of Gauss-Siedel */
457/* routine is entitled to scribble on M and B if it wishes */
[a420b49]458static void
[9965b2b]459sor(real *M, real *B, long n)
[a420b49]460{
[dbd68203]461   real t, x, delta, threshold, t2;
462   int row, col;
463   real *X;
464   long it = 0;
[d1b1380]465
[a420b49]466   X = osmalloc(n * ossizeof(real));
[d1b1380]467
[dbd68203]468   threshold = 0.00001;
[d1b1380]469
[647407d]470   printf("reciprocating diagonal\n"); /* TRANSLATE */
[d1b1380]471
[3fde384f]472   /* munge diagonal so we can multiply rather than divide */
[a420b49]473   for (row = n - 1; row >= 0; row--) {
[dbd68203]474      M(row,row) = 1 / M(row,row);
[702f518]475      X[row] = 0;
[dbd68203]476   }
[d1b1380]477
[647407d]478   printf("starting iteration\n"); /* TRANSLATE */
[d1b1380]479
[dbd68203]480   do {
481      /*printf("*");*/
482      it++;
483      t = 0.0;
[a420b49]484      for (row = 0; row < n; row++) {
[dbd68203]485         x = B[row];
[a420b49]486         for (col = 0; col < row; col++) x -= M(row,col) * X[col];
487         for (col++; col < n; col++) x -= M(col,row) * X[col];
[dbd68203]488         x *= M(row,row);
489         delta = (x - X[row]) * SOR_factor;
490         X[row] += delta;
491         t2 = fabs(delta);
492         if (t2 > t) t = t2;
493      }
[702f518]494      printf("% 6d: %8.6f\n", it, t);
[dbd68203]495   } while (t >= threshold && it < 100000);
[d1b1380]496
[dbd68203]497   if (t >= threshold) {
498      fprintf(stderr, "*not* converged after %ld iterations\n", it);
499      BUG("iteration stinks");
500   }
[d1b1380]501
[647407d]502   printf("%ld iterations\n", it); /* TRANSLATE */
[d1b1380]503
504#if 0
[dbd68203]505   putnl();
[a420b49]506   for (row = n - 1; row >= 0; row--) {
[dbd68203]507      t = 0.0;
[a420b49]508      for (col = 0; col < row; col++) t += M(row, col) * X[col];
509      t += X[row] / M(row, row);
510      for (col = row + 1; col < n; col++)
511         t += M(col, row) * X[col];
[b5d3988]512      printf("[ %f %f ]\n", t, B[row]);
[dbd68203]513   }
[d1b1380]514#endif
515
[a420b49]516   for (row = n - 1; row >= 0; row--) B[row] = X[row];
[d1b1380]517
[dbd68203]518   osfree(X);
[647407d]519   printf("\ndone\n"); /* TRANSLATE */
[dbd68203]520}
[d1b1380]521#endif
522
523#if PRINT_MATRICES
[a420b49]524static void
[9965b2b]525print_matrix(real *M, real *B, long n)
[a420b49]526{
[702f518]527   long row, col;
[dbd68203]528   printf("Matrix, M and vector, B:\n");
[a420b49]529   for (row = 0; row < n; row++) {
530      for (col = 0; col <= row; col++) printf("%6.2f\t", M(row, col));
531      for (; col <= n; col++) printf(" \t");
[dbd68203]532      printf("\t%6.2f\n", B[row]);
533   }
534   putnl();
535   return;
[d1b1380]536}
537#endif
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