Scippy

SCIP

Solving Constraint Integer Programs

sepa_gomory.c
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4 /* SCIP --- Solving Constraint Integer Programs */
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24 
25 /**@file sepa_gomory.c
26  * @ingroup DEFPLUGINS_SEPA
27  * @brief Gomory MIR Cuts
28  * @author Tobias Achterberg
29  * @author Stefan Heinz
30  * @author Domenico Salvagnin
31  * @author Marc Pfetsch
32  * @author Leona Gottwald
33  */
34 
35 /**@todo try k-Gomory-cuts (s. Cornuejols: K-Cuts: A Variation of Gomory Mixed Integer Cuts from the LP Tableau)
36  *
37  * @todo Try cuts on the objective tableau row.
38  *
39  * @todo Also try negative basis inverse row?
40  *
41  * @todo It happens that the SCIPcalcMIR() function returns with the same cut for different calls. Check if this is a
42  * bug or do not use it for the MIP below and turn off presolving and all heuristics:
43  *
44  * Max y
45  * Subject to
46  * c1: -x + y <= 1
47  * c2: 2x + 3y <= 12
48  * c3: 3x + 2y <= 12
49  * Bounds
50  * 0 <= x
51  * 0 <= y
52  * General
53  * x
54  * y
55  * END
56  */
57 
58 /*---+----1----+----2----+----3----+----4----+----5----+----6----+----7----+----8----+----9----+----0----+----1----+----2*/
59 
60 #include "blockmemshell/memory.h"
61 #include "scip/cuts.h"
62 #include "scip/pub_lp.h"
63 #include "scip/pub_message.h"
64 #include "scip/pub_misc.h"
65 #include "scip/pub_misc_sort.h"
66 #include "scip/pub_sepa.h"
67 #include "scip/pub_var.h"
68 #include "scip/scip_branch.h"
69 #include "scip/scip_cut.h"
70 #include "scip/scip_general.h"
71 #include "scip/scip_lp.h"
72 #include "scip/scip_mem.h"
73 #include "scip/scip_message.h"
74 #include "scip/scip_numerics.h"
75 #include "scip/scip_param.h"
76 #include "scip/scip_prob.h"
77 #include "scip/scip_randnumgen.h"
78 #include "scip/scip_sepa.h"
79 #include "scip/scip_solvingstats.h"
80 #include "scip/scip_tree.h"
81 #include "scip/sepa_gomory.h"
82 #include <string.h>
83 
84 #define SEPA_NAME "gomory"
85 #define SEPA_DESC "separator for Gomory mixed-integer and strong CG cuts from LP tableau rows"
86 #define SEPA_PRIORITY -1000
87 #define SEPA_FREQ 10
88 #define SEPA_MAXBOUNDDIST 1.0
89 #define SEPA_USESSUBSCIP FALSE /**< does the separator use a secondary SCIP instance? */
90 #define SEPA_DELAY FALSE /**< should separation method be delayed, if other separators found cuts? */
91 
92 #define DEFAULT_MAXROUNDS 5 /**< maximal number of gomory separation rounds per node (-1: unlimited) */
93 #define DEFAULT_MAXROUNDSROOT 10 /**< maximal number of gomory separation rounds in the root node (-1: unlimited) */
94 #define DEFAULT_MAXSEPACUTS 50 /**< maximal number of gomory cuts separated per separation round */
95 #define DEFAULT_MAXSEPACUTSROOT 200 /**< maximal number of gomory cuts separated per separation round in root node */
96 #define DEFAULT_MAXRANK -1 /**< maximal rank of a gomory cut that could not be scaled to integral coefficients (-1: unlimited) */
97 #define DEFAULT_MAXRANKINTEGRAL -1 /**< maximal rank of a gomory cut that could be scaled to integral coefficients (-1: unlimited) */
98 #define DEFAULT_DYNAMICCUTS TRUE /**< should generated cuts be removed from the LP if they are no longer tight? */
99 #define DEFAULT_AWAY 0.01 /**< minimal integrality violation of a basis variable in order to try Gomory cut */
100 #define DEFAULT_MAKEINTEGRAL FALSE /**< try to scale all cuts to integral coefficients */
101 #define DEFAULT_FORCECUTS TRUE /**< if conversion to integral coefficients failed still consider the cut */
102 #define DEFAULT_SEPARATEROWS TRUE /**< separate rows with integral slack */
103 #define DEFAULT_DELAYEDCUTS FALSE /**< should cuts be added to the delayed cut pool? */
104 #define DEFAULT_SIDETYPEBASIS TRUE /**< choose side types of row (lhs/rhs) based on basis information? */
105 #define DEFAULT_TRYSTRONGCG TRUE /**< try to generate strengthened Chvatal-Gomory cuts? */
106 #define DEFAULT_GENBOTHGOMSCG TRUE /**< should both Gomory and strong CG cuts be generated (otherwise take best) */
107 #define DEFAULT_RANDSEED 53 /**< initial random seed */
108 
109 #define BOUNDSWITCH 0.9999 /**< threshold for bound switching - see SCIPcalcMIR() */
110 #define POSTPROCESS TRUE /**< apply postprocessing after MIR calculation - see SCIPcalcMIR() */
111 #define USEVBDS TRUE /**< use variable bounds - see SCIPcalcMIR() */
112 #define FIXINTEGRALRHS FALSE /**< try to generate an integral rhs - see SCIPcalcMIR() */
113 #define MAKECONTINTEGRAL FALSE /**< convert continuous variable to integral variables in SCIPmakeRowIntegral() */
114 
115 #define MAXAGGRLEN(nvars) (0.1*(nvars)+1000) /**< maximal length of base inequality */
116 
117 
118 /** separator data */
119 struct SCIP_SepaData
120 {
121  SCIP_RANDNUMGEN* randnumgen; /**< random number generator */
122  SCIP_SEPA* strongcg; /**< strong CG cut separator */
123  SCIP_SEPA* gomory; /**< gomory cut separator */
124  SCIP_Real away; /**< minimal integrality violation of a basis variable in order to try Gomory cut */
125  int maxrounds; /**< maximal number of gomory separation rounds per node (-1: unlimited) */
126  int maxroundsroot; /**< maximal number of gomory separation rounds in the root node (-1: unlimited) */
127  int maxsepacuts; /**< maximal number of gomory cuts separated per separation round */
128  int maxsepacutsroot; /**< maximal number of gomory cuts separated per separation round in root node */
129  int maxrank; /**< maximal rank of a gomory cut that could not be scaled to integral coefficients (-1: unlimited) */
130  int maxrankintegral; /**< maximal rank of a gomory cut that could be scaled to integral coefficients (-1: unlimited) */
131  int lastncutsfound; /**< total number of cuts found after last call of separator */
132  SCIP_Bool dynamiccuts; /**< should generated cuts be removed from the LP if they are no longer tight? */
133  SCIP_Bool makeintegral; /**< try to scale all cuts to integral coefficients */
134  SCIP_Bool forcecuts; /**< if conversion to integral coefficients failed still consider the cut */
135  SCIP_Bool separaterows; /**< separate rows with integral slack */
136  SCIP_Bool delayedcuts; /**< should cuts be added to the delayed cut pool? */
137  SCIP_Bool sidetypebasis; /**< choose side types of row (lhs/rhs) based on basis information? */
138  SCIP_Bool trystrongcg; /**< try to generate strengthened Chvatal-Gomory cuts? */
139  SCIP_Bool genbothgomscg; /**< should both Gomory and strong CG cuts be generated (otherwise take best) */
140 };
141 
142 
143 /** returns TRUE if the cut can be taken, otherwise FALSE if there some numerical evidences */
144 static
146  SCIP* scip, /**< SCIP data structure */
147  SCIP_SEPADATA* sepadata, /**< data of the separator */
148  SCIP_ROW* cut, /**< cut to check */
149  SCIP_Longint maxdnom, /**< maximal denominator to use for scaling */
150  SCIP_Real maxscale, /**< maximal scaling factor */
151  SCIP_Bool* useful /**< pointer to store if the cut is useful */
152  )
153 {
154  SCIP_Bool madeintegral = FALSE;
155 
156  assert(useful != NULL);
157 
158  *useful = FALSE;
159 
160  if( sepadata->makeintegral && SCIPgetRowNumIntCols(scip, cut) == SCIProwGetNNonz(cut) )
161  {
162  /* try to scale the cut to integral values */
163  SCIP_CALL( SCIPmakeRowIntegral(scip, cut, -SCIPepsilon(scip), SCIPsumepsilon(scip),
164  maxdnom, maxscale, MAKECONTINTEGRAL, &madeintegral) );
165 
166  if( !madeintegral && !sepadata->forcecuts )
167  return SCIP_OKAY;
168 
169  /* in case the right hand side is plus infinity (due to scaling) the cut is useless so we are not taking it at all */
170  if( madeintegral && SCIPisInfinity(scip, SCIProwGetRhs(cut)) )
171  return SCIP_OKAY;
172  }
173 
174  /* discard integral cut if the rank is too high */
175  if( madeintegral && sepadata->maxrankintegral != -1 && (SCIProwGetRank(cut) > sepadata->maxrankintegral) )
176  return SCIP_OKAY;
177 
178  /* discard cut if the rank is too high */
179  if( !madeintegral && (sepadata->maxrank != -1) && (SCIProwGetRank(cut) > sepadata->maxrank) )
180  return SCIP_OKAY;
181 
182  *useful = TRUE;
183 
184  return SCIP_OKAY;
185 }
186 
187 
188 /** add cut */
189 static
191  SCIP* scip, /**< SCIP instance */
192  SCIP_SEPADATA* sepadata, /**< separator data */
193  SCIP_VAR** vars, /**< array of variables */
194  int c, /**< index of basic variable (< 0 for slack variables) */
195  SCIP_Longint maxdnom, /**< maximal denominator to use for scaling */
196  SCIP_Real maxscale, /**< maximal scaling factor */
197  int cutnnz, /**< number of nonzeros in cut */
198  int* cutinds, /**< variable indices in cut */
199  SCIP_Real* cutcoefs, /**< cut cofficients */
200  SCIP_Real cutefficacy, /**< cut efficacy */
201  SCIP_Real cutrhs, /**< rhs of cut */
202  SCIP_Bool cutislocal, /**< whether cut is local */
203  int cutrank, /**< rank of cut */
204  SCIP_Bool strongcg, /**< whether the cut arises from the strong-CG procedure */
205  SCIP_Bool* cutoff, /**< pointer to store whether a cutoff appeared */
206  int* naddedcuts /**< pointer to store number of added cuts */
207  )
208 {
209  assert(scip != NULL);
210  assert(cutoff != NULL);
211  assert(naddedcuts != NULL);
212 
213  if( cutnnz == 0 && SCIPisFeasNegative(scip, cutrhs) ) /*lint !e644*/
214  {
215  SCIPdebugMsg(scip, " -> gomory cut detected infeasibility with cut 0 <= %g.\n", cutrhs);
216  *cutoff = TRUE;
217  return SCIP_OKAY;
218  }
219 
220  /* Only take efficient cuts, except for cuts with one non-zero coefficient (= bound
221  * changes); the latter cuts will be handled internally in sepastore. */
222  if( SCIPisEfficacious(scip, cutefficacy) || ( cutnnz == 1 && SCIPisFeasPositive(scip, cutefficacy) ) )
223  {
224  SCIP_ROW* cut;
225  SCIP_SEPA* cutsepa;
226  char cutname[SCIP_MAXSTRLEN];
227  int v;
228 
229  /* construct cut name */
230  if( strongcg )
231  {
232  cutsepa = sepadata->strongcg;
233 
234  if( c >= 0 )
235  (void) SCIPsnprintf(cutname, SCIP_MAXSTRLEN, "scg%" SCIP_LONGINT_FORMAT "_x%d", SCIPgetNLPs(scip), c);
236  else
237  (void) SCIPsnprintf(cutname, SCIP_MAXSTRLEN, "scg%" SCIP_LONGINT_FORMAT "_s%d", SCIPgetNLPs(scip), -c-1);
238  }
239  else
240  {
241  cutsepa = sepadata->gomory;
242 
243  if( c >= 0 )
244  (void) SCIPsnprintf(cutname, SCIP_MAXSTRLEN, "gom%" SCIP_LONGINT_FORMAT "_x%d", SCIPgetNLPs(scip), c);
245  else
246  (void) SCIPsnprintf(cutname, SCIP_MAXSTRLEN, "gom%" SCIP_LONGINT_FORMAT "_s%d", SCIPgetNLPs(scip), -c-1);
247  }
248 
249  /* create empty cut */
250  SCIP_CALL( SCIPcreateEmptyRowSepa(scip, &cut, cutsepa, cutname, -SCIPinfinity(scip), cutrhs,
251  cutislocal, FALSE, sepadata->dynamiccuts) );
252 
253  /* set cut rank */
254  SCIProwChgRank(cut, cutrank); /*lint !e644*/
255 
256  /* cache the row extension and only flush them if the cut gets added */
257  SCIP_CALL( SCIPcacheRowExtensions(scip, cut) );
258 
259  /* collect all non-zero coefficients */
260  for( v = 0; v < cutnnz; ++v )
261  {
262  SCIP_CALL( SCIPaddVarToRow(scip, cut, vars[cutinds[v]], cutcoefs[v]) );
263  }
264 
265  /* flush all changes before adding the cut */
266  SCIP_CALL( SCIPflushRowExtensions(scip, cut) );
267 
268  if( SCIProwGetNNonz(cut) == 0 )
269  {
270  assert( SCIPisFeasNegative(scip, cutrhs) );
271  SCIPdebugMsg(scip, " -> gomory cut detected infeasibility with cut 0 <= %g.\n", cutrhs);
272  *cutoff = TRUE;
273  return SCIP_OKAY;
274  }
275  else if( SCIProwGetNNonz(cut) == 1 )
276  {
277  /* Add the bound change as cut to avoid that the LP gets modified. This would mean that the LP is not flushed
278  * and the method SCIPgetLPBInvRow() fails; SCIP internally will apply this bound change automatically. */
279  SCIP_CALL( SCIPaddRow(scip, cut, TRUE, cutoff) );
280  ++(*naddedcuts);
281  }
282  else
283  {
284  SCIP_Bool useful;
285 
286  assert(SCIPisInfinity(scip, -SCIProwGetLhs(cut)));
287  assert(!SCIPisInfinity(scip, SCIProwGetRhs(cut)));
288 
289  SCIPdebugMsg(scip, " -> %s cut <%s>: rhs=%f, eff=%f\n", strongcg ? "strong-CG" : "gomory", cutname, cutrhs, cutefficacy);
290 
291  SCIP_CALL( evaluateCutNumerics(scip, sepadata, cut, maxdnom, maxscale, &useful) );
292 
293  if( useful )
294  {
295  SCIPdebugMsg(scip, " -> found %s cut <%s>: act=%f, rhs=%f, norm=%f, eff=%f, min=%f, max=%f (range=%f)\n",
296  strongcg ? "strong-CG" : "gomory", cutname, SCIPgetRowLPActivity(scip, cut), SCIProwGetRhs(cut),
297  SCIProwGetNorm(cut), SCIPgetCutEfficacy(scip, NULL, cut),
298  SCIPgetRowMinCoef(scip, cut), SCIPgetRowMaxCoef(scip, cut),
299  SCIPgetRowMaxCoef(scip, cut)/SCIPgetRowMinCoef(scip, cut));
300 
301  if( SCIPisCutNew(scip, cut) )
302  {
303  /* add global cuts which are not implicit bound changes to the cut pool */
304  if( !cutislocal )
305  {
306  if( sepadata->delayedcuts )
307  {
308  SCIP_CALL( SCIPaddDelayedPoolCut(scip, cut) );
309  }
310  else
311  {
312  SCIP_CALL( SCIPaddPoolCut(scip, cut) );
313  }
314  }
315  else
316  {
317  /* local cuts we add to the sepastore */
318  SCIP_CALL( SCIPaddRow(scip, cut, FALSE, cutoff) );
319  }
320 
321  ++(*naddedcuts);
322  }
323  }
324  }
325  /* release the row */
326  SCIP_CALL( SCIPreleaseRow(scip, &cut) );
327  }
328 
329  return SCIP_OKAY;
330 }
331 
332 /*
333  * Callback methods
334  */
335 
336 /** copy method for separator plugins (called when SCIP copies plugins) */
337 static
338 SCIP_DECL_SEPACOPY(sepaCopyGomory)
339 { /*lint --e{715}*/
340  assert(scip != NULL);
341  assert(sepa != NULL);
342  assert(strcmp(SCIPsepaGetName(sepa), SEPA_NAME) == 0);
343 
344  /* call inclusion method of separator */
346 
347  return SCIP_OKAY;
348 }
349 
350 /** destructor of separator to free user data (called when SCIP is exiting) */
351 /**! [SnippetSepaFreeGomory] */
352 static
353 SCIP_DECL_SEPAFREE(sepaFreeGomory)
354 { /*lint --e{715}*/
355  SCIP_SEPADATA* sepadata;
356 
357  assert(strcmp(SCIPsepaGetName(sepa), SEPA_NAME) == 0);
358 
359  /* free separator data */
360  sepadata = SCIPsepaGetData(sepa);
361  assert(sepadata != NULL);
362 
363  SCIPfreeBlockMemory(scip, &sepadata);
364 
365  SCIPsepaSetData(sepa, NULL);
366 
367  return SCIP_OKAY;
368 }
369 /**! [SnippetSepaFreeGomory] */
370 
371 /** initialization method of separator (called after problem was transformed) */
372 static
373 SCIP_DECL_SEPAINIT(sepaInitGomory)
374 {
375  SCIP_SEPADATA* sepadata;
376 
377  sepadata = SCIPsepaGetData(sepa);
378  assert(sepadata != NULL);
379 
380  /* create and initialize random number generator */
381  SCIP_CALL( SCIPcreateRandom(scip, &sepadata->randnumgen, DEFAULT_RANDSEED, TRUE) );
382 
383  return SCIP_OKAY;
384 }
385 
386 /** deinitialization method of separator (called before transformed problem is freed) */
387 static
388 SCIP_DECL_SEPAEXIT(sepaExitGomory)
389 { /*lint --e{715}*/
390  SCIP_SEPADATA* sepadata;
391 
392  sepadata = SCIPsepaGetData(sepa);
393  assert(sepadata != NULL);
394 
395  SCIPfreeRandom(scip, &sepadata->randnumgen);
396 
397  return SCIP_OKAY;
398 }
399 
400 
401 /** LP solution separation method of separator */
402 static
403 SCIP_DECL_SEPAEXECLP(sepaExeclpGomory)
404 { /*lint --e{715}*/
405  SCIP_SEPADATA* sepadata;
406  SCIP_VAR** vars;
407  SCIP_COL** cols;
408  SCIP_ROW** rows;
409  SCIP_AGGRROW* aggrrow;
410  SCIP_Real* binvrow;
411  SCIP_Real* cutcoefs;
412  SCIP_Real* basisfrac;
413  int* basisind;
414  int* basisperm;
415  int* inds;
416  int* cutinds;
417  SCIP_Real maxscale;
418  SCIP_Real minfrac;
419  SCIP_Real maxfrac;
420  SCIP_Longint maxdnom;
421  SCIP_Bool cutoff;
422  SCIP_Bool separatescg;
423  SCIP_Bool separategmi;
424  int naddedcuts;
425  int nvars;
426  int ncols;
427  int nrows;
428  int ncalls;
429  int maxdepth;
430  int maxsepacuts;
431  int freq;
432  int c;
433  int i;
434 
435  assert(sepa != NULL);
436  assert(strcmp(SCIPsepaGetName(sepa), SEPA_NAME) == 0);
437  assert(scip != NULL);
438  assert(result != NULL);
439 
440  *result = SCIP_DIDNOTRUN;
441 
442  sepadata = SCIPsepaGetData(sepa);
443  assert(sepadata != NULL);
444 
445  ncalls = SCIPsepaGetNCallsAtNode(sepa);
446 
447  minfrac = sepadata->away;
448  maxfrac = 1.0 - sepadata->away;
449 
450  /* only call separator, if we are not close to terminating */
451  if( SCIPisStopped(scip) )
452  return SCIP_OKAY;
453 
454  /* only call the gomory cut separator a given number of times at each node */
455  if( (depth == 0 && sepadata->maxroundsroot >= 0 && ncalls >= sepadata->maxroundsroot)
456  || (depth > 0 && sepadata->maxrounds >= 0 && ncalls >= sepadata->maxrounds) )
457  return SCIP_OKAY;
458 
459  /* only call separator, if an optimal LP solution is at hand */
461  return SCIP_OKAY;
462 
463  /* only call separator, if the LP solution is basic */
464  if( !SCIPisLPSolBasic(scip) )
465  return SCIP_OKAY;
466 
467  /* only call separator, if there are fractional variables */
468  if( SCIPgetNLPBranchCands(scip) == 0 )
469  return SCIP_OKAY;
470 
471  /* check whether strong CG cuts should be separated */
472  freq = SCIPsepaGetFreq(sepadata->strongcg);
473  if( freq > 0 )
474  separatescg = (depth % freq == 0);
475  else
476  separatescg = (freq == depth);
477 
478  /* check whether Gomory MI cuts should be separated */
479  freq = SCIPsepaGetFreq(sepadata->gomory);
480  if( freq > 0 )
481  separategmi = (depth % freq == 0);
482  else
483  separategmi = (freq == depth);
484 
485  if( !separatescg && !separategmi )
486  return SCIP_OKAY;
487 
488  /* get variables data */
489  SCIP_CALL( SCIPgetVarsData(scip, &vars, &nvars, NULL, NULL, NULL, NULL) );
490 
491  /* get LP data */
492  SCIP_CALL( SCIPgetLPColsData(scip, &cols, &ncols) );
493  SCIP_CALL( SCIPgetLPRowsData(scip, &rows, &nrows) );
494  if( ncols == 0 || nrows == 0 )
495  return SCIP_OKAY;
496 
497  /* set the maximal denominator in rational representation of gomory cut and the maximal scale factor to
498  * scale resulting cut to integral values to avoid numerical instabilities
499  */
500  /**@todo find better but still stable gomory cut settings: look at dcmulti, gesa3, khb0525, misc06, p2756 */
501  maxdepth = SCIPgetMaxDepth(scip);
502  if( depth == 0 )
503  {
504  maxdnom = 1000;
505  maxscale = 1000.0;
506  }
507  else if( depth <= maxdepth/4 )
508  {
509  maxdnom = 1000;
510  maxscale = 1000.0;
511  }
512  else if( depth <= maxdepth/2 )
513  {
514  maxdnom = 100;
515  maxscale = 100.0;
516  }
517  else
518  {
519  maxdnom = 10;
520  maxscale = 10.0;
521  }
522 
523  /* allocate temporary memory */
524  SCIP_CALL( SCIPallocBufferArray(scip, &cutcoefs, nvars) );
525  SCIP_CALL( SCIPallocBufferArray(scip, &cutinds, nvars) );
526  SCIP_CALL( SCIPallocBufferArray(scip, &basisind, nrows) );
527  SCIP_CALL( SCIPallocBufferArray(scip, &basisperm, nrows) );
528  SCIP_CALL( SCIPallocBufferArray(scip, &basisfrac, nrows) );
529  SCIP_CALL( SCIPallocBufferArray(scip, &binvrow, nrows) );
530  SCIP_CALL( SCIPallocBufferArray(scip, &inds, nrows) );
531  SCIP_CALL( SCIPaggrRowCreate(scip, &aggrrow) );
532 
533  /* get basis indices */
534  SCIP_CALL( SCIPgetLPBasisInd(scip, basisind) );
535 
536  for( i = 0; i < nrows; ++i )
537  {
538  SCIP_Real frac = 0.0;
539 
540  c = basisind[i];
541 
542  basisperm[i] = i;
543 
544  if( c >= 0 )
545  {
546  SCIP_VAR* var;
547 
548  assert(c < ncols);
549  var = SCIPcolGetVar(cols[c]);
551  {
552  frac = SCIPfeasFrac(scip, SCIPcolGetPrimsol(cols[c]));
553  frac = MIN(frac, 1.0 - frac);
554  }
555  }
556  else if( sepadata->separaterows )
557  {
558  SCIP_ROW* row;
559 
560  assert(0 <= -c-1 && -c-1 < nrows);
561  row = rows[-c-1];
562  if( SCIProwIsIntegral(row) && !SCIProwIsModifiable(row) )
563  {
564  frac = SCIPfeasFrac(scip, SCIPgetRowActivity(scip, row));
565  frac = MIN(frac, 1.0 - frac);
566  }
567  }
568 
569  if( frac >= minfrac )
570  {
571  /* slightly change fractionality to have random order for equal fractions */
572  basisfrac[i] = frac + SCIPrandomGetReal(sepadata->randnumgen, -1e-6, 1e-6);
573  }
574  else
575  {
576  basisfrac[i] = 0.0;
577  }
578  }
579 
580  /* sort basis indices by fractionality */
581  SCIPsortDownRealInt(basisfrac, basisperm, nrows);
582 
583  /* get the maximal number of cuts allowed in a separation round */
584  if( depth == 0 )
585  maxsepacuts = sepadata->maxsepacutsroot;
586  else
587  maxsepacuts = sepadata->maxsepacuts;
588 
589  SCIPdebugMsg(scip, "searching gomory cuts: %d cols, %d rows, maxdnom=%" SCIP_LONGINT_FORMAT ", maxscale=%g, maxcuts=%d\n",
590  ncols, nrows, maxdnom, maxscale, maxsepacuts);
591 
592  cutoff = FALSE;
593  naddedcuts = 0;
594 
595  /* for all basic columns belonging to integer variables, try to generate a gomory cut */
596  for( i = 0; i < nrows && naddedcuts < maxsepacuts && !SCIPisStopped(scip) && !cutoff; ++i )
597  {
598  SCIP_Real cutrhs;
599  SCIP_Real cutefficacy = 0.0;
600  SCIP_Bool success;
601  SCIP_Bool cutislocal;
602  SCIP_Bool strongcgsuccess = FALSE;
603  int ninds = -1;
604  int cutnnz;
605  int cutrank;
606  int j;
607 
608  if( basisfrac[i] == 0.0 )
609  break;
610 
611  j = basisperm[i];
612  c = basisind[j];
613 
614  /* get the row of B^-1 for this basic integer variable with fractional solution value */
615  SCIP_CALL( SCIPgetLPBInvRow(scip, j, binvrow, inds, &ninds) );
616 
617  SCIP_CALL( SCIPaggrRowSumRows(scip, aggrrow, binvrow, inds, ninds,
618  sepadata->sidetypebasis, allowlocal, 2, (int) MAXAGGRLEN(nvars), &success) );
619 
620  if( !success )
621  continue;
622 
623  /* try to create a strong CG cut out of the aggregation row */
624  if( separatescg )
625  {
626  SCIP_CALL( SCIPcalcStrongCG(scip, NULL, POSTPROCESS, BOUNDSWITCH, USEVBDS, allowlocal, minfrac, maxfrac,
627  1.0, aggrrow, cutcoefs, &cutrhs, cutinds, &cutnnz, &cutefficacy, &cutrank, &cutislocal, &strongcgsuccess) );
628 
629  /* if we want to generate both cuts, add cut and reset cutefficacy and strongcgsuccess */
630  if( strongcgsuccess && sepadata->genbothgomscg )
631  {
632  assert(allowlocal || !cutislocal); /*lint !e644*/
633  SCIP_CALL( addCut(scip, sepadata, vars, c, maxdnom, maxscale, cutnnz, cutinds, cutcoefs, cutefficacy, cutrhs,
634  cutislocal, cutrank, TRUE, &cutoff, &naddedcuts) );
635  cutefficacy = 0.0;
636  strongcgsuccess = FALSE;
637  if( cutoff )
638  break;
639  }
640  }
641 
642  /* @todo Currently we are using the SCIPcalcMIR() function to compute the coefficients of the Gomory
643  * cut. Alternatively, we could use the direct version (see thesis of Achterberg formula (8.4)) which
644  * leads to cut a of the form \sum a_i x_i \geq 1. Rumor has it that these cuts are better.
645  */
646 
647  /* try to create Gomory cut out of the aggregation row */
648  if( separategmi )
649  {
650  /* SCIPcalcMIR will only override the cut if its efficacy is larger than the one of the strongcg cut */
652  minfrac, maxfrac, 1.0, aggrrow, cutcoefs, &cutrhs, cutinds, &cutnnz, &cutefficacy, &cutrank, &cutislocal, &success) );
653 
654  if( success || strongcgsuccess )
655  {
656  assert(allowlocal || !cutislocal); /*lint !e644*/
657  if( success )
658  strongcgsuccess = FALSE; /* Set strongcgsuccess to FALSE, since the MIR cut has overriden the strongcg cut. */
659 
660  SCIP_CALL( addCut(scip, sepadata, vars, c, maxdnom, maxscale, cutnnz, cutinds, cutcoefs, cutefficacy, cutrhs,
661  cutislocal, cutrank, strongcgsuccess, &cutoff, &naddedcuts) );
662  }
663  }
664  }
665 
666  /* free temporary memory */
667  SCIPfreeBufferArray(scip, &inds);
668  SCIPfreeBufferArray(scip, &binvrow);
669  SCIPfreeBufferArray(scip, &basisfrac);
670  SCIPfreeBufferArray(scip, &basisperm);
671  SCIPfreeBufferArray(scip, &basisind);
672  SCIPfreeBufferArray(scip, &cutinds);
673  SCIPfreeBufferArray(scip, &cutcoefs);
674  SCIPaggrRowFree(scip, &aggrrow);
675 
676  SCIPdebugMsg(scip, "end searching gomory cuts: found %d cuts\n", naddedcuts);
677 
678  sepadata->lastncutsfound = SCIPgetNCutsFound(scip);
679 
680  /* evaluate the result of the separation */
681  if( cutoff )
682  *result = SCIP_CUTOFF;
683  else if ( naddedcuts > 0 )
684  *result = SCIP_SEPARATED;
685  else
686  *result = SCIP_DIDNOTFIND;
687 
688  return SCIP_OKAY;
689 }
690 
691 
692 /*
693  * separator specific interface methods
694  */
695 
696 /** LP solution separation method of dummy separator */
697 static
698 SCIP_DECL_SEPAEXECLP(sepaExeclpDummy)
699 { /*lint --e{715}*/
700  assert( result != NULL );
701 
702  *result = SCIP_DIDNOTRUN;
703 
704  return SCIP_OKAY;
705 }
706 
707 /** arbitrary primal solution separation method of dummy separator */
708 static
709 SCIP_DECL_SEPAEXECSOL(sepaExecsolDummy)
710 { /*lint --e{715}*/
711  assert( result != NULL );
712 
713  *result = SCIP_DIDNOTRUN;
714 
715  return SCIP_OKAY;
716 }
717 
718 /** creates the Gomory MIR cut separator and includes it in SCIP */
720  SCIP* scip /**< SCIP data structure */
721  )
722 {
723  SCIP_SEPADATA* sepadata;
724  SCIP_SEPA* sepa;
725 
726  /* create separator data */
727  SCIP_CALL( SCIPallocBlockMemory(scip, &sepadata) );
728  sepadata->lastncutsfound = 0;
729 
730  /* include separator */
733  sepaExeclpGomory, NULL,
734  sepadata) );
735  assert(sepa != NULL);
736 
737  SCIP_CALL( SCIPincludeSepaBasic(scip, &sepadata->strongcg, "strongcg", "separator for strong CG cuts", -100000, SEPA_FREQ, 0.0,
738  SEPA_USESSUBSCIP, FALSE, sepaExeclpDummy, sepaExecsolDummy, NULL) );
739  assert(sepadata->strongcg != NULL);
740 
741  SCIP_CALL( SCIPincludeSepaBasic(scip, &sepadata->gomory, "gomorymi", "separator for Gomory mixed-integer cuts", -100000, SEPA_FREQ, 0.0,
742  SEPA_USESSUBSCIP, FALSE, sepaExeclpDummy, sepaExecsolDummy, NULL) );
743  assert(sepadata->gomory != NULL);
744 
745  /* set non-NULL pointers to callback methods */
746  SCIP_CALL( SCIPsetSepaCopy(scip, sepa, sepaCopyGomory) );
747  SCIP_CALL( SCIPsetSepaFree(scip, sepa, sepaFreeGomory) );
748  SCIP_CALL( SCIPsetSepaInit(scip, sepa, sepaInitGomory) );
749  SCIP_CALL( SCIPsetSepaExit(scip, sepa, sepaExitGomory) );
750 
751  /* mark main separator as a parent */
752  SCIPsetSepaIsParentsepa(scip, sepa);
753 
754  /* set pointer from child separators to main separator */
755  SCIPsetSepaParentsepa(scip, sepadata->strongcg, sepa);
756  SCIPsetSepaParentsepa(scip, sepadata->gomory, sepa);
757 
758  /* add separator parameters */
760  "separating/gomory/maxrounds",
761  "maximal number of gomory separation rounds per node (-1: unlimited)",
762  &sepadata->maxrounds, FALSE, DEFAULT_MAXROUNDS, -1, INT_MAX, NULL, NULL) );
764  "separating/gomory/maxroundsroot",
765  "maximal number of gomory separation rounds in the root node (-1: unlimited)",
766  &sepadata->maxroundsroot, FALSE, DEFAULT_MAXROUNDSROOT, -1, INT_MAX, NULL, NULL) );
768  "separating/gomory/maxsepacuts",
769  "maximal number of gomory cuts separated per separation round",
770  &sepadata->maxsepacuts, FALSE, DEFAULT_MAXSEPACUTS, 0, INT_MAX, NULL, NULL) );
772  "separating/gomory/maxsepacutsroot",
773  "maximal number of gomory cuts separated per separation round in the root node",
774  &sepadata->maxsepacutsroot, FALSE, DEFAULT_MAXSEPACUTSROOT, 0, INT_MAX, NULL, NULL) );
776  "separating/gomory/maxrank",
777  "maximal rank of a gomory cut that could not be scaled to integral coefficients (-1: unlimited)",
778  &sepadata->maxrank, FALSE, DEFAULT_MAXRANK, -1, INT_MAX, NULL, NULL) );
780  "separating/gomory/maxrankintegral",
781  "maximal rank of a gomory cut that could be scaled to integral coefficients (-1: unlimited)",
782  &sepadata->maxrankintegral, FALSE, DEFAULT_MAXRANKINTEGRAL, -1, INT_MAX, NULL, NULL) );
784  "separating/gomory/away",
785  "minimal integrality violation of a basis variable in order to try Gomory cut",
786  &sepadata->away, FALSE, DEFAULT_AWAY, 1e-4, 0.5, NULL, NULL) );
788  "separating/gomory/dynamiccuts",
789  "should generated cuts be removed from the LP if they are no longer tight?",
790  &sepadata->dynamiccuts, FALSE, DEFAULT_DYNAMICCUTS, NULL, NULL) );
792  "separating/gomory/makeintegral",
793  "try to scale cuts to integral coefficients",
794  &sepadata->makeintegral, TRUE, DEFAULT_MAKEINTEGRAL, NULL, NULL) );
796  "separating/gomory/forcecuts",
797  "if conversion to integral coefficients failed still consider the cut",
798  &sepadata->forcecuts, TRUE, DEFAULT_FORCECUTS, NULL, NULL) );
800  "separating/gomory/separaterows",
801  "separate rows with integral slack",
802  &sepadata->separaterows, TRUE, DEFAULT_SEPARATEROWS, NULL, NULL) );
804  "separating/gomory/delayedcuts",
805  "should cuts be added to the delayed cut pool?",
806  &sepadata->delayedcuts, TRUE, DEFAULT_DELAYEDCUTS, NULL, NULL) );
808  "separating/gomory/sidetypebasis",
809  "choose side types of row (lhs/rhs) based on basis information?",
810  &sepadata->sidetypebasis, TRUE, DEFAULT_SIDETYPEBASIS, NULL, NULL) );
812  "separating/gomory/trystrongcg",
813  "try to generate strengthened Chvatal-Gomory cuts?",
814  &sepadata->trystrongcg, TRUE, DEFAULT_TRYSTRONGCG, NULL, NULL) );
816  "separating/gomory/genbothgomscg",
817  "Should both Gomory and strong CG cuts be generated (otherwise take best)?",
818  &sepadata->genbothgomscg, TRUE, DEFAULT_GENBOTHGOMSCG, NULL, NULL) );
819 
820  return SCIP_OKAY;
821 }
void SCIPfreeRandom(SCIP *scip, SCIP_RANDNUMGEN **randnumgen)
#define DEFAULT_MAXSEPACUTSROOT
Definition: sepa_gomory.c:95
SCIP_RETCODE SCIPcalcStrongCG(SCIP *scip, SCIP_SOL *sol, SCIP_Bool postprocess, SCIP_Real boundswitch, SCIP_Bool usevbds, SCIP_Bool allowlocal, SCIP_Real minfrac, SCIP_Real maxfrac, SCIP_Real scale, SCIP_AGGRROW *aggrrow, SCIP_Real *cutcoefs, SCIP_Real *cutrhs, int *cutinds, int *cutnnz, SCIP_Real *cutefficacy, int *cutrank, SCIP_Bool *cutislocal, SCIP_Bool *success)
Definition: cuts.c:8975
void SCIPaggrRowFree(SCIP *scip, SCIP_AGGRROW **aggrrow)
Definition: cuts.c:1763
SCIP_RETCODE SCIPgetLPBInvRow(SCIP *scip, int r, SCIP_Real *coefs, int *inds, int *ninds)
Definition: scip_lp.c:714
SCIP_RETCODE SCIPincludeSepaGomory(SCIP *scip)
Definition: sepa_gomory.c:719
SCIP_RETCODE SCIPcacheRowExtensions(SCIP *scip, SCIP_ROW *row)
Definition: scip_lp.c:1635
public methods for SCIP parameter handling
static SCIP_RETCODE evaluateCutNumerics(SCIP *scip, SCIP_SEPADATA *sepadata, SCIP_ROW *cut, SCIP_Longint maxdnom, SCIP_Real maxscale, SCIP_Bool *useful)
Definition: sepa_gomory.c:145
#define SEPA_PRIORITY
Definition: sepa_gomory.c:86
public methods for memory management
SCIP_RETCODE SCIPflushRowExtensions(SCIP *scip, SCIP_ROW *row)
Definition: scip_lp.c:1658
#define SCIP_MAXSTRLEN
Definition: def.h:302
void SCIPsetSepaParentsepa(SCIP *scip, SCIP_SEPA *sepa, SCIP_SEPA *parentsepa)
Definition: scip_sepa.c:318
#define SEPA_DESC
Definition: sepa_gomory.c:85
SCIP_RETCODE SCIPaddVarToRow(SCIP *scip, SCIP_ROW *row, SCIP_VAR *var, SCIP_Real val)
Definition: scip_lp.c:1701
int SCIProwGetNNonz(SCIP_ROW *row)
Definition: lp.c:17213
#define DEFAULT_MAXROUNDSROOT
Definition: sepa_gomory.c:93
SCIP_Bool SCIPisFeasNegative(SCIP *scip, SCIP_Real val)
SCIP_RETCODE SCIPaddDelayedPoolCut(SCIP *scip, SCIP_ROW *row)
Definition: scip_cut.c:641
int SCIPgetMaxDepth(SCIP *scip)
#define DEFAULT_DELAYEDCUTS
Definition: sepa_gomory.c:103
SCIP_RETCODE SCIPgetVarsData(SCIP *scip, SCIP_VAR ***vars, int *nvars, int *nbinvars, int *nintvars, int *nimplvars, int *ncontvars)
Definition: scip_prob.c:1866
SCIP_Real SCIProwGetLhs(SCIP_ROW *row)
Definition: lp.c:17292
#define FALSE
Definition: def.h:96
methods for the aggregation rows
#define DEFAULT_MAXROUNDS
Definition: sepa_gomory.c:92
#define SEPA_MAXBOUNDDIST
Definition: sepa_gomory.c:88
SCIP_Real SCIPinfinity(SCIP *scip)
int SCIPsnprintf(char *t, int len, const char *s,...)
Definition: misc.c:10788
#define TRUE
Definition: def.h:95
const char * SCIPsepaGetName(SCIP_SEPA *sepa)
Definition: sepa.c:743
enum SCIP_Retcode SCIP_RETCODE
Definition: type_retcode.h:63
static SCIP_DECL_SEPAEXIT(sepaExitGomory)
Definition: sepa_gomory.c:388
#define DEFAULT_MAKEINTEGRAL
Definition: sepa_gomory.c:100
#define FIXINTEGRALRHS
Definition: sepa_gomory.c:112
public methods for problem variables
#define SCIPfreeBlockMemory(scip, ptr)
Definition: scip_mem.h:108
void SCIPsortDownRealInt(SCIP_Real *realarray, int *intarray, int len)
SCIP_Real SCIPfeasFrac(SCIP *scip, SCIP_Real val)
#define SCIPfreeBufferArray(scip, ptr)
Definition: scip_mem.h:136
#define SCIPallocBlockMemory(scip, ptr)
Definition: scip_mem.h:89
SCIP_RETCODE SCIPgetLPColsData(SCIP *scip, SCIP_COL ***cols, int *ncols)
Definition: scip_lp.c:471
int SCIPgetNLPBranchCands(SCIP *scip)
Definition: scip_branch.c:428
SCIP_RETCODE SCIPsetSepaCopy(SCIP *scip, SCIP_SEPA *sepa, SCIP_DECL_SEPACOPY((*sepacopy)))
Definition: scip_sepa.c:151
#define SCIPdebugMsg
Definition: scip_message.h:78
SCIP_RETCODE SCIPaddIntParam(SCIP *scip, const char *name, const char *desc, int *valueptr, SCIP_Bool isadvanced, int defaultvalue, int minvalue, int maxvalue, SCIP_DECL_PARAMCHGD((*paramchgd)), SCIP_PARAMDATA *paramdata)
Definition: scip_param.c:83
public methods for separator plugins
SCIP_Real SCIPepsilon(SCIP *scip)
SCIP_Real SCIPgetRowMaxCoef(SCIP *scip, SCIP_ROW *row)
Definition: scip_lp.c:1922
#define USEVBDS
Definition: sepa_gomory.c:111
public methods for numerical tolerances
SCIP_SEPADATA * SCIPsepaGetData(SCIP_SEPA *sepa)
Definition: sepa.c:633
#define DEFAULT_MAXRANKINTEGRAL
Definition: sepa_gomory.c:97
public methods for querying solving statistics
public methods for the branch-and-bound tree
static SCIP_DECL_SEPAEXECLP(sepaExeclpGomory)
Definition: sepa_gomory.c:403
SCIP_Bool SCIPisLPSolBasic(SCIP *scip)
Definition: scip_lp.c:667
int SCIPsepaGetFreq(SCIP_SEPA *sepa)
Definition: sepa.c:787
SCIP_Real SCIPcolGetPrimsol(SCIP_COL *col)
Definition: lp.c:16996
#define MAKECONTINTEGRAL
Definition: sepa_gomory.c:113
SCIP_Real SCIPgetRowMinCoef(SCIP *scip, SCIP_ROW *row)
Definition: scip_lp.c:1904
#define DEFAULT_MAXSEPACUTS
Definition: sepa_gomory.c:94
#define SEPA_USESSUBSCIP
Definition: sepa_gomory.c:89
int SCIPgetNCutsFound(SCIP *scip)
SCIP_RETCODE SCIPsetSepaExit(SCIP *scip, SCIP_SEPA *sepa, SCIP_DECL_SEPAEXIT((*sepaexit)))
Definition: scip_sepa.c:199
int SCIPsepaGetNCallsAtNode(SCIP_SEPA *sepa)
Definition: sepa.c:880
SCIP_Bool SCIPisEfficacious(SCIP *scip, SCIP_Real efficacy)
Definition: scip_cut.c:135
#define DEFAULT_MAXRANK
Definition: sepa_gomory.c:96
#define DEFAULT_FORCECUTS
Definition: sepa_gomory.c:101
SCIP_Bool SCIProwIsIntegral(SCIP_ROW *row)
Definition: lp.c:17391
void SCIPsepaSetData(SCIP_SEPA *sepa, SCIP_SEPADATA *sepadata)
Definition: sepa.c:643
#define DEFAULT_SEPARATEROWS
Definition: sepa_gomory.c:102
#define NULL
Definition: lpi_spx1.cpp:164
#define DEFAULT_SIDETYPEBASIS
Definition: sepa_gomory.c:104
static SCIP_DECL_SEPAINIT(sepaInitGomory)
Definition: sepa_gomory.c:373
#define SEPA_DELAY
Definition: sepa_gomory.c:90
#define SCIP_CALL(x)
Definition: def.h:394
SCIP_Real SCIProwGetRhs(SCIP_ROW *row)
Definition: lp.c:17302
SCIP_Real SCIPgetRowLPActivity(SCIP *scip, SCIP_ROW *row)
Definition: scip_lp.c:1993
void SCIPsetSepaIsParentsepa(SCIP *scip, SCIP_SEPA *sepa)
Definition: scip_sepa.c:303
SCIP_RETCODE SCIPaddRow(SCIP *scip, SCIP_ROW *row, SCIP_Bool forcecut, SCIP_Bool *infeasible)
Definition: scip_cut.c:250
SCIP_Bool SCIProwIsModifiable(SCIP_ROW *row)
Definition: lp.c:17411
#define DEFAULT_DYNAMICCUTS
Definition: sepa_gomory.c:98
SCIP_RETCODE SCIPincludeSepaBasic(SCIP *scip, SCIP_SEPA **sepa, const char *name, const char *desc, int priority, int freq, SCIP_Real maxbounddist, SCIP_Bool usessubscip, SCIP_Bool delay, SCIP_DECL_SEPAEXECLP((*sepaexeclp)), SCIP_DECL_SEPAEXECSOL((*sepaexecsol)), SCIP_SEPADATA *sepadata)
Definition: scip_sepa.c:109
SCIP_RETCODE SCIPcreateRandom(SCIP *scip, SCIP_RANDNUMGEN **randnumgen, unsigned int initialseed, SCIP_Bool useglobalseed)
#define DEFAULT_TRYSTRONGCG
Definition: sepa_gomory.c:105
SCIP_RETCODE SCIPcalcMIR(SCIP *scip, SCIP_SOL *sol, SCIP_Bool postprocess, SCIP_Real boundswitch, SCIP_Bool usevbds, SCIP_Bool allowlocal, SCIP_Bool fixintegralrhs, int *boundsfortrans, SCIP_BOUNDTYPE *boundtypesfortrans, SCIP_Real minfrac, SCIP_Real maxfrac, SCIP_Real scale, SCIP_AGGRROW *aggrrow, SCIP_Real *cutcoefs, SCIP_Real *cutrhs, int *cutinds, int *cutnnz, SCIP_Real *cutefficacy, int *cutrank, SCIP_Bool *cutislocal, SCIP_Bool *success)
Definition: cuts.c:3879
#define SCIPallocBufferArray(scip, ptr, num)
Definition: scip_mem.h:124
public data structures and miscellaneous methods
#define SCIP_Bool
Definition: def.h:93
SCIP_LPSOLSTAT SCIPgetLPSolstat(SCIP *scip)
Definition: scip_lp.c:168
#define SEPA_NAME
Definition: sepa_gomory.c:84
int SCIPgetRowNumIntCols(SCIP *scip, SCIP_ROW *row)
Definition: scip_lp.c:1886
#define SEPA_FREQ
Definition: sepa_gomory.c:87
SCIP_RETCODE SCIPaddPoolCut(SCIP *scip, SCIP_ROW *row)
Definition: scip_cut.c:361
public methods for LP management
SCIP_RETCODE SCIPcreateEmptyRowSepa(SCIP *scip, SCIP_ROW **row, SCIP_SEPA *sepa, const char *name, SCIP_Real lhs, SCIP_Real rhs, SCIP_Bool local, SCIP_Bool modifiable, SCIP_Bool removable)
Definition: scip_lp.c:1453
SCIP_Real SCIPgetCutEfficacy(SCIP *scip, SCIP_SOL *sol, SCIP_ROW *cut)
Definition: scip_cut.c:94
public methods for cuts and aggregation rows
SCIP_RETCODE SCIPgetLPBasisInd(SCIP *scip, int *basisind)
Definition: scip_lp.c:686
Gomory MIR Cuts.
SCIP_Bool SCIPisInfinity(SCIP *scip, SCIP_Real val)
static SCIP_DECL_SEPAEXECSOL(sepaExecsolDummy)
Definition: sepa_gomory.c:709
SCIP_Bool SCIPisCutNew(SCIP *scip, SCIP_ROW *row)
Definition: scip_cut.c:343
#define MAXAGGRLEN(nvars)
Definition: sepa_gomory.c:115
SCIP_Real SCIPrandomGetReal(SCIP_RANDNUMGEN *randnumgen, SCIP_Real minrandval, SCIP_Real maxrandval)
Definition: misc.c:10041
public methods for the LP relaxation, rows and columns
int SCIProwGetRank(SCIP_ROW *row)
Definition: lp.c:17381
#define DEFAULT_GENBOTHGOMSCG
Definition: sepa_gomory.c:106
methods for sorting joint arrays of various types
static SCIP_DECL_SEPACOPY(sepaCopyGomory)
Definition: sepa_gomory.c:338
public methods for branching rule plugins and branching
SCIP_RETCODE SCIPreleaseRow(SCIP *scip, SCIP_ROW **row)
Definition: scip_lp.c:1562
general public methods
SCIP_RETCODE SCIPsetSepaFree(SCIP *scip, SCIP_SEPA *sepa, SCIP_DECL_SEPAFREE((*sepafree)))
Definition: scip_sepa.c:167
SCIP_RETCODE SCIPsetSepaInit(SCIP *scip, SCIP_SEPA *sepa, SCIP_DECL_SEPAINIT((*sepainit)))
Definition: scip_sepa.c:183
SCIP_RETCODE SCIPaggrRowSumRows(SCIP *scip, SCIP_AGGRROW *aggrrow, SCIP_Real *weights, int *rowinds, int nrowinds, SCIP_Bool sidetypebasis, SCIP_Bool allowlocal, int negslack, int maxaggrlen, SCIP_Bool *valid)
Definition: cuts.c:2287
SCIP_VAR * SCIPcolGetVar(SCIP_COL *col)
Definition: lp.c:17042
public methods for random numbers
void SCIProwChgRank(SCIP_ROW *row, int rank)
Definition: lp.c:17534
public methods for message output
SCIP_Bool SCIPisFeasPositive(SCIP *scip, SCIP_Real val)
#define SCIP_Real
Definition: def.h:186
SCIP_Bool SCIPisStopped(SCIP *scip)
Definition: scip_general.c:703
#define POSTPROCESS
Definition: sepa_gomory.c:110
public methods for message handling
SCIP_RETCODE SCIPaggrRowCreate(SCIP *scip, SCIP_AGGRROW **aggrrow)
Definition: cuts.c:1731
#define SCIP_Longint
Definition: def.h:171
#define DEFAULT_AWAY
Definition: sepa_gomory.c:99
SCIP_VARTYPE SCIPvarGetType(SCIP_VAR *var)
Definition: var.c:17407
#define BOUNDSWITCH
Definition: sepa_gomory.c:109
#define DEFAULT_RANDSEED
Definition: sepa_gomory.c:107
static SCIP_DECL_SEPAFREE(sepaFreeGomory)
Definition: sepa_gomory.c:353
static SCIP_RETCODE addCut(SCIP *scip, SCIP_SEPADATA *sepadata, SCIP_VAR **vars, int c, SCIP_Longint maxdnom, SCIP_Real maxscale, int cutnnz, int *cutinds, SCIP_Real *cutcoefs, SCIP_Real cutefficacy, SCIP_Real cutrhs, SCIP_Bool cutislocal, int cutrank, SCIP_Bool strongcg, SCIP_Bool *cutoff, int *naddedcuts)
Definition: sepa_gomory.c:190
SCIP_Real SCIPsumepsilon(SCIP *scip)
public methods for separators
SCIP_RETCODE SCIPgetLPRowsData(SCIP *scip, SCIP_ROW ***rows, int *nrows)
Definition: scip_lp.c:570
SCIP_Longint SCIPgetNLPs(SCIP *scip)
public methods for global and local (sub)problems
SCIP_RETCODE SCIPmakeRowIntegral(SCIP *scip, SCIP_ROW *row, SCIP_Real mindelta, SCIP_Real maxdelta, SCIP_Longint maxdnom, SCIP_Real maxscale, SCIP_Bool usecontvars, SCIP_Bool *success)
Definition: scip_lp.c:1844
SCIP_Real SCIProwGetNorm(SCIP_ROW *row)
Definition: lp.c:17268
SCIP_RETCODE SCIPaddRealParam(SCIP *scip, const char *name, const char *desc, SCIP_Real *valueptr, SCIP_Bool isadvanced, SCIP_Real defaultvalue, SCIP_Real minvalue, SCIP_Real maxvalue, SCIP_DECL_PARAMCHGD((*paramchgd)), SCIP_PARAMDATA *paramdata)
Definition: scip_param.c:139
struct SCIP_SepaData SCIP_SEPADATA
Definition: type_sepa.h:52
SCIP_RETCODE SCIPaddBoolParam(SCIP *scip, const char *name, const char *desc, SCIP_Bool *valueptr, SCIP_Bool isadvanced, SCIP_Bool defaultvalue, SCIP_DECL_PARAMCHGD((*paramchgd)), SCIP_PARAMDATA *paramdata)
Definition: scip_param.c:57
SCIP_Real SCIPgetRowActivity(SCIP *scip, SCIP_ROW *row)
Definition: scip_lp.c:2104
memory allocation routines