Scippy

SCIP

Solving Constraint Integer Programs

benderscut_nogood.c
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1/* * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * */
2/* */
3/* This file is part of the program and library */
4/* SCIP --- Solving Constraint Integer Programs */
5/* */
6/* Copyright (c) 2002-2025 Zuse Institute Berlin (ZIB) */
7/* */
8/* Licensed under the Apache License, Version 2.0 (the "License"); */
9/* you may not use this file except in compliance with the License. */
10/* You may obtain a copy of the License at */
11/* */
12/* http://www.apache.org/licenses/LICENSE-2.0 */
13/* */
14/* Unless required by applicable law or agreed to in writing, software */
15/* distributed under the License is distributed on an "AS IS" BASIS, */
16/* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. */
17/* See the License for the specific language governing permissions and */
18/* limitations under the License. */
19/* */
20/* You should have received a copy of the Apache-2.0 license */
21/* along with SCIP; see the file LICENSE. If not visit scipopt.org. */
22/* */
23/* * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * */
24
25/**@file benderscut_nogood.c
26 * @ingroup OTHER_CFILES
27 * @brief Generates a no good cut for integer solutions that are infeasible for the subproblems
28 * @author Stephen J. Maher
29 */
30
31/*---+----1----+----2----+----3----+----4----+----5----+----6----+----7----+----8----+----9----+----0----+----1----+----2*/
32
34#include "scip/cons_linear.h"
35#include "scip/pub_benderscut.h"
36#include "scip/pub_benders.h"
37#include "scip/pub_lp.h"
38#include "scip/pub_message.h"
39#include "scip/pub_misc.h"
40#include "scip/pub_var.h"
41#include "scip/scip_benders.h"
42#include "scip/scip_cons.h"
43#include "scip/scip_cut.h"
44#include "scip/scip_general.h"
45#include "scip/scip_lp.h"
46#include "scip/scip_mem.h"
47#include "scip/scip_message.h"
48#include "scip/scip_numerics.h"
49#include "scip/scip_param.h"
50#include "scip/scip_prob.h"
51#include "scip/scip_sol.h"
52#include <string.h>
53
54#define BENDERSCUT_NAME "nogood"
55#define BENDERSCUT_DESC "no good Benders' decomposition integer cut"
56#define BENDERSCUT_PRIORITY 500
57#define BENDERSCUT_LPCUT FALSE
58
59
60
61#define SCIP_DEFAULT_ADDCUTS FALSE /** Should cuts be generated, instead of constraints */
62
63/*
64 * Data structures
65 */
66
67/** Benders' decomposition cuts data */
68struct SCIP_BenderscutData
69{
70 SCIP_BENDERS* benders; /**< the Benders' decomposition data structure */
71 int curriter; /**< the current Benders' decomposition subproblem solve iteration */
72 SCIP_Bool addcuts; /**< should cuts be generated instead of constraints */
73 SCIP_Bool cutadded; /**< has a cut been added in the current iteration. Only one cut per round */
74 SCIP_Bool subprobsvalid; /**< is it valid to apply nogood cuts for this problem */
75};
76
77
78/*
79 * Local methods
80 */
81
82/** determines if the subproblems are valid for generating nogood cuts */
83static
85 SCIP_BENDERS* benders, /**< the benders' decomposition structure */
86 SCIP_BENDERSCUT* benderscut /**< the benders' decomposition cut method */
87 )
88{
89 SCIP_BENDERSCUTDATA* benderscutdata;
90 int nmastervars;
91 int nmasterbinvars;
92 int i;
93
94 assert( benders != NULL );
95 assert( benderscut != NULL );
96 assert( strcmp(SCIPbenderscutGetName(benderscut), BENDERSCUT_NAME) == 0 );
97
98 /* getting the Benders' cut data */
99 benderscutdata = SCIPbenderscutGetData(benderscut);
100 assert( benderscutdata != NULL );
101 assert(benderscutdata->benders == benders);
102
103 /* checking whether the nogood cut is valid for this subproblem */
104 for( i = 0; i < SCIPbendersGetNSubproblems(benders); i++ )
105 {
106 /* it is only possible to generate the no-good cut for subproblems that only include binary master variables */
107 SCIPbendersGetSubproblemMasterVarsData(benders, i, NULL, &nmastervars, &nmasterbinvars, NULL);
108
109 if( nmastervars != nmasterbinvars )
110 {
111 benderscutdata->subprobsvalid = FALSE;
112 break;
113 }
114 }
115}
116
117
118/** compute no good cut */
119static
121 SCIP* masterprob, /**< the SCIP instance of the master problem */
122 SCIP_BENDERS* benders, /**< the benders' decomposition structure */
123 SCIP_SOL* sol, /**< primal CIP solution */
124 SCIP_CONS* cons, /**< the constraint for the generated cut, can be NULL */
125 SCIP_ROW* row, /**< the row for the generated cut, can be NULL */
126 SCIP_Bool addcut /**< indicates whether a cut is created instead of a constraint */
127 )
128{
129 SCIP_VAR** vars;
130 int nvars;
131 SCIP_Real lhs;
132 int i;
133#ifndef NDEBUG
134 SCIP_Real verifycons;
135#endif
136
137 assert(masterprob != NULL);
138 assert(benders != NULL);
139 assert(cons != NULL || addcut);
140 assert(row != NULL || !addcut);
141
142 nvars = SCIPgetNVars(masterprob);
143 vars = SCIPgetVars(masterprob);
144
145 /* adding the subproblem objective function value to the lhs */
146 if( addcut )
147 lhs = SCIProwGetLhs(row);
148 else
149 lhs = SCIPgetLhsLinear(masterprob, cons);
150
151 /* adding the violation to the lhs */
152 lhs += 1.0;
153
154 /* looping over all master problem variables to update the coefficients in the computed cut. */
155 for( i = 0; i < nvars; i++ )
156 {
157 SCIP_Real coef;
158
159 if( !SCIPvarIsBinary(vars[i]) )
160 continue;
161
162 /* if the variable is on its upper bound, then the subproblem objective value is added to the cut */
163 if( SCIPisFeasEQ(masterprob, SCIPgetSolVal(masterprob, sol, vars[i]), 1.0) )
164 {
165 coef = -1.0;
166 lhs -= 1.0;
167 }
168 else
169 coef = 1.0;
170
171 /* adding the variable to the cut. The coefficient is the subproblem objective value */
172 if( addcut )
173 {
174 SCIP_CALL( SCIPaddVarToRow(masterprob, row, vars[i], coef) );
175 }
176 else
177 {
178 SCIP_CALL( SCIPaddCoefLinear(masterprob, cons, vars[i], coef) );
179 }
180 }
181
182 /* Update the lhs of the cut */
183 if( addcut )
184 {
185 SCIP_CALL( SCIPchgRowLhs(masterprob, row, lhs) );
186 }
187 else
188 {
189 SCIP_CALL( SCIPchgLhsLinear(masterprob, cons, lhs) );
190 }
191
192#ifndef NDEBUG
193 if( addcut )
194 verifycons = SCIPgetRowSolActivity(masterprob, row, sol);
195 else
196 verifycons = SCIPgetActivityLinear(masterprob, cons, sol);
197#endif
198
199 assert(SCIPisFeasEQ(masterprob, verifycons, lhs - 1));
200
201 return SCIP_OKAY;
202}
203
204
205
206/** generates and applies Benders' cuts */
207static
209 SCIP* masterprob, /**< the SCIP instance of the master problem */
210 SCIP_BENDERS* benders, /**< the benders' decomposition */
211 SCIP_BENDERSCUT* benderscut, /**< the benders' decomposition cut method */
212 SCIP_SOL* sol, /**< primal CIP solution */
213 SCIP_BENDERSENFOTYPE type, /**< the enforcement type calling this function */
214 SCIP_RESULT* result /**< the result from solving the subproblems */
215 )
216{
217 SCIP_BENDERSCUTDATA* benderscutdata;
218 SCIP_CONSHDLR* consbenders;
219 SCIP_CONS* cons;
220 SCIP_ROW* row;
221 char cutname[SCIP_MAXSTRLEN];
222 SCIP_Bool addcut;
223
224 assert(masterprob != NULL);
225 assert(benders != NULL);
226 assert(benderscut != NULL);
227 assert(result != NULL);
228
229 row = NULL;
230 cons = NULL;
231
232 /* retrieving the Benders' cut data */
233 benderscutdata = SCIPbenderscutGetData(benderscut);
234
235 /* if the cuts are generated prior to the solving stage, then rows can not be generated. So constraints must be
236 * added to the master problem.
237 */
238 if( SCIPgetStage(masterprob) < SCIP_STAGE_INITSOLVE )
239 addcut = FALSE;
240 else
241 addcut = benderscutdata->addcuts;
242
243 /* retrieving the Benders' decomposition constraint handler */
244 consbenders = SCIPfindConshdlr(masterprob, "benders");
245
246 /* setting the name of the generated cut */
247 (void) SCIPsnprintf(cutname, SCIP_MAXSTRLEN, "nogoodcut_%" SCIP_LONGINT_FORMAT, SCIPbenderscutGetNFound(benderscut) );
248
249 /* creating an empty row or constraint for the Benders' cut */
250 if( addcut )
251 {
252 SCIP_CALL( SCIPcreateEmptyRowConshdlr(masterprob, &row, consbenders, cutname, 0.0, SCIPinfinity(masterprob), FALSE,
253 FALSE, TRUE) );
254 }
255 else
256 {
257 SCIP_CALL( SCIPcreateConsBasicLinear(masterprob, &cons, cutname, 0, NULL, NULL, 0.0, SCIPinfinity(masterprob)) );
258 SCIP_CALL( SCIPsetConsDynamic(masterprob, cons, TRUE) );
259 SCIP_CALL( SCIPsetConsRemovable(masterprob, cons, TRUE) );
260 }
261
262 /* computing the coefficients of the optimality cut */
263 SCIP_CALL( computeNogoodCut(masterprob, benders, sol, cons, row, addcut) );
264
265 /* adding the constraint to the master problem */
266 if( addcut )
267 {
268 SCIP_Bool infeasible;
269
271 {
272 SCIP_CALL( SCIPaddRow(masterprob, row, FALSE, &infeasible) );
273 assert(!infeasible);
274 }
275 else
276 {
278 SCIP_CALL( SCIPaddPoolCut(masterprob, row) );
279 }
280
281#ifdef SCIP_DEBUG
282 SCIP_CALL( SCIPprintRow(masterprob, row, NULL) );
283 SCIPinfoMessage(masterprob, NULL, ";\n");
284#endif
285
286 /* release the row */
287 SCIP_CALL( SCIPreleaseRow(masterprob, &row) );
288
289 (*result) = SCIP_SEPARATED;
290 }
291 else
292 {
293 SCIP_CALL( SCIPaddCons(masterprob, cons) );
294
295 SCIPdebugPrintCons(masterprob, cons, NULL);
296
297 SCIP_CALL( SCIPreleaseCons(masterprob, &cons) );
298
299 (*result) = SCIP_CONSADDED;
300 }
301
302 /* updating the cut added flag */
303 benderscutdata->cutadded = TRUE;
304
305 return SCIP_OKAY;
306}
307
308/*
309 * Callback methods of Benders' decomposition cuts
310 */
311
312/** destructor of Benders' decomposition cuts to free user data (called when SCIP is exiting) */
313static
314SCIP_DECL_BENDERSCUTFREE(benderscutFreeNogood)
315{ /*lint --e{715}*/
316 SCIP_BENDERSCUTDATA* benderscutdata;
317
318 assert( benderscut != NULL );
319 assert( strcmp(SCIPbenderscutGetName(benderscut), BENDERSCUT_NAME) == 0 );
320
321 /* free Benders' cut data */
322 benderscutdata = SCIPbenderscutGetData(benderscut);
323 assert( benderscutdata != NULL );
324
325 SCIPfreeBlockMemory(scip, &benderscutdata);
326
327 SCIPbenderscutSetData(benderscut, NULL);
328
329 return SCIP_OKAY;
330}
331
332
333/** execution method of Benders' decomposition cuts */
334static
335SCIP_DECL_BENDERSCUTEXEC(benderscutExecNogood)
336{ /*lint --e{715}*/
337 SCIP* subproblem;
338 SCIP_BENDERSCUTDATA* benderscutdata;
339
340 assert(scip != NULL);
341 assert(benders != NULL);
342 assert(benderscut != NULL);
343 assert(result != NULL);
344
345 subproblem = SCIPbendersSubproblem(benders, probnumber);
346
347 if( subproblem == NULL )
348 {
349 SCIPdebugMsg(scip, "The subproblem %d is set to NULL. The <%s> Benders' decomposition cut can not be executed.\n",
350 probnumber, BENDERSCUT_NAME);
351
352 (*result) = SCIP_DIDNOTRUN;
353 return SCIP_OKAY;
354 }
355
356 benderscutdata = SCIPbenderscutGetData(benderscut);
357 assert(benderscutdata != NULL);
358
359 /* at the first iteration we check the validity of the subproblem for generating nogood cuts */
360 if( benderscutdata->curriter == -1 )
361 checkSubproblemValidity(benders, benderscut);
362
363 /* if the curriter is less than the number of Benders' decomposition calls, then we are in a new round.
364 * So the cutadded flag must be set to FALSE
365 */
366 if( benderscutdata->curriter < SCIPbendersGetNCalls(benders) )
367 {
368 benderscutdata->curriter = SCIPbendersGetNCalls(benders);
369 benderscutdata->cutadded = FALSE;
370 }
371
372 /* if a cut has been added in this Benders' decomposition call, then no more must be added */
373 if( benderscutdata->cutadded )
374 return SCIP_OKAY;
375
376 /* it is only possible to generate nogood cuts if all linking variables are binary */
377 if( !benderscutdata->subprobsvalid )
378 {
379 SCIPinfoMessage(scip, NULL, "The nogood cuts can only be applied to problems "
380 "where all linking variables are binary. The nogood cuts will be disabled.\n");
381
382 SCIPbenderscutSetEnabled(benderscut, FALSE);
383
384 return SCIP_OKAY;
385 }
386
387 /* We can not rely on complete recourse for the subproblems. As such, the subproblems may be feasible for the LP, but
388 * infeasible for the IP. As such, if one subproblem is infeasible, then a no good cut is generated.
389 */
390 if( SCIPgetStatus(subproblem) == SCIP_STATUS_INFEASIBLE )
391 {
392 /* generating a cut */
393 SCIP_CALL( generateAndApplyBendersNogoodCut(scip, benders, benderscut, sol, type, result) );
394 }
395
396 return SCIP_OKAY;
397}
398
399
400/*
401 * Benders' decomposition cuts specific interface methods
402 */
403
404/** creates the nogood Benders' decomposition cuts and includes it in SCIP */
406 SCIP* scip, /**< SCIP data structure */
407 SCIP_BENDERS* benders /**< Benders' decomposition */
408 )
409{
410 SCIP_BENDERSCUTDATA* benderscutdata;
411 SCIP_BENDERSCUT* benderscut;
413
414 assert(benders != NULL);
415
416 /* create nogood Benders' decomposition cuts data */
417 SCIP_CALL( SCIPallocBlockMemory(scip, &benderscutdata) );
418 benderscutdata->benders = benders;
419 benderscutdata->curriter = -1;
420 benderscutdata->cutadded = FALSE;
421 benderscutdata->subprobsvalid = TRUE;
422
423 benderscut = NULL;
424
425 /* include Benders' decomposition cuts */
427 BENDERSCUT_PRIORITY, BENDERSCUT_LPCUT, benderscutExecNogood, benderscutdata) );
428
429 assert(benderscut != NULL);
430
431 /* set non fundamental callbacks via setter functions */
432 SCIP_CALL( SCIPsetBenderscutFree(scip, benderscut, benderscutFreeNogood) );
433
434 /* add nogood Benders' decomposition cuts parameters */
435 (void) SCIPsnprintf(paramname, SCIP_MAXSTRLEN, "benders/%s/benderscut/%s/addcuts",
438 "should cuts be generated and added to the cutpool instead of global constraints directly added to the problem.",
439 &benderscutdata->addcuts, FALSE, SCIP_DEFAULT_ADDCUTS, NULL, NULL) );
440
441 return SCIP_OKAY;
442}
#define SCIP_DEFAULT_ADDCUTS
#define BENDERSCUT_LPCUT
static SCIP_RETCODE generateAndApplyBendersNogoodCut(SCIP *masterprob, SCIP_BENDERS *benders, SCIP_BENDERSCUT *benderscut, SCIP_SOL *sol, SCIP_BENDERSENFOTYPE type, SCIP_RESULT *result)
#define BENDERSCUT_PRIORITY
#define BENDERSCUT_DESC
#define BENDERSCUT_NAME
static SCIP_DECL_BENDERSCUTEXEC(benderscutExecNogood)
static SCIP_RETCODE computeNogoodCut(SCIP *masterprob, SCIP_BENDERS *benders, SCIP_SOL *sol, SCIP_CONS *cons, SCIP_ROW *row, SCIP_Bool addcut)
static void checkSubproblemValidity(SCIP_BENDERS *benders, SCIP_BENDERSCUT *benderscut)
static SCIP_DECL_BENDERSCUTFREE(benderscutFreeNogood)
Generates a no-good cut for solutions that are integer infeasible.
Constraint handler for linear constraints in their most general form, .
#define NULL
Definition: def.h:248
#define SCIP_MAXSTRLEN
Definition: def.h:269
#define SCIP_Bool
Definition: def.h:91
#define SCIP_Real
Definition: def.h:156
#define TRUE
Definition: def.h:93
#define FALSE
Definition: def.h:94
#define SCIP_LONGINT_FORMAT
Definition: def.h:148
#define SCIP_CALL(x)
Definition: def.h:355
SCIP_RETCODE SCIPincludeBenderscutNogood(SCIP *scip, SCIP_BENDERS *benders)
SCIP_RETCODE SCIPaddCoefLinear(SCIP *scip, SCIP_CONS *cons, SCIP_VAR *var, SCIP_Real val)
SCIP_Real SCIPgetLhsLinear(SCIP *scip, SCIP_CONS *cons)
SCIP_RETCODE SCIPcreateConsBasicLinear(SCIP *scip, SCIP_CONS **cons, const char *name, int nvars, SCIP_VAR **vars, SCIP_Real *vals, SCIP_Real lhs, SCIP_Real rhs)
SCIP_Real SCIPgetActivityLinear(SCIP *scip, SCIP_CONS *cons, SCIP_SOL *sol)
SCIP_RETCODE SCIPchgLhsLinear(SCIP *scip, SCIP_CONS *cons, SCIP_Real lhs)
SCIP_STATUS SCIPgetStatus(SCIP *scip)
Definition: scip_general.c:562
SCIP_STAGE SCIPgetStage(SCIP *scip)
Definition: scip_general.c:444
int SCIPgetNVars(SCIP *scip)
Definition: scip_prob.c:2246
SCIP_RETCODE SCIPaddCons(SCIP *scip, SCIP_CONS *cons)
Definition: scip_prob.c:3274
SCIP_VAR ** SCIPgetVars(SCIP *scip)
Definition: scip_prob.c:2201
void SCIPinfoMessage(SCIP *scip, FILE *file, const char *formatstr,...)
Definition: scip_message.c:208
#define SCIPdebugMsg
Definition: scip_message.h:78
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
const char * SCIPbendersGetName(SCIP_BENDERS *benders)
Definition: benders.c:5967
int SCIPbendersGetNSubproblems(SCIP_BENDERS *benders)
Definition: benders.c:6011
SCIP * SCIPbendersSubproblem(SCIP_BENDERS *benders, int probnumber)
Definition: benders.c:6021
void SCIPbendersGetSubproblemMasterVarsData(SCIP_BENDERS *benders, int probnumber, SCIP_VAR ***vars, int *nvars, int *nbinvars, int *nintvars)
Definition: benders.c:6259
int SCIPbendersGetNCalls(SCIP_BENDERS *benders)
Definition: benders.c:6033
SCIP_RETCODE SCIPincludeBenderscutBasic(SCIP *scip, SCIP_BENDERS *benders, SCIP_BENDERSCUT **benderscutptr, const char *name, const char *desc, int priority, SCIP_Bool islpcut, SCIP_DECL_BENDERSCUTEXEC((*benderscutexec)), SCIP_BENDERSCUTDATA *benderscutdata)
SCIP_RETCODE SCIPsetBenderscutFree(SCIP *scip, SCIP_BENDERSCUT *benderscut, SCIP_DECL_BENDERSCUTFREE((*benderscutfree)))
void SCIPbenderscutSetData(SCIP_BENDERSCUT *benderscut, SCIP_BENDERSCUTDATA *benderscutdata)
Definition: benderscut.c:413
const char * SCIPbenderscutGetName(SCIP_BENDERSCUT *benderscut)
Definition: benderscut.c:492
SCIP_BENDERSCUTDATA * SCIPbenderscutGetData(SCIP_BENDERSCUT *benderscut)
Definition: benderscut.c:403
SCIP_Longint SCIPbenderscutGetNFound(SCIP_BENDERSCUT *benderscut)
Definition: benderscut.c:543
void SCIPbenderscutSetEnabled(SCIP_BENDERSCUT *benderscut, SCIP_Bool enabled)
Definition: benderscut.c:593
SCIP_CONSHDLR * SCIPfindConshdlr(SCIP *scip, const char *name)
Definition: scip_cons.c:940
SCIP_RETCODE SCIPsetConsDynamic(SCIP *scip, SCIP_CONS *cons, SCIP_Bool dynamic)
Definition: scip_cons.c:1449
SCIP_RETCODE SCIPsetConsRemovable(SCIP *scip, SCIP_CONS *cons, SCIP_Bool removable)
Definition: scip_cons.c:1474
SCIP_RETCODE SCIPreleaseCons(SCIP *scip, SCIP_CONS **cons)
Definition: scip_cons.c:1173
SCIP_RETCODE SCIPaddPoolCut(SCIP *scip, SCIP_ROW *row)
Definition: scip_cut.c:336
SCIP_RETCODE SCIPaddRow(SCIP *scip, SCIP_ROW *row, SCIP_Bool forcecut, SCIP_Bool *infeasible)
Definition: scip_cut.c:225
#define SCIPfreeBlockMemory(scip, ptr)
Definition: scip_mem.h:108
#define SCIPallocBlockMemory(scip, ptr)
Definition: scip_mem.h:89
SCIP_Real SCIProwGetLhs(SCIP_ROW *row)
Definition: lp.c:17686
SCIP_RETCODE SCIPchgRowLhs(SCIP *scip, SCIP_ROW *row, SCIP_Real lhs)
Definition: scip_lp.c:1529
SCIP_RETCODE SCIPcreateEmptyRowConshdlr(SCIP *scip, SCIP_ROW **row, SCIP_CONSHDLR *conshdlr, const char *name, SCIP_Real lhs, SCIP_Real rhs, SCIP_Bool local, SCIP_Bool modifiable, SCIP_Bool removable)
Definition: scip_lp.c:1367
SCIP_RETCODE SCIPaddVarToRow(SCIP *scip, SCIP_ROW *row, SCIP_VAR *var, SCIP_Real val)
Definition: scip_lp.c:1646
SCIP_RETCODE SCIPprintRow(SCIP *scip, SCIP_ROW *row, FILE *file)
Definition: scip_lp.c:2176
SCIP_RETCODE SCIPreleaseRow(SCIP *scip, SCIP_ROW **row)
Definition: scip_lp.c:1508
SCIP_Real SCIPgetRowSolActivity(SCIP *scip, SCIP_ROW *row, SCIP_SOL *sol)
Definition: scip_lp.c:2108
SCIP_Real SCIPgetSolVal(SCIP *scip, SCIP_SOL *sol, SCIP_VAR *var)
Definition: scip_sol.c:1765
SCIP_Real SCIPinfinity(SCIP *scip)
SCIP_Bool SCIPisFeasEQ(SCIP *scip, SCIP_Real val1, SCIP_Real val2)
SCIP_Bool SCIPvarIsBinary(SCIP_VAR *var)
Definition: var.c:23478
int SCIPsnprintf(char *t, int len, const char *s,...)
Definition: misc.c:10827
static const char * paramname[]
Definition: lpi_msk.c:5172
public methods for Benders' decomposition
public methods for Benders' decomposition cuts
public methods for LP management
public methods for message output
#define SCIPdebugPrintCons(x, y, z)
Definition: pub_message.h:102
public data structures and miscellaneous methods
public methods for problem variables
public methods for Benders decomposition
public methods for constraint handler plugins and constraints
public methods for cuts and aggregation rows
general public methods
public methods for the LP relaxation, rows and columns
public methods for memory management
public methods for message handling
public methods for numerical tolerances
public methods for SCIP parameter handling
public methods for global and local (sub)problems
public methods for solutions
@ SCIP_BENDERSENFOTYPE_RELAX
Definition: type_benders.h:52
@ SCIP_BENDERSENFOTYPE_LP
Definition: type_benders.h:51
@ SCIP_BENDERSENFOTYPE_CHECK
Definition: type_benders.h:54
@ SCIP_BENDERSENFOTYPE_PSEUDO
Definition: type_benders.h:53
enum SCIP_BendersEnfoType SCIP_BENDERSENFOTYPE
Definition: type_benders.h:56
struct SCIP_BenderscutData SCIP_BENDERSCUTDATA
@ SCIP_DIDNOTRUN
Definition: type_result.h:42
@ SCIP_CONSADDED
Definition: type_result.h:52
@ SCIP_SEPARATED
Definition: type_result.h:49
enum SCIP_Result SCIP_RESULT
Definition: type_result.h:61
@ SCIP_OKAY
Definition: type_retcode.h:42
enum SCIP_Retcode SCIP_RETCODE
Definition: type_retcode.h:63
@ SCIP_STAGE_INITSOLVE
Definition: type_set.h:52
@ SCIP_STATUS_INFEASIBLE
Definition: type_stat.h:44