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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) 2002-2026 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 "scip/type_message.h"
53#include <string.h>
54
55#define BENDERSCUT_NAME "nogood"
56#define BENDERSCUT_DESC "no good Benders' decomposition integer cut"
57#define BENDERSCUT_PRIORITY 500
58#define BENDERSCUT_LPCUT FALSE
59
60
61
62#define SCIP_DEFAULT_ADDCUTS FALSE /** Should cuts be generated, instead of constraints */
63
64/*
65 * Data structures
66 */
67
68/** Benders' decomposition cuts data */
69struct SCIP_BenderscutData
70{
71 SCIP_BENDERS* benders; /**< the Benders' decomposition data structure */
72 int curriter; /**< the current Benders' decomposition subproblem solve iteration */
73 SCIP_Bool addcuts; /**< should cuts be generated instead of constraints */
74 SCIP_Bool cutadded; /**< has a cut been added in the current iteration. Only one cut per round */
75 SCIP_Bool subprobsvalid; /**< is it valid to apply nogood cuts for this problem */
76};
77
78
79/*
80 * Local methods
81 */
82
83/** determines if the subproblems are valid for generating nogood cuts */
84static
86 SCIP_BENDERS* benders, /**< the benders' decomposition structure */
87 SCIP_BENDERSCUT* benderscut /**< the benders' decomposition cut method */
88 )
89{
90 SCIP_BENDERSCUTDATA* benderscutdata;
91 int nmastervars;
92 int nmasterbinvars;
93 int i;
94
95 assert( benders != NULL );
96 assert( benderscut != NULL );
97 assert( strcmp(SCIPbenderscutGetName(benderscut), BENDERSCUT_NAME) == 0 );
98
99 /* getting the Benders' cut data */
100 benderscutdata = SCIPbenderscutGetData(benderscut);
101 assert( benderscutdata != NULL );
102 assert(benderscutdata->benders == benders);
103
104 /* checking whether the nogood cut is valid for this subproblem */
105 for( i = 0; i < SCIPbendersGetNSubproblems(benders); i++ )
106 {
107 /* it is only possible to generate the no-good cut for subproblems that only include binary master variables */
108 SCIPbendersGetSubproblemMasterVarsData(benders, i, NULL, &nmastervars, &nmasterbinvars, NULL);
109
110 if( nmastervars != nmasterbinvars )
111 {
112 benderscutdata->subprobsvalid = FALSE;
113 break;
114 }
115 }
116}
117
118
119/** compute no good cut */
120static
122 SCIP* masterprob, /**< the SCIP instance of the master problem */
123 SCIP_BENDERS* benders, /**< the benders' decomposition structure */
124 SCIP_SOL* sol, /**< primal CIP solution */
125 SCIP_CONS* cons, /**< the constraint for the generated cut, can be NULL */
126 SCIP_ROW* row, /**< the row for the generated cut, can be NULL */
127 SCIP_Bool addcut /**< indicates whether a cut is created instead of a constraint */
128 )
129{
130 SCIP_VAR** vars;
131 int nvars;
132 SCIP_Real lhs;
133 int i;
134#ifndef NDEBUG
135 SCIP_Real verifycons;
136#endif
137
138 assert(masterprob != NULL);
139 assert(benders != NULL);
140 assert(cons != NULL || addcut);
141 assert(row != NULL || !addcut);
142
143 nvars = SCIPgetNVars(masterprob);
144 vars = SCIPgetVars(masterprob);
145
146 /* adding the subproblem objective function value to the lhs */
147 if( addcut )
148 lhs = SCIProwGetLhs(row);
149 else
150 lhs = SCIPgetLhsLinear(masterprob, cons);
151
152 /* adding the violation to the lhs */
153 lhs += 1.0;
154
155 /* looping over all master problem variables to update the coefficients in the computed cut. */
156 for( i = 0; i < nvars; i++ )
157 {
158 SCIP_Real coef;
159
160 if( !SCIPvarIsBinary(vars[i]) )
161 continue;
162
163 /* if the variable is on its upper bound, then the subproblem objective value is added to the cut */
164 if( SCIPisFeasEQ(masterprob, SCIPgetSolVal(masterprob, sol, vars[i]), 1.0) )
165 {
166 coef = -1.0;
167 lhs -= 1.0;
168 }
169 else
170 coef = 1.0;
171
172 /* adding the variable to the cut. The coefficient is the subproblem objective value */
173 if( addcut )
174 {
175 SCIP_CALL( SCIPaddVarToRow(masterprob, row, vars[i], coef) );
176 }
177 else
178 {
179 SCIP_CALL( SCIPaddCoefLinear(masterprob, cons, vars[i], coef) );
180 }
181 }
182
183 /* Update the lhs of the cut */
184 if( addcut )
185 {
186 SCIP_CALL( SCIPchgRowLhs(masterprob, row, lhs) );
187 }
188 else
189 {
190 SCIP_CALL( SCIPchgLhsLinear(masterprob, cons, lhs) );
191 }
192
193#ifndef NDEBUG
194 if( addcut )
195 verifycons = SCIPgetRowSolActivity(masterprob, row, sol);
196 else
197 verifycons = SCIPgetActivityLinear(masterprob, cons, sol);
198#endif
199
200 assert(SCIPisFeasEQ(masterprob, verifycons, lhs - 1));
201
202 return SCIP_OKAY;
203}
204
205
206
207/** generates and applies Benders' cuts */
208static
210 SCIP* masterprob, /**< the SCIP instance of the master problem */
211 SCIP_BENDERS* benders, /**< the benders' decomposition */
212 SCIP_BENDERSCUT* benderscut, /**< the benders' decomposition cut method */
213 SCIP_SOL* sol, /**< primal CIP solution */
214 SCIP_BENDERSENFOTYPE type, /**< the enforcement type calling this function */
215 SCIP_RESULT* result /**< the result from solving the subproblems */
216 )
217{
218 SCIP_BENDERSCUTDATA* benderscutdata;
219 SCIP_CONSHDLR* consbenders;
220 SCIP_CONS* cons;
221 SCIP_ROW* row;
222 char cutname[SCIP_MAXSTRLEN];
223 SCIP_Bool addcut;
224
225 assert(masterprob != NULL);
226 assert(benders != NULL);
227 assert(benderscut != NULL);
228 assert(result != NULL);
229
230 row = NULL;
231 cons = NULL;
232
233 /* retrieving the Benders' cut data */
234 benderscutdata = SCIPbenderscutGetData(benderscut);
235
236 /* if the cuts are generated prior to the solving stage, then rows can not be generated. So constraints must be
237 * added to the master problem.
238 */
239 if( SCIPgetStage(masterprob) < SCIP_STAGE_INITSOLVE )
240 addcut = FALSE;
241 else
242 addcut = benderscutdata->addcuts;
243
244 /* retrieving the Benders' decomposition constraint handler */
245 consbenders = SCIPfindConshdlr(masterprob, "benders");
246
247 /* setting the name of the generated cut */
248 (void) SCIPsnprintf(cutname, SCIP_MAXSTRLEN, "nogoodcut_%" SCIP_LONGINT_FORMAT, SCIPbenderscutGetNFound(benderscut) );
249
250 /* creating an empty row or constraint for the Benders' cut */
251 if( addcut )
252 {
253 SCIP_CALL( SCIPcreateEmptyRowConshdlr(masterprob, &row, consbenders, cutname, 0.0, SCIPinfinity(masterprob), FALSE,
254 FALSE, TRUE) );
255 }
256 else
257 {
258 SCIP_CALL( SCIPcreateConsBasicLinear(masterprob, &cons, cutname, 0, NULL, NULL, 0.0, SCIPinfinity(masterprob)) );
259 SCIP_CALL( SCIPsetConsDynamic(masterprob, cons, TRUE) );
260 SCIP_CALL( SCIPsetConsRemovable(masterprob, cons, TRUE) );
261 }
262
263 /* computing the coefficients of the optimality cut */
264 SCIP_CALL( computeNogoodCut(masterprob, benders, sol, cons, row, addcut) );
265
266 /* adding the constraint to the master problem */
267 if( addcut )
268 {
269 SCIP_Bool infeasible;
270
272 {
273 SCIP_CALL( SCIPaddRow(masterprob, row, FALSE, &infeasible) );
274 assert(!infeasible);
275 }
276 else
277 {
279 SCIP_CALL( SCIPaddPoolCut(masterprob, row) );
280 }
281
282#ifdef SCIP_DEBUG
283 SCIP_CALL( SCIPprintRow(masterprob, row, NULL) );
284 SCIPinfoMessage(masterprob, NULL, ";\n");
285#endif
286
287 /* release the row */
288 SCIP_CALL( SCIPreleaseRow(masterprob, &row) );
289
290 (*result) = SCIP_SEPARATED;
291 }
292 else
293 {
294 SCIP_CALL( SCIPaddCons(masterprob, cons) );
295
296 SCIPdebugPrintCons(masterprob, cons, NULL);
297
298 SCIP_CALL( SCIPreleaseCons(masterprob, &cons) );
299
300 (*result) = SCIP_CONSADDED;
301 }
302
303 /* updating the cut added flag */
304 benderscutdata->cutadded = TRUE;
305
306 return SCIP_OKAY;
307}
308
309/*
310 * Callback methods of Benders' decomposition cuts
311 */
312
313/** destructor of Benders' decomposition cuts to free user data (called when SCIP is exiting) */
314static
315SCIP_DECL_BENDERSCUTFREE(benderscutFreeNogood)
316{ /*lint --e{715}*/
317 SCIP_BENDERSCUTDATA* benderscutdata;
318
319 assert( benderscut != NULL );
320 assert( strcmp(SCIPbenderscutGetName(benderscut), BENDERSCUT_NAME) == 0 );
321
322 /* free Benders' cut data */
323 benderscutdata = SCIPbenderscutGetData(benderscut);
324 assert( benderscutdata != NULL );
325
326 SCIPfreeBlockMemory(scip, &benderscutdata);
327
328 SCIPbenderscutSetData(benderscut, NULL);
329
330 return SCIP_OKAY;
331}
332
333
334/** execution method of Benders' decomposition cuts */
335static
336SCIP_DECL_BENDERSCUTEXEC(benderscutExecNogood)
337{ /*lint --e{715}*/
338 SCIP* subproblem;
339 SCIP_BENDERSCUTDATA* benderscutdata;
340
341 assert(scip != NULL);
342 assert(benders != NULL);
343 assert(benderscut != NULL);
344 assert(result != NULL);
345
346 subproblem = SCIPbendersSubproblem(benders, probnumber);
347
348 if( subproblem == NULL )
349 {
350 SCIPdebugMsg(scip, "The subproblem %d is set to NULL. The <%s> Benders' decomposition cut can not be executed.\n",
351 probnumber, BENDERSCUT_NAME);
352
353 (*result) = SCIP_DIDNOTRUN;
354 return SCIP_OKAY;
355 }
356
357 benderscutdata = SCIPbenderscutGetData(benderscut);
358 assert(benderscutdata != NULL);
359
360 /* at the first iteration we check the validity of the subproblem for generating nogood cuts */
361 if( benderscutdata->curriter == -1 )
362 checkSubproblemValidity(benders, benderscut);
363
364 /* if the curriter is less than the number of Benders' decomposition calls, then we are in a new round.
365 * So the cutadded flag must be set to FALSE
366 */
367 if( benderscutdata->curriter < SCIPbendersGetNCalls(benders) )
368 {
369 benderscutdata->curriter = SCIPbendersGetNCalls(benders);
370 benderscutdata->cutadded = FALSE;
371 }
372
373 /* if a cut has been added in this Benders' decomposition call, then no more must be added */
374 if( benderscutdata->cutadded )
375 return SCIP_OKAY;
376
377 /* it is only possible to generate nogood cuts if all linking variables are binary */
378 if( !benderscutdata->subprobsvalid )
379 {
380 SCIPwarningMessage(scip, "The nogood cuts have been disabled because some linking variables are not binary.\n"
381 "Since there is at least one non-convex subproblem, i.e. not LP or convex NLP, the problem will be solved heuristically.\n");
382
383 SCIPbenderscutSetEnabled(benderscut, FALSE);
384
385 return SCIP_OKAY;
386 }
387
388 /* We can not rely on complete recourse for the subproblems. As such, the subproblems may be feasible for the LP, but
389 * infeasible for the IP. As such, if one subproblem is infeasible, then a no good cut is generated.
390 */
391 if( SCIPgetStatus(subproblem) == SCIP_STATUS_INFEASIBLE )
392 {
393 /* generating a cut */
394 SCIP_CALL( generateAndApplyBendersNogoodCut(scip, benders, benderscut, sol, type, result) );
395 }
396
397 return SCIP_OKAY;
398}
399
400
401/*
402 * Benders' decomposition cuts specific interface methods
403 */
404
405/** creates the nogood Benders' decomposition cuts and includes it in SCIP */
407 SCIP* scip, /**< SCIP data structure */
408 SCIP_BENDERS* benders /**< Benders' decomposition */
409 )
410{
411 SCIP_BENDERSCUTDATA* benderscutdata;
412 SCIP_BENDERSCUT* benderscut;
414
415 assert(benders != NULL);
416
417 /* create nogood Benders' decomposition cuts data */
418 SCIP_CALL( SCIPallocBlockMemory(scip, &benderscutdata) );
419 benderscutdata->benders = benders;
420 benderscutdata->curriter = -1;
421 benderscutdata->cutadded = FALSE;
422 benderscutdata->subprobsvalid = TRUE;
423
424 benderscut = NULL;
425
426 /* include Benders' decomposition cuts */
428 BENDERSCUT_PRIORITY, BENDERSCUT_LPCUT, benderscutExecNogood, benderscutdata) );
429
430 assert(benderscut != NULL);
431
432 /* set non fundamental callbacks via setter functions */
433 SCIP_CALL( SCIPsetBenderscutFree(scip, benderscut, benderscutFreeNogood) );
434
435 /* add nogood Benders' decomposition cuts parameters */
436 (void) SCIPsnprintf(paramname, SCIP_MAXSTRLEN, "benders/%s/benderscut/%s/addcuts",
439 "should cuts be generated and added to the cutpool instead of global constraints directly added to the problem.",
440 &benderscutdata->addcuts, FALSE, SCIP_DEFAULT_ADDCUTS, NULL, NULL) );
441
442 return SCIP_OKAY;
443}
#define BENDERSCUT_LPCUT
#define BENDERSCUT_PRIORITY
#define BENDERSCUT_DESC
#define BENDERSCUT_NAME
#define SCIP_DEFAULT_ADDCUTS
static SCIP_RETCODE generateAndApplyBendersNogoodCut(SCIP *masterprob, SCIP_BENDERS *benders, SCIP_BENDERSCUT *benderscut, SCIP_SOL *sol, SCIP_BENDERSENFOTYPE type, SCIP_RESULT *result)
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)
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:255
#define SCIP_MAXSTRLEN
Definition def.h:276
#define SCIP_Bool
Definition def.h:98
#define SCIP_Real
Definition def.h:163
#define TRUE
Definition def.h:100
#define FALSE
Definition def.h:101
#define SCIP_LONGINT_FORMAT
Definition def.h:155
#define SCIP_CALL(x)
Definition def.h:362
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)
SCIP_STAGE SCIPgetStage(SCIP *scip)
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,...)
#define SCIPdebugMsg
void SCIPwarningMessage(SCIP *scip, const char *formatstr,...)
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:5966
int SCIPbendersGetNSubproblems(SCIP_BENDERS *benders)
Definition benders.c:6010
SCIP * SCIPbendersSubproblem(SCIP_BENDERS *benders, int probnumber)
Definition benders.c:6020
void SCIPbendersGetSubproblemMasterVarsData(SCIP_BENDERS *benders, int probnumber, SCIP_VAR ***vars, int *nvars, int *nbinvars, int *nintvars)
Definition benders.c:6258
int SCIPbendersGetNCalls(SCIP_BENDERS *benders)
Definition benders.c:6032
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,)
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
return SCIP_OKAY
static SCIP_SOL * sol
assert(minobj< SCIPgetCutoffbound(scip))
int nvars
static SCIP_VAR ** vars
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)
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
struct SCIP_Benders SCIP_BENDERS
@ SCIP_BENDERSENFOTYPE_RELAX
@ SCIP_BENDERSENFOTYPE_LP
@ SCIP_BENDERSENFOTYPE_CHECK
@ SCIP_BENDERSENFOTYPE_PSEUDO
enum SCIP_BendersEnfoType SCIP_BENDERSENFOTYPE
struct SCIP_Benderscut SCIP_BENDERSCUT
#define SCIP_DECL_BENDERSCUTEXEC(x)
struct SCIP_BenderscutData SCIP_BENDERSCUTDATA
#define SCIP_DECL_BENDERSCUTFREE(x)
struct SCIP_Cons SCIP_CONS
Definition type_cons.h:63
struct SCIP_Conshdlr SCIP_CONSHDLR
Definition type_cons.h:62
struct SCIP_Row SCIP_ROW
Definition type_lp.h:105
type definitions for message output methods
@ 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
enum SCIP_Retcode SCIP_RETCODE
struct Scip SCIP
Definition type_scip.h:39
@ SCIP_STAGE_INITSOLVE
Definition type_set.h:52
struct SCIP_Sol SCIP_SOL
Definition type_sol.h:57
@ SCIP_STATUS_INFEASIBLE
Definition type_stat.h:44
struct SCIP_Var SCIP_VAR
Definition type_var.h:166