Scippy

    SCIP

    Solving Constraint Integer Programs

    heur_fracdiving.c
    Go to the documentation of this file.
    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 heur_fracdiving.c
    26 * @ingroup DEFPLUGINS_HEUR
    27 * @brief LP diving heuristic that chooses fixings w.r.t. the fractionalities
    28 * @author Tobias Achterberg
    29 */
    30
    31/*---+----1----+----2----+----3----+----4----+----5----+----6----+----7----+----8----+----9----+----0----+----1----+----2*/
    32
    34#include "scip/heuristics.h"
    35#include "scip/pub_heur.h"
    36#include "scip/pub_message.h"
    37#include "scip/pub_misc.h"
    38#include "scip/pub_var.h"
    39#include "scip/scip_heur.h"
    40#include "scip/scip_mem.h"
    41#include "scip/scip_numerics.h"
    42#include "scip/scip_prob.h"
    43#include "scip/scip_sol.h"
    44#include <string.h>
    45
    46#define HEUR_NAME "fracdiving"
    47#define HEUR_DESC "LP diving heuristic that chooses fixings w.r.t. the fractionalities"
    48#define HEUR_DISPCHAR SCIP_HEURDISPCHAR_DIVING
    49#define HEUR_PRIORITY -1003000
    50#define HEUR_FREQ 10
    51#define HEUR_FREQOFS 3
    52#define HEUR_MAXDEPTH -1
    53#define HEUR_TIMING SCIP_HEURTIMING_AFTERLPPLUNGE
    54#define HEUR_USESSUBSCIP FALSE /**< does the heuristic use a secondary SCIP instance? */
    55#define DIVESET_DIVETYPES SCIP_DIVETYPE_INTEGRALITY | SCIP_DIVETYPE_SOS1VARIABLE /**< bit mask that represents all supported dive types */
    56#define DIVESET_ISPUBLIC TRUE /**< is this dive set publicly available (ie., can be used by other primal heuristics?) */
    57
    58
    59/*
    60 * Default parameter settings
    61 */
    62
    63#define DEFAULT_MINRELDEPTH 0.0 /**< minimal relative depth to start diving */
    64#define DEFAULT_MAXRELDEPTH 1.0 /**< maximal relative depth to start diving */
    65#define DEFAULT_MAXLPITERQUOT 0.05 /**< maximal fraction of diving LP iterations compared to node LP iterations */
    66#define DEFAULT_MAXLPITEROFS 1000 /**< additional number of allowed LP iterations */
    67#define DEFAULT_MAXDIVEUBQUOT 0.8 /**< maximal quotient (curlowerbound - lowerbound)/(cutoffbound - lowerbound)
    68 * where diving is performed (0.0: no limit) */
    69#define DEFAULT_MAXDIVEAVGQUOT 0.0 /**< maximal quotient (curlowerbound - lowerbound)/(avglowerbound - lowerbound)
    70 * where diving is performed (0.0: no limit) */
    71#define DEFAULT_MAXDIVEUBQUOTNOSOL 0.1 /**< maximal UBQUOT when no solution was found yet (0.0: no limit) */
    72#define DEFAULT_MAXDIVEAVGQUOTNOSOL 0.0 /**< maximal AVGQUOT when no solution was found yet (0.0: no limit) */
    73#define DEFAULT_BACKTRACK TRUE /**< use one level of backtracking if infeasibility is encountered? */
    74
    75#define DEFAULT_LPRESOLVEDOMCHGQUOT 0.15 /**< percentage of immediate domain changes during probing to trigger LP resolve */
    76#define DEFAULT_LPSOLVEFREQ 0 /**< LP solve frequency for diving heuristics */
    77#define DEFAULT_ONLYLPBRANCHCANDS FALSE /**< should only LP branching candidates be considered instead of the slower but
    78 * more general constraint handler diving variable selection? */
    79#define DEFAULT_RANDSEED 89 /**< initial random seed */
    80
    81/* locally defined heuristic data */
    82struct SCIP_HeurData
    83{
    84 SCIP_SOL* sol; /**< working solution */
    85};
    86
    87
    88/*
    89 * local methods
    90 */
    91
    92/*
    93 * Callback methods
    94 */
    95
    96/** copy method for primal heuristic plugins (called when SCIP copies plugins) */
    97static
    98SCIP_DECL_HEURCOPY(heurCopyFracdiving)
    99{ /*lint --e{715}*/
    100 assert(scip != NULL);
    101 assert(heur != NULL);
    102 assert(strcmp(SCIPheurGetName(heur), HEUR_NAME) == 0);
    103
    104 /* call inclusion method of primal heuristic */
    106
    107 return SCIP_OKAY;
    108}
    109
    110/** destructor of primal heuristic to free user data (called when SCIP is exiting) */
    111static
    112SCIP_DECL_HEURFREE(heurFreeFracdiving) /*lint --e{715}*/
    113{ /*lint --e{715}*/
    114 SCIP_HEURDATA* heurdata;
    115
    116 assert(heur != NULL);
    117 assert(strcmp(SCIPheurGetName(heur), HEUR_NAME) == 0);
    118 assert(scip != NULL);
    119
    120 /* free heuristic data */
    121 heurdata = SCIPheurGetData(heur);
    122 assert(heurdata != NULL);
    123
    124 SCIPfreeBlockMemory(scip, &heurdata);
    125 SCIPheurSetData(heur, NULL);
    126
    127 return SCIP_OKAY;
    128}
    129
    130
    131/** initialization method of primal heuristic (called after problem was transformed) */
    132static
    133SCIP_DECL_HEURINIT(heurInitFracdiving) /*lint --e{715}*/
    134{ /*lint --e{715}*/
    135 SCIP_HEURDATA* heurdata;
    136
    137 assert(heur != NULL);
    138 assert(strcmp(SCIPheurGetName(heur), HEUR_NAME) == 0);
    139
    140 /* get heuristic data */
    141 heurdata = SCIPheurGetData(heur);
    142 assert(heurdata != NULL);
    143
    144 /* create working solution */
    145 SCIP_CALL( SCIPcreateSol(scip, &heurdata->sol, heur) );
    146
    147 return SCIP_OKAY;
    148}
    149
    150
    151/** deinitialization method of primal heuristic (called before transformed problem is freed) */
    152static
    153SCIP_DECL_HEUREXIT(heurExitFracdiving) /*lint --e{715}*/
    154{ /*lint --e{715}*/
    155 SCIP_HEURDATA* heurdata;
    156
    157 assert(heur != NULL);
    158 assert(strcmp(SCIPheurGetName(heur), HEUR_NAME) == 0);
    159
    160 /* get heuristic data */
    161 heurdata = SCIPheurGetData(heur);
    162 assert(heurdata != NULL);
    163
    164 /* free working solution */
    165 SCIP_CALL( SCIPfreeSol(scip, &heurdata->sol) );
    166
    167 return SCIP_OKAY;
    168}
    169
    170
    171/** execution method of primal heuristic */
    172static
    173SCIP_DECL_HEUREXEC(heurExecFracdiving) /*lint --e{715}*/
    174{ /*lint --e{715}*/
    175 SCIP_HEURDATA* heurdata;
    176 SCIP_DIVESET* diveset;
    177
    178 heurdata = SCIPheurGetData(heur);
    179 assert(heurdata != NULL);
    180
    181 assert(SCIPheurGetNDivesets(heur) > 0);
    182 assert(SCIPheurGetDivesets(heur) != NULL);
    183 diveset = SCIPheurGetDivesets(heur)[0];
    184 assert(diveset != NULL);
    185
    186 *result = SCIP_DIDNOTRUN;
    187
    188 SCIP_CALL( SCIPperformGenericDivingAlgorithm(scip, diveset, heurdata->sol, heur, result, nodeinfeasible, -1L, -1, -1.0, SCIP_DIVECONTEXT_SINGLE) );
    189
    190 return SCIP_OKAY;
    191}
    192
    193/** calculate score and preferred rounding direction for the candidate variable; the best candidate maximizes the
    194 * score
    195 */
    196static
    197SCIP_DECL_DIVESETGETSCORE(divesetGetScoreFracdiving)
    198{
    199 SCIP_Real obj;
    200 SCIP_Real objnorm;
    201 SCIP_Real objgain;
    202 SCIP_Bool mayrounddown;
    203 SCIP_Bool mayroundup;
    204
    205 /* score fractionality if candidate is an SOS1 variable */
    206 if ( divetype == SCIP_DIVETYPE_SOS1VARIABLE )
    207 {
    208 *score = candsfrac;
    209
    210 /* 'round' in nonzero direction, i.e., fix the candidates neighbors in the conflict graph to zero */
    211 *roundup = SCIPisFeasPositive(scip, candsol);
    212
    213 return SCIP_OKAY;
    214 }
    215
    216 mayrounddown = SCIPvarMayRoundDown(cand);
    217 mayroundup = SCIPvarMayRoundUp(cand);
    218
    219 /* choose rounding direction:
    220 * - if variable may be rounded in either both or neither direction, round corresponding to the fractionality
    221 * - otherwise, round in the infeasible direction, because feasible direction is tried by rounding
    222 * the current fractional solution
    223 */
    224 if( mayrounddown != mayroundup )
    225 *roundup = mayrounddown;
    226 /* try to avoid variability; decide randomly if the LP solution can contain some noise. */
    227 else if( SCIPisEQ(scip, candsfrac, 0.5) )
    228 *roundup = (SCIPrandomGetInt(SCIPdivesetGetRandnumgen(diveset), 0, 1) == 0);
    229 else
    230 *roundup = (candsfrac > 0.5);
    231
    232 obj = SCIPvarGetObj(cand);
    233 objnorm = SCIPgetObjNorm(scip);
    234
    235 /* divide by objective norm to normalize obj into [-1,1] */
    236 if( SCIPisPositive(scip, objnorm) )
    237 obj /= objnorm;
    238
    239 /* calculate objective gain and fractionality for the selected rounding direction */
    240 if( *roundup )
    241 {
    242 candsfrac = 1.0 - candsfrac;
    243 objgain = obj * candsfrac;
    244 }
    245 else
    246 objgain = -obj * candsfrac;
    247
    248 assert(objgain >= -1.0 && objgain <= 1.0);
    249
    250 /* penalize too small fractions */
    251 if( SCIPisEQ(scip, candsfrac, 0.01) )
    252 {
    253 /* try to avoid variability; decide randomly if the LP solution can contain some noise.
    254 * use a 1:SCIP_PROBINGSCORE_PENALTYRATIO chance for increasing the fractionality, i.e., the score.
    255 */
    257 candsfrac += 10.0;
    258 }
    259 else if( candsfrac < 0.01 )
    260 candsfrac += 10.0;
    261
    262 /* prefer decisions on binary variables */
    263 if( !SCIPvarIsBinary(cand) )
    264 candsfrac *= 1000.0;
    265
    266 /* prefer variables which cannot be rounded by scoring their fractionality */
    267 if( !(mayrounddown || mayroundup) )
    268 *score = -candsfrac;
    269 else
    270 *score = -2.0 - objgain;
    271
    272 return SCIP_OKAY;
    273}
    274
    275#define divesetAvailableFracdiving NULL
    276
    277/*
    278 * heuristic specific interface methods
    279 */
    280
    281/** creates the fracdiving heuristic and includes it in SCIP */
    283 SCIP* scip /**< SCIP data structure */
    284 )
    285{
    286 SCIP_HEURDATA* heurdata;
    287 SCIP_HEUR* heur;
    288
    289 /* create Fracdiving primal heuristic data */
    290 SCIP_CALL( SCIPallocBlockMemory(scip, &heurdata) );
    291
    292 /* include primal heuristic */
    295 HEUR_MAXDEPTH, HEUR_TIMING, HEUR_USESSUBSCIP, heurExecFracdiving, heurdata) );
    296
    297 assert(heur != NULL);
    298
    299 /* primal heuristic is safe to use in exact solving mode */
    300 SCIPheurMarkExact(heur);
    301
    302 /* set non-NULL pointers to callback methods */
    303 SCIP_CALL( SCIPsetHeurCopy(scip, heur, heurCopyFracdiving) );
    304 SCIP_CALL( SCIPsetHeurFree(scip, heur, heurFreeFracdiving) );
    305 SCIP_CALL( SCIPsetHeurInit(scip, heur, heurInitFracdiving) );
    306 SCIP_CALL( SCIPsetHeurExit(scip, heur, heurExitFracdiving) );
    307
    308 /* create a diveset (this will automatically install some additional parameters for the heuristic)*/
    313 DIVESET_ISPUBLIC, DIVESET_DIVETYPES, divesetGetScoreFracdiving, divesetAvailableFracdiving) );
    314
    315 return SCIP_OKAY;
    316}
    317
    #define NULL
    Definition: def.h:248
    #define SCIP_PROBINGSCORE_PENALTYRATIO
    Definition: def.h:303
    #define SCIP_Bool
    Definition: def.h:91
    #define SCIP_Real
    Definition: def.h:156
    #define SCIP_CALL(x)
    Definition: def.h:355
    SCIP_Real SCIPgetObjNorm(SCIP *scip)
    Definition: scip_prob.c:1880
    SCIP_RETCODE SCIPincludeHeurFracdiving(SCIP *scip)
    SCIP_RETCODE SCIPcreateDiveset(SCIP *scip, SCIP_DIVESET **diveset, SCIP_HEUR *heur, const char *name, SCIP_Real minreldepth, SCIP_Real maxreldepth, SCIP_Real maxlpiterquot, SCIP_Real maxdiveubquot, SCIP_Real maxdiveavgquot, SCIP_Real maxdiveubquotnosol, SCIP_Real maxdiveavgquotnosol, SCIP_Real lpresolvedomchgquot, int lpsolvefreq, int maxlpiterofs, unsigned int initialseed, SCIP_Bool backtrack, SCIP_Bool onlylpbranchcands, SCIP_Bool ispublic, SCIP_Bool specificsos1score, SCIP_DECL_DIVESETGETSCORE((*divesetgetscore)), SCIP_DECL_DIVESETAVAILABLE((*divesetavailable)))
    Definition: scip_heur.c:323
    SCIP_RANDNUMGEN * SCIPdivesetGetRandnumgen(SCIP_DIVESET *diveset)
    Definition: heur.c:720
    SCIP_RETCODE SCIPsetHeurCopy(SCIP *scip, SCIP_HEUR *heur, SCIP_DECL_HEURCOPY((*heurcopy)))
    Definition: scip_heur.c:167
    SCIP_HEURDATA * SCIPheurGetData(SCIP_HEUR *heur)
    Definition: heur.c:1368
    SCIP_RETCODE SCIPincludeHeurBasic(SCIP *scip, SCIP_HEUR **heur, const char *name, const char *desc, char dispchar, int priority, int freq, int freqofs, int maxdepth, SCIP_HEURTIMING timingmask, SCIP_Bool usessubscip, SCIP_DECL_HEUREXEC((*heurexec)), SCIP_HEURDATA *heurdata)
    Definition: scip_heur.c:122
    SCIP_RETCODE SCIPsetHeurFree(SCIP *scip, SCIP_HEUR *heur, SCIP_DECL_HEURFREE((*heurfree)))
    Definition: scip_heur.c:183
    SCIP_RETCODE SCIPsetHeurExit(SCIP *scip, SCIP_HEUR *heur, SCIP_DECL_HEUREXIT((*heurexit)))
    Definition: scip_heur.c:215
    int SCIPheurGetNDivesets(SCIP_HEUR *heur)
    Definition: heur.c:1675
    void SCIPheurMarkExact(SCIP_HEUR *heur)
    Definition: heur.c:1457
    SCIP_RETCODE SCIPsetHeurInit(SCIP *scip, SCIP_HEUR *heur, SCIP_DECL_HEURINIT((*heurinit)))
    Definition: scip_heur.c:199
    const char * SCIPheurGetName(SCIP_HEUR *heur)
    Definition: heur.c:1467
    SCIP_DIVESET ** SCIPheurGetDivesets(SCIP_HEUR *heur)
    Definition: heur.c:1665
    void SCIPheurSetData(SCIP_HEUR *heur, SCIP_HEURDATA *heurdata)
    Definition: heur.c:1378
    #define SCIPfreeBlockMemory(scip, ptr)
    Definition: scip_mem.h:108
    #define SCIPallocBlockMemory(scip, ptr)
    Definition: scip_mem.h:89
    SCIP_RETCODE SCIPcreateSol(SCIP *scip, SCIP_SOL **sol, SCIP_HEUR *heur)
    Definition: scip_sol.c:516
    SCIP_RETCODE SCIPfreeSol(SCIP *scip, SCIP_SOL **sol)
    Definition: scip_sol.c:1252
    SCIP_RETCODE SCIPperformGenericDivingAlgorithm(SCIP *scip, SCIP_DIVESET *diveset, SCIP_SOL *worksol, SCIP_HEUR *heur, SCIP_RESULT *result, SCIP_Bool nodeinfeasible, SCIP_Longint iterlim, int nodelimit, SCIP_Real lpresolvedomchgquot, SCIP_DIVECONTEXT divecontext)
    Definition: heuristics.c:221
    SCIP_Bool SCIPisPositive(SCIP *scip, SCIP_Real val)
    SCIP_Bool SCIPisEQ(SCIP *scip, SCIP_Real val1, SCIP_Real val2)
    SCIP_Bool SCIPisFeasPositive(SCIP *scip, SCIP_Real val)
    SCIP_Bool SCIPvarMayRoundUp(SCIP_VAR *var)
    Definition: var.c:4484
    SCIP_Bool SCIPvarIsBinary(SCIP_VAR *var)
    Definition: var.c:23478
    SCIP_Bool SCIPvarMayRoundDown(SCIP_VAR *var)
    Definition: var.c:4473
    SCIP_Real SCIPvarGetObj(SCIP_VAR *var)
    Definition: var.c:23900
    int SCIPrandomGetInt(SCIP_RANDNUMGEN *randnumgen, int minrandval, int maxrandval)
    Definition: misc.c:10223
    #define DEFAULT_ONLYLPBRANCHCANDS
    static SCIP_DECL_HEURFREE(heurFreeFracdiving)
    static SCIP_DECL_HEUREXEC(heurExecFracdiving)
    #define DEFAULT_MAXDIVEUBQUOT
    #define DEFAULT_LPRESOLVEDOMCHGQUOT
    static SCIP_DECL_DIVESETGETSCORE(divesetGetScoreFracdiving)
    #define HEUR_TIMING
    #define DEFAULT_MAXLPITERQUOT
    #define HEUR_FREQOFS
    static SCIP_DECL_HEUREXIT(heurExitFracdiving)
    #define HEUR_DESC
    #define DEFAULT_MAXDIVEAVGQUOT
    #define DEFAULT_LPSOLVEFREQ
    #define DEFAULT_BACKTRACK
    #define DEFAULT_MAXDIVEUBQUOTNOSOL
    #define HEUR_DISPCHAR
    #define HEUR_MAXDEPTH
    static SCIP_DECL_HEURCOPY(heurCopyFracdiving)
    #define HEUR_PRIORITY
    #define DEFAULT_MAXRELDEPTH
    #define DEFAULT_MAXLPITEROFS
    static SCIP_DECL_HEURINIT(heurInitFracdiving)
    #define DEFAULT_MAXDIVEAVGQUOTNOSOL
    #define HEUR_NAME
    #define DEFAULT_RANDSEED
    #define DIVESET_DIVETYPES
    #define divesetAvailableFracdiving
    #define DIVESET_ISPUBLIC
    #define HEUR_FREQ
    #define DEFAULT_MINRELDEPTH
    #define HEUR_USESSUBSCIP
    LP diving heuristic that chooses fixings w.r.t. the fractionalities.
    methods commonly used by primal heuristics
    public methods for primal heuristics
    public methods for message output
    public data structures and miscellaneous methods
    public methods for problem variables
    public methods for primal heuristic plugins and divesets
    public methods for memory management
    public methods for numerical tolerances
    public methods for global and local (sub)problems
    public methods for solutions
    SCIP_SOL * sol
    Definition: struct_heur.h:71
    struct SCIP_HeurData SCIP_HEURDATA
    Definition: type_heur.h:77
    #define SCIP_DIVETYPE_SOS1VARIABLE
    Definition: type_heur.h:61
    @ SCIP_DIVECONTEXT_SINGLE
    Definition: type_heur.h:69
    @ SCIP_DIDNOTRUN
    Definition: type_result.h:42
    @ SCIP_OKAY
    Definition: type_retcode.h:42
    enum SCIP_Retcode SCIP_RETCODE
    Definition: type_retcode.h:63