Scippy

SCIP

Solving Constraint Integer Programs

expr_sum.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) 2002-2024 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 expr_sum.c
26 * @ingroup DEFPLUGINS_EXPR
27 * @brief sum expression handler
28 * @author Stefan Vigerske
29 * @author Benjamin Mueller
30 * @author Felipe Serrano
31 */
32
33/*---+----1----+----2----+----3----+----4----+----5----+----6----+----7----+----8----+----9----+----0----+----1----+----2*/
34
35#include <string.h>
36#include <stddef.h>
37
38#include "scip/expr_sum.h"
39#include "scip/expr_value.h"
40#include "scip/expr_product.h"
41#include "scip/expr_exp.h"
42#include "scip/expr_pow.h"
44
45#define EXPRHDLR_NAME "sum"
46#define EXPRHDLR_DESC "summation with coefficients and a constant"
47#define EXPRHDLR_PRECEDENCE 40000
48#define EXPRHDLR_HASHKEY SCIPcalcFibHash(47161.0)
49
50/** macro to activate/deactivate debugging information of simplify method */
51/*lint -emacro(774,debugSimplify) */
52#ifdef SIMPLIFY_DEBUG
53#define debugSimplify printf
54#else
55#define debugSimplify while( FALSE ) printf
56#endif
57
58/*
59 * Data structures
60 */
61
62/** expression data */
63struct SCIP_ExprData
64{
65 SCIP_Real constant; /**< constant coefficient */
66 SCIP_Real* coefficients; /**< coefficients of children */
67 int coefssize; /**< size of the coefficients array */
68};
69
70/*
71 * Local methods
72 */
73
74/** creates expression data */
75static
77 SCIP* scip, /**< SCIP data structure */
78 SCIP_EXPRDATA** exprdata, /**< pointer where to store expression data */
79 int ncoefficients, /**< number of coefficients (i.e., number of children) */
80 SCIP_Real* coefficients, /**< array with coefficients for all children (or NULL if all 1.0) */
81 SCIP_Real constant /**< constant term of sum */
82 )
83{
84 assert(exprdata != NULL);
85 assert(ncoefficients >= 0);
86
88
89 if( coefficients != NULL )
90 {
91 SCIP_CALL( SCIPduplicateBlockMemoryArray(scip, &(*exprdata)->coefficients, coefficients, ncoefficients) );
92 }
93 else
94 {
95 int i;
96
97 SCIP_CALL( SCIPallocBlockMemoryArray(scip, &(*exprdata)->coefficients, ncoefficients) );
98 for( i = 0; i < ncoefficients; ++i )
99 (*exprdata)->coefficients[i] = 1.0;
100 }
101
102 (*exprdata)->coefssize = ncoefficients;
103 (*exprdata)->constant = constant;
104
105 return SCIP_OKAY;
106}
107
108/** simplifies the `idx`-th child of the sum expression `duplicate` in order for it to be able to be a child of a simplified sum
109 *
110 * for example, this means that the `idx`-th child cannot be itself a sum
111 * if it is, we have to flatten it, i.e., take all its children and make them children of `duplicate`
112 */
113static
115 SCIP* scip, /**< SCIP data structure */
116 SCIP_EXPR* duplicate, /**< expression to be simplified */
117 int idx, /**< idx of children to be simplified */
118 SCIP_Bool* changed, /**< pointer to store if some term actually got simplified */
119 SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), /**< function to call to create ownerdata */
120 void* ownercreatedata /**< data to pass to ownercreate */
121 )
122{
123 SCIP_EXPR** children;
124 SCIP_EXPR* expr;
125 SCIP_Real* coefs;
126 SCIP_Real constant ;
127 SCIP_Real coef;
128
129 assert(duplicate != NULL);
130 assert(idx >= 0);
131 assert(idx < SCIPexprGetNChildren(duplicate));
132 assert(changed != NULL);
133
134 children = SCIPexprGetChildren(duplicate);
135 coefs = SCIPgetCoefsExprSum(duplicate);
136 constant = SCIPgetConstantExprSum(duplicate);
137
138 coef = coefs[idx];
139 expr = children[idx];
140 assert(expr != NULL);
141
142 /* enforces SS3 */
143 if( SCIPisExprValue(scip, expr) )
144 {
145 *changed = TRUE;
146 constant += coef * SCIPgetValueExprValue(expr);
147 SCIPsetConstantExprSum(duplicate, constant);
148
149 /* TODO: remove child? */
150 coefs[idx] = 0.0;
151
152 return SCIP_OKAY;
153 }
154
155 /* enforces SS2 */
156 if( SCIPisExprSum(scip, expr) )
157 {
158 *changed = TRUE;
159
160 /* pass constant to parent */
161 constant += coef * SCIPgetConstantExprSum(expr);
162 SCIPsetConstantExprSum(duplicate, constant);
163
164 /* append all children of expr on parent except the first one */
165 if( SCIPexprGetNChildren(expr) > 1 )
166 {
167 int i;
168
169 for( i = 1; i < SCIPexprGetNChildren(expr); ++i )
170 {
171 assert(!SCIPisExprSum(scip, SCIPexprGetChildren(expr)[i]));
173 coef * SCIPgetCoefsExprSum(expr)[i]) );
174 }
175 }
176
177 /* replace expr with first child; need to get data again since it might be re-allocated */
178 assert(!SCIPisExprSum(scip, SCIPexprGetChildren(expr)[0]));
179
180 coefs = SCIPgetCoefsExprSum(duplicate);
181
182 coefs[idx] = coef * SCIPgetCoefsExprSum(expr)[0];
183 SCIP_CALL( SCIPreplaceExprChild(scip, duplicate, idx, SCIPexprGetChildren(expr)[0]) );
184
185 return SCIP_OKAY;
186 }
187
188 /* enforce SS9 */
189 if( REALABS(coef) != 1.0 && SCIPisExprProduct(scip, expr) )
190 {
191 SCIP_EXPR* expchild = NULL;
192 int i;
193
194 for( i = 0; i < SCIPexprGetNChildren(expr); ++i )
195 {
196 SCIP_EXPR* child = SCIPexprGetChildren(expr)[i];
197 assert(child != NULL);
198
199 if( SCIPisExprExp(scip, child) )
200 {
201 expchild = child;
202 break;
203 }
204 }
205
206 /* coef != +- 1, term is product and one factor is an exponential -> enforce SS9 */
207 if( expchild != NULL )
208 {
209 SCIP_EXPR* sum;
210 SCIP_EXPR* prod;
211 SCIP_EXPR* simplifiedprod;
212 SCIP_EXPR* simplifiedsum;
213 SCIP_EXPR* exponential;
214 SCIP_EXPR* simplifiedexp;
215 SCIP_Real expconstant;
216
217 /* inform that expression will change */
218 *changed = TRUE;
219
220 /* compute expchild's coefficient as +- 1.0 * exp(log(abs(coef))) */
221 if( coef > 0.0 )
222 {
223 expconstant = log(coef);
224 coefs[idx] = 1.0;
225 }
226 else
227 {
228 expconstant = log(-coef);
229 coefs[idx] = -1.0;
230 }
231
232 /* add constant to exponential's child */
233 SCIP_CALL( SCIPcreateExprSum(scip, &sum, 1, SCIPexprGetChildren(expchild), NULL, expconstant, ownercreate,
234 ownercreatedata) );
235
236 /* simplify sum */
237 SCIP_CALL( SCIPcallExprSimplify(scip, sum, &simplifiedsum, ownercreate, ownercreatedata) );
239
240 /* create exponential with new child */
241 SCIP_CALL( SCIPcreateExprExp(scip, &exponential, simplifiedsum, ownercreate, ownercreatedata) );
242 SCIP_CALL( SCIPreleaseExpr(scip, &simplifiedsum) );
243
244 /* simplify exponential */
245 SCIP_CALL( SCIPcallExprSimplify(scip, exponential, &simplifiedexp, ownercreate, ownercreatedata) );
246 SCIP_CALL( SCIPreleaseExpr(scip, &exponential) );
247
248 /* create product with new child */
249 SCIP_CALL( SCIPcreateExprProduct(scip, &prod, 0, NULL, 1.0, ownercreate, ownercreatedata) );
250
251 for( i = 0; i < SCIPexprGetNChildren(expr); ++i )
252 {
253 if( SCIPexprGetChildren(expr)[i] == expchild )
254 {
255 SCIP_CALL( SCIPappendExprChild(scip, prod, simplifiedexp) );
256 }
257 else
258 {
260 }
261 }
262 SCIP_CALL( SCIPreleaseExpr(scip, &simplifiedexp) );
263
264 /* simplify product */
265 SCIP_CALL( SCIPcallExprSimplify(scip, prod, &simplifiedprod, ownercreate, ownercreatedata) );
266 SCIP_CALL( SCIPreleaseExpr(scip, &prod) );
267
268 /* replace current child with simplified product */
269 SCIP_CALL( SCIPreplaceExprChild(scip, duplicate, idx, simplifiedprod) );
270 SCIP_CALL( SCIPreleaseExpr(scip, &simplifiedprod) );
271
272 /* since the simplified product can be a sum ( exp(-1)*exp(log(x+y)+1) -> x+y ),
273 * we call the function we are in again
274 * this is no endless recursion, since the coef is now +- 1
275 */
276 SCIP_CALL( simplifyTerm(scip, duplicate, idx, changed, ownercreate, ownercreatedata) );
277
278 return SCIP_OKAY;
279 }
280 }
281
282 /* enforce SS10 */
283 if( REALABS(coef) != 1.0 && SCIPisExprExp(scip, expr) )
284 {
285 /* coef != +- 1, term is exponential -> enforce SS10 by moving |coef| into argument of exponential */
286
287 SCIP_EXPR* sum;
288 SCIP_EXPR* simplifiedsum;
289 SCIP_EXPR* exponential;
290 SCIP_EXPR* simplifiedexp;
291 SCIP_Real expconstant;
292
293 /* inform that expression will change */
294 *changed = TRUE;
295
296 /* compute expchild's coefficient as +- 1.0 * exp(log(abs(coef))) */
297 if( coef > 0.0 )
298 {
299 expconstant = log(coef);
300 coefs[idx] = 1.0;
301 }
302 else
303 {
304 expconstant = log(-coef);
305 coefs[idx] = -1.0;
306 }
307
308 /* add constant to exponential's child */
309 SCIP_CALL( SCIPcreateExprSum(scip, &sum, 1, SCIPexprGetChildren(expr), NULL, expconstant, ownercreate,
310 ownercreatedata) ); /* expconstant+expchild */
311
312 /* simplify sum */
313 SCIP_CALL( SCIPcallExprSimplify(scip, sum, &simplifiedsum, ownercreate, ownercreatedata) );
315
316 /* create exponential with new child */
317 SCIP_CALL( SCIPcreateExprExp(scip, &exponential, simplifiedsum, ownercreate, ownercreatedata) );
318 SCIP_CALL( SCIPreleaseExpr(scip, &simplifiedsum) );
319
320 /* simplify exponential */
321 SCIP_CALL( SCIPcallExprSimplify(scip, exponential, &simplifiedexp, ownercreate, ownercreatedata) );
322 SCIP_CALL( SCIPreleaseExpr(scip, &exponential) );
323
324 /* replace current child with simplified exponential */
325 SCIP_CALL( SCIPreplaceExprChild(scip, duplicate, idx, simplifiedexp) );
326 SCIP_CALL( SCIPreleaseExpr(scip, &simplifiedexp) );
327
328 return SCIP_OKAY;
329 }
330
331 /* other types of (simplified) expressions can be a child of a simplified sum */
332 assert(!SCIPisExprSum(scip, expr));
333 assert(!SCIPisExprValue(scip, expr));
334
335 return SCIP_OKAY;
336}
337
338/** helper struct for expressions sort */
339typedef struct
340{
341 SCIP* scip; /**< SCIP data structure */
342 SCIP_EXPR** exprs; /**< expressions */
344
345static
347{
348 SORTEXPRDATA* data = (SORTEXPRDATA*)dataptr;
349
350 return SCIPcompareExpr(data->scip, data->exprs[ind1], data->exprs[ind2]);
351}
352
353/*
354 * Callback methods of expression handler
355 */
356
357/** simplifies a sum expression
358 *
359 * goes through each child and simplifies it; then sorts the simplified children; then sum the children that are equal;
360 * finally creates a sum expression with all the children that do not have a 0 coefficient and post-process so that SS6
361 * and SS7 are satisfied
362 */
363static
365{ /*lint --e{715}*/
366 SCIP_EXPR** children;
367 SCIP_EXPR* duplicate = NULL;
368 SCIP_EXPR** newchildren = NULL;
369 SCIP_Real* newcoefs = NULL;
370 int nnewchildren;
371 SCIP_Real newconstant;
372 SCIP_Real* coefs;
373 int i;
374 int nchildren;
375 SCIP_Bool changed;
376 SORTEXPRDATA sortdata;
377 int* order = NULL;
378
379 assert(expr != NULL);
380 assert(simplifiedexpr != NULL);
381 assert(SCIPexprGetHdlr(expr) == SCIPgetExprhdlrSum(scip));
382
383 changed = FALSE;
384
385 /* TODO: maybe have a flag to know if it is simplified ? */
386 /* TODO: can we do this with a shallow duplicate + copy of children pointer? currently simplifyTerm may modify children,
387 * so one would need to be careful
388 */
389 SCIP_CALL( SCIPduplicateExpr(scip, expr, &duplicate, NULL, NULL, ownercreate, ownercreatedata) );
390 assert(duplicate != NULL);
391
392 nchildren = SCIPexprGetNChildren(duplicate);
393 for( i = 0; i < nchildren; i++ )
394 {
395 /* enforces SS8 TODO: remove child? */
396 /* we have to ask for the coefs everytime, since it might get realloced in simpifyTerm */
397 if( SCIPgetCoefsExprSum(duplicate)[i] == 0.0 )
398 {
399 changed = TRUE;
400 continue;
401 }
402
403 /* enforces SS2, SS3, SS9, and SS10 */
404 SCIP_CALL( simplifyTerm(scip, duplicate, i, &changed, ownercreate, ownercreatedata) );
405 }
406
407 /* simplifyTerm can add new children to duplicate and realloc them; so get them again */
408 nchildren = SCIPexprGetNChildren(duplicate);
409 children = SCIPexprGetChildren(duplicate);
410 coefs = SCIPgetCoefsExprSum(duplicate);
411
412 /* treat zero term case */
413 if( nchildren == 0 )
414 {
415 SCIP_CALL( SCIPcreateExprValue(scip, simplifiedexpr, SCIPgetConstantExprSum(duplicate), ownercreate, ownercreatedata) );
416 goto CLEANUP;
417 }
418
419 /* treat one term case */
420 if( nchildren == 1 )
421 {
422 if( coefs[0] == 0.0 )
423 {
424 SCIP_CALL( SCIPcreateExprValue(scip, simplifiedexpr, SCIPgetConstantExprSum(duplicate), ownercreate, ownercreatedata) );
425 goto CLEANUP;
426 }
427
428 if( coefs[0] == 1.0 && SCIPgetConstantExprSum(duplicate) == 0.0 )
429 *simplifiedexpr = children[0]; /* SS7 */
430 else
431 *simplifiedexpr = changed ? duplicate : expr;
432
433 SCIPcaptureExpr(*simplifiedexpr);
434
435 goto CLEANUP;
436 }
437
438 /* enforces SS5: sort children */
439 SCIP_CALL( SCIPallocBufferArray(scip, &order, nchildren) );
440 for( i = 0; i < nchildren; i++ )
441 order[i] = i;
442 sortdata.scip = scip;
443 sortdata.exprs = children;
444 SCIPsortInd(order, sortExprComp, (void*)&sortdata, nchildren);
445
446 /* create sorted variant of children and coefs */
447 SCIP_CALL( SCIPallocBufferArray(scip, &newchildren, nchildren) );
448 SCIP_CALL( SCIPallocBufferArray(scip, &newcoefs, nchildren) );
449 for( i = 0; i < nchildren; ++i )
450 {
451 newchildren[i] = children[order[i]];
452 newcoefs[i] = coefs[order[i]];
453 if( order[i] != i )
454 changed = TRUE;
455 }
456
457 /* post-process */
458
459 /* enforces SS4 */
460 nnewchildren = 0;
461 for( i = 0; i < nchildren; i++ )
462 {
463 /* eliminate zero-coefficients */
464 if( newcoefs[i] == 0.0 )
465 {
466 changed = TRUE;
467 continue;
468 }
469
470 /* sum equal expressions */
471 if( i < nchildren-1 && SCIPcompareExpr(scip, newchildren[i], newchildren[i+1]) == 0 )
472 {
473 changed = TRUE;
474 /* if we substract two almost equal not-so-small numbers, then set new coefficient to 0.0
475 * instead of some tiny value that is likely the result of some random round-off error
476 * E.g., on instance ex1221, we have x1^2 + b3 = 1.25.
477 * Probing finds an aggregation x1 = 1.11803 - 0.618034 b3.
478 * Simplify would then produce 1.25 + 1e-16 x1 = 1.25.
479 */
480 if( SCIPisEQ(scip, newcoefs[i], -newcoefs[i+1]) && REALABS(newcoefs[i]) >= 1.0 )
481 newcoefs[i+1] = 0.0;
482 else
483 newcoefs[i+1] += newcoefs[i];
484 continue;
485 }
486
487 /* move i-th child to new position */
488 newchildren[nnewchildren] = newchildren[i];
489 newcoefs[nnewchildren] = newcoefs[i];
490 nnewchildren++;
491 }
492
493 /* build sum expression from finalchildren and post-simplify */
494 newconstant = SCIPgetConstantExprSum(duplicate);
495
496 debugSimplify("what to do? finalchildren has length %d\n", nnewchildren); /*lint !e506 !e681*/
497
498 /* enforces SS6: if they are no children, return value */
499 if( nnewchildren == 0 )
500 {
501 debugSimplify("[sum] got empty list, return value %g\n", newconstant); /*lint !e506 !e681*/
502 SCIP_CALL( SCIPcreateExprValue(scip, simplifiedexpr, newconstant, ownercreate, ownercreatedata) );
503
504 goto CLEANUP;
505 }
506
507 /* enforces SS7: if list consists of one expr with coef 1.0 and constant is 0, return that expr */
508 if( nnewchildren == 1 && newcoefs[0] == 1.0 && newconstant == 0.0 )
509 {
510 *simplifiedexpr = newchildren[0];
511 SCIPcaptureExpr(*simplifiedexpr);
512
513 goto CLEANUP;
514 }
515
516 /* build sum expression from children */
517 if( changed )
518 {
519 SCIP_CALL( SCIPcreateExprSum(scip, simplifiedexpr, nnewchildren, newchildren, newcoefs, newconstant,
520 ownercreate, ownercreatedata) );
521
522 goto CLEANUP;
523 }
524
525 *simplifiedexpr = expr;
526
527 /* we have to capture it, since it must simulate a "normal" simplified call in which a new expression is created */
528 SCIPcaptureExpr(*simplifiedexpr);
529
530 /* free memory */
531 CLEANUP:
532 SCIPfreeBufferArrayNull(scip, &newcoefs);
533 SCIPfreeBufferArrayNull(scip, &newchildren);
535 SCIP_CALL( SCIPreleaseExpr(scip, &duplicate) );
536
537 return SCIP_OKAY;
538}
539
540/** expression callback to get information for symmetry detection */
541static
543{ /*lint --e{715}*/
544 SCIP_EXPRDATA* exprdata;
545 int i;
546
547 assert(scip != NULL);
548 assert(expr != NULL);
549
550 exprdata = SCIPexprGetData(expr);
551 assert(exprdata != NULL);
552
554
555 (*symdata)->nconstants = 1;
556 (*symdata)->ncoefficients = exprdata->coefssize;
557
558 SCIP_CALL( SCIPallocBlockMemoryArray(scip, &(*symdata)->constants, 1) );
559 (*symdata)->constants[0] = exprdata->constant;
560
561 SCIP_CALL( SCIPallocBlockMemoryArray(scip, &(*symdata)->coefficients, exprdata->coefssize) );
562 for( i = 0; i < exprdata->coefssize; ++i )
563 (*symdata)->coefficients[i] = exprdata->coefficients[i];
564
565 SCIP_CALL( SCIPallocBlockMemoryArray(scip, &(*symdata)->children, exprdata->coefssize) );
566 for( i = 0; i < exprdata->coefssize; ++i )
567 (*symdata)->children[i] = SCIPexprGetChildren(expr)[i];
568
569 return SCIP_OKAY;
570}
571
572/** compares two sum expressions
573 *
574 * The order of two sum expressions is a lexicographical order on the terms.
575 *
576 * Starting from the *last*, we find the first child where they differ, say, the i-th.
577 * Then u < v <=> u_i < v_i.
578 * If there are no such children and they have different number of children, then u < v <=> nchildren(u) < nchildren(v).
579 * If there are no such children and they have the same number of children, then u < v <=> const(u) < const(v).
580 * Otherwise, they are the same.
581 *
582 * Note: we are assuming expression are simplified, so within u, we have u_1 < u_2, etc
583 *
584 * Example: y + z < x + y + z, 2*x + 3*y < 3*x + 3*y
585 */
586static
588{ /*lint --e{715}*/
589 SCIP_Real const1;
590 SCIP_Real* coefs1;
591 SCIP_EXPR** children1;
592 int nchildren1;
593 SCIP_Real const2;
594 SCIP_Real* coefs2;
595 SCIP_EXPR** children2;
596 int nchildren2;
597 int compareresult;
598 int i;
599 int j;
600
601 nchildren1 = SCIPexprGetNChildren(expr1);
602 nchildren2 = SCIPexprGetNChildren(expr2);
603 children1 = SCIPexprGetChildren(expr1);
604 children2 = SCIPexprGetChildren(expr2);
605 coefs1 = SCIPgetCoefsExprSum(expr1);
606 coefs2 = SCIPgetCoefsExprSum(expr2);
607 const1 = SCIPgetConstantExprSum(expr1);
608 const2 = SCIPgetConstantExprSum(expr2);
609
610 for( i = nchildren1 - 1, j = nchildren2 - 1; i >= 0 && j >= 0; --i, --j )
611 {
612 compareresult = SCIPcompareExpr(scip, children1[i], children2[j]);
613 if( compareresult != 0 )
614 return compareresult;
615 else
616 {
617 /* expressions are equal, compare coefficient */
618 if( (coefs1 ? coefs1[i] : 1.0) < (coefs2 ? coefs2[j] : 1.0) )
619 return -1;
620 if( (coefs1 ? coefs1[i] : 1.0) > (coefs2 ? coefs2[j] : 1.0) )
621 return 1;
622
623 /* coefficients are equal, continue */
624 }
625 }
626
627 /* all children of one expression are children of the other expression, use number of children as a tie-breaker */
628 if( i < j )
629 {
630 assert(i == -1);
631 /* expr1 has less elements, hence expr1 < expr2 */
632 return -1;
633 }
634 if( i > j )
635 {
636 assert(j == -1);
637 /* expr1 has more elements, hence expr1 > expr2 */
638 return 1;
639 }
640
641 /* everything is equal, use constant/coefficient as tie-breaker */
642 assert(i == -1 && j == -1);
643 if( const1 < const2 )
644 return -1;
645 if( const1 > const2 )
646 return 1;
647
648 /* they are equal */
649 return 0;
650}
651
652/** expression handler copy callback */
653static
655{ /*lint --e{715}*/
657
658 return SCIP_OKAY;
659}
660
661/** expression data copy callback */
662static
664{ /*lint --e{715}*/
665 SCIP_EXPRDATA* sourceexprdata;
666
667 assert(targetexprdata != NULL);
668 assert(sourceexpr != NULL);
669
670 sourceexprdata = SCIPexprGetData(sourceexpr);
671 assert(sourceexprdata != NULL);
672
673 SCIP_CALL( createData(targetscip, targetexprdata, SCIPexprGetNChildren(sourceexpr),
674 sourceexprdata->coefficients, sourceexprdata->constant) );
675
676 return SCIP_OKAY;
677}
678
679/** expression data free callback */
680static
682{ /*lint --e{715}*/
683 SCIP_EXPRDATA* exprdata;
684
685 assert(expr != NULL);
686
687 exprdata = SCIPexprGetData(expr);
688 assert(exprdata != NULL);
689
690 SCIPfreeBlockMemoryArray(scip, &(exprdata->coefficients), exprdata->coefssize);
691 SCIPfreeBlockMemory(scip, &exprdata);
692
693 SCIPexprSetData(expr, NULL);
694
695 return SCIP_OKAY;
696}
697
698/** expression print callback */
699static
701{ /*lint --e{715}*/
702 SCIP_EXPRDATA* exprdata;
703
704 assert(expr != NULL);
705
706 exprdata = SCIPexprGetData(expr);
707 assert(exprdata != NULL);
708
709 /**! [SnippetExprPrintSum] */
710 switch( stage )
711 {
713 {
714 /* print opening parenthesis, if necessary */
715 if( EXPRHDLR_PRECEDENCE <= parentprecedence )
716 {
717 SCIPinfoMessage(scip, file, "(");
718 }
719
720 /* print constant, if nonzero */
721 if( exprdata->constant != 0.0 )
722 {
723 SCIPinfoMessage(scip, file, "%g", exprdata->constant);
724 }
725 break;
726 }
727
729 {
730 SCIP_Real coef;
731
732 coef = exprdata->coefficients[currentchild];
733
734 /* print coefficient, if necessary */
735 if( coef == 1.0 )
736 {
737 /* if coefficient is 1.0, then print only "+" if not the first term */
738 if( exprdata->constant != 0.0 || currentchild > 0 )
739 {
740 SCIPinfoMessage(scip, file, "+");
741 }
742 }
743 else if( coef == -1.0 )
744 {
745 /* if coefficient is -1.0, then print only "-" */
746 SCIPinfoMessage(scip, file, "-");
747 }
748 else
749 {
750 /* force "+" sign on positive coefficient if not the first term */
751 SCIPinfoMessage(scip, file, (exprdata->constant != 0.0 || currentchild > 0) ? "%+g*" : "%g*", coef);
752 }
753
754 break;
755 }
756
758 {
759 /* print closing parenthesis, if necessary */
760 if( EXPRHDLR_PRECEDENCE <= parentprecedence )
761 {
762 SCIPinfoMessage(scip, file, ")");
763 }
764 break;
765 }
766
768 default: ;
769 }
770 /**! [SnippetExprPrintSum] */
771
772 return SCIP_OKAY;
773}
774
775/** expression point evaluation callback */
776static
778{ /*lint --e{715}*/
779 SCIP_EXPRDATA* exprdata;
780 int c;
781
782 assert(expr != NULL);
783
784 exprdata = SCIPexprGetData(expr);
785 assert(exprdata != NULL);
786
787 /**! [SnippetExprEvalSum] */
788 *val = exprdata->constant;
789 for( c = 0; c < SCIPexprGetNChildren(expr); ++c )
790 {
791 assert(SCIPexprGetEvalValue(SCIPexprGetChildren(expr)[c]) != SCIP_INVALID); /*lint !e777*/
792
793 *val += exprdata->coefficients[c] * SCIPexprGetEvalValue(SCIPexprGetChildren(expr)[c]);
794 }
795 /**! [SnippetExprEvalSum] */
796
797 return SCIP_OKAY;
798}
799
800/** expression forward derivative evaluation callback */
801static
803{ /*lint --e{715}*/
804 SCIP_EXPRDATA* exprdata;
805 int c;
806
807 assert(expr != NULL);
808 assert(dot != NULL);
809
810 exprdata = SCIPexprGetData(expr);
811 assert(exprdata != NULL);
812
813 *dot = 0.0;
814 for( c = 0; c < SCIPexprGetNChildren(expr); ++c )
815 {
816 assert(SCIPexprGetDot(SCIPexprGetChildren(expr)[c]) != SCIP_INVALID); /*lint !e777*/
817
818 *dot += exprdata->coefficients[c] * SCIPexprGetDot(SCIPexprGetChildren(expr)[c]);
819 }
820
821 return SCIP_OKAY;
822}
823
824/** expression derivative evaluation callback */
825static
827{ /*lint --e{715}*/
828 assert(expr != NULL);
829 assert(SCIPexprGetData(expr) != NULL);
830 assert(childidx >= 0 && childidx < SCIPexprGetNChildren(expr));
831 assert(SCIPexprGetChildren(expr)[childidx] != NULL);
832 assert(!SCIPisExprValue(scip, SCIPexprGetChildren(expr)[childidx]));
833
834 *val = SCIPgetCoefsExprSum(expr)[childidx];
835
836 return SCIP_OKAY;
837}
838
839/** expression backward forward derivative evaluation callback */
840static
842{ /*lint --e{715}*/
843 assert(bardot != NULL);
844
845 *bardot = 0.0;
846
847 return SCIP_OKAY;
848}
849
850/** expression interval evaluation callback */
851static
853{ /*lint --e{715}*/
854 SCIP_EXPRDATA* exprdata;
855 SCIP_INTERVAL suminterval;
856 int c;
857
858 assert(expr != NULL);
859
860 exprdata = SCIPexprGetData(expr);
861 assert(exprdata != NULL);
862
863 SCIPintervalSet(interval, exprdata->constant);
864
865 SCIPdebugMsg(scip, "inteval %p with %d children: %.20g", (void*)expr, SCIPexprGetNChildren(expr), exprdata->constant);
866
867 for( c = 0; c < SCIPexprGetNChildren(expr); ++c )
868 {
869 SCIP_INTERVAL childinterval;
870
871 childinterval = SCIPexprGetActivity(SCIPexprGetChildren(expr)[c]);
872 if( SCIPintervalIsEmpty(SCIP_INTERVAL_INFINITY, childinterval) )
873 {
874 SCIPintervalSetEmpty(interval);
875 break;
876 }
877
878 /* compute coefficients[c] * childinterval and add the result to the so far computed interval */
879 if( exprdata->coefficients[c] == 1.0 )
880 {
881 SCIPintervalAdd(SCIP_INTERVAL_INFINITY, interval, *interval, childinterval);
882 }
883 else
884 {
885 SCIPintervalMulScalar(SCIP_INTERVAL_INFINITY, &suminterval, childinterval, exprdata->coefficients[c]);
886 SCIPintervalAdd(SCIP_INTERVAL_INFINITY, interval, *interval, suminterval);
887 }
888
889 SCIPdebugMsgPrint(scip, " %+.20g*[%.20g,%.20g]", exprdata->coefficients[c], childinterval.inf, childinterval.sup);
890 }
891 SCIPdebugMsgPrint(scip, " = [%.20g,%.20g]\n", interval->inf, interval->sup);
892
893 return SCIP_OKAY;
894}
895
896/** initial estimators callback */
897static
899{ /*lint --e{715}*/
900 SCIP_EXPRDATA* exprdata;
901
902#ifdef SCIP_DEBUG
903 SCIPinfoMessage(scip, NULL, "initEstimatesSum %d children: ", SCIPexprGetNChildren(expr));
904 SCIPprintExpr(scip, expr, NULL);
905 SCIPinfoMessage(scip, NULL, "\n");
906#endif
907 assert(scip != NULL);
908 assert(expr != NULL);
909 assert(strcmp(SCIPexprhdlrGetName(SCIPexprGetHdlr(expr)), EXPRHDLR_NAME) == 0);
910
911 assert(coefs[0] != NULL);
912 assert(constant != NULL);
913 assert(nreturned != NULL);
914
915 exprdata = SCIPexprGetData(expr);
916 assert(exprdata != NULL);
917
918 BMScopyMemoryArray(coefs[0], exprdata->coefficients, SCIPexprGetNChildren(expr));
919 *constant = exprdata->constant;
920 *nreturned = 1;
921
922 return SCIP_OKAY;
923}
924
925/** expression estimate callback */
926static
928{ /*lint --e{715}*/
929 SCIP_EXPRDATA* exprdata;
930
931 assert(scip != NULL);
932 assert(expr != NULL);
933 assert(strcmp(SCIPexprhdlrGetName(SCIPexprGetHdlr(expr)), EXPRHDLR_NAME) == 0);
934 assert(islocal != NULL);
935 assert(success != NULL);
936 assert(branchcand != NULL);
937
938 exprdata = SCIPexprGetData(expr);
939 assert(exprdata != NULL);
940
941 /* NOTE: nlhdlr_default assumes in nlhdlrInitSepaDefault that this estimator can be used for both under- and overestimation */
942
943 BMScopyMemoryArray(coefs, exprdata->coefficients, SCIPexprGetNChildren(expr));
944 *constant = exprdata->constant;
945 *islocal = FALSE;
946 *success = TRUE;
947
948 /* for none of our children, branching would improve the underestimator, so set branchcand[i]=FALSE everywhere
949 * if we branch for numerical reasons, then cons-expr-core should figure out what the candidates are
950 */
951 BMSclearMemoryArray(branchcand, SCIPexprGetNChildren(expr));
952
953 return SCIP_OKAY;
954}
955
956/** expression reverse propagation callback */
957static
959{ /*lint --e{715}*/
960 SCIP_EXPRDATA* exprdata;
961 SCIP_INTERVAL* newbounds;
962 int nchildren;
963 int nreductions;
964
965 assert(scip != NULL);
966 assert(expr != NULL);
967 assert(infeasible != NULL);
968
969 nchildren = SCIPexprGetNChildren(expr);
970 assert(nchildren > 0);
971
972 exprdata = SCIPexprGetData(expr);
973 assert(exprdata != NULL);
974
975 SCIP_CALL( SCIPallocBufferArray(scip, &newbounds, nchildren) );
976
977 nreductions = SCIPintervalPropagateWeightedSum(SCIP_INTERVAL_INFINITY, nchildren, childrenbounds,
978 exprdata->coefficients, exprdata->constant, bounds, newbounds, infeasible);
979
980 if( !*infeasible && nreductions > 0 )
981 BMScopyMemoryArray(childrenbounds, newbounds, nchildren);
982
983 SCIPfreeBufferArray(scip, &newbounds);
984
985 return SCIP_OKAY;
986}
987
988/** sum hash callback */
989static
991{ /*lint --e{715}*/
992 SCIP_EXPRDATA* exprdata;
993 int c;
994
995 assert(scip != NULL);
996 assert(expr != NULL);
997 assert(hashkey != NULL);
998 assert(childrenhashes != NULL);
999
1000 exprdata = SCIPexprGetData(expr);
1001 assert(exprdata != NULL);
1002
1003 /**! [SnippetExprHashSum] */
1004 *hashkey = EXPRHDLR_HASHKEY;
1005 *hashkey ^= SCIPcalcFibHash(exprdata->constant);
1006
1007 for( c = 0; c < SCIPexprGetNChildren(expr); ++c )
1008 *hashkey ^= SCIPcalcFibHash(exprdata->coefficients[c]) ^ childrenhashes[c];
1009 /**! [SnippetExprHashSum] */
1010
1011 return SCIP_OKAY;
1012}
1013
1014/** expression curvature detection callback */
1015static
1017{ /*lint --e{715}*/
1018 SCIP_EXPRDATA* exprdata;
1019 int i;
1020
1021 assert(scip != NULL);
1022 assert(expr != NULL);
1023 assert(childcurv != NULL);
1024 assert(success != NULL);
1025
1026 exprdata = SCIPexprGetData(expr);
1027 assert(exprdata != NULL);
1028
1029 for( i = 0; i < SCIPexprGetNChildren(expr); ++i )
1030 childcurv[i] = SCIPexprcurvMultiply(exprdata->coefficients[i], exprcurvature);
1031
1032 *success = TRUE;
1033
1034 return SCIP_OKAY;
1035}
1036
1037/** expression monotonicity detection callback */
1038static
1040{ /*lint --e{715}*/
1041 SCIP_EXPRDATA* exprdata;
1042
1043 assert(scip != NULL);
1044 assert(expr != NULL);
1045 assert(result != NULL);
1046 assert(childidx >= 0 && childidx < SCIPexprGetNChildren(expr));
1047
1048 exprdata = SCIPexprGetData(expr);
1049 assert(exprdata != NULL);
1050
1051 *result = exprdata->coefficients[childidx] >= 0.0 ? SCIP_MONOTONE_INC : SCIP_MONOTONE_DEC;
1052
1053 return SCIP_OKAY;
1054}
1055
1056/** expression integrality detection callback */
1057static
1059{ /*lint --e{715}*/
1060 SCIP_EXPRDATA* exprdata;
1061 int i;
1062
1063 assert(scip != NULL);
1064 assert(expr != NULL);
1065 assert(isintegral != NULL);
1066
1067 exprdata = SCIPexprGetData(expr);
1068 assert(exprdata != NULL);
1069
1070 /**! [SnippetExprIntegralitySum] */
1071 *isintegral = EPSISINT(exprdata->constant, 0.0); /*lint !e835*/
1072
1073 for( i = 0; i < SCIPexprGetNChildren(expr) && *isintegral; ++i )
1074 {
1075 SCIP_EXPR* child = SCIPexprGetChildren(expr)[i];
1076 assert(child != NULL);
1077
1078 *isintegral = EPSISINT(exprdata->coefficients[i], 0.0) && SCIPexprIsIntegral(child); /*lint !e835*/
1079 }
1080 /**! [SnippetExprIntegralitySum] */
1081
1082 return SCIP_OKAY;
1083}
1084
1085/** creates the handler for sum expressions and includes it into SCIP */
1087 SCIP* scip /**< SCIP data structure */
1088 )
1089{
1090 SCIP_EXPRHDLR* exprhdlr;
1091
1093 assert(exprhdlr != NULL);
1094
1095 SCIPexprhdlrSetCopyFreeHdlr(exprhdlr, copyhdlrSum, NULL);
1096 SCIPexprhdlrSetCopyFreeData(exprhdlr, copydataSum, freedataSum);
1097 SCIPexprhdlrSetSimplify(exprhdlr, simplifySum);
1098 SCIPexprhdlrSetCompare(exprhdlr, compareSum);
1099 SCIPexprhdlrSetPrint(exprhdlr, printSum);
1100 SCIPexprhdlrSetIntEval(exprhdlr, intevalSum);
1101 SCIPexprhdlrSetEstimate(exprhdlr, initEstimatesSum, estimateSum);
1102 SCIPexprhdlrSetReverseProp(exprhdlr, reversepropSum);
1103 SCIPexprhdlrSetHash(exprhdlr, hashSum);
1104 SCIPexprhdlrSetDiff(exprhdlr, bwdiffSum, fwdiffSum, bwfwdiffSum);
1105 SCIPexprhdlrSetCurvature(exprhdlr, curvatureSum);
1106 SCIPexprhdlrSetMonotonicity(exprhdlr, monotonicitySum);
1107 SCIPexprhdlrSetIntegrality(exprhdlr, integralitySum);
1108 SCIPexprhdlrSetGetSymdata(exprhdlr, getSymDataSum);
1109
1110 return SCIP_OKAY;
1111}
1112
1113/** creates a sum expression */
1115 SCIP* scip, /**< SCIP data structure */
1116 SCIP_EXPR** expr, /**< pointer where to store expression */
1117 int nchildren, /**< number of children */
1118 SCIP_EXPR** children, /**< children */
1119 SCIP_Real* coefficients, /**< array with coefficients for all children (or NULL if all 1.0) */
1120 SCIP_Real constant, /**< constant term of sum */
1121 SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), /**< function to call to create ownerdata */
1122 void* ownercreatedata /**< data to pass to ownercreate */
1123 )
1124{
1125 SCIP_EXPRDATA* exprdata;
1126
1127 SCIP_CALL( createData(scip, &exprdata, nchildren, coefficients, constant) );
1128
1129 SCIP_CALL( SCIPcreateExpr(scip, expr, SCIPgetExprhdlrSum(scip), exprdata, nchildren, children, ownercreate, ownercreatedata) );
1130
1131 return SCIP_OKAY;
1132}
1133
1134/** sets the constant of a summation expression */
1136 SCIP_EXPR* expr, /**< sum expression */
1137 SCIP_Real constant /**< constant */
1138 )
1139{
1140 SCIP_EXPRDATA* exprdata;
1141
1142 assert(expr != NULL);
1143
1144 exprdata = SCIPexprGetData(expr);
1145 assert(exprdata != NULL);
1146
1147 exprdata->constant = constant;
1148}
1149
1150/** appends an expression to a sum expression */
1152 SCIP* scip, /**< SCIP data structure */
1153 SCIP_EXPR* expr, /**< sum expression */
1154 SCIP_EXPR* child, /**< expression to be appended */
1155 SCIP_Real childcoef /**< child's coefficient */
1156 )
1157{
1158 SCIP_EXPRDATA* exprdata;
1159 int nchildren;
1160
1161 assert(expr != NULL);
1162 assert(SCIPisExprSum(scip, expr));
1163
1164 exprdata = SCIPexprGetData(expr);
1165 assert(exprdata != NULL);
1166
1167 nchildren = SCIPexprGetNChildren(expr);
1168
1169 SCIP_CALL( SCIPensureBlockMemoryArray(scip, &exprdata->coefficients, &exprdata->coefssize, nchildren + 1) );
1170
1171 assert(exprdata->coefssize > nchildren);
1172 exprdata->coefficients[nchildren] = childcoef;
1173
1174 SCIP_CALL( SCIPappendExprChild(scip, expr, child) );
1175
1176 return SCIP_OKAY;
1177}
1178
1179/** multiplies given sum expression by a constant */
1181 SCIP_EXPR* expr, /**< sum expression */
1182 SCIP_Real constant /**< constant that multiplies sum expression */
1183 )
1184{
1185 int i;
1186 SCIP_EXPRDATA* exprdata;
1187
1188 assert(expr != NULL);
1189
1190 exprdata = SCIPexprGetData(expr);
1191 assert(exprdata != NULL);
1192
1193 for( i = 0; i < SCIPexprGetNChildren(expr); ++i )
1194 exprdata->coefficients[i] *= constant;
1195 exprdata->constant *= constant;
1196}
1197
1198/** constructs the expanded product of two sum expressions */
1200 SCIP* scip, /**< SCIP data structure */
1201 SCIP_EXPR** product, /**< buffer where to store multiplied sums (expanded as sum) */
1202 SCIP_EXPR* factor1, /**< first sum */
1203 SCIP_EXPR* factor2, /**< second sum */
1204 SCIP_Bool simplify, /**< whether to simplify created terms and sum */
1205 SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), /**< function to call to create ownerdata */
1206 void* ownercreatedata /**< data to pass to ownercreate */
1207 )
1208{
1209 SCIP_Real constant1;
1210 SCIP_Real constant2;
1211 int nchildren1;
1212 int nchildren2;
1213 int i1;
1214 int i2;
1215
1216 assert(scip != NULL);
1217 assert(product != NULL);
1218 assert(factor1 != NULL);
1219 assert(SCIPisExprSum(scip, factor1));
1220 assert(factor2 != NULL);
1221 assert(SCIPisExprSum(scip, factor2));
1222
1223 constant1 = SCIPgetConstantExprSum(factor1);
1224 constant2 = SCIPgetConstantExprSum(factor2);
1225 nchildren1 = SCIPexprGetNChildren(factor1);
1226 nchildren2 = SCIPexprGetNChildren(factor2);
1227
1228 /* TODO might be nice to integrate more with simplify and construct a simplified sum right away */
1229
1230 SCIP_CALL( SCIPcreateExprSum(scip, product, 0, NULL, NULL, constant1 * constant2, ownercreate, ownercreatedata) );
1231
1232 /* first add constant1 * factor2
1233 * constant * constant2 already added above
1234 */
1235 if( constant1 != 0.0 )
1236 {
1237 for( i2 = 0; i2 < nchildren2; ++i2 )
1238 {
1239 SCIP_CALL( SCIPappendExprSumExpr(scip, *product, SCIPexprGetChildren(factor2)[i2], constant1 * SCIPgetCoefsExprSum(factor2)[i2]) );
1240 }
1241 }
1242
1243 for( i1 = 0; i1 < nchildren1; ++i1 )
1244 {
1245 SCIP_EXPR* child1;
1246 SCIP_EXPR* child2;
1247 SCIP_Real coef1;
1248 SCIP_Real coef2;
1249
1250 coef1 = SCIPgetCoefsExprSum(factor1)[i1];
1251 child1 = SCIPexprGetChildren(factor1)[i1];
1252
1253 if( constant2 != 0.0 )
1254 {
1255 /* add coef1 * child1 * constant2 */
1256 SCIP_CALL( SCIPappendExprSumExpr(scip, *product, child1, coef1 * constant2) );
1257 }
1258
1259 for( i2 = 0; i2 < nchildren2; ++i2 )
1260 {
1261 /* add coef1 * child1 * coef2 * child2 */
1262 SCIP_EXPR* termprod;
1263 SCIP_EXPR* termprodsimplified;
1264 SCIP_EXPR* termfactors[2];
1265
1266 coef2 = SCIPgetCoefsExprSum(factor2)[i2];
1267 child2 = SCIPexprGetChildren(factor2)[i2];
1268
1269 /* create child1 * child2 expr */
1270 termfactors[0] = child1;
1271 termfactors[1] = child2;
1272 SCIP_CALL( SCIPcreateExprProduct(scip, &termprod, 2, termfactors, 1.0, NULL, NULL) );
1273
1274 if( simplify )
1275 {
1276 SCIP_Bool changed;
1277 SCIP_Bool infeasible;
1278
1279 /* simplify child1*child2 */
1280 SCIP_CALL( SCIPsimplifyExpr(scip, termprod, &termprodsimplified, &changed, &infeasible, ownercreate, ownercreatedata) );
1281 assert(!infeasible); /* simplify of products should never be infeasible */
1282 SCIP_CALL( SCIPreleaseExpr(scip, &termprod) );
1283 }
1284 else
1285 termprodsimplified = termprod;
1286
1287 /* append to product */
1288 SCIP_CALL( SCIPappendExprSumExpr(scip, *product, termprodsimplified, coef1 * coef2) );
1289 SCIP_CALL( SCIPreleaseExpr(scip, &termprodsimplified) );
1290 }
1291 }
1292
1293 if( simplify )
1294 {
1295 SCIP_EXPR* prodsimplified;
1296 SCIP_Bool changed;
1297 SCIP_Bool infeasible;
1298
1299 SCIP_CALL( SCIPsimplifyExpr(scip, *product, &prodsimplified, &changed, &infeasible, ownercreate, ownercreatedata) );
1300 assert(!infeasible);
1301 SCIP_CALL( SCIPreleaseExpr(scip, product) );
1302 *product = prodsimplified;
1303 }
1304
1305 return SCIP_OKAY;
1306}
1307
1308/** constructs the expanded power of a sum expression
1309 *
1310 * @attention The number of terms in the expansion grows exponential with the exponent. Be aware of what you wish for.
1311 */
1312SCIP_EXPORT
1314 SCIP* scip, /**< SCIP data structure */
1315 SCIP_EXPR** result, /**< buffer where to store expanded power of sum */
1316 SCIP_EXPR* base, /**< sum */
1317 int exponent, /**< exponent > 1 */
1318 SCIP_Bool simplify, /**< whether to simplify created terms and sum */
1319 SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), /**< function to call to create ownerdata */
1320 void* ownercreatedata /**< data to pass to ownercreate */
1321 )
1322{
1323 /* for sum_i alpha_i expr_i and exponent p, this constructs
1324 * sum_{beta} (p over beta) prod_i (alpha_i expr_i)^beta_i over all multiindex beta such that sum_i beta_i = p
1325 * See also https://en.wikipedia.org/wiki/Multinomial_theorem
1326 * Calculation of multinomials adapted from https://github.com/m-j-w/MultinomialSeries.jl
1327 *
1328 * TODO might be nice to integrate more with simplify and construct a simplified sum right away
1329 */
1330
1331 SCIP_EXPR** children;
1332 SCIP_EXPR*** childrenpower;
1333 SCIP_Real* coefs;
1334 SCIP_Real constant;
1335 SCIP_Bool haveconst;
1336 int nchildren;
1337 int nterms;
1338 int* factorials;
1339 int* beta;
1340 int betapos;
1341 int restsum;
1342 int multinomialcoef;
1343 int i;
1344
1345 SCIP_EXPR* newterm;
1346 SCIP_Real newtermcoef;
1347
1348 assert(scip != NULL);
1349 assert(result != NULL);
1350 assert(base != NULL);
1351 assert(exponent > 1);
1352 assert(SCIPisExprSum(scip, base));
1353 assert(exponent > 1.0);
1354
1355 children = SCIPexprGetChildren(base);
1356 nchildren = SCIPexprGetNChildren(base);
1357 coefs = SCIPgetCoefsExprSum(base);
1358 constant = SCIPgetConstantExprSum(base);
1359 haveconst = constant != 0.0;
1360 nterms = nchildren + (haveconst ? 1 : 0);
1361
1362#ifdef SCIP_DEBUG
1363 SCIPinfoMessage(scip, NULL, "expanding (");
1364 SCIPprintExpr(scip, base, NULL);
1365 SCIPinfoMessage(scip, NULL, ")^%d\n", exponent);
1366#endif
1367
1368 SCIP_CALL( SCIPcreateExprSum(scip, result, 0, NULL, NULL, 0.0, ownercreate, ownercreatedata) );
1369
1371 SCIP_CALL( SCIPallocBufferArray(scip, &factorials, exponent+1) );
1372
1373 /* precompute factorials k!, k = 0...exponent */
1374 factorials[0] = 1;
1375 for( i = 1; i <= exponent; ++i )
1376 factorials[i] = factorials[i-1] * i;
1377
1378 /* precompute children^k, k=1..exponent */
1379 SCIP_CALL( SCIPallocBufferArray(scip, &childrenpower, nchildren) );
1380 for( i = 0; i < nchildren; ++i )
1381 {
1382 int k;
1383 SCIP_CALL( SCIPallocBufferArray(scip, &childrenpower[i], exponent+1) );
1384 childrenpower[i][1] = children[i];
1385 for( k = 2; k <= exponent; ++k )
1386 {
1387 SCIP_CALL( SCIPcreateExprPow(scip, &childrenpower[i][k], children[i], (SCIP_Real)k, NULL, NULL) );
1388 if( simplify )
1389 {
1390 SCIP_Bool changed;
1391 SCIP_Bool infeasible;
1392 SCIP_EXPR* simplified;
1393
1394 SCIP_CALL( SCIPsimplifyExpr(scip, childrenpower[i][k], &simplified, &changed, &infeasible, ownercreate, ownercreatedata) );
1395 assert(!infeasible);
1396 SCIP_CALL( SCIPreleaseExpr(scip, &childrenpower[i][k]) );
1397 childrenpower[i][k] = simplified;
1398 }
1399 }
1400 }
1401
1402 /* first multinomial is (exponent,0,0,...) */
1403 beta[0] = exponent;
1404 betapos = 0;
1405 do
1406 {
1407 /* compute multinomial coef exponent! / (beta[0]! * ... * beta[nterms-1]!) */
1408 multinomialcoef = factorials[exponent];
1409 for( i = 0; i < nterms; ++i )
1410 {
1411 assert(beta[i] >= 0);
1412 assert(beta[i] <= exponent);
1413 multinomialcoef /= factorials[beta[i]];
1414 }
1415
1416 SCIPdebugMsg(scip, "multinomial (");
1417 for( i = 0; i < nterms; ++i )
1418 SCIPdebugPrintf("%d ", beta[i]);
1419 SCIPdebugPrintf(") with coef %d\n", multinomialcoef);
1420
1421 /* construct new term for expanded sum */
1422 SCIP_CALL( SCIPcreateExprProduct(scip, &newterm, 0, NULL, 1.0, ownercreate, ownercreatedata) );
1423 newtermcoef = multinomialcoef;
1424 for( i = 0; i < nterms; ++i )
1425 {
1426 if( beta[i] == 0 )
1427 continue;
1428
1429 if( i == nterms-1 && haveconst )
1430 {
1431 /* if constant term, then update newtermcoef */
1432 newtermcoef *= pow(constant, (double)beta[i]);
1433 continue;
1434 }
1435
1436 /* alpha_i^beta_i */
1437 newtermcoef *= pow(coefs[i], (double)beta[i]);
1438
1439 /* expr_i^beta_i*/
1440 SCIP_CALL( SCIPappendExprChild(scip, newterm, childrenpower[i][beta[i]]) );
1441 }
1442
1443 /* append newterm to sum */
1444 switch( SCIPexprGetNChildren(newterm) )
1445 {
1446 case 0:
1447 {
1448 /* no factor in product, so it is a constant -> update constant in sum */
1449 SCIPsetConstantExprSum(*result, SCIPgetConstantExprSum(*result) + newtermcoef);
1450 break;
1451 }
1452
1453 case 1:
1454 {
1455 /* only one factor in product -> add this factor itself to sum */
1456 SCIP_CALL( SCIPappendExprSumExpr(scip, *result, SCIPexprGetChildren(newterm)[0], newtermcoef) );
1457 break;
1458 }
1459
1460 default:
1461 {
1462 if( simplify )
1463 {
1464 /* simplify product */
1465 SCIP_Bool changed;
1466 SCIP_Bool infeasible;
1467 SCIP_EXPR* simplified;
1468
1469 SCIP_CALL( SCIPsimplifyExpr(scip, newterm, &simplified, &changed, &infeasible, ownercreate, ownercreatedata) );
1470 assert(!infeasible);
1471 SCIP_CALL( SCIPreleaseExpr(scip, &newterm) );
1472 newterm = simplified;
1473 }
1474
1475 /* append new term to sum */
1476 SCIP_CALL( SCIPappendExprSumExpr(scip, *result, newterm, newtermcoef) );
1477 break;
1478 }
1479 }
1480 SCIP_CALL( SCIPreleaseExpr(scip, &newterm) );
1481
1482 /* determine next beta */
1483 while( beta[betapos] == 0 )
1484 --betapos;
1485
1486 if( betapos == nterms-1 )
1487 {
1488 do
1489 {
1490 if( betapos == 0 )
1491 goto TERMINATE;
1492 --betapos;
1493 }
1494 while( beta[betapos] == 0 );
1495
1496 restsum = 0;
1497 for( i = betapos+1; i < nterms; ++i )
1498 {
1499 restsum += beta[i];
1500 beta[i] = 0;
1501 }
1502 beta[betapos+1] = restsum;
1503 }
1504
1505 if( beta[betapos] > 0 )
1506 {
1507 --beta[betapos];
1508 ++beta[++betapos];
1509 }
1510 }
1511 while( TRUE ); /*lint !e506*/
1512
1513 TERMINATE:
1514
1515 if( simplify )
1516 {
1517 SCIP_Bool changed;
1518 SCIP_Bool infeasible;
1519 SCIP_EXPR* simplified;
1520
1521 SCIP_CALL( SCIPsimplifyExpr(scip, *result, &simplified, &changed, &infeasible, ownercreate, ownercreatedata) );
1522 assert(!infeasible);
1523 SCIP_CALL( SCIPreleaseExpr(scip, result) );
1524 *result = simplified;
1525 }
1526
1527 for( i = nchildren-1; i >= 0; --i )
1528 {
1529 int k;
1530 for( k = exponent; k >= 2; --k )
1531 {
1532 SCIP_CALL( SCIPreleaseExpr(scip, &childrenpower[i][k]) );
1533 }
1534 SCIPfreeBufferArray(scip, &childrenpower[i]);
1535 }
1536 SCIPfreeBufferArray(scip, &childrenpower);
1537 SCIPfreeBufferArray(scip, &factorials);
1538 SCIPfreeBufferArray(scip, &beta);
1539
1540#ifdef SCIP_DEBUG
1541 SCIPinfoMessage(scip, NULL, "-> ");
1542 SCIPprintExpr(scip, *result, NULL);
1543 SCIPinfoMessage(scip, NULL, "\n");
1544#endif
1545
1546 return SCIP_OKAY;
1547}
1548
1549/* from pub_expr.h */
1550
1551/** gets the coefficients of a summation expression */
1553 SCIP_EXPR* expr /**< sum expression */
1554 )
1555{
1556 SCIP_EXPRDATA* exprdata;
1557
1558 assert(expr != NULL);
1559
1560 exprdata = SCIPexprGetData(expr);
1561 assert(exprdata != NULL);
1562
1563 return exprdata->coefficients;
1564}
1565
1566/** gets the constant of a summation expression */
1568 SCIP_EXPR* expr /**< sum expression */
1569 )
1570{
1571 SCIP_EXPRDATA* exprdata;
1572
1573 assert(expr != NULL);
1574
1575 exprdata = SCIPexprGetData(expr);
1576 assert(exprdata != NULL);
1577
1578 return exprdata->constant;
1579}
#define NULL
Definition: def.h:266
#define EPSISINT(x, eps)
Definition: def.h:209
#define SCIP_INVALID
Definition: def.h:192
#define SCIP_INTERVAL_INFINITY
Definition: def.h:194
#define SCIP_Bool
Definition: def.h:91
#define SCIP_Real
Definition: def.h:172
#define TRUE
Definition: def.h:93
#define FALSE
Definition: def.h:94
#define REALABS(x)
Definition: def.h:196
#define SCIP_CALL(x)
Definition: def.h:373
exponential expression handler
power and signed power expression handlers
product expression handler
#define debugSimplify
Definition: expr_sum.c:55
#define EXPRHDLR_HASHKEY
Definition: expr_sum.c:48
static SCIP_DECL_EXPRPRINT(printSum)
Definition: expr_sum.c:700
static SCIP_DECL_EXPRCOPYHDLR(copyhdlrSum)
Definition: expr_sum.c:654
static SCIP_DECL_EXPRBWDIFF(bwdiffSum)
Definition: expr_sum.c:826
static SCIP_DECL_EXPREVAL(evalSum)
Definition: expr_sum.c:777
static SCIP_DECL_SORTINDCOMP(sortExprComp)
Definition: expr_sum.c:346
static SCIP_DECL_EXPRFREEDATA(freedataSum)
Definition: expr_sum.c:681
#define EXPRHDLR_NAME
Definition: expr_sum.c:45
static SCIP_DECL_EXPRCOMPARE(compareSum)
Definition: expr_sum.c:587
static SCIP_DECL_EXPRINTEGRALITY(integralitySum)
Definition: expr_sum.c:1058
static SCIP_DECL_EXPRINTEVAL(intevalSum)
Definition: expr_sum.c:852
static SCIP_RETCODE createData(SCIP *scip, SCIP_EXPRDATA **exprdata, int ncoefficients, SCIP_Real *coefficients, SCIP_Real constant)
Definition: expr_sum.c:76
static SCIP_DECL_EXPRREVERSEPROP(reversepropSum)
Definition: expr_sum.c:958
static SCIP_DECL_EXPRESTIMATE(estimateSum)
Definition: expr_sum.c:927
static SCIP_DECL_EXPRBWFWDIFF(bwfwdiffSum)
Definition: expr_sum.c:841
static SCIP_DECL_EXPRHASH(hashSum)
Definition: expr_sum.c:990
static SCIP_DECL_EXPRCURVATURE(curvatureSum)
Definition: expr_sum.c:1016
static SCIP_DECL_EXPRGETSYMDATA(getSymDataSum)
Definition: expr_sum.c:542
static SCIP_RETCODE simplifyTerm(SCIP *scip, SCIP_EXPR *duplicate, int idx, SCIP_Bool *changed, SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), void *ownercreatedata)
Definition: expr_sum.c:114
static SCIP_DECL_EXPRINITESTIMATES(initEstimatesSum)
Definition: expr_sum.c:898
static SCIP_DECL_EXPRSIMPLIFY(simplifySum)
Definition: expr_sum.c:364
#define EXPRHDLR_DESC
Definition: expr_sum.c:46
#define EXPRHDLR_PRECEDENCE
Definition: expr_sum.c:47
static SCIP_DECL_EXPRMONOTONICITY(monotonicitySum)
Definition: expr_sum.c:1039
static SCIP_DECL_EXPRFWDIFF(fwdiffSum)
Definition: expr_sum.c:802
static SCIP_DECL_EXPRCOPYDATA(copydataSum)
Definition: expr_sum.c:663
sum expression handler
constant value expression handler
SCIP_RETCODE SCIPcreateExprProduct(SCIP *scip, SCIP_EXPR **expr, int nchildren, SCIP_EXPR **children, SCIP_Real coefficient, SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), void *ownercreatedata)
void SCIPsetConstantExprSum(SCIP_EXPR *expr, SCIP_Real constant)
Definition: expr_sum.c:1135
void SCIPmultiplyByConstantExprSum(SCIP_EXPR *expr, SCIP_Real constant)
Definition: expr_sum.c:1180
SCIP_RETCODE SCIPpowerExprSum(SCIP *scip, SCIP_EXPR **result, SCIP_EXPR *base, int exponent, SCIP_Bool simplify, SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), void *ownercreatedata)
Definition: expr_sum.c:1313
SCIP_RETCODE SCIPappendExprSumExpr(SCIP *scip, SCIP_EXPR *expr, SCIP_EXPR *child, SCIP_Real childcoef)
Definition: expr_sum.c:1151
SCIP_Bool SCIPisExprExp(SCIP *scip, SCIP_EXPR *expr)
Definition: expr_exp.c:528
SCIP_RETCODE SCIPcreateExprExp(SCIP *scip, SCIP_EXPR **expr, SCIP_EXPR *child, SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), void *ownercreatedata)
Definition: expr_exp.c:510
SCIP_RETCODE SCIPcreateExprSum(SCIP *scip, SCIP_EXPR **expr, int nchildren, SCIP_EXPR **children, SCIP_Real *coefficients, SCIP_Real constant, SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), void *ownercreatedata)
Definition: expr_sum.c:1114
SCIP_RETCODE SCIPmultiplyBySumExprSum(SCIP *scip, SCIP_EXPR **product, SCIP_EXPR *factor1, SCIP_EXPR *factor2, SCIP_Bool simplify, SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), void *ownercreatedata)
Definition: expr_sum.c:1199
SCIP_RETCODE SCIPcreateExprValue(SCIP *scip, SCIP_EXPR **expr, SCIP_Real value, SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), void *ownercreatedata)
Definition: expr_value.c:270
SCIP_RETCODE SCIPcreateExprPow(SCIP *scip, SCIP_EXPR **expr, SCIP_EXPR *child, SCIP_Real exponent, SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), void *ownercreatedata)
Definition: expr_pow.c:3193
SCIP_RETCODE SCIPincludeExprhdlrSum(SCIP *scip)
Definition: expr_sum.c:1086
void SCIPinfoMessage(SCIP *scip, FILE *file, const char *formatstr,...)
Definition: scip_message.c:208
#define SCIPdebugMsgPrint
Definition: scip_message.h:79
#define SCIPdebugMsg
Definition: scip_message.h:78
unsigned int SCIPcalcFibHash(SCIP_Real v)
Definition: misc.c:10350
const char * SCIPexprhdlrGetName(SCIP_EXPRHDLR *exprhdlr)
Definition: expr.c:545
void SCIPexprhdlrSetIntegrality(SCIP_EXPRHDLR *exprhdlr, SCIP_DECL_EXPRINTEGRALITY((*integrality)))
Definition: expr.c:440
void SCIPexprhdlrSetCopyFreeData(SCIP_EXPRHDLR *exprhdlr, SCIP_DECL_EXPRCOPYDATA((*copydata)), SCIP_DECL_EXPRFREEDATA((*freedata)))
Definition: expr.c:383
void SCIPexprhdlrSetPrint(SCIP_EXPRHDLR *exprhdlr, SCIP_DECL_EXPRPRINT((*print)))
Definition: expr.c:396
void SCIPexprhdlrSetGetSymdata(SCIP_EXPRHDLR *exprhdlr, SCIP_DECL_EXPRGETSYMDATA((*getsymdata)))
Definition: expr.c:521
void SCIPexprhdlrSetHash(SCIP_EXPRHDLR *exprhdlr, SCIP_DECL_EXPRHASH((*hash)))
Definition: expr.c:451
void SCIPexprhdlrSetCopyFreeHdlr(SCIP_EXPRHDLR *exprhdlr, SCIP_DECL_EXPRCOPYHDLR((*copyhdlr)), SCIP_DECL_EXPRFREEHDLR((*freehdlr)))
Definition: expr.c:370
void SCIPexprhdlrSetDiff(SCIP_EXPRHDLR *exprhdlr, SCIP_DECL_EXPRBWDIFF((*bwdiff)), SCIP_DECL_EXPRFWDIFF((*fwdiff)), SCIP_DECL_EXPRBWFWDIFF((*bwfwdiff)))
Definition: expr.c:473
void SCIPexprhdlrSetReverseProp(SCIP_EXPRHDLR *exprhdlr, SCIP_DECL_EXPRREVERSEPROP((*reverseprop)))
Definition: expr.c:510
void SCIPexprhdlrSetEstimate(SCIP_EXPRHDLR *exprhdlr, SCIP_DECL_EXPRINITESTIMATES((*initestimates)), SCIP_DECL_EXPRESTIMATE((*estimate)))
Definition: expr.c:532
void SCIPexprhdlrSetMonotonicity(SCIP_EXPRHDLR *exprhdlr, SCIP_DECL_EXPRMONOTONICITY((*monotonicity)))
Definition: expr.c:429
SCIP_EXPRHDLR * SCIPgetExprhdlrSum(SCIP *scip)
Definition: scip_expr.c:902
void SCIPexprhdlrSetIntEval(SCIP_EXPRHDLR *exprhdlr, SCIP_DECL_EXPRINTEVAL((*inteval)))
Definition: expr.c:488
void SCIPexprhdlrSetCurvature(SCIP_EXPRHDLR *exprhdlr, SCIP_DECL_EXPRCURVATURE((*curvature)))
Definition: expr.c:418
SCIP_RETCODE SCIPincludeExprhdlr(SCIP *scip, SCIP_EXPRHDLR **exprhdlr, const char *name, const char *desc, unsigned int precedence, SCIP_DECL_EXPREVAL((*eval)), SCIP_EXPRHDLRDATA *data)
Definition: scip_expr.c:823
void SCIPexprhdlrSetCompare(SCIP_EXPRHDLR *exprhdlr, SCIP_DECL_EXPRCOMPARE((*compare)))
Definition: expr.c:462
void SCIPexprhdlrSetSimplify(SCIP_EXPRHDLR *exprhdlr, SCIP_DECL_EXPRSIMPLIFY((*simplify)))
Definition: expr.c:499
SCIP_RETCODE SCIPcreateExpr(SCIP *scip, SCIP_EXPR **expr, SCIP_EXPRHDLR *exprhdlr, SCIP_EXPRDATA *exprdata, int nchildren, SCIP_EXPR **children, SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), void *ownercreatedata)
Definition: scip_expr.c:974
SCIP_RETCODE SCIPappendExprChild(SCIP *scip, SCIP_EXPR *expr, SCIP_EXPR *child)
Definition: scip_expr.c:1230
void SCIPexprSetData(SCIP_EXPR *expr, SCIP_EXPRDATA *exprdata)
Definition: expr.c:3908
int SCIPexprGetNChildren(SCIP_EXPR *expr)
Definition: expr.c:3860
SCIP_Bool SCIPisExprProduct(SCIP *scip, SCIP_EXPR *expr)
Definition: scip_expr.c:1464
SCIP_Bool SCIPisExprSum(SCIP *scip, SCIP_EXPR *expr)
Definition: scip_expr.c:1453
SCIP_Bool SCIPexprIsIntegral(SCIP_EXPR *expr)
Definition: expr.c:4079
SCIP_RETCODE SCIPreplaceExprChild(SCIP *scip, SCIP_EXPR *expr, int childidx, SCIP_EXPR *newchild)
Definition: scip_expr.c:1248
SCIP_Real * SCIPgetCoefsExprSum(SCIP_EXPR *expr)
Definition: expr_sum.c:1552
SCIP_Bool SCIPisExprValue(SCIP *scip, SCIP_EXPR *expr)
Definition: scip_expr.c:1442
int SCIPcompareExpr(SCIP *scip, SCIP_EXPR *expr1, SCIP_EXPR *expr2)
Definition: scip_expr.c:1734
SCIP_RETCODE SCIPreleaseExpr(SCIP *scip, SCIP_EXPR **expr)
Definition: scip_expr.c:1417
SCIP_Real SCIPexprGetDot(SCIP_EXPR *expr)
Definition: expr.c:3974
SCIP_EXPRDATA * SCIPexprGetData(SCIP_EXPR *expr)
Definition: expr.c:3893
SCIP_EXPRCURV SCIPexprcurvMultiply(SCIP_Real factor, SCIP_EXPRCURV curvature)
Definition: exprcurv.c:88
SCIP_RETCODE SCIPprintExpr(SCIP *scip, SCIP_EXPR *expr, FILE *file)
Definition: scip_expr.c:1486
SCIP_Real SCIPgetValueExprValue(SCIP_EXPR *expr)
Definition: expr_value.c:294
SCIP_Real SCIPexprGetEvalValue(SCIP_EXPR *expr)
Definition: expr.c:3934
SCIP_EXPR ** SCIPexprGetChildren(SCIP_EXPR *expr)
Definition: expr.c:3870
SCIP_Real SCIPgetConstantExprSum(SCIP_EXPR *expr)
Definition: expr_sum.c:1567
SCIP_INTERVAL SCIPexprGetActivity(SCIP_EXPR *expr)
Definition: expr.c:4016
SCIP_RETCODE SCIPduplicateExpr(SCIP *scip, SCIP_EXPR *expr, SCIP_EXPR **copyexpr, SCIP_DECL_EXPR_MAPEXPR((*mapexpr)), void *mapexprdata, SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), void *ownercreatedata)
Definition: scip_expr.c:1281
void SCIPcaptureExpr(SCIP_EXPR *expr)
Definition: scip_expr.c:1409
SCIP_RETCODE SCIPsimplifyExpr(SCIP *scip, SCIP_EXPR *rootexpr, SCIP_EXPR **simplified, SCIP_Bool *changed, SCIP_Bool *infeasible, SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), void *ownercreatedata)
Definition: scip_expr.c:1773
SCIP_EXPRHDLR * SCIPexprGetHdlr(SCIP_EXPR *expr)
Definition: expr.c:3883
void SCIPintervalSet(SCIP_INTERVAL *resultant, SCIP_Real value)
SCIP_Bool SCIPintervalIsEmpty(SCIP_Real infinity, SCIP_INTERVAL operand)
void SCIPintervalMulScalar(SCIP_Real infinity, SCIP_INTERVAL *resultant, SCIP_INTERVAL operand1, SCIP_Real operand2)
int SCIPintervalPropagateWeightedSum(SCIP_Real infinity, int noperands, SCIP_INTERVAL *operands, SCIP_Real *weights, SCIP_Real constant, SCIP_INTERVAL rhs, SCIP_INTERVAL *resultants, SCIP_Bool *infeasible)
void SCIPintervalAdd(SCIP_Real infinity, SCIP_INTERVAL *resultant, SCIP_INTERVAL operand1, SCIP_INTERVAL operand2)
void SCIPintervalSetEmpty(SCIP_INTERVAL *resultant)
#define SCIPfreeBlockMemoryArray(scip, ptr, num)
Definition: scip_mem.h:110
#define SCIPensureBlockMemoryArray(scip, ptr, arraysizeptr, minsize)
Definition: scip_mem.h:107
#define SCIPallocClearBufferArray(scip, ptr, num)
Definition: scip_mem.h:126
#define SCIPallocBufferArray(scip, ptr, num)
Definition: scip_mem.h:124
#define SCIPfreeBufferArray(scip, ptr)
Definition: scip_mem.h:136
#define SCIPallocBlockMemoryArray(scip, ptr, num)
Definition: scip_mem.h:93
#define SCIPfreeBlockMemory(scip, ptr)
Definition: scip_mem.h:108
#define SCIPfreeBufferArrayNull(scip, ptr)
Definition: scip_mem.h:137
#define SCIPallocBlockMemory(scip, ptr)
Definition: scip_mem.h:89
#define SCIPduplicateBlockMemoryArray(scip, ptr, source, num)
Definition: scip_mem.h:105
SCIP_Bool SCIPisEQ(SCIP *scip, SCIP_Real val1, SCIP_Real val2)
void SCIPsortInd(int *indarray, SCIP_DECL_SORTINDCOMP((*indcomp)), void *dataptr, int len)
static volatile int nterms
Definition: interrupt.c:47
#define BMScopyMemoryArray(ptr, source, num)
Definition: memory.h:134
#define BMSclearMemoryArray(ptr, num)
Definition: memory.h:130
#define SCIPdebugPrintf
Definition: pub_message.h:99
SCIP_Real sup
Definition: intervalarith.h:56
SCIP_Real inf
Definition: intervalarith.h:55
SCIP_EXPR ** exprs
Definition: expr_sum.c:342
SCIP * scip
Definition: expr_sum.c:341
structs for symmetry computations
#define SCIP_DECL_EXPR_OWNERCREATE(x)
Definition: type_expr.h:143
struct SCIP_ExprData SCIP_EXPRDATA
Definition: type_expr.h:54
#define SCIP_EXPRITER_VISITINGCHILD
Definition: type_expr.h:693
@ SCIP_MONOTONE_INC
Definition: type_expr.h:72
@ SCIP_MONOTONE_DEC
Definition: type_expr.h:73
#define SCIP_EXPRITER_VISITEDCHILD
Definition: type_expr.h:694
#define SCIP_EXPRITER_LEAVEEXPR
Definition: type_expr.h:695
#define SCIP_EXPRITER_ENTEREXPR
Definition: type_expr.h:692
@ SCIP_OKAY
Definition: type_retcode.h:42
enum SCIP_Retcode SCIP_RETCODE
Definition: type_retcode.h:63