Scippy

SCIP

Solving Constraint Integer Programs

exprinterpret.h
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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 exprinterpret.h
26 * @brief methods to interpret (evaluate) an expression "fast"
27 * @ingroup EXPRINTS
28 * @author Stefan Vigerske
29 *
30 * Realized similar to LPI: one implementation of an interpreter is linked in.
31 */
32
33/* @todo product Gradient times vector
34 @todo product Hessian times vector
35 @todo product Hessian of Lagrangian times vector?
36 @todo sparse Hessian of Lagrangian (sets of expressions)?
37*/
38
39/*---+----1----+----2----+----3----+----4----+----5----+----6----+----7----+----8----+----9----+----0----+----1----+----2*/
40
41#ifndef __SCIP_EXPRINTERPRET_H__
42#define __SCIP_EXPRINTERPRET_H__
43
44#include "scip/def.h"
46#include "scip/type_scip.h"
47#include "scip/type_expr.h"
48
49#ifdef __cplusplus
50extern "C" {
51#endif
52
53/**@addtogroup EXPRINTS
54 * @{
55 */
56
57/** gets name and version of expression interpreter */
58SCIP_EXPORT
59const char* SCIPexprintGetName(void);
60
61/** gets descriptive text of expression interpreter */
62SCIP_EXPORT
63const char* SCIPexprintGetDesc(void);
64
65/** gets capabilities of expression interpreter (using bitflags) */
66SCIP_EXPORT
68
69/** creates an expression interpreter object */
70SCIP_EXPORT
72 SCIP* scip, /**< SCIP data structure */
73 SCIP_EXPRINT** exprint /**< buffer to store pointer to expression interpreter */
74 );
75
76/** frees an expression interpreter object */
77SCIP_EXPORT
79 SCIP* scip, /**< SCIP data structure */
80 SCIP_EXPRINT** exprint /**< expression interpreter that should be freed */
81 );
82
83/** compiles an expression and returns interpreter-specific data for expression
84 *
85 * can be called again with existing exprintdata if expression has been changed
86 *
87 * @attention *exprintdata needs to be initialized to NULL at first call
88 * @attention the expression is assumed to use varidx expressions instead of var expressions
89 */
90SCIP_EXPORT
92 SCIP* scip, /**< SCIP data structure */
93 SCIP_EXPRINT* exprint, /**< interpreter data structure */
94 SCIP_EXPR* expr, /**< expression */
95 SCIP_EXPRINTDATA** exprintdata /**< buffer to store pointer to compiled data */
96 );
97
98/** frees interpreter data for expression */
99SCIP_EXPORT
101 SCIP* scip, /**< SCIP data structure */
102 SCIP_EXPRINT* exprint, /**< interpreter data structure */
103 SCIP_EXPR* expr, /**< expression */
104 SCIP_EXPRINTDATA** exprintdata /**< pointer to pointer to compiled data to be freed */
105 );
106
107/** gives the capability to evaluate an expression by the expression interpreter
108 *
109 * In cases of user-given expressions, higher order derivatives may not be available for the user-expression,
110 * even if the expression interpreter could handle these. This method allows to recognize that, e.g., the
111 * Hessian for an expression is not available because it contains a user expression that does not provide
112 * Hessians.
113 */
114SCIP_EXPORT
116 SCIP* scip, /**< SCIP data structure */
117 SCIP_EXPRINT* exprint, /**< interpreter data structure */
118 SCIP_EXPR* expr, /**< expression */
119 SCIP_EXPRINTDATA* exprintdata /**< interpreter-specific data for expression */
120 );
121
122/** evaluates an expression */
123SCIP_EXPORT
125 SCIP* scip, /**< SCIP data structure */
126 SCIP_EXPRINT* exprint, /**< interpreter data structure */
127 SCIP_EXPR* expr, /**< expression */
128 SCIP_EXPRINTDATA* exprintdata, /**< interpreter-specific data for expression */
129 SCIP_Real* varvals, /**< values of variables */
130 SCIP_Real* val /**< buffer to store value of expression */
131 );
132
133/** computes value and gradient of an expression */
134SCIP_EXPORT
136 SCIP* scip, /**< SCIP data structure */
137 SCIP_EXPRINT* exprint, /**< interpreter data structure */
138 SCIP_EXPR* expr, /**< expression */
139 SCIP_EXPRINTDATA* exprintdata, /**< interpreter-specific data for expression */
140 SCIP_Real* varvals, /**< values of variables, can be NULL if new_varvals is FALSE */
141 SCIP_Bool new_varvals, /**< have variable values changed since last call to a point evaluation routine? */
142 SCIP_Real* val, /**< buffer to store expression value */
143 SCIP_Real* gradient /**< buffer to store expression gradient */
144 );
145
146/** gives sparsity pattern of lower-triangular part of Hessian
147 *
148 * Since the AD code might need to do a forward sweep, variable values need to be passed in here.
149 *
150 * Result will have `(*colidxs)[i] <= (*rowidixs)[i]` for `i=0..*nnz`.
151 */
152SCIP_EXPORT
154 SCIP* scip, /**< SCIP data structure */
155 SCIP_EXPRINT* exprint, /**< interpreter data structure */
156 SCIP_EXPR* expr, /**< expression */
157 SCIP_EXPRINTDATA* exprintdata, /**< interpreter-specific data for expression */
158 SCIP_Real* varvals, /**< values of variables */
159 int** rowidxs, /**< buffer to return array with row indices of Hessian elements */
160 int** colidxs, /**< buffer to return array with column indices of Hessian elements */
161 int* nnz /**< buffer to return length of arrays */
162 );
163
164/** computes value and Hessian of an expression
165 *
166 * Returned arrays `rowidxs` and `colidxs` and number of elements `nnz` are the same as given by SCIPexprintHessianSparsity().
167 * Returned array `hessianvals` will contain the corresponding Hessian elements.
168 */
169SCIP_EXPORT
171 SCIP* scip, /**< SCIP data structure */
172 SCIP_EXPRINT* exprint, /**< interpreter data structure */
173 SCIP_EXPR* expr, /**< expression */
174 SCIP_EXPRINTDATA* exprintdata, /**< interpreter-specific data for expression */
175 SCIP_Real* varvals, /**< values of variables, can be NULL if new_varvals is FALSE */
176 SCIP_Bool new_varvals, /**< have variable values changed since last call to an evaluation routine? */
177 SCIP_Real* val, /**< buffer to store function value */
178 int** rowidxs, /**< buffer to return array with row indices of Hessian elements */
179 int** colidxs, /**< buffer to return array with column indices of Hessian elements */
180 SCIP_Real** hessianvals, /**< buffer to return array with Hessian elements */
181 int* nnz /**< buffer to return length of arrays */
182 );
183
184/** @} */
185
186#ifdef __cplusplus
187}
188#endif
189
190#endif /* __SCIP_EXPRINTERPRET_H__ */
common defines and data types used in all packages of SCIP
#define SCIP_Bool
Definition: def.h:91
#define SCIP_Real
Definition: def.h:172
SCIP_RETCODE SCIPexprintCompile(SCIP *scip, SCIP_EXPRINT *exprint, SCIP_EXPR *expr, SCIP_EXPRINTDATA **exprintdata)
SCIP_RETCODE SCIPexprintFreeData(SCIP *scip, SCIP_EXPRINT *exprint, SCIP_EXPR *expr, SCIP_EXPRINTDATA **exprintdata)
SCIP_EXPRINTCAPABILITY SCIPexprintGetCapability(void)
SCIP_RETCODE SCIPexprintHessianSparsity(SCIP *scip, SCIP_EXPRINT *exprint, SCIP_EXPR *expr, SCIP_EXPRINTDATA *exprintdata, SCIP_Real *varvals, int **rowidxs, int **colidxs, int *nnz)
SCIP_RETCODE SCIPexprintFree(SCIP *scip, SCIP_EXPRINT **exprint)
SCIP_RETCODE SCIPexprintEval(SCIP *scip, SCIP_EXPRINT *exprint, SCIP_EXPR *expr, SCIP_EXPRINTDATA *exprintdata, SCIP_Real *varvals, SCIP_Real *val)
const char * SCIPexprintGetName(void)
const char * SCIPexprintGetDesc(void)
SCIP_EXPRINTCAPABILITY SCIPexprintGetExprCapability(SCIP *scip, SCIP_EXPRINT *exprint, SCIP_EXPR *expr, SCIP_EXPRINTDATA *exprintdata)
SCIP_RETCODE SCIPexprintHessian(SCIP *scip, SCIP_EXPRINT *exprint, SCIP_EXPR *expr, SCIP_EXPRINTDATA *exprintdata, SCIP_Real *varvals, SCIP_Bool new_varvals, SCIP_Real *val, int **rowidxs, int **colidxs, SCIP_Real **hessianvals, int *nnz)
SCIP_RETCODE SCIPexprintCreate(SCIP *scip, SCIP_EXPRINT **exprint)
SCIP_RETCODE SCIPexprintGrad(SCIP *scip, SCIP_EXPRINT *exprint, SCIP_EXPR *expr, SCIP_EXPRINTDATA *exprintdata, SCIP_Real *varvals, SCIP_Bool new_varvals, SCIP_Real *val, SCIP_Real *gradient)
type and macro definitions related to algebraic expressions
type definitions for expression interpreter
struct SCIP_ExprIntData SCIP_EXPRINTDATA
struct SCIP_ExprInt SCIP_EXPRINT
unsigned int SCIP_EXPRINTCAPABILITY
enum SCIP_Retcode SCIP_RETCODE
Definition: type_retcode.h:63
type definitions for SCIP's main datastructure