OR-Tools  8.1
glop_interface.cc
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1 // Copyright 2010-2018 Google LLC
2 // Licensed under the Apache License, Version 2.0 (the "License");
3 // you may not use this file except in compliance with the License.
4 // You may obtain a copy of the License at
5 //
6 // http://www.apache.org/licenses/LICENSE-2.0
7 //
8 // Unless required by applicable law or agreed to in writing, software
9 // distributed under the License is distributed on an "AS IS" BASIS,
10 // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
11 // See the License for the specific language governing permissions and
12 // limitations under the License.
13 
14 #include <atomic>
15 #include <string>
16 #include <vector>
17 
18 #include "ortools/base/hash.h"
20 #include "ortools/base/logging.h"
21 #include "ortools/glop/lp_solver.h"
29 
30 namespace operations_research {
31 
32 namespace {} // Anonymous namespace
33 
35  public:
36  explicit GLOPInterface(MPSolver* const solver);
37  ~GLOPInterface() override;
38 
39  // ----- Solve -----
40  MPSolver::ResultStatus Solve(const MPSolverParameters& param) override;
41  bool InterruptSolve() override;
42 
43  // ----- Model modifications and extraction -----
44  void Reset() override;
45  void SetOptimizationDirection(bool maximize) override;
46  void SetVariableBounds(int index, double lb, double ub) override;
47  void SetVariableInteger(int index, bool integer) override;
48  void SetConstraintBounds(int index, double lb, double ub) override;
49  void AddRowConstraint(MPConstraint* const ct) override;
50  void AddVariable(MPVariable* const var) override;
51  void SetCoefficient(MPConstraint* const constraint,
52  const MPVariable* const variable, double new_value,
53  double old_value) override;
54  void ClearConstraint(MPConstraint* const constraint) override;
55  void SetObjectiveCoefficient(const MPVariable* const variable,
56  double coefficient) override;
57  void SetObjectiveOffset(double value) override;
58  void ClearObjective() override;
59 
60  // ------ Query statistics on the solution and the solve ------
61  int64 iterations() const override;
62  int64 nodes() const override;
63  MPSolver::BasisStatus row_status(int constraint_index) const override;
64  MPSolver::BasisStatus column_status(int variable_index) const override;
65 
66  // ----- Misc -----
67  bool IsContinuous() const override;
68  bool IsLP() const override;
69  bool IsMIP() const override;
70 
71  std::string SolverVersion() const override;
72  void* underlying_solver() override;
73 
74  void ExtractNewVariables() override;
75  void ExtractNewConstraints() override;
76  void ExtractObjective() override;
77 
78  void SetStartingLpBasis(
79  const std::vector<MPSolver::BasisStatus>& variable_statuses,
80  const std::vector<MPSolver::BasisStatus>& constraint_statuses) override;
81 
82  void SetParameters(const MPSolverParameters& param) override;
83  void SetRelativeMipGap(double value) override;
84  void SetPrimalTolerance(double value) override;
85  void SetDualTolerance(double value) override;
86  void SetPresolveMode(int value) override;
87  void SetScalingMode(int value) override;
88  void SetLpAlgorithm(int value) override;
90  const std::string& parameters) override;
91 
92  private:
93  void NonIncrementalChange();
94 
95  glop::LinearProgram linear_program_;
96  glop::LPSolver lp_solver_;
97  std::vector<MPSolver::BasisStatus> column_status_;
98  std::vector<MPSolver::BasisStatus> row_status_;
99  glop::GlopParameters parameters_;
100  std::atomic<bool> interrupt_solver_;
101 };
102 
104  : MPSolverInterface(solver),
105  linear_program_(),
106  lp_solver_(),
107  column_status_(),
108  row_status_(),
109  parameters_(),
110  interrupt_solver_(false) {}
111 
113 
115  // Re-extract the problem from scratch. We don't support modifying the
116  // LinearProgram in sync with changes done in the MPSolver.
118  linear_program_.Clear();
119  interrupt_solver_ = false;
120  ExtractModel();
121  SetParameters(param);
122 
123  linear_program_.SetMaximizationProblem(maximize_);
124  linear_program_.CleanUp();
125 
126  // Time limit.
127  if (solver_->time_limit()) {
128  VLOG(1) << "Setting time limit = " << solver_->time_limit() << " ms.";
129  parameters_.set_max_time_in_seconds(
130  static_cast<double>(solver_->time_limit()) / 1000.0);
131  }
132 
134  solver_->solver_specific_parameter_string_);
135  lp_solver_.SetParameters(parameters_);
136  std::unique_ptr<TimeLimit> time_limit =
137  TimeLimit::FromParameters(parameters_);
138  time_limit->RegisterExternalBooleanAsLimit(&interrupt_solver_);
139  const glop::ProblemStatus status =
140  lp_solver_.SolveWithTimeLimit(linear_program_, time_limit.get());
141 
142  // The solution must be marked as synchronized even when no solution exists.
145  objective_value_ = lp_solver_.GetObjectiveValue();
146 
147  const size_t num_vars = solver_->variables_.size();
148  column_status_.resize(num_vars, MPSolver::FREE);
149  for (int var_id = 0; var_id < num_vars; ++var_id) {
150  MPVariable* const var = solver_->variables_[var_id];
151  const glop::ColIndex lp_solver_var_id(var->index());
152 
153  const glop::Fractional solution_value =
154  lp_solver_.variable_values()[lp_solver_var_id];
155  var->set_solution_value(static_cast<double>(solution_value));
156 
157  const glop::Fractional reduced_cost =
158  lp_solver_.reduced_costs()[lp_solver_var_id];
159  var->set_reduced_cost(static_cast<double>(reduced_cost));
160 
161  const glop::VariableStatus variable_status =
162  lp_solver_.variable_statuses()[lp_solver_var_id];
163  column_status_.at(var_id) = GlopToMPSolverVariableStatus(variable_status);
164  }
165 
166  const size_t num_constraints = solver_->constraints_.size();
167  row_status_.resize(num_constraints, MPSolver::FREE);
168  for (int ct_id = 0; ct_id < num_constraints; ++ct_id) {
169  MPConstraint* const ct = solver_->constraints_[ct_id];
170  const glop::RowIndex lp_solver_ct_id(ct->index());
171 
172  const glop::Fractional dual_value =
173  lp_solver_.dual_values()[lp_solver_ct_id];
174  ct->set_dual_value(static_cast<double>(dual_value));
175 
176  const glop::ConstraintStatus constraint_status =
177  lp_solver_.constraint_statuses()[lp_solver_ct_id];
178  row_status_.at(ct_id) = GlopToMPSolverConstraintStatus(constraint_status);
179  }
180 
181  return result_status_;
182 }
183 
185  interrupt_solver_ = true;
186  return true;
187 }
188 
190  // Ignore any incremental info for the next solve. Note that the parameters
191  // will not be reset as we re-read them on each Solve().
192  lp_solver_.Clear();
193 }
194 
196  NonIncrementalChange();
197 }
198 
199 void GLOPInterface::SetVariableBounds(int index, double lb, double ub) {
200  NonIncrementalChange();
201 }
202 
203 void GLOPInterface::SetVariableInteger(int index, bool integer) {
204  LOG(WARNING) << "Glop doesn't deal with integer variables.";
205 }
206 
207 void GLOPInterface::SetConstraintBounds(int index, double lb, double ub) {
208  NonIncrementalChange();
209 }
210 
212  NonIncrementalChange();
213 }
214 
216  NonIncrementalChange();
217 }
218 
220  const MPVariable* const variable,
221  double new_value, double old_value) {
222  NonIncrementalChange();
223 }
224 
226  NonIncrementalChange();
227 }
228 
230  double coefficient) {
231  NonIncrementalChange();
232 }
233 
234 void GLOPInterface::SetObjectiveOffset(double value) { NonIncrementalChange(); }
235 
236 void GLOPInterface::ClearObjective() { NonIncrementalChange(); }
237 
239  return lp_solver_.GetNumberOfSimplexIterations();
240 }
241 
243  LOG(DFATAL) << "Number of nodes only available for discrete problems";
244  return kUnknownNumberOfNodes;
245 }
246 
248  return row_status_[constraint_index];
249 }
250 
252  return column_status_[variable_index];
253 }
254 
255 bool GLOPInterface::IsContinuous() const { return true; }
256 
257 bool GLOPInterface::IsLP() const { return true; }
258 
259 bool GLOPInterface::IsMIP() const { return false; }
260 
261 std::string GLOPInterface::SolverVersion() const {
262  // TODO(user): Decide how to version glop. Add a GetVersion() to LPSolver.
263  return "Glop-0.0";
264 }
265 
266 void* GLOPInterface::underlying_solver() { return &lp_solver_; }
267 
271 
272  const glop::ColIndex num_cols(solver_->variables_.size());
273  for (glop::ColIndex col(last_variable_index_); col < num_cols; ++col) {
274  MPVariable* const var = solver_->variables_[col.value()];
275  const glop::ColIndex new_col = linear_program_.CreateNewVariable();
276  DCHECK_EQ(new_col, col);
277  set_variable_as_extracted(col.value(), true);
278  linear_program_.SetVariableBounds(col, var->lb(), var->ub());
279  }
280 }
281 
284 
285  const glop::RowIndex num_rows(solver_->constraints_.size());
286  for (glop::RowIndex row(0); row < num_rows; ++row) {
287  MPConstraint* const ct = solver_->constraints_[row.value()];
288  set_constraint_as_extracted(row.value(), true);
289 
290  const double lb = ct->lb();
291  const double ub = ct->ub();
292  const glop::RowIndex new_row = linear_program_.CreateNewConstraint();
293  DCHECK_EQ(new_row, row);
294  linear_program_.SetConstraintBounds(row, lb, ub);
295 
296  for (const auto& entry : ct->coefficients_) {
297  const int var_index = entry.first->index();
298  DCHECK(variable_is_extracted(var_index));
299  const glop::ColIndex col(var_index);
300  const double coeff = entry.second;
301  linear_program_.SetCoefficient(row, col, coeff);
302  }
303  }
304 }
305 
307  linear_program_.SetObjectiveOffset(solver_->Objective().offset());
308  for (const auto& entry : solver_->objective_->coefficients_) {
309  const int var_index = entry.first->index();
310  const glop::ColIndex col(var_index);
311  const double coeff = entry.second;
312  linear_program_.SetObjectiveCoefficient(col, coeff);
313  }
314 }
315 
317  const std::vector<MPSolver::BasisStatus>& variable_statuses,
318  const std::vector<MPSolver::BasisStatus>& constraint_statuses) {
319  glop::VariableStatusRow glop_variable_statuses;
320  glop::ConstraintStatusColumn glop_constraint_statuses;
321  for (const MPSolver::BasisStatus& status : variable_statuses) {
322  glop_variable_statuses.push_back(MPSolverToGlopVariableStatus(status));
323  }
324  for (const MPSolver::BasisStatus& status : constraint_statuses) {
325  glop_constraint_statuses.push_back(MPSolverToGlopConstraintStatus(status));
326  }
327  lp_solver_.SetInitialBasis(glop_variable_statuses, glop_constraint_statuses);
328 }
329 
331  parameters_.Clear();
332  SetCommonParameters(param);
334 }
335 
339  value);
340  }
341 }
342 
344  // TODO(user): Modify parameters_ with the correct value.
345  // The problem is that this is set by default by the wrapper to 1e-7 and for
346  // now we want to use higher default tolerances in Glop.
349  value);
350  }
351 }
352 
354  // TODO(user): Modify parameters_ with the correct value.
355  // The problem is that this is set by default by the wrapper to 1e-7 and for
356  // now we want to use higher default tolerances in Glop.
359  }
360 }
361 
363  switch (value) {
365  parameters_.set_use_preprocessing(false);
366  break;
368  parameters_.set_use_preprocessing(true);
369  break;
370  default:
373  }
374  }
375 }
376 
378  switch (value) {
380  parameters_.set_use_scaling(false);
381  break;
383  parameters_.set_use_scaling(true);
384  break;
385  default:
388  }
389  }
390 }
391 
393  switch (value) {
395  parameters_.set_use_dual_simplex(true);
396  break;
398  parameters_.set_use_dual_simplex(false);
399  break;
400  default:
403  value);
404  }
405  }
406 }
407 
409  const std::string& parameters) {
410  // NOTE(user): Android build uses protocol buffers in lite mode, and
411  // parsing data from text format is not supported there. To allow solver
412  // specific parameters from string on Android, we first need to switch to
413  // non-lite version of protocol buffers.
414  if (ProtobufTextFormatMergeFromString(parameters, &parameters_)) {
415  lp_solver_.SetParameters(parameters_);
416  return true;
417  }
418  return false;
419 }
420 
421 void GLOPInterface::NonIncrementalChange() {
422  // The current implementation is not incremental.
424 }
425 
426 // Register GLOP in the global linear solver factory.
428  return new GLOPInterface(solver);
429 }
430 
431 } // namespace operations_research
operations_research::GLOPInterface::SetParameters
void SetParameters(const MPSolverParameters &param) override
Definition: glop_interface.cc:330
glop_utils.h
var
IntVar * var
Definition: expr_array.cc:1858
operations_research::MPSolverInterface::SetDoubleParamToUnsupportedValue
void SetDoubleParamToUnsupportedValue(MPSolverParameters::DoubleParam param, double value)
Definition: linear_solver.cc:1769
integral_types.h
operations_research::MPSolverParameters::kDefaultIntegerParamValue
static const int kDefaultIntegerParamValue
Definition: linear_solver.h:1431
VLOG
#define VLOG(verboselevel)
Definition: base/logging.h:978
absl::StrongVector::push_back
void push_back(const value_type &x)
Definition: strong_vector.h:158
operations_research::GLOPInterface::SetRelativeMipGap
void SetRelativeMipGap(double value) override
Definition: glop_interface.cc:336
operations_research::GLOPInterface::AddVariable
void AddVariable(MPVariable *const var) override
Definition: glop_interface.cc:215
time_limit.h
operations_research::glop::LPSolver::GetObjectiveValue
Fractional GetObjectiveValue() const
Definition: lp_solver.cc:446
operations_research::GLOPInterface::~GLOPInterface
~GLOPInterface() override
Definition: glop_interface.cc:112
LOG
#define LOG(severity)
Definition: base/logging.h:420
lp_data.h
operations_research::MPSolverParameters::DUAL_TOLERANCE
@ DUAL_TOLERANCE
Advanced usage: tolerance for dual feasibility of basic solutions.
Definition: linear_solver.h:1375
operations_research::GLOPInterface::column_status
MPSolver::BasisStatus column_status(int variable_index) const override
Definition: glop_interface.cc:251
operations_research::MPSolverParameters::LP_ALGORITHM
@ LP_ALGORITHM
Algorithm to solve linear programs.
Definition: linear_solver.h:1383
operations_research::GLOPInterface::nodes
int64 nodes() const override
Definition: glop_interface.cc:242
operations_research::MPSolver::Objective
const MPObjective & Objective() const
Returns the objective object.
Definition: linear_solver.h:416
proto_utils.h
operations_research::GLOPInterface::SetOptimizationDirection
void SetOptimizationDirection(bool maximize) override
Definition: glop_interface.cc:195
operations_research::GLOPInterface::InterruptSolve
bool InterruptSolve() override
Definition: glop_interface.cc:184
logging.h
operations_research::MPSolverInterface::last_constraint_index_
int last_constraint_index_
Definition: linear_solver.h:1724
operations_research::MPSolver
This mathematical programming (MP) solver class is the main class though which users build and solve ...
Definition: linear_solver.h:179
operations_research::glop::LinearProgram::SetConstraintBounds
void SetConstraintBounds(RowIndex row, Fractional lower_bound, Fractional upper_bound)
Definition: lp_data.cc:307
value
int64 value
Definition: demon_profiler.cc:43
operations_research::GLOPInterface::SetPrimalTolerance
void SetPrimalTolerance(double value) override
Definition: glop_interface.cc:343
operations_research::GLOPInterface::SetSolverSpecificParametersAsString
bool SetSolverSpecificParametersAsString(const std::string &parameters) override
Definition: glop_interface.cc:408
operations_research::glop::LPSolver::dual_values
const DenseColumn & dual_values() const
Definition: lp_solver.h:112
operations_research
The vehicle routing library lets one model and solve generic vehicle routing problems ranging from th...
Definition: dense_doubly_linked_list.h:21
operations_research::MPObjective::offset
double offset() const
Gets the constant term in the objective.
Definition: linear_solver.h:961
operations_research::glop::ConstraintStatus
ConstraintStatus
Definition: lp_types.h:227
WARNING
const int WARNING
Definition: log_severity.h:31
operations_research::GLOPInterface::SetScalingMode
void SetScalingMode(int value) override
Definition: glop_interface.cc:377
operations_research::MPSolverInterface
Definition: linear_solver.h:1516
operations_research::TimeLimit::FromParameters
static std::unique_ptr< TimeLimit > FromParameters(const Parameters &parameters)
Creates a time limit object initialized from an object that provides methods max_time_in_seconds() an...
Definition: time_limit.h:159
operations_research::glop::LPSolver::variable_statuses
const VariableStatusRow & variable_statuses() const
Definition: lp_solver.h:102
operations_research::MPSolverParameters::SCALING_OFF
@ SCALING_OFF
Scaling is off.
Definition: linear_solver.h:1423
int64
int64_t int64
Definition: integral_types.h:34
operations_research::GLOPInterface::SetObjectiveOffset
void SetObjectiveOffset(double value) override
Definition: glop_interface.cc:234
operations_research::GLOPInterface::underlying_solver
void * underlying_solver() override
Definition: glop_interface.cc:266
operations_research::glop::LinearProgram::SetMaximizationProblem
void SetMaximizationProblem(bool maximize)
Definition: lp_data.cc:341
operations_research::GLOPInterface::ClearObjective
void ClearObjective() override
Definition: glop_interface.cc:236
index
int index
Definition: pack.cc:508
operations_research::MPSolverParameters
This class stores parameter settings for LP and MIP solvers.
Definition: linear_solver.h:1360
operations_research::MPConstraint
The class for constraints of a Mathematical Programming (MP) model.
Definition: linear_solver.h:1177
operations_research::glop::LPSolver::constraint_statuses
const ConstraintStatusColumn & constraint_statuses() const
Definition: lp_solver.h:116
operations_research::GLOPInterface::iterations
int64 iterations() const override
Definition: glop_interface.cc:238
operations_research::glop::Fractional
double Fractional
Definition: lp_types.h:77
operations_research::glop::LinearProgram::CreateNewVariable
ColIndex CreateNewVariable()
Definition: lp_data.cc:160
operations_research::glop::LPSolver::Clear
void Clear()
Definition: lp_solver.cc:213
operations_research::glop::LinearProgram::CreateNewConstraint
RowIndex CreateNewConstraint()
Definition: lp_data.cc:189
operations_research::MPSolverToGlopConstraintStatus
glop::ConstraintStatus MPSolverToGlopConstraintStatus(MPSolver::BasisStatus s)
Definition: glop_utils.cc:108
operations_research::glop::LinearProgram::Clear
void Clear()
Definition: lp_data.cc:132
operations_research::MPSolverParameters::PRESOLVE_ON
@ PRESOLVE_ON
Presolve is on.
Definition: linear_solver.h:1395
operations_research::GLOPInterface::Reset
void Reset() override
Definition: glop_interface.cc:189
operations_research::MPSolverInterface::objective_value_
double objective_value_
Definition: linear_solver.h:1729
operations_research::MPSolverParameters::GetIntegerParam
int GetIntegerParam(MPSolverParameters::IntegerParam param) const
Returns the value of an integer parameter.
Definition: linear_solver.cc:1999
operations_research::MPSolverParameters::SCALING_ON
@ SCALING_ON
Scaling is on.
Definition: linear_solver.h:1425
operations_research::MPSolverInterface::ResetExtractionInformation
void ResetExtractionInformation()
Definition: linear_solver.cc:1665
operations_research::GLOPInterface
Definition: glop_interface.cc:34
operations_research::MPSolverInterface::solver_
MPSolver *const solver_
Definition: linear_solver.h:1714
operations_research::GlopToMPSolverResultStatus
MPSolver::ResultStatus GlopToMPSolverResultStatus(glop::ProblemStatus s)
Definition: glop_utils.cc:18
time_limit
SharedTimeLimit * time_limit
Definition: cp_model_solver.cc:2103
operations_research::glop::LinearProgram::SetVariableBounds
void SetVariableBounds(ColIndex col, Fractional lower_bound, Fractional upper_bound)
Definition: lp_data.cc:247
operations_research::GLOPInterface::IsLP
bool IsLP() const override
Definition: glop_interface.cc:257
operations_research::glop::LPSolver::reduced_costs
const DenseRow & reduced_costs() const
Definition: lp_solver.h:101
operations_research::MPSolverInterface::kUnknownNumberOfNodes
static constexpr int64 kUnknownNumberOfNodes
Definition: linear_solver.h:1536
operations_research::MPSolver::SetSolverSpecificParametersAsString
bool SetSolverSpecificParametersAsString(const std::string &parameters)
Advanced usage: pass solver specific parameters in text format.
Definition: linear_solver.cc:346
operations_research::MPSolverParameters::PRESOLVE
@ PRESOLVE
Advanced usage: presolve mode.
Definition: linear_solver.h:1381
operations_research::MPSolver::FREE
@ FREE
Definition: linear_solver.h:643
operations_research::MPSolverToGlopVariableStatus
glop::VariableStatus MPSolverToGlopVariableStatus(MPSolver::BasisStatus s)
Definition: glop_utils.cc:74
operations_research::GLOPInterface::SetVariableBounds
void SetVariableBounds(int index, double lb, double ub) override
Definition: glop_interface.cc:199
operations_research::MPSolverInterface::SOLUTION_SYNCHRONIZED
@ SOLUTION_SYNCHRONIZED
Definition: linear_solver.h:1528
operations_research::GLOPInterface::Solve
MPSolver::ResultStatus Solve(const MPSolverParameters &param) override
Definition: glop_interface.cc:114
operations_research::GLOPInterface::SetPresolveMode
void SetPresolveMode(int value) override
Definition: glop_interface.cc:362
operations_research::MPSolverParameters::kDefaultDoubleParamValue
static const double kDefaultDoubleParamValue
Definition: linear_solver.h:1430
operations_research::glop::StrictITIVector< ColIndex, VariableStatus >
operations_research::GLOPInterface::ExtractObjective
void ExtractObjective() override
Definition: glop_interface.cc:306
operations_research::MPSolverInterface::SetIntegerParamToUnsupportedValue
virtual void SetIntegerParamToUnsupportedValue(MPSolverParameters::IntegerParam param, int value)
Definition: linear_solver.cc:1774
operations_research::GLOPInterface::SetVariableInteger
void SetVariableInteger(int index, bool integer) override
Definition: glop_interface.cc:203
operations_research::MPSolver::time_limit
int64 time_limit() const
Definition: linear_solver.h:779
operations_research::MPSolver::BasisStatus
BasisStatus
Advanced usage: possible basis status values for a variable and the slack variable of a linear constr...
Definition: linear_solver.h:642
operations_research::GLOPInterface::GLOPInterface
GLOPInterface(MPSolver *const solver)
Definition: glop_interface.cc:103
operations_research::GLOPInterface::IsContinuous
bool IsContinuous() const override
Definition: glop_interface.cc:255
operations_research::GLOPInterface::row_status
MPSolver::BasisStatus row_status(int constraint_index) const override
Definition: glop_interface.cc:247
operations_research::glop::LinearProgram::CleanUp
void CleanUp()
Definition: lp_data.cc:345
operations_research::GLOPInterface::SetDualTolerance
void SetDualTolerance(double value) override
Definition: glop_interface.cc:353
ct
const Constraint * ct
Definition: demon_profiler.cc:42
operations_research::glop::LinearProgram::SetCoefficient
void SetCoefficient(RowIndex row, ColIndex col, Fractional value)
Definition: lp_data.cc:315
operations_research::GLOPInterface::ClearConstraint
void ClearConstraint(MPConstraint *const constraint) override
Definition: glop_interface.cc:225
operations_research::MPSolverInterface::sync_status_
SynchronizationStatus sync_status_
Definition: linear_solver.h:1716
DCHECK
#define DCHECK(condition)
Definition: base/logging.h:884
operations_research::MPSolverParameters::PRIMAL_TOLERANCE
@ PRIMAL_TOLERANCE
Advanced usage: tolerance for primal feasibility of basic solutions.
Definition: linear_solver.h:1373
operations_research::MPSolver::ResultStatus
ResultStatus
The status of solving the problem.
Definition: linear_solver.h:427
operations_research::MPSolverInterface::variable_is_extracted
bool variable_is_extracted(int var_index) const
Definition: linear_solver.h:1654
operations_research::glop::LPSolver::SetInitialBasis
void SetInitialBasis(const VariableStatusRow &variable_statuses, const ConstraintStatusColumn &constraint_statuses)
Definition: lp_solver.cc:218
operations_research::GLOPInterface::SetLpAlgorithm
void SetLpAlgorithm(int value) override
Definition: glop_interface.cc:392
operations_research::MPSolverInterface::ExtractModel
void ExtractModel()
Definition: linear_solver.cc:1637
operations_research::glop::LinearProgram::SetObjectiveOffset
void SetObjectiveOffset(Fractional objective_offset)
Definition: lp_data.cc:329
operations_research::glop::LPSolver::variable_values
const DenseRow & variable_values() const
Definition: lp_solver.h:100
operations_research::GlopToMPSolverVariableStatus
MPSolver::BasisStatus GlopToMPSolverVariableStatus(glop::VariableStatus s)
Definition: glop_utils.cc:57
operations_research::MPSolverInterface::set_variable_as_extracted
void set_variable_as_extracted(int var_index, bool extracted)
Definition: linear_solver.h:1657
operations_research::MPSolverParameters::SCALING
@ SCALING
Advanced usage: enable or disable matrix scaling.
Definition: linear_solver.h:1387
operations_research::glop::LPSolver::SolveWithTimeLimit
ABSL_MUST_USE_RESULT ProblemStatus SolveWithTimeLimit(const LinearProgram &lp, TimeLimit *time_limit)
Definition: lp_solver.cc:127
coefficient
int64 coefficient
Definition: routing_search.cc:972
col
ColIndex col
Definition: markowitz.cc:176
operations_research::GlopToMPSolverConstraintStatus
MPSolver::BasisStatus GlopToMPSolverConstraintStatus(glop::ConstraintStatus s)
Definition: glop_utils.cc:91
operations_research::glop::ProblemStatus
ProblemStatus
Definition: lp_types.h:101
row
RowIndex row
Definition: markowitz.cc:175
operations_research::glop::LinearProgram
Definition: lp_data.h:55
operations_research::MPSolverInterface::last_variable_index_
int last_variable_index_
Definition: linear_solver.h:1726
operations_research::GLOPInterface::IsMIP
bool IsMIP() const override
Definition: glop_interface.cc:259
operations_research::glop::LinearProgram::SetObjectiveCoefficient
void SetObjectiveCoefficient(ColIndex col, Fractional value)
Definition: lp_data.cc:324
operations_research::MPSolverParameters::RELATIVE_MIP_GAP
@ RELATIVE_MIP_GAP
Limit for relative MIP gap.
Definition: linear_solver.h:1365
operations_research::glop::LPSolver
Definition: lp_solver.h:29
operations_research::MPVariable
The class for variables of a Mathematical Programming (MP) model.
Definition: linear_solver.h:1052
DCHECK_EQ
#define DCHECK_EQ(val1, val2)
Definition: base/logging.h:885
hash.h
operations_research::GLOPInterface::SetStartingLpBasis
void SetStartingLpBasis(const std::vector< MPSolver::BasisStatus > &variable_statuses, const std::vector< MPSolver::BasisStatus > &constraint_statuses) override
Definition: glop_interface.cc:316
linear_solver.h
A C++ wrapper that provides a simple and unified interface to several linear programming and mixed in...
operations_research::GLOPInterface::ExtractNewConstraints
void ExtractNewConstraints() override
Definition: glop_interface.cc:282
operations_research::BuildGLOPInterface
MPSolverInterface * BuildGLOPInterface(MPSolver *const solver)
Definition: glop_interface.cc:427
operations_research::MPSolverInterface::SetCommonParameters
void SetCommonParameters(const MPSolverParameters &param)
Definition: linear_solver.cc:1733
operations_research::glop::LPSolver::GetNumberOfSimplexIterations
int GetNumberOfSimplexIterations() const
Definition: lp_solver.cc:462
operations_research::ProtobufTextFormatMergeFromString
bool ProtobufTextFormatMergeFromString(const std::string &proto_text_string, ProtoType *proto)
Definition: port/proto_utils.h:75
operations_research::glop::LPSolver::SetParameters
void SetParameters(const GlopParameters &parameters)
Definition: lp_solver.cc:113
operations_research::glop::VariableStatus
VariableStatus
Definition: lp_types.h:196
operations_research::MPSolverParameters::PRIMAL
@ PRIMAL
Primal simplex.
Definition: linear_solver.h:1403
operations_research::MPSolverParameters::PRESOLVE_OFF
@ PRESOLVE_OFF
Presolve is off.
Definition: linear_solver.h:1393
lp_types.h
operations_research::GLOPInterface::ExtractNewVariables
void ExtractNewVariables() override
Definition: glop_interface.cc:268
operations_research::MPSolverInterface::MUST_RELOAD
@ MUST_RELOAD
Definition: linear_solver.h:1521
operations_research::MPSolverInterface::result_status_
MPSolver::ResultStatus result_status_
Definition: linear_solver.h:1719
operations_research::GLOPInterface::SolverVersion
std::string SolverVersion() const override
Definition: glop_interface.cc:261
operations_research::MPSolverInterface::maximize_
bool maximize_
Definition: linear_solver.h:1721
operations_research::MPSolverInterface::set_constraint_as_extracted
void set_constraint_as_extracted(int ct_index, bool extracted)
Definition: linear_solver.h:1663
parameters
SatParameters parameters
Definition: cp_model_fz_solver.cc:108
operations_research::GLOPInterface::SetConstraintBounds
void SetConstraintBounds(int index, double lb, double ub) override
Definition: glop_interface.cc:207
parameters.pb.h
operations_research::MPSolverParameters::DUAL
@ DUAL
Dual simplex.
Definition: linear_solver.h:1401
operations_research::GLOPInterface::AddRowConstraint
void AddRowConstraint(MPConstraint *const ct) override
Definition: glop_interface.cc:211
operations_research::GLOPInterface::SetCoefficient
void SetCoefficient(MPConstraint *const constraint, const MPVariable *const variable, double new_value, double old_value) override
Definition: glop_interface.cc:219
lp_solver.h
operations_research::GLOPInterface::SetObjectiveCoefficient
void SetObjectiveCoefficient(const MPVariable *const variable, double coefficient) override
Definition: glop_interface.cc:229