add model cloning to model_builder python + sample

This commit is contained in:
Laurent Perron
2023-10-24 11:41:30 +02:00
parent a9e55b727c
commit d86dfadc86
6 changed files with 106 additions and 0 deletions

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@@ -631,6 +631,12 @@ class ModelBuilder:
def __init__(self):
self.__helper: mbh.ModelBuilderHelper = mbh.ModelBuilderHelper()
def clone(self) -> "ModelBuilder":
"""Returns a clone of the current model."""
clone = ModelBuilder()
clone.helper.overwrite_model(self.helper)
return clone
@typing.overload
def _get_linear_constraints(self, constraints: Optional[pd.Index]) -> pd.Index:
...

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@@ -169,6 +169,7 @@ PYBIND11_MODULE(model_builder_helper, m) {
py::class_<ModelBuilderHelper>(m, "ModelBuilderHelper")
.def(py::init<>())
.def("overwrite_model", &ModelBuilderHelper::OverwriteModel, arg("other_helper"))
.def("export_to_mps_string", &ModelBuilderHelper::ExportToMpsString,
arg("options") = MPModelExportOptions())
.def("export_to_lp_string", &ModelBuilderHelper::ExportToLpString,

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@@ -44,6 +44,8 @@ code_sample_py(name = "assignment_mb")
code_sample_py(name = "bin_packing_mb")
code_sample_py(name = "copy_model_mb")
code_sample_py(name = "simple_lp_program_mb")
code_sample_py(name = "simple_mip_program_mb")

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@@ -0,0 +1,92 @@
#!/usr/bin/env python3
# Copyright 2010-2022 Google LLC
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# [START program]
"""Integer programming examples that show how to use the APIs."""
# [START import]
import math
from ortools.linear_solver.python import model_builder
# [END import]
def main():
# [START model]
# Create the model.
model = model_builder.ModelBuilder()
# [END model]
# [START variables]
# x and y are integer non-negative variables.
x = model.new_int_var(0.0, math.inf, "x")
y = model.new_int_var(0.0, math.inf, "y")
# [END variables]
# [START constraints]
# x + 7 * y <= 17.5.
c1 = model.add(x + 7 * y <= 17.5)
# x <= 3.5.
c2 = model.add(x <= 3.5)
# [END constraints]
# [START objective]
# Maximize x + 10 * y.
model.maximize(x + 10 * y)
# [END objective]
# Deep copy.
print("Cloning the model.")
model_copy = model.clone()
x_copy = model_copy.var_from_index(x.index)
y_copy = model_copy.var_from_index(y.index)
z_copy = model_copy.new_bool_var("z")
c2_copy = model_copy.linear_constraint_from_index(c2.index)
# Add new constraint.
model_copy.add(x_copy >= 1)
print("Number of constraints in original model =", model.num_constraints)
print("Number of constraints in cloned model =", model_copy.num_constraints)
# Modify a constraint.
c2_copy.add_term(z_copy, 2.0)
print(model_copy.export_to_lp_string())
# [START solve]
# Create the solver with the SCIP backend, and solve the model.
solver = model_builder.ModelSolver("scip")
status = solver.solve(model_copy)
# [END solve]
# [START print_solution]
if status == model_builder.SolveStatus.OPTIMAL:
print("Solution:")
print("Objective value =", solver.objective_value)
print("x =", solver.value(x_copy))
print("y =", solver.value(y_copy))
print("z =", solver.value(z_copy))
else:
print("The problem does not have an optimal solution.")
# [END print_solution]
# [START advanced]
print("\nAdvanced usage:")
print("Problem solved in %f seconds" % solver.wall_time)
# [END advanced]
if __name__ == "__main__":
main()
# [END program]

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@@ -40,6 +40,10 @@
namespace operations_research {
void ModelBuilderHelper::OverwriteModel(const ModelBuilderHelper& other_helper) {
model_ = other_helper.model();
}
std::string ModelBuilderHelper::ExportToMpsString(
const MPModelExportOptions& options) {
return operations_research::ExportModelAsMpsFormat(model_, options)

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@@ -45,6 +45,7 @@ namespace operations_research {
// absl::Status or absl::StatusOr.
class ModelBuilderHelper {
public:
void OverwriteModel(const ModelBuilderHelper& other_helper);
std::string ExportToMpsString(const operations_research::MPModelExportOptions&
options = MPModelExportOptions());
std::string ExportToLpString(const operations_research::MPModelExportOptions&