153 lines
4.4 KiB
C++
153 lines
4.4 KiB
C++
// Copyright 2010-2017 Google
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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#include "ortools/sat/cp_model.pb.h"
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#include "ortools/sat/cp_model_solver.h"
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#include "ortools/sat/cp_model_utils.h"
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#include "ortools/sat/model.h"
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namespace operations_research {
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namespace sat {
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void BinpackingProblem() {
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// Data.
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const int kBinCapacity = 100;
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const int kSlackCapacity = 20;
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const int kNumBins = 5;
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const std::vector<std::vector<int>> items = {
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{20, 6}, {15, 6}, {30, 4}, {45, 3}};
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const int num_items = items.size();
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// Model.
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CpModelProto cp_model;
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// Helpers.
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auto new_variable = [&cp_model](int64 lb, int64 ub) {
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CHECK_LE(lb, ub);
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const int index = cp_model.variables_size();
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IntegerVariableProto* const var = cp_model.add_variables();
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var->add_domain(lb);
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var->add_domain(ub);
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return index;
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};
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auto add_linear_constraint = [&cp_model](const std::vector<int>& vars,
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const std::vector<int64>& coeffs,
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int64 lb, int64 ub) {
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LinearConstraintProto* const lin =
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cp_model.add_constraints()->mutable_linear();
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for (const int v : vars) {
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lin->add_vars(v);
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}
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for (const int64 c : coeffs) {
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lin->add_coeffs(c);
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}
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lin->add_domain(lb);
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lin->add_domain(ub);
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};
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auto add_reified_variable_bounds = [&cp_model](int var, int64 lb, int64 ub,
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int lit) {
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ConstraintProto* const ct = cp_model.add_constraints();
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ct->add_enforcement_literal(lit);
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LinearConstraintProto* const lin = ct->mutable_linear();
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lin->add_vars(var);
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lin->add_coeffs(1);
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lin->add_domain(lb);
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lin->add_domain(ub);
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};
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auto maximize = [&cp_model](const std::vector<int>& vars) {
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CpObjectiveProto* const obj = cp_model.mutable_objective();
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for (const int v : vars) {
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obj->add_vars(v);
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obj->add_coeffs(-1); // Maximize.
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}
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obj->set_scaling_factor(-1.0); // Maximize.
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};
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// Main variables.
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std::vector<std::vector<int>> x(num_items);
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for (int i = 0; i < num_items; ++i) {
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const int num_copies = items[i][1];
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for (int b = 0; b < kNumBins; ++b) {
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x[i].push_back(new_variable(0, num_copies));
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}
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}
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// Load variables.
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std::vector<int> load(kNumBins);
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for (int b = 0; b < kNumBins; ++b) {
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load[b] = new_variable(0, kBinCapacity);
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}
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// Slack variables.
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std::vector<int> slack(kNumBins);
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for (int b = 0; b < kNumBins; ++b) {
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slack[b] = new_variable(0, 1);
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}
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// Links load and x.
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for (int b = 0; b < kNumBins; ++b) {
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std::vector<int> vars;
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std::vector<int64> coeffs;
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vars.push_back(load[b]);
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coeffs.push_back(-1);
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for (int i = 0; i < num_items; ++i) {
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vars.push_back(x[i][b]);
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coeffs.push_back(items[i][0]);
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}
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add_linear_constraint(vars, coeffs, 0, 0);
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}
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// Place all items.
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for (int i = 0; i < num_items; ++i) {
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std::vector<int> vars;
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std::vector<int64> coeffs;
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for (int b = 0; b < kNumBins; ++b) {
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vars.push_back(x[i][b]);
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coeffs.push_back(1);
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}
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add_linear_constraint(vars, coeffs, items[i][1], items[i][1]);
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}
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// Links load and slack through an equivalence relation.
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const int safe_capacity = kBinCapacity - kSlackCapacity;
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for (int b = 0; b < kNumBins; ++b) {
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// slack[b] => load[b] <= safe_capacity.
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add_reified_variable_bounds(load[b], kint64min, safe_capacity, slack[b]);
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// not(slack[b]) => load[b] > safe_capacity.
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add_reified_variable_bounds(load[b], safe_capacity + 1, kint64max,
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NegatedRef(slack[b]));
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}
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// Maximize sum of slacks.
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maximize(slack);
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// Solving part.
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Model model;
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LOG(INFO) << CpModelStats(cp_model);
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const CpSolverResponse response = SolveCpModel(cp_model, &model);
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LOG(INFO) << CpSolverResponseStats(response);
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}
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} // namespace sat
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} // namespace operations_research
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int main() {
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operations_research::sat::BinpackingProblem();
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return EXIT_SUCCESS;
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}
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