// // Copyright 2012 Hakan Kjellerstrand // // 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. using System; using System.Collections; using System.IO; using System.Text.RegularExpressions; using Google.OrTools.ConstraintSolver; public class SetCovering3 { /** * * Solves a set covering problem. * See See http://www.hakank.org/or-tools/set_covering3.py * */ private static void Solve() { Solver solver = new Solver("SetCovering3"); // // data // // Set covering problem from // Katta G. Murty: 'Optimization Models for Decision Making', // page 302f // http://ioe.engin.umich.edu/people/fac/books/murty/opti_model/junior-7.pdf int num_groups = 6; int num_senators = 10; // which group does a senator belong to? int[,] belongs = {{1, 1, 1, 1, 1, 0, 0, 0, 0, 0}, // 1 southern {0, 0, 0, 0, 0, 1, 1, 1, 1, 1}, // 2 northern {0, 1, 1, 0, 0, 0, 0, 1, 1, 1}, // 3 liberals {1, 0, 0, 0, 1, 1, 1, 0, 0, 0}, // 4 conservative {0, 0, 1, 1, 1, 1, 1, 0, 1, 0}, // 5 democrats {1, 1, 0, 0, 0, 0, 0, 1, 0, 1}}; // 6 republicans // // Decision variables // IntVar[] x = solver.MakeIntVarArray(num_senators, 0, 1, "x"); // number of assigned senators, to be minimized IntVar z = x.Sum().Var(); // // Constraints // // ensure that each group is covered by at least // one senator for(int i = 0; i < num_groups; i++) { IntVar[] b = new IntVar[num_senators]; for(int j = 0; j < num_senators; j++) { b[j] = (x[j]*belongs[i,j]).Var(); } solver.Add(b.Sum() >= 1); } // // objective // OptimizeVar objective = z.Minimize(1); // // Search // DecisionBuilder db = solver.MakePhase(x, Solver.INT_VAR_DEFAULT, Solver.INT_VALUE_DEFAULT); solver.NewSearch(db, objective); while (solver.NextSolution()) { Console.WriteLine("z: " + z.Value()); Console.Write("x: "); for(int j = 0; j < num_senators; j++) { Console.Write(x[j].Value() + " "); } Console.WriteLine(); // More details for(int j = 0; j < num_senators; j++) { if (x[j].Value() == 1) { Console.Write("Senator " + (1 + j) + " belongs to these groups: "); for(int i = 0; i < num_groups; i++) { if (belongs[i,j] == 1) { Console.Write((1 + i) + " "); } } Console.WriteLine(); } } } Console.WriteLine("\nSolutions: {0}", solver.Solutions()); Console.WriteLine("WallTime: {0}ms", solver.WallTime()); Console.WriteLine("Failures: {0}", solver.Failures()); Console.WriteLine("Branches: {0} ", solver.Branches()); solver.EndSearch(); } public static void Main(String[] args) { Solve(); } }