// // 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 SetCoveringOPL { /** * * Solves a set covering problem. * See See http://www.hakank.org/or-tools/set_covering_opl.py * */ private static void Solve() { Solver solver = new Solver("SetCoveringOPL"); // // data // int num_workers = 32; int num_tasks = 15; // Which worker is qualified for each task. // Note: This is 1-based and will be made 0-base below. int[][] qualified = { new int[] { 1, 9, 19, 22, 25, 28, 31 }, new int[] { 2, 12, 15, 19, 21, 23, 27, 29, 30, 31, 32 }, new int[] { 3, 10, 19, 24, 26, 30, 32 }, new int[] { 4, 21, 25, 28, 32 }, new int[] { 5, 11, 16, 22, 23, 27, 31 }, new int[] { 6, 20, 24, 26, 30, 32 }, new int[] { 7, 12, 17, 25, 30, 31 } , new int[] { 8, 17, 20, 22, 23 }, new int[] { 9, 13, 14, 26, 29, 30, 31 }, new int[] { 10, 21, 25, 31, 32 }, new int[] { 14, 15, 18, 23, 24, 27, 30, 32 }, new int[] { 18, 19, 22, 24, 26, 29, 31 }, new int[] { 11, 20, 25, 28, 30, 32 }, new int[] { 16, 19, 23, 31 }, new int[] { 9, 18, 26, 28, 31, 32 } }; int[] cost = {1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 4, 4, 4, 4, 5, 5, 5, 6, 6, 6, 7, 8, 9}; // // Decision variables // IntVar[] hire = solver.MakeIntVarArray(num_workers, 0, 1, "workers"); IntVar total_cost = hire.ScalProd(cost).Var(); // // Constraints // for(int j = 0; j < num_tasks; j++) { // Sum the cost for hiring the qualified workers // (also, make 0-base). int len = qualified[j].Length; IntVar[] tmp = new IntVar[len]; for(int c = 0; c < len; c++) { tmp[c] = hire[qualified[j][c] - 1]; } solver.Add(tmp.Sum() >= 1); } // // objective // OptimizeVar objective = total_cost.Minimize(1); // // Search // DecisionBuilder db = solver.MakePhase(hire, Solver.CHOOSE_FIRST_UNBOUND, Solver.ASSIGN_MIN_VALUE); solver.NewSearch(db, objective); while (solver.NextSolution()) { Console.WriteLine("Cost: " + total_cost.Value()); Console.Write("Hire: "); for(int i = 0; i < num_workers; i++) { if (hire[i].Value() == 1) { Console.Write(i + " "); } } Console.WriteLine("\n"); } 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(); } }