// 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] // [START import] using System; using System.Collections.Generic; using System.Linq; using Google.OrTools.LinearSolver; // [END import] public class AssignmentTeamsMip { static void Main() { // Data. // [START data] int[,] costs = { { 90, 76, 75, 70 }, { 35, 85, 55, 65 }, { 125, 95, 90, 105 }, { 45, 110, 95, 115 }, { 60, 105, 80, 75 }, { 45, 65, 110, 95 }, }; int numWorkers = costs.GetLength(0); int numTasks = costs.GetLength(1); int[] allWorkers = Enumerable.Range(0, numWorkers).ToArray(); int[] allTasks = Enumerable.Range(0, numTasks).ToArray(); int[] team1 = { 0, 2, 4 }; int[] team2 = { 1, 3, 5 }; // Maximum total of tasks for any team int teamMax = 2; // [END data] // Solver. // [START solver] Solver solver = Solver.CreateSolver("SCIP"); if (solver is null) { return; } // [END solver] // Variables. // [START variables] // x[i, j] is an array of 0-1 variables, which will be 1 // if worker i is assigned to task j. Variable[,] x = new Variable[numWorkers, numTasks]; foreach (int worker in allWorkers) { foreach (int task in allTasks) { x[worker, task] = solver.MakeBoolVar($"x[{worker},{task}]"); } } // [END variables] // Constraints // [START constraints] // Each worker is assigned to at most one task. foreach (int worker in allWorkers) { Constraint constraint = solver.MakeConstraint(0, 1, ""); foreach (int task in allTasks) { constraint.SetCoefficient(x[worker, task], 1); } } // Each task is assigned to exactly one worker. foreach (int task in allTasks) { Constraint constraint = solver.MakeConstraint(1, 1, ""); foreach (int worker in allWorkers) { constraint.SetCoefficient(x[worker, task], 1); } } // Each team takes at most two tasks. Constraint team1Tasks = solver.MakeConstraint(0, teamMax, ""); foreach (int worker in team1) { foreach (int task in allTasks) { team1Tasks.SetCoefficient(x[worker, task], 1); } } Constraint team2Tasks = solver.MakeConstraint(0, teamMax, ""); foreach (int worker in team2) { foreach (int task in allTasks) { team2Tasks.SetCoefficient(x[worker, task], 1); } } // [END constraints] // Objective // [START objective] Objective objective = solver.Objective(); foreach (int worker in allWorkers) { foreach (int task in allTasks) { objective.SetCoefficient(x[worker, task], costs[worker, task]); } } objective.SetMinimization(); // [END objective] // Solve // [START solve] Solver.ResultStatus resultStatus = solver.Solve(); // [END solve] // Print solution. // [START print_solution] // Check that the problem has a feasible solution. if (resultStatus == Solver.ResultStatus.OPTIMAL || resultStatus == Solver.ResultStatus.FEASIBLE) { Console.WriteLine($"Total cost: {solver.Objective().Value()}\n"); foreach (int worker in allWorkers) { foreach (int task in allTasks) { // Test if x[i, j] is 0 or 1 (with tolerance for floating point // arithmetic). if (x[worker, task].SolutionValue() > 0.5) { Console.WriteLine($"Worker {worker} assigned to task {task}. Cost: {costs[worker, task]}"); } } } } else { Console.WriteLine("No solution found."); } // [END print_solution] } } // [END program]