// Copyright 2010-2025 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.Sat; // [END import] public class AssignmentGroupsSat { public static void Main(String[] args) { // Data. // [START data] int[,] costs = { { 90, 76, 75, 70, 50, 74 }, { 35, 85, 55, 65, 48, 101 }, { 125, 95, 90, 105, 59, 120 }, { 45, 110, 95, 115, 104, 83 }, { 60, 105, 80, 75, 59, 62 }, { 45, 65, 110, 95, 47, 31 }, { 38, 51, 107, 41, 69, 99 }, { 47, 85, 57, 71, 92, 77 }, { 39, 63, 97, 49, 118, 56 }, { 47, 101, 71, 60, 88, 109 }, { 17, 39, 103, 64, 61, 92 }, { 101, 45, 83, 59, 92, 27 }, }; int numWorkers = costs.GetLength(0); int numTasks = costs.GetLength(1); int[] allWorkers = Enumerable.Range(0, numWorkers).ToArray(); int[] allTasks = Enumerable.Range(0, numTasks).ToArray(); // [END data] // Allowed groups of workers: // [START allowed_groups] long[,] group1 = { { 0, 0, 1, 1 }, // Workers 2, 3 { 0, 1, 0, 1 }, // Workers 1, 3 { 0, 1, 1, 0 }, // Workers 1, 2 { 1, 1, 0, 0 }, // Workers 0, 1 { 1, 0, 1, 0 }, // Workers 0, 2 }; long[,] group2 = { { 0, 0, 1, 1 }, // Workers 6, 7 { 0, 1, 0, 1 }, // Workers 5, 7 { 0, 1, 1, 0 }, // Workers 5, 6 { 1, 1, 0, 0 }, // Workers 4, 5 { 1, 0, 0, 1 }, // Workers 4, 7 }; long[,] group3 = { { 0, 0, 1, 1 }, // Workers 10, 11 { 0, 1, 0, 1 }, // Workers 9, 11 { 0, 1, 1, 0 }, // Workers 9, 10 { 1, 0, 1, 0 }, // Workers 8, 10 { 1, 0, 0, 1 }, // Workers 8, 11 }; // [END allowed_groups] // Model. // [START model] CpModel model = new CpModel(); // [END model] // Variables. // [START variables] BoolVar[,] x = new BoolVar[numWorkers, numTasks]; // Variables in a 1-dim array. foreach (int worker in allWorkers) { foreach (int task in allTasks) { x[worker, task] = model.NewBoolVar($"x[{worker},{task}]"); } } // [END variables] // Constraints // [START constraints] // Each worker is assigned to at most one task. foreach (int worker in allWorkers) { List tasks = new List(); foreach (int task in allTasks) { tasks.Add(x[worker, task]); } model.AddAtMostOne(tasks); } // Each task is assigned to exactly one worker. foreach (int task in allTasks) { List workers = new List(); foreach (int worker in allWorkers) { workers.Add(x[worker, task]); } model.AddExactlyOne(workers); } // [END constraints] // [START assignments] // Create variables for each worker, indicating whether they work on some task. BoolVar[] work = new BoolVar[numWorkers]; foreach (int worker in allWorkers) { work[worker] = model.NewBoolVar($"work[{worker}]"); } foreach (int worker in allWorkers) { List tasks = new List(); foreach (int task in allTasks) { tasks.Add(x[worker, task]); } model.Add(work[worker] == LinearExpr.Sum(tasks)); } // Define the allowed groups of worders model.AddAllowedAssignments(new IntVar[] { work[0], work[1], work[2], work[3] }).AddTuples(group1); model.AddAllowedAssignments(new IntVar[] { work[4], work[5], work[6], work[7] }).AddTuples(group2); model.AddAllowedAssignments(new IntVar[] { work[8], work[9], work[10], work[11] }).AddTuples(group3); // [END assignments] // Objective // [START objective] LinearExprBuilder obj = LinearExpr.NewBuilder(); foreach (int worker in allWorkers) { foreach (int task in allTasks) { obj.AddTerm(x[worker, task], costs[worker, task]); } } model.Minimize(obj); // [END objective] // Solve // [START solve] CpSolver solver = new CpSolver(); CpSolverStatus status = solver.Solve(model); Console.WriteLine($"Solve status: {status}"); // [END solve] // Print solution. // [START print_solution] // Check that the problem has a feasible solution. if (status == CpSolverStatus.Optimal || status == CpSolverStatus.Feasible) { Console.WriteLine($"Total cost: {solver.ObjectiveValue}\n"); foreach (int worker in allWorkers) { foreach (int task in allTasks) { if (solver.Value(x[worker, task]) > 0.5) { Console.WriteLine($"Worker {worker} assigned to task {task}. " + $"Cost: {costs[worker, task]}"); } } } } else { Console.WriteLine("No solution found."); } // [END print_solution] Console.WriteLine("Statistics"); Console.WriteLine($" - conflicts : {solver.NumConflicts()}"); Console.WriteLine($" - branches : {solver.NumBranches()}"); Console.WriteLine($" - wall time : {solver.WallTime()}s"); } } // [END program]