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VrpSolutionCallback.cs
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VrpSolutionCallback.cs
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// Copyright 2010-2024 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 Google.OrTools.ConstraintSolver;
using Google.Protobuf.WellKnownTypes; // Duration
// [END import]
/// <summary>
/// Minimal Vehicle Routing Problem (VRP).
/// The search stop after improving the solution 15 times or after 5 seconds.
/// </summary>
public class VrpSolutionCallback
{
// [START data_model]
class DataModel
{
public long[,] DistanceMatrix = {
{ 0, 548, 776, 696, 582, 274, 502, 194, 308, 194, 536, 502, 388, 354, 468, 776, 662 },
{ 548, 0, 684, 308, 194, 502, 730, 354, 696, 742, 1084, 594, 480, 674, 1016, 868, 1210 },
{ 776, 684, 0, 992, 878, 502, 274, 810, 468, 742, 400, 1278, 1164, 1130, 788, 1552, 754 },
{ 696, 308, 992, 0, 114, 650, 878, 502, 844, 890, 1232, 514, 628, 822, 1164, 560, 1358 },
{ 582, 194, 878, 114, 0, 536, 764, 388, 730, 776, 1118, 400, 514, 708, 1050, 674, 1244 },
{ 274, 502, 502, 650, 536, 0, 228, 308, 194, 240, 582, 776, 662, 628, 514, 1050, 708 },
{ 502, 730, 274, 878, 764, 228, 0, 536, 194, 468, 354, 1004, 890, 856, 514, 1278, 480 },
{ 194, 354, 810, 502, 388, 308, 536, 0, 342, 388, 730, 468, 354, 320, 662, 742, 856 },
{ 308, 696, 468, 844, 730, 194, 194, 342, 0, 274, 388, 810, 696, 662, 320, 1084, 514 },
{ 194, 742, 742, 890, 776, 240, 468, 388, 274, 0, 342, 536, 422, 388, 274, 810, 468 },
{ 536, 1084, 400, 1232, 1118, 582, 354, 730, 388, 342, 0, 878, 764, 730, 388, 1152, 354 },
{ 502, 594, 1278, 514, 400, 776, 1004, 468, 810, 536, 878, 0, 114, 308, 650, 274, 844 },
{ 388, 480, 1164, 628, 514, 662, 890, 354, 696, 422, 764, 114, 0, 194, 536, 388, 730 },
{ 354, 674, 1130, 822, 708, 628, 856, 320, 662, 388, 730, 308, 194, 0, 342, 422, 536 },
{ 468, 1016, 788, 1164, 1050, 514, 514, 662, 320, 274, 388, 650, 536, 342, 0, 764, 194 },
{ 776, 868, 1552, 560, 674, 1050, 1278, 742, 1084, 810, 1152, 274, 388, 422, 764, 0, 798 },
{ 662, 1210, 754, 1358, 1244, 708, 480, 856, 514, 468, 354, 844, 730, 536, 194, 798, 0 }
};
public int VehicleNumber = 4;
public int Depot = 0;
};
// [END data_model]
// [START solution_callback_printer]
/// <summary>
/// Print the solution.
/// </summary>
static void printSolution(ref RoutingIndexManager routingManager, ref RoutingModel routingModel)
{
Console.WriteLine($"Solution objective: {routingModel.CostVar().Value()}:");
// Inspect solution.
long totalDistance = 0;
for (int i = 0; i < routingManager.GetNumberOfVehicles(); ++i)
{
Console.WriteLine("################");
Console.WriteLine($"Route for Vehicle {i}:");
long routeDistance = 0;
long index = routingModel.Start(i);
while (routingModel.IsEnd(index) == false)
{
Console.Write($" {routingManager.IndexToNode(index)} ->");
long previousIndex = index;
index = routingModel.NextVar(index).Value();
routeDistance += routingModel.GetArcCostForVehicle(previousIndex, index, 0);
}
Console.WriteLine($" {routingManager.IndexToNode(index)}");
Console.WriteLine($"Distance of the route: {routeDistance}m");
totalDistance += routeDistance;
}
Console.WriteLine($"Total Distance of all routes: {totalDistance}m");
}
// [END solution_callback_printer]
// [START solution_callback]
class SolutionCallback
{
public long[] objectives;
private RoutingIndexManager routingManager;
private RoutingModel routingModel;
private long maxSolution;
private long counter;
public SolutionCallback(ref RoutingIndexManager manager, ref RoutingModel routing, in long limit)
{
routingManager = manager;
routingModel = routing;
;
maxSolution = limit;
counter = 0;
objectives = new long[maxSolution];
}
public void Run()
{
long objective = routingModel.CostVar().Value();
if (counter == 0 || objective < objectives[counter - 1])
{
objectives[counter] = objective;
printSolution(ref routingManager, ref routingModel);
counter++;
}
if (counter >= maxSolution)
{
routingModel.solver().FinishCurrentSearch();
}
}
};
// [END solution_callback]
public static void Main(String[] args)
{
// Instantiate the data problem.
// [START data]
DataModel data = new DataModel();
// [END data]
// Create Routing Index Manager
// [START index_manager]
RoutingIndexManager routingManager =
new RoutingIndexManager(data.DistanceMatrix.GetLength(0), data.VehicleNumber, data.Depot);
// [END index_manager]
// Create Routing Model.
// [START routing_model]
RoutingModel routingModel = new RoutingModel(routingManager);
// [END routing_model]
// Create and register a transit callback.
// [START transit_callback]
int transitCallbackIndex =
routingModel.RegisterTransitCallback((long fromIndex, long toIndex) =>
{
// Convert from routing variable Index to
// distance matrix NodeIndex.
var fromNode = routingManager.IndexToNode(fromIndex);
var toNode = routingManager.IndexToNode(toIndex);
return data.DistanceMatrix[fromNode, toNode];
});
// [END transit_callback]
// Define cost of each arc.
// [START arc_cost]
routingModel.SetArcCostEvaluatorOfAllVehicles(transitCallbackIndex);
// [END arc_cost]
// Add Distance constraint.
// [START distance_constraint]
routingModel.AddDimension(transitCallbackIndex,
0, // no slack
3000, // vehicle maximum travel distance
true, // start cumul to zero
"Distance");
RoutingDimension distanceDimension = routingModel.GetMutableDimension("Distance");
distanceDimension.SetGlobalSpanCostCoefficient(100);
// [END distance_constraint]
// Attach a solution callback.
// [START attach_callback]
SolutionCallback solutionCallback =
new SolutionCallback(ref routingManager, ref routingModel, /*max_solution=*/15);
routingModel.AddAtSolutionCallback(solutionCallback.Run);
// [END attach_callback]
// Setting first solution heuristic.
// [START parameters]
RoutingSearchParameters searchParameters =
operations_research_constraint_solver.DefaultRoutingSearchParameters();
searchParameters.FirstSolutionStrategy = FirstSolutionStrategy.Types.Value.PathCheapestArc;
searchParameters.LocalSearchMetaheuristic = LocalSearchMetaheuristic.Types.Value.GuidedLocalSearch;
searchParameters.TimeLimit = new Duration { Seconds = 5 };
// [END parameters]
// Solve the problem.
// [START solve]
Assignment solution = routingModel.SolveWithParameters(searchParameters);
// [END solve]
// Print solution on console.
// [START print_solution]
if (solution != null)
{
Console.WriteLine($"Best objective: {solutionCallback.objectives[^1]}");
}
else
{
Console.WriteLine("No solution found !");
}
// [END print_solution]
}
}
// [END program]