[15575] | 1 | #region License Information
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| 2 | /* HeuristicLab
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| 3 | * Copyright (C) 2002-2017 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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| 4 | *
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| 5 | * This file is part of HeuristicLab.
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| 6 | *
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| 7 | * HeuristicLab is free software: you can redistribute it and/or modify
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| 8 | * it under the terms of the GNU General Public License as published by
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| 9 | * the Free Software Foundation, either version 3 of the License, or
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| 10 | * (at your option) any later version.
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| 11 | *
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| 12 | * HeuristicLab is distributed in the hope that it will be useful,
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| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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| 15 | * GNU General Public License for more details.
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| 16 | *
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| 17 | * You should have received a copy of the GNU General Public License
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| 18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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| 19 | */
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| 20 | #endregion
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| 21 |
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| 22 | using System;
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| 23 | using System.Threading;
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[16728] | 24 | using HEAL.Attic;
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[15575] | 25 | using HeuristicLab.Common;
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| 26 | using HeuristicLab.Core;
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| 27 | using HeuristicLab.Data;
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| 28 | using HeuristicLab.Encodings.IntegerVectorEncoding;
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| 29 | using HeuristicLab.Optimization;
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| 30 | using localsolver;
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| 31 |
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| 32 | namespace HeuristicLab.Problems.GeneralizedQuadraticAssignment.Algorithms.LocalSolverNet {
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| 33 | [Item("LocalSolver Binary (GQAP)", "LocalSolver algorithm solving the GQAP using 0-1 decision variables")]
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[16728] | 34 | [StorableType("E9040268-4240-4EF7-8E9A-6991D0831D06")]
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[15575] | 35 | [Creatable(CreatableAttribute.Categories.Algorithms)]
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| 36 | public sealed class GQAPBinarySolver : ContextAlgorithm<LocalSolverContext, IntegerVectorEncoding> {
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| 37 | public override bool SupportsPause {
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| 38 | get { return false; }
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| 39 | }
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| 40 |
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| 41 | public override Type ProblemType {
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| 42 | get { return typeof(GQAP); }
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| 43 | }
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| 44 |
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| 45 | public new GQAP Problem {
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| 46 | get { return (GQAP)base.Problem; }
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| 47 | set { base.Problem = value; }
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| 48 | }
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| 49 |
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| 50 | // LS Program variables
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| 51 | private LSExpression[][] x;
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| 52 | private LSExpression[] equipmentsOnLocations;
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| 53 | private LSExpression obj;
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| 54 | private LocalSolver localSolver;
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| 55 |
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| 56 |
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| 57 | [StorableConstructor]
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[16728] | 58 | private GQAPBinarySolver(StorableConstructorFlag _) : base(_) { }
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[15575] | 59 | private GQAPBinarySolver(GQAPBinarySolver original, Cloner cloner)
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| 60 | : base(original, cloner) {
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| 61 | }
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| 62 | public GQAPBinarySolver() {
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[15700] | 63 | Problem = new GQAP();
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| 64 | MaximumEvaluationsParameter.Hidden = true;
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| 65 | MaximumIterationsParameter.Hidden = true;
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[15575] | 66 | }
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| 67 |
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| 68 | public override IDeepCloneable Clone(Cloner cloner) {
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| 69 | return new GQAPBinarySolver(this, cloner);
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| 70 | }
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| 71 |
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| 72 | private double prevObj;
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| 73 | private DateTime lastUpdate;
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| 74 | private CancellationToken token;
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| 75 |
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| 76 | private void LocalSolverOnIterationTicked(LocalSolver ls, LSCallbackType type) {
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| 77 | IResult result;
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| 78 | Context.Iterations++;
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| 79 | if ((DateTime.UtcNow - lastUpdate) > TimeSpan.FromSeconds(1)) {
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| 80 | if (Results.TryGetValue("Iterations", out result))
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| 81 | ((IntValue)result.Value).Value = Context.Iterations;
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| 82 | else Results.Add(new Result("Iterations", new IntValue(Context.Iterations)));
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| 83 | lastUpdate = DateTime.UtcNow;
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| 84 | }
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| 85 |
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| 86 | if (token.IsCancellationRequested) localSolver.Stop();
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| 87 |
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| 88 | var curObj = obj.GetDoubleValue();
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| 89 |
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| 90 | if (curObj >= prevObj) return;
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[15713] | 91 | UpdateSolution(curObj);
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| 92 |
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| 93 | Context.RunOperator(Analyzer, CancellationToken.None);
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| 94 |
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| 95 | if (StoppingCriterion()) localSolver.Stop();
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| 96 | }
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| 97 |
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| 98 | private void UpdateSolution(double obj) {
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| 99 | IResult result;
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| 100 | prevObj = obj;
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| 101 | Context.BestQuality = obj;
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| 102 |
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[15575] | 103 | if (Results.TryGetValue("BestQuality", out result))
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| 104 | ((DoubleValue)result.Value).Value = Context.BestQuality;
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| 105 | else Results.Add(new Result("BestQuality", new DoubleValue(Context.BestQuality)));
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| 106 |
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| 107 | var locations = Problem.ProblemInstance.Capacities.Length;
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| 108 | var best = new int[Problem.ProblemInstance.Demands.Length];
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| 109 | for (var i = 0; i < best.Length; i++) {
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| 110 | for (var j = 0; j < locations; j++) {
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| 111 | if (x[i][j].GetIntValue() == 1) {
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| 112 | best[i] = j;
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| 113 | break;
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| 114 | }
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| 115 | }
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| 116 | }
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| 117 | var bestVec = new IntegerVector(best);
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| 118 | var eval = Problem.ProblemInstance.Evaluate(bestVec);
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| 119 | Context.BestSolution = new GQAPSolution(bestVec, eval);
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| 120 |
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| 121 | var scope = Context.ToScope(new GQAPSolution(new IntegerVector(best), (Evaluation)eval.Clone()), Problem.ProblemInstance.ToSingleObjective(eval));
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| 122 | Context.ReplaceIncumbent(scope);
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| 123 |
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| 124 | if (Results.TryGetValue("BestSolution", out result))
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| 125 | result.Value = Context.BestSolution;
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| 126 | else Results.Add(new Result("BestSolution", Context.BestSolution));
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| 127 | }
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| 128 |
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| 129 | protected override void Initialize(CancellationToken cancellationToken) {
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| 130 | base.Initialize(cancellationToken);
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| 131 |
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| 132 | prevObj = double.MaxValue;
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| 133 | }
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| 134 |
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| 135 | protected override void Run(CancellationToken cancellationToken) {
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[15700] | 136 | base.Run(cancellationToken);
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[15575] | 137 | token = cancellationToken;
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| 138 | lastUpdate = DateTime.UtcNow.AddSeconds(-1);
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| 139 | localSolver = new LocalSolver();
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| 140 |
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| 141 | // Declares the optimization model
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| 142 | LSModel model = localSolver.GetModel();
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| 143 |
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| 144 | var data = Problem.ProblemInstance;
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| 145 |
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| 146 | // x[f,l] = 1 if equipments f is on location l, 0 otherwise
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| 147 | x = new LSExpression[data.Demands.Length][];
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| 148 | for (int f = 0; f < data.Demands.Length; f++) {
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| 149 | x[f] = new LSExpression[data.Capacities.Length];
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| 150 | for (int l = 0; l < data.Capacities.Length; l++) {
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| 151 | x[f][l] = model.Bool();
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| 152 | }
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| 153 | }
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| 154 |
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| 155 | // All equipments are installed in exactly 1 location
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| 156 | for (int f = 0; f < data.Demands.Length; f++) {
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| 157 | LSExpression nbLocationsAssigned = model.Sum();
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| 158 | for (int l = 0; l < data.Capacities.Length; l++) {
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| 159 | nbLocationsAssigned.AddOperand(x[f][l]);
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| 160 | }
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| 161 | model.Constraint(nbLocationsAssigned == 1);
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| 162 | }
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| 163 |
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| 164 | // All locations contain not more equipments than there is capacity for
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| 165 | for (int l = 0; l < data.Capacities.Length; l++) {
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| 166 | LSExpression assignedDemand = model.Sum();
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| 167 | for (int f = 0; f < data.Demands.Length; f++) {
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| 168 | assignedDemand.AddOperand(x[f][l] * data.Demands[f]);
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| 169 | }
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| 170 | model.Constraint(assignedDemand <= data.Capacities[l]);
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| 171 | }
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| 172 |
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| 173 | // Index of the assigned location of equipment f
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| 174 | equipmentsOnLocations = new LSExpression[data.Demands.Length];
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| 175 | for (int f = 0; f < data.Demands.Length; f++) {
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| 176 | equipmentsOnLocations[f] = model.Sum();
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| 177 | for (int l = 0; l < data.Capacities.Length; l++) {
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| 178 | equipmentsOnLocations[f].AddOperand(l * x[f][l]);
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| 179 | }
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| 180 | }
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| 181 |
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| 182 | // Create distances as an array to be accessed by an at operator
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| 183 | var distancesJagged = new double[data.Capacities.Length][];
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| 184 | for (var i = 0; i < data.Capacities.Length; i++) {
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| 185 | distancesJagged[i] = new double[data.Capacities.Length];
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| 186 | for (var j = 0; j < data.Capacities.Length; j++)
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| 187 | distancesJagged[i][j] = data.Distances[i, j];
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| 188 | }
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| 189 | var installJagged = new double[data.Demands.Length][];
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| 190 | for (var i = 0; i < data.Demands.Length; i++) {
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| 191 | installJagged[i] = new double[data.Capacities.Length];
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| 192 | for (var j = 0; j < data.Capacities.Length; j++)
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| 193 | installJagged[i][j] = data.InstallationCosts[i, j];
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| 194 | }
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| 195 | LSExpression distancesArray = model.Array(distancesJagged);
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| 196 | LSExpression installCostsArray = model.Array(installJagged);
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| 197 |
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| 198 | // Minimize the sum of product distance*flow
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| 199 | obj = model.Sum();
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| 200 | for (int f1 = 0; f1 < data.Demands.Length; f1++) {
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| 201 | for (int f2 = 0; f2 < data.Demands.Length; f2++) {
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| 202 | obj.AddOperand(data.TransportationCosts * data.Weights[f1, f2] * distancesArray[equipmentsOnLocations[f1], equipmentsOnLocations[f2]]);
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| 203 | }
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| 204 | obj.AddOperand(installCostsArray[f1, equipmentsOnLocations[f1]]);
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| 205 | }
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| 206 |
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| 207 | model.Minimize(obj);
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| 208 |
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[15633] | 209 | try {
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| 210 | model.Close();
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[15575] | 211 |
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[15633] | 212 | // Parameterizes the solver.
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| 213 | LSPhase phase = localSolver.CreatePhase();
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| 214 | phase.SetTimeLimit((int)Math.Ceiling(MaximumRuntime.TotalSeconds));
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[15575] | 215 |
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[15633] | 216 | localSolver.AddCallback(LSCallbackType.IterationTicked, LocalSolverOnIterationTicked);
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[15575] | 217 |
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[15633] | 218 | localSolver.Solve();
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| 219 |
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[15713] | 220 | var curObj = obj.GetDoubleValue();
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| 221 | if (curObj < prevObj)
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| 222 | UpdateSolution(curObj);
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| 223 |
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[15633] | 224 | localSolver.RemoveCallback(LSCallbackType.IterationTicked, LocalSolverOnIterationTicked);
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| 225 | } finally {
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| 226 | localSolver.Dispose();
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| 227 | }
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| 228 |
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| 229 | Context.RunOperator(Analyzer, CancellationToken.None);
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[15575] | 230 | }
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| 231 | }
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| 232 | }
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