[3852] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[12012] | 3 | * Copyright (C) 2002-2015 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[3852] | 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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[3861] | 22 | using System;
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| 23 | using System.Collections.Generic;
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| 24 | using System.Drawing;
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| 25 | using System.Linq;
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[11892] | 26 | using System.Threading;
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| 27 | using Google.ProtocolBuffers;
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[3862] | 28 | using HeuristicLab.Common;
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[3852] | 29 | using HeuristicLab.Core;
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[3861] | 30 | using HeuristicLab.Data;
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[11893] | 31 | using HeuristicLab.Optimization;
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[3861] | 32 | using HeuristicLab.Parameters;
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[3852] | 33 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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| 34 |
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| 35 | namespace HeuristicLab.Problems.ExternalEvaluation {
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[13257] | 36 | [Item("External Evaluation Problem (multi-objective)", "A multi-objective problem that is evaluated in a different process.")]
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[13180] | 37 | [Creatable(CreatableAttribute.Categories.ExternalEvaluationProblems, Priority = 200)]
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[3852] | 38 | [StorableClass]
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[13180] | 39 | public class MultiObjectiveExternalEvaluationProblem : MultiObjectiveBasicProblem<IEncoding>, IExternalEvaluationProblem {
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[4419] | 40 |
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[7201] | 41 | public static new Image StaticItemImage {
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[5287] | 42 | get { return HeuristicLab.Common.Resources.VSImageLibrary.Type; }
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[3859] | 43 | }
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[4419] | 44 |
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[11899] | 45 | #region Parameters
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[11892] | 46 | public OptionalValueParameter<EvaluationCache> CacheParameter {
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| 47 | get { return (OptionalValueParameter<EvaluationCache>)Parameters["Cache"]; }
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[3861] | 48 | }
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[6189] | 49 | public IValueParameter<CheckedItemCollection<IEvaluationServiceClient>> ClientsParameter {
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| 50 | get { return (IValueParameter<CheckedItemCollection<IEvaluationServiceClient>>)Parameters["Clients"]; }
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[3859] | 51 | }
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[11892] | 52 | public IValueParameter<SolutionMessageBuilder> MessageBuilderParameter {
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| 53 | get { return (IValueParameter<SolutionMessageBuilder>)Parameters["MessageBuilder"]; }
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[3859] | 54 | }
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[13183] | 55 | public IFixedValueParameter<MultiObjectiveOptimizationSupportScript> SupportScriptParameter {
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| 56 | get { return (IFixedValueParameter<MultiObjectiveOptimizationSupportScript>)Parameters["SupportScript"]; }
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| 57 | }
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[13500] | 58 |
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| 59 | private IFixedValueParameter<BoolArray> MaximizationParameter {
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| 60 | get { return (IFixedValueParameter<BoolArray>)Parameters["Maximization"]; }
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| 61 | }
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[11899] | 62 | #endregion
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[3852] | 63 |
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[11899] | 64 | #region Properties
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[13491] | 65 | public new IEncoding Encoding {
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| 66 | get { return base.Encoding; }
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| 67 | set { base.Encoding = value; }
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| 68 | }
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[11892] | 69 | public EvaluationCache Cache {
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| 70 | get { return CacheParameter.Value; }
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[3860] | 71 | }
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[11892] | 72 | public CheckedItemCollection<IEvaluationServiceClient> Clients {
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| 73 | get { return ClientsParameter.Value; }
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[3860] | 74 | }
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[11892] | 75 | public SolutionMessageBuilder MessageBuilder {
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| 76 | get { return MessageBuilderParameter.Value; }
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[3860] | 77 | }
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[13183] | 78 | public MultiObjectiveOptimizationSupportScript OptimizationSupportScript {
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| 79 | get { return SupportScriptParameter.Value; }
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| 80 | }
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| 81 | private IMultiObjectiveOptimizationSupport OptimizationSupport {
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| 82 | get { return SupportScriptParameter.Value; }
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| 83 | }
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[11899] | 84 | #endregion
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[3860] | 85 |
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[3861] | 86 | [StorableConstructor]
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[13180] | 87 | protected MultiObjectiveExternalEvaluationProblem(bool deserializing) : base(deserializing) { }
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| 88 | protected MultiObjectiveExternalEvaluationProblem(MultiObjectiveExternalEvaluationProblem original, Cloner cloner) : base(original, cloner) { }
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[4722] | 89 | public override IDeepCloneable Clone(Cloner cloner) {
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[13180] | 90 | return new MultiObjectiveExternalEvaluationProblem(this, cloner);
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[4722] | 91 | }
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[13180] | 92 | public MultiObjectiveExternalEvaluationProblem()
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[3852] | 93 | : base() {
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[12002] | 94 | Parameters.Remove("Maximization"); // readonly in base class
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[13180] | 95 | Parameters.Add(new FixedValueParameter<BoolArray>("Maximization", "Set to false if the problem should be minimized.", new BoolArray()));
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[11892] | 96 | Parameters.Add(new OptionalValueParameter<EvaluationCache>("Cache", "Cache of previously evaluated solutions."));
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[6189] | 97 | Parameters.Add(new ValueParameter<CheckedItemCollection<IEvaluationServiceClient>>("Clients", "The clients that are used to communicate with the external application.", new CheckedItemCollection<IEvaluationServiceClient>() { new EvaluationServiceClient() }));
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[13180] | 98 | Parameters.Add(new ValueParameter<SolutionMessageBuilder>("MessageBuilder", "The message builder that converts from HeuristicLab objects to SolutionMessage representation.", new SolutionMessageBuilder()) { Hidden = true });
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[13183] | 99 | Parameters.Add(new FixedValueParameter<MultiObjectiveOptimizationSupportScript>("SupportScript", "A script that can analyze the results of the optimization.", new MultiObjectiveOptimizationSupportScript()));
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[11892] | 100 | }
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[3861] | 101 |
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[13180] | 102 | #region Multi Objective Problem Overrides
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| 103 | public override bool[] Maximization {
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| 104 | get {
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| 105 | return Parameters.ContainsKey("Maximization") ? ((IValueParameter<BoolArray>)Parameters["Maximization"]).Value.ToArray() : new bool[0];
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| 106 | }
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[3852] | 107 | }
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[11892] | 108 |
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[13500] | 109 | public virtual void SetMaximization(bool[] maximization) {
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| 110 | ((IStringConvertibleArray)MaximizationParameter.Value).Length = maximization.Length;
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| 111 | var array = MaximizationParameter.Value;
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| 112 | for (var i = 0; i < maximization.Length; i++)
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| 113 | array[i] = maximization[i];
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| 114 | }
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| 115 |
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[13180] | 116 | public override double[] Evaluate(Individual individual, IRandom random) {
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| 117 | var qualityMessage = Evaluate(BuildSolutionMessage(individual));
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| 118 | if (!qualityMessage.HasExtension(MultiObjectiveQualityMessage.QualityMessage_))
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| 119 | throw new InvalidOperationException("The received message is not a MultiObjectiveQualityMessage.");
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| 120 | return qualityMessage.GetExtension(MultiObjectiveQualityMessage.QualityMessage_).QualitiesList.ToArray();
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[11892] | 121 | }
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[13180] | 122 | public virtual QualityMessage Evaluate(SolutionMessage solutionMessage) {
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| 123 | return Cache == null
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| 124 | ? EvaluateOnNextAvailableClient(solutionMessage)
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| 125 | : Cache.GetValue(solutionMessage, EvaluateOnNextAvailableClient, GetQualityMessageExtensions());
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| 126 | }
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[11892] | 127 |
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[13180] | 128 | public override void Analyze(Individual[] individuals, double[][] qualities, ResultCollection results, IRandom random) {
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[13183] | 129 | OptimizationSupport.Analyze(individuals, qualities, results, random);
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[11893] | 130 | }
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| 131 |
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[11899] | 132 | #endregion
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[11893] | 133 |
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[13180] | 134 | public virtual ExtensionRegistry GetQualityMessageExtensions() {
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| 135 | var extensions = ExtensionRegistry.CreateInstance();
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| 136 | extensions.Add(MultiObjectiveQualityMessage.QualityMessage_);
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| 137 | return extensions;
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| 138 | }
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| 139 |
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| 140 | #region Evaluation
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[11899] | 141 | private HashSet<IEvaluationServiceClient> activeClients = new HashSet<IEvaluationServiceClient>();
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| 142 | private object clientLock = new object();
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[13180] | 143 |
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[11892] | 144 | private QualityMessage EvaluateOnNextAvailableClient(SolutionMessage message) {
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| 145 | IEvaluationServiceClient client = null;
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| 146 | lock (clientLock) {
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| 147 | client = Clients.CheckedItems.FirstOrDefault(c => !activeClients.Contains(c));
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| 148 | while (client == null && Clients.CheckedItems.Any()) {
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| 149 | Monitor.Wait(clientLock);
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| 150 | client = Clients.CheckedItems.FirstOrDefault(c => !activeClients.Contains(c));
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[6189] | 151 | }
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[11892] | 152 | if (client != null)
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| 153 | activeClients.Add(client);
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[6189] | 154 | }
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[11892] | 155 | try {
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| 156 | return client.Evaluate(message, GetQualityMessageExtensions());
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[13180] | 157 | } finally {
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[11892] | 158 | lock (clientLock) {
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| 159 | activeClients.Remove(client);
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| 160 | Monitor.PulseAll(clientLock);
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| 161 | }
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[7999] | 162 | }
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[6189] | 163 | }
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[3861] | 164 |
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[13180] | 165 | private SolutionMessage BuildSolutionMessage(Individual individual, int solutionId = 0) {
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[11892] | 166 | lock (clientLock) {
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| 167 | SolutionMessage.Builder protobufBuilder = SolutionMessage.CreateBuilder();
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[13180] | 168 | protobufBuilder.SolutionId = solutionId;
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[11892] | 169 | var scope = new Scope();
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| 170 | individual.CopyToScope(scope);
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| 171 | foreach (var variable in scope.Variables) {
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| 172 | try {
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| 173 | MessageBuilder.AddToMessage(variable.Value, variable.Name, protobufBuilder);
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[13180] | 174 | } catch (ArgumentException ex) {
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| 175 | throw new InvalidOperationException(string.Format("ERROR while building solution message: Parameter {0} cannot be added to the message", Name), ex);
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[12504] | 176 | }
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[3872] | 177 | }
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[11892] | 178 | return protobufBuilder.Build();
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[3872] | 179 | }
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| 180 | }
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[11899] | 181 | #endregion
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[3852] | 182 | }
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| 183 | }
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