1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2012 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.Collections.Generic;
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24 | using System.ComponentModel;
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25 | using System.Drawing;
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26 | using System.Linq;
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27 | using HeuristicLab.Common;
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28 | using HeuristicLab.Common.Resources;
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29 | using HeuristicLab.Core;
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30 | using HeuristicLab.Data;
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31 | using HeuristicLab.Optimization;
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32 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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33 |
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34 | namespace HeuristicLab.Analysis {
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35 | public enum TerminationCriterium { OnlyByTime, OnlyByEvaluations, OnlyByTarget, ByTargetAndTime, ByTargetAndEvaluations, WhicheverHitsFirst, WhicheverHitsLast }
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36 | /// <summary>
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37 | /// A run in which an algorithm is executed for a certain maximum time only.
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38 | /// </summary>
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39 | [Item("Independent Random Restart Run", "A run in which an optimizer is repeated until either a certain target value is reached or a maximum budget is exceeded.")]
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40 | [Creatable(CreatableAttribute.Categories.TestingAndAnalysis, Priority = 117)]
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41 | [StorableClass]
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42 | public sealed class IndepdentRandomRestartRun : NamedItem, IOptimizer, IStorableContent, INotifyPropertyChanged {
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43 | public string Filename { get; set; }
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44 |
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45 | #region ItemImage
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46 | public static new Image StaticItemImage {
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47 | get { return VSImageLibrary.Event; }
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48 | }
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49 | public override Image ItemImage {
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50 | get { return (Algorithm != null) ? Algorithm.ItemImage : VSImageLibrary.ExecutableStopped; }
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51 | }
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52 | #endregion
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53 |
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54 | [Storable]
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55 | private TerminationCriterium terminationCriterium;
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56 | public TerminationCriterium TerminationCriterium {
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57 | get { return terminationCriterium; }
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58 | set {
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59 | if (terminationCriterium == value) return;
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60 | terminationCriterium = value;
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61 | OnPropertyChanged("TerminationCriterium");
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62 | }
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63 | }
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64 |
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65 | [Storable]
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66 | private TimeSpan maximumExecutionTime;
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67 | public TimeSpan MaximumExecutionTime {
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68 | get { return maximumExecutionTime; }
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69 | set {
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70 | if (maximumExecutionTime == value) return;
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71 | maximumExecutionTime = value;
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72 | OnPropertyChanged("MaximumExecutionTime");
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73 | }
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74 | }
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75 |
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76 | [Storable]
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77 | private int maximumEvaluations;
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78 | public int MaximumEvaluations {
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79 | get { return maximumEvaluations; }
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80 | set {
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81 | if (maximumEvaluations == value) return;
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82 | maximumEvaluations = value;
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83 | OnPropertyChanged("MaximumEvaluations");
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84 | }
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85 | }
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86 |
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87 | [Storable]
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88 | private double targetValue;
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89 | public double TargetValue {
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90 | get { return targetValue; }
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91 | set {
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92 | if (targetValue == value) return;
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93 | targetValue = value;
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94 | OnPropertyChanged("TargetValue");
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95 | }
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96 | }
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97 |
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98 | [Storable]
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99 | private bool maximization;
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100 | public bool Maximization {
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101 | get { return maximization; }
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102 | private set {
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103 | if (maximization == value) return;
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104 | maximization = value;
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105 | OnPropertyChanged("Maximization");
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106 | }
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107 | }
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108 |
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109 | [Storable]
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110 | private double moveCostPerSolution;
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111 | public double MoveCostPerSolution {
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112 | get { return moveCostPerSolution; }
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113 | set {
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114 | if (moveCostPerSolution == value) return;
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115 | moveCostPerSolution = value;
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116 | OnPropertyChanged("MoveCostPerSolution");
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117 | }
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118 | }
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119 |
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120 |
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121 | public ExecutionState ExecutionState {
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122 | get { return (Algorithm != null) ? Algorithm.ExecutionState : ExecutionState.Stopped; }
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123 | }
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124 |
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125 | private TimeSpan lastAlgorithmExecutionTime;
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126 | [Storable]
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127 | private TimeSpan executionTime;
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128 | public TimeSpan ExecutionTime {
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129 | get { return executionTime; }
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130 | set {
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131 | if (executionTime == value) return;
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132 | executionTime = value;
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133 | OnPropertyChanged("ExecutionTime");
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134 | OnExecutionTimeChanged();
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135 | }
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136 | }
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137 |
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138 | private int lastAlgorithmEvaluatedSolutions;
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139 | private int lastAlgorithmEvaluatedMoves;
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140 | [Storable]
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141 | private double evaluations;
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142 | public double Evaluations {
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143 | get { return evaluations; }
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144 | set {
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145 | if (evaluations == value) return;
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146 | evaluations = value;
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147 | OnPropertyChanged("Evaluations");
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148 | }
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149 | }
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150 |
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151 | [Storable]
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152 | private double bestSoFar;
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153 | public double BestSoFar {
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154 | get { return bestSoFar; }
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155 | set {
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156 | if (bestSoFar == value) return;
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157 | bestSoFar = value;
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158 | OnPropertyChanged("BestSoFar");
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159 | }
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160 | }
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161 |
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162 | [Storable]
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163 | private IRun currentRun;
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164 | public IRun CurrentRun {
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165 | get { return currentRun; }
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166 | private set {
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167 | if (currentRun == value) return;
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168 | currentRun = value;
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169 | OnPropertyChanged("CurrentRun");
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170 | }
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171 | }
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172 |
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173 | [Storable]
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174 | private IAlgorithm algorithm;
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175 | public IAlgorithm Algorithm {
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176 | get { return algorithm; }
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177 | set {
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178 | if (algorithm == value) return;
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179 | if (algorithm != null) DeregisterAlgorithmEvents();
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180 | algorithm = value;
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181 | if (algorithm != null) {
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182 | RegisterAlgorithmEvents();
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183 | }
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184 | OnPropertyChanged("Algorithm");
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185 | Prepare();
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186 | }
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187 | }
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188 |
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189 | [Storable]
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190 | private RunCollection runs;
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191 | public RunCollection Runs {
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192 | get { return runs; }
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193 | private set {
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194 | if (value == null) throw new ArgumentNullException();
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195 | if (runs == value) return;
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196 | runs = value;
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197 | OnPropertyChanged("Runs");
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198 | }
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199 | }
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200 |
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201 | public IEnumerable<IOptimizer> NestedOptimizers {
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202 | get {
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203 | if (Algorithm == null) yield break;
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204 | yield return Algorithm;
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205 | foreach (var opt in Algorithm.NestedOptimizers)
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206 | yield return opt;
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207 | }
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208 | }
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209 |
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210 | private bool IsFinished {
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211 | get {
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212 | var timeHit = ExecutionTime >= MaximumExecutionTime;
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213 | var evalHit = Evaluations >= MaximumEvaluations;
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214 | var targetHit = (Maximization && BestSoFar >= TargetValue || !Maximization && BestSoFar <= TargetValue);
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215 |
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216 | return timeHit && evalHit && targetHit
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217 | || timeHit && (TerminationCriterium == TerminationCriterium.OnlyByTime
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218 | || TerminationCriterium == TerminationCriterium.ByTargetAndTime
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219 | || TerminationCriterium == TerminationCriterium.WhicheverHitsFirst)
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220 | || evalHit && (TerminationCriterium == TerminationCriterium.OnlyByEvaluations
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221 | || TerminationCriterium == TerminationCriterium.ByTargetAndEvaluations
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222 | || TerminationCriterium == TerminationCriterium.WhicheverHitsFirst)
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223 | || targetHit && (TerminationCriterium == TerminationCriterium.OnlyByTarget
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224 | || TerminationCriterium == TerminationCriterium.WhicheverHitsFirst
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225 | || TerminationCriterium == TerminationCriterium.ByTargetAndTime
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226 | || TerminationCriterium == TerminationCriterium.ByTargetAndEvaluations);
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227 | }
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228 | }
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229 |
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230 | [StorableConstructor]
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231 | private IndepdentRandomRestartRun(bool deserializing) : base(deserializing) { }
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232 | private IndepdentRandomRestartRun(IndepdentRandomRestartRun original, Cloner cloner)
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233 | : base(original, cloner) {
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234 | terminationCriterium = original.terminationCriterium;
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235 | maximumExecutionTime = original.maximumExecutionTime;
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236 | maximumEvaluations = original.maximumEvaluations;
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237 | targetValue = original.targetValue;
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238 | executionTime = original.executionTime;
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239 | evaluations = original.evaluations;
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240 | bestSoFar = original.bestSoFar;
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241 | lastAlgorithmExecutionTime = original.lastAlgorithmExecutionTime;
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242 | lastAlgorithmEvaluatedSolutions = original.lastAlgorithmEvaluatedSolutions;
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243 | lastAlgorithmEvaluatedMoves = original.lastAlgorithmEvaluatedMoves;
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244 |
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245 | algorithm = cloner.Clone(original.algorithm);
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246 | runs = cloner.Clone(original.runs);
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247 |
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248 | Initialize();
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249 | }
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250 | public IndepdentRandomRestartRun()
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251 | : base() {
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252 | name = ItemName;
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253 | description = ItemDescription;
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254 | terminationCriterium = TerminationCriterium.OnlyByEvaluations;
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255 | maximumExecutionTime = TimeSpan.FromMinutes(1);
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256 | maximumEvaluations = 10000000; // 10 mio
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257 | targetValue = 0;
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258 | executionTime = TimeSpan.Zero;
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259 | evaluations = 0;
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260 | bestSoFar = double.NaN;
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261 | lastAlgorithmExecutionTime = TimeSpan.Zero;
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262 | lastAlgorithmEvaluatedSolutions = 0;
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263 | lastAlgorithmEvaluatedMoves = 0;
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264 |
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265 | Runs = new RunCollection { OptimizerName = Name };
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266 | Initialize();
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267 | }
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268 | public IndepdentRandomRestartRun(string name)
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269 | : base(name) {
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270 | description = ItemDescription;
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271 | terminationCriterium = TerminationCriterium.OnlyByEvaluations;
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272 | maximumExecutionTime = TimeSpan.FromMinutes(1);
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273 | maximumEvaluations = 10000000; // 10 mio
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274 | targetValue = 0;
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275 | executionTime = TimeSpan.Zero;
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276 | evaluations = 0;
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277 | bestSoFar = double.NaN;
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278 | lastAlgorithmExecutionTime = TimeSpan.Zero;
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279 | lastAlgorithmEvaluatedSolutions = 0;
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280 | lastAlgorithmEvaluatedMoves = 0;
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281 |
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282 | Runs = new RunCollection { OptimizerName = Name };
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283 | Initialize();
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284 | }
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285 | public IndepdentRandomRestartRun(string name, string description)
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286 | : base(name, description) {
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287 | terminationCriterium = TerminationCriterium.OnlyByEvaluations;
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288 | maximumExecutionTime = TimeSpan.FromMinutes(1);
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289 | maximumEvaluations = 10000000; // 10 mio
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290 | targetValue = 0;
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291 | executionTime = TimeSpan.Zero;
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292 | evaluations = 0;
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293 | bestSoFar = double.NaN;
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294 | lastAlgorithmExecutionTime = TimeSpan.Zero;
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295 | lastAlgorithmEvaluatedSolutions = 0;
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296 | lastAlgorithmEvaluatedMoves = 0;
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297 |
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298 | Runs = new RunCollection { OptimizerName = Name };
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299 | Initialize();
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300 | }
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301 |
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302 | public override IDeepCloneable Clone(Cloner cloner) {
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303 | if (ExecutionState == ExecutionState.Started) throw new InvalidOperationException(string.Format("Clone not allowed in execution state \"{0}\".", ExecutionState));
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304 | return new IndepdentRandomRestartRun(this, cloner);
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305 | }
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306 |
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307 | [StorableHook(HookType.AfterDeserialization)]
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308 | private void AfterDeserialization() {
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309 | Initialize();
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310 | }
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311 |
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312 | private void Initialize() {
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313 | if (algorithm != null) RegisterAlgorithmEvents();
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314 | }
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315 |
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316 | public void Prepare() {
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317 | Prepare(false);
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318 | }
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319 | public void Prepare(bool clearRuns) {
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320 | executionTime = TimeSpan.Zero;
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321 | evaluations = 0;
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322 | lastAlgorithmExecutionTime = TimeSpan.Zero;
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323 | lastAlgorithmEvaluatedSolutions = 0;
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324 |
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325 | Algorithm.Prepare(clearRuns);
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326 | }
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327 | public void Start() {
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328 | if (ExecutionState == ExecutionState.Prepared) {
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329 | currentRun = new Run(Algorithm) {
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330 | Name = Algorithm.Name + " IRRRun" + Runs.Count
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331 | };
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332 | }
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333 | Algorithm.Start();
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334 | }
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335 | public void Pause() {
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336 | Algorithm.Pause();
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337 | }
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338 | public void Stop() {
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339 | Algorithm.Stop();
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340 | }
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341 |
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342 | #region Events
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343 | protected override void OnNameChanged() {
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344 | base.OnNameChanged();
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345 | runs.OptimizerName = Name;
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346 | }
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347 |
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348 | public event PropertyChangedEventHandler PropertyChanged;
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349 | private void OnPropertyChanged(string property) {
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350 | var handler = PropertyChanged;
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351 | if (handler != null) handler(this, new PropertyChangedEventArgs(property));
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352 | }
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353 |
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354 | #region IExecutable Events
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355 | public event EventHandler ExecutionStateChanged;
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356 | private void OnExecutionStateChanged() {
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357 | var handler = ExecutionStateChanged;
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358 | if (handler != null) handler(this, EventArgs.Empty);
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359 | }
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360 | public event EventHandler ExecutionTimeChanged;
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361 | private void OnExecutionTimeChanged() {
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362 | var handler = ExecutionTimeChanged;
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363 | if (handler != null) handler(this, EventArgs.Empty);
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364 | }
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365 | public event EventHandler Prepared;
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366 | private void OnPrepared() {
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367 | var handler = Prepared;
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368 | if (handler != null) handler(this, EventArgs.Empty);
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369 | }
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370 | public event EventHandler Started;
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371 | private void OnStarted() {
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372 | var handler = Started;
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373 | if (handler != null) handler(this, EventArgs.Empty);
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374 | }
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375 | public event EventHandler Paused;
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376 | private void OnPaused() {
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377 | var handler = Paused;
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378 | if (handler != null) handler(this, EventArgs.Empty);
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379 | }
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380 | public event EventHandler Stopped;
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381 | private void OnStopped() {
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382 | var handler = Stopped;
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383 | if (handler != null) handler(this, EventArgs.Empty);
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384 | }
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385 | public event EventHandler<EventArgs<Exception>> ExceptionOccurred;
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386 | private void OnExceptionOccurred(Exception exception) {
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387 | var handler = ExceptionOccurred;
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388 | if (handler != null) handler(this, new EventArgs<Exception>(exception));
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389 | }
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390 | #endregion
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391 |
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392 | #region Algorithm Events
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393 | private void RegisterAlgorithmEvents() {
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394 | algorithm.ExceptionOccurred += Algorithm_ExceptionOccurred;
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395 | algorithm.ExecutionTimeChanged += Algorithm_ExecutionTimeChanged;
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396 | algorithm.ExecutionStateChanged += Algorithm_ExecutionStateChanged;
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397 | algorithm.Paused += Algorithm_Paused;
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398 | algorithm.Prepared += Algorithm_Prepared;
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399 | algorithm.Started += Algorithm_Started;
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400 | algorithm.Stopped += Algorithm_Stopped;
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401 | algorithm.ProblemChanged += Algorithm_ProblemChanged;
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402 | }
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403 | private void DeregisterAlgorithmEvents() {
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404 | algorithm.ExceptionOccurred -= Algorithm_ExceptionOccurred;
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405 | algorithm.ExecutionTimeChanged -= Algorithm_ExecutionTimeChanged;
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406 | algorithm.ExecutionStateChanged -= Algorithm_ExecutionStateChanged;
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407 | algorithm.Paused -= Algorithm_Paused;
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408 | algorithm.Prepared -= Algorithm_Prepared;
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409 | algorithm.Started -= Algorithm_Started;
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410 | algorithm.Stopped -= Algorithm_Stopped;
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411 | algorithm.ProblemChanged -= Algorithm_ProblemChanged;
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412 | }
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413 | private void Algorithm_ExceptionOccurred(object sender, EventArgs<Exception> e) {
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414 | OnExceptionOccurred(e.Value);
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415 | }
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416 | private void Algorithm_ExecutionTimeChanged(object sender, EventArgs e) {
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417 | ExecutionTime += Algorithm.ExecutionTime - lastAlgorithmExecutionTime;
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418 | lastAlgorithmExecutionTime = Algorithm.ExecutionTime;
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419 |
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420 | UpdateAlgorithmResults();
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421 |
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422 | if (IsFinished) {
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423 | Algorithm.Stop();
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424 | }
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425 | OnExecutionTimeChanged();
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426 | }
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427 |
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428 | private void Algorithm_ExecutionStateChanged(object sender, EventArgs e) {
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429 | OnExecutionStateChanged();
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430 | }
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431 | private void Algorithm_Paused(object sender, EventArgs e) {
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432 | ExecutionTime += Algorithm.ExecutionTime - lastAlgorithmExecutionTime;
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433 | lastAlgorithmExecutionTime = Algorithm.ExecutionTime;
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434 |
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435 | UpdateAlgorithmResults();
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436 | OnPaused();
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437 | }
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438 | private void Algorithm_Prepared(object sender, EventArgs e) {
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439 | OnPrepared();
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440 | }
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441 | private void Algorithm_Started(object sender, EventArgs e) {
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442 | OnStarted();
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443 | }
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444 | private void Algorithm_Stopped(object sender, EventArgs e) {
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445 | ExecutionTime += Algorithm.ExecutionTime - lastAlgorithmExecutionTime;
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446 | lastAlgorithmExecutionTime = Algorithm.ExecutionTime;
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447 |
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448 | var bestQuality = UpdateAlgorithmResults();
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449 |
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450 | foreach (var result in Algorithm.Results) {
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451 | if (result.Name == "QualityPerClock") {
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452 | if (!currentRun.Results.ContainsKey(result.Name))
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453 | currentRun.Results.Add(result.Name, (IItem)result.Value.Clone());
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454 | else {
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455 | var dt = (IndexedDataTable<double>)currentRun.Results[result.Name];
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456 | var execTime = ((TimeSpanValue)currentRun.Results["ExecutionTime"]).Value.TotalSeconds;
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457 | var best = dt.Rows.First().Values.Last().Item2;
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458 | var resultDt = (IndexedDataTable<double>)result.Value;
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459 | foreach (var tupl in resultDt.Rows.First().Values) {
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460 | if (Maximization && tupl.Item2 > best || !Maximization && tupl.Item2 < best) {
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461 | dt.Rows.First().Values.Add(Tuple.Create(execTime + tupl.Item1, tupl.Item2));
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462 | best = tupl.Item2;
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463 | }
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464 | }
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465 | }
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466 | } else if (result.Name == "QualityPerEvaluations") {
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467 | if (!currentRun.Results.ContainsKey(result.Name))
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468 | currentRun.Results.Add(result.Name, (IItem)result.Value.Clone());
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469 | else {
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470 | var dt = (IndexedDataTable<double>)currentRun.Results[result.Name];
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471 | var evalSols = ((DoubleValue)currentRun.Results["EvaluatedSolutions"]).Value;
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472 | var evalMoves = ((DoubleValue)currentRun.Results["EvaluatedMoves"]).Value;
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473 | var best = dt.Rows.First().Values.Last().Item2;
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474 | var resultDt = (IndexedDataTable<double>)result.Value;
|
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475 | foreach (var tupl in resultDt.Rows.First().Values) {
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476 | if (Maximization && tupl.Item2 > best || !Maximization && tupl.Item2 < best) {
|
---|
477 | dt.Rows.First().Values.Add(Tuple.Create(evalSols + moveCostPerSolution * evalMoves + tupl.Item1, tupl.Item2));
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478 | best = tupl.Item2;
|
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479 | }
|
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480 | }
|
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481 | }
|
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482 | } else if (result.Name == "EvaluatedSolutions") {
|
---|
483 | currentRun.Results.Add(result.Name, (IItem)result.Value.Clone());
|
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484 | } else if (result.Name == "EvaluatedMoves") {
|
---|
485 | currentRun.Results.Add(result.Name, (IItem)result.Value.Clone());
|
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486 | } else if (result.Name == "ExecutionTime") {
|
---|
487 | currentRun.Results.Add(result.Name, (IItem)result.Value.Clone());
|
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488 | } else if (result.Name == "BestQuality") {
|
---|
489 | currentRun.Results.Add(result.Name, (IItem)result.Value.Clone());
|
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490 | } else if (result.Name.ToLower().EndsWith("solution") && BestSoFar == bestQuality) {
|
---|
491 | currentRun.Results.Add(result.Name, (IItem)result.Value.Clone());
|
---|
492 | }
|
---|
493 | }
|
---|
494 | foreach (var result in Algorithm.Results) {
|
---|
495 | if (result.Name == "QualityPerClock") {
|
---|
496 |
|
---|
497 | } else if (result.Name == "QualityPerEvaluations") {
|
---|
498 | } else if (result.Name == "EvaluatedSolutions") {
|
---|
499 | currentRun.Results.Add(result.Name, (IItem)result.Value.Clone());
|
---|
500 | } else if (result.Name == "EvaluatedMoves") {
|
---|
501 | currentRun.Results.Add(result.Name, (IItem)result.Value.Clone());
|
---|
502 | } else if (result.Name == "ExecutionTime") {
|
---|
503 | currentRun.Results.Add(result.Name, (IItem)result.Value.Clone());
|
---|
504 | } else if (result.Name == "BestQuality") {
|
---|
505 | currentRun.Results.Add(result.Name, (IItem)result.Value.Clone());
|
---|
506 | } else if (result.Name.ToLower().EndsWith("solution") && BestSoFar == bestQuality) {
|
---|
507 | currentRun.Results.Add(result.Name, (IItem)result.Value.Clone());
|
---|
508 | }
|
---|
509 | }
|
---|
510 |
|
---|
511 |
|
---|
512 | if (IsFinished) {
|
---|
513 |
|
---|
514 | }
|
---|
515 |
|
---|
516 | // TODO
|
---|
517 | var cloner = new Cloner();
|
---|
518 | var algRun = cloner.Clone(Algorithm.Runs.Last());
|
---|
519 | Runs.Add(algRun);
|
---|
520 | Algorithm.Runs.Clear();
|
---|
521 | OnStopped();
|
---|
522 | }
|
---|
523 |
|
---|
524 | private double UpdateAlgorithmResults() {
|
---|
525 | IResult evaluationsResult;
|
---|
526 | if (Algorithm.Results.TryGetValue("EvaluatedSolutions", out evaluationsResult)) {
|
---|
527 | var evals = ((IntValue)evaluationsResult.Value).Value;
|
---|
528 | Evaluations += evals - lastAlgorithmEvaluatedSolutions;
|
---|
529 | lastAlgorithmEvaluatedSolutions = evals;
|
---|
530 | }
|
---|
531 | if (Algorithm.Results.TryGetValue("EvaluatedMoves", out evaluationsResult)) {
|
---|
532 | var evals = ((IntValue)evaluationsResult.Value).Value;
|
---|
533 | Evaluations += moveCostPerSolution * (evals - lastAlgorithmEvaluatedMoves);
|
---|
534 | lastAlgorithmEvaluatedMoves = evals;
|
---|
535 | }
|
---|
536 | if (Algorithm.Results.TryGetValue("BestQuality", out evaluationsResult)) {
|
---|
537 | var bestQuality = ((DoubleValue)evaluationsResult).Value;
|
---|
538 | if (double.IsNaN(BestSoFar)
|
---|
539 | || Maximization && bestQuality > BestSoFar
|
---|
540 | || !Maximization && bestQuality < BestSoFar)
|
---|
541 | BestSoFar = bestQuality;
|
---|
542 | return bestQuality;
|
---|
543 | }
|
---|
544 | return double.NaN;
|
---|
545 | }
|
---|
546 |
|
---|
547 | private void Algorithm_ProblemChanged(object sender, EventArgs e) {
|
---|
548 | var soProblem = Algorithm.Problem as ISingleObjectiveHeuristicOptimizationProblem;
|
---|
549 | if (soProblem == null) return;
|
---|
550 | var maxParam = soProblem.MaximizationParameter as IValueParameter<BoolValue>;
|
---|
551 | if (maxParam != null)
|
---|
552 | Maximization = maxParam.Value.Value;
|
---|
553 | var bkParam = soProblem.BestKnownQualityParameter as IValueParameter<DoubleValue>;
|
---|
554 | if (bkParam != null && bkParam.Value != null)
|
---|
555 | TargetValue = bkParam.Value.Value;
|
---|
556 | }
|
---|
557 | #endregion
|
---|
558 | #endregion
|
---|
559 | }
|
---|
560 | }
|
---|