1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2016 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.Linq;
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25 | using HeuristicLab.Algorithms.MemPR.Interfaces;
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26 | using HeuristicLab.Common;
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27 | using HeuristicLab.Core;
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28 | using HeuristicLab.Data;
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29 | using HeuristicLab.Optimization;
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30 | using HeuristicLab.Parameters;
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31 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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32 | using HeuristicLab.Random;
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33 |
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34 | namespace HeuristicLab.Algorithms.MemPR {
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35 | [Item("MemPRContext", "Abstract base class for MemPR contexts.")]
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36 | [StorableClass]
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37 | public abstract class MemPRPopulationContext<TProblem, TSolution, TPopulationContext, TSolutionContext> : ParameterizedNamedItem,
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38 | IPopulationBasedHeuristicAlgorithmContext<TProblem, TSolution>, ISolutionModelContext<TSolution>
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39 | where TProblem : class, IItem, ISingleObjectiveProblemDefinition
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40 | where TSolution : class, IItem
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41 | where TPopulationContext : MemPRPopulationContext<TProblem, TSolution, TPopulationContext, TSolutionContext>
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42 | where TSolutionContext : MemPRSolutionContext<TProblem, TSolution, TPopulationContext, TSolutionContext> {
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43 |
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44 | private IExecutionContext parent;
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45 | public IExecutionContext Parent {
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46 | get { return parent; }
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47 | set { parent = value; }
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48 | }
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49 |
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50 | [Storable]
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51 | private IScope scope;
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52 | public IScope Scope {
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53 | get { return scope; }
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54 | private set { scope = value; }
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55 | }
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56 |
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57 | IKeyedItemCollection<string, IParameter> IExecutionContext.Parameters {
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58 | get { return Parameters; }
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59 | }
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60 |
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61 | [Storable]
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62 | private IValueParameter<TProblem> problem;
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63 | public TProblem Problem {
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64 | get { return problem.Value; }
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65 | set { problem.Value = value; }
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66 | }
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67 |
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68 | [Storable]
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69 | private IValueParameter<BoolValue> initialized;
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70 | public bool Initialized {
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71 | get { return initialized.Value.Value; }
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72 | set { initialized.Value.Value = value; }
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73 | }
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74 |
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75 | [Storable]
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76 | private IValueParameter<IntValue> iterations;
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77 | public int Iterations {
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78 | get { return iterations.Value.Value; }
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79 | set { iterations.Value.Value = value; }
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80 | }
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81 |
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82 | [Storable]
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83 | private IValueParameter<IntValue> evaluatedSolutions;
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84 | public int EvaluatedSolutions {
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85 | get { return evaluatedSolutions.Value.Value; }
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86 | set { evaluatedSolutions.Value.Value = value; }
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87 | }
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88 |
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89 | [Storable]
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90 | private IValueParameter<DoubleValue> bestQuality;
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91 | public double BestQuality {
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92 | get { return bestQuality.Value.Value; }
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93 | set { bestQuality.Value.Value = value; }
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94 | }
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95 |
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96 | [Storable]
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97 | private IValueParameter<TSolution> bestSolution;
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98 | public TSolution BestSolution {
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99 | get { return bestSolution.Value; }
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100 | set { bestSolution.Value = value; }
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101 | }
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102 |
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103 | [Storable]
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104 | private IValueParameter<IntValue> hcSteps;
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105 | public int HcSteps {
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106 | get { return hcSteps.Value.Value; }
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107 | set { hcSteps.Value.Value = value; }
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108 | }
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109 |
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110 | [Storable]
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111 | private IValueParameter<IntValue> byBreeding;
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112 | public int ByBreeding {
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113 | get { return byBreeding.Value.Value; }
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114 | set { byBreeding.Value.Value = value; }
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115 | }
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116 |
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117 | [Storable]
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118 | private IValueParameter<IntValue> byRelinking;
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119 | public int ByRelinking {
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120 | get { return byRelinking.Value.Value; }
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121 | set { byRelinking.Value.Value = value; }
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122 | }
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123 |
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124 | [Storable]
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125 | private IValueParameter<IntValue> bySampling;
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126 | public int BySampling {
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127 | get { return bySampling.Value.Value; }
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128 | set { bySampling.Value.Value = value; }
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129 | }
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130 |
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131 | [Storable]
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132 | private IValueParameter<IntValue> byHillclimbing;
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133 | public int ByHillclimbing {
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134 | get { return byHillclimbing.Value.Value; }
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135 | set { byHillclimbing.Value.Value = value; }
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136 | }
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137 |
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138 | [Storable]
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139 | private IValueParameter<IntValue> byTabuwalking;
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140 | public int ByTabuwalking {
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141 | get { return byTabuwalking.Value.Value; }
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142 | set { byTabuwalking.Value.Value = value; }
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143 | }
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144 |
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145 | [Storable]
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146 | private IValueParameter<IRandom> random;
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147 | public IRandom Random {
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148 | get { return random.Value; }
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149 | set { random.Value = value; }
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150 | }
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151 |
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152 | public IEnumerable<ISingleObjectiveSolutionScope<TSolution>> Population {
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153 | get { return scope.SubScopes.OfType<ISingleObjectiveSolutionScope<TSolution>>(); }
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154 | }
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155 | public void AddToPopulation(ISingleObjectiveSolutionScope<TSolution> solScope) {
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156 | scope.SubScopes.Add(solScope);
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157 | }
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158 | public void ReplaceAtPopulation(int index, ISingleObjectiveSolutionScope<TSolution> solScope) {
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159 | scope.SubScopes[index] = solScope;
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160 | }
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161 | public ISingleObjectiveSolutionScope<TSolution> AtPopulation(int index) {
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162 | return scope.SubScopes[index] as ISingleObjectiveSolutionScope<TSolution>;
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163 | }
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164 | public int PopulationCount {
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165 | get { return scope.SubScopes.Count; }
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166 | }
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167 |
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168 | [Storable]
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169 | private List<Tuple<double, double, double>> breedingStat;
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170 | public List<Tuple<double, double, double>> BreedingStat {
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171 | get { return breedingStat; }
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172 | }
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173 | [Storable]
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174 | private List<Tuple<double, double>> hillclimbingStat;
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175 | public List<Tuple<double, double>> HillclimbingStat {
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176 | get { return hillclimbingStat; }
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177 | }
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178 | [Storable]
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179 | private List<Tuple<double, double>> tabuwalkingStat;
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180 | public List<Tuple<double, double>> TabuwalkingStat {
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181 | get { return tabuwalkingStat; }
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182 | }
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183 |
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184 | [Storable]
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185 | public ISolutionModel<TSolution> Model { get; set; }
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186 |
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187 | [StorableConstructor]
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188 | protected MemPRPopulationContext(bool deserializing) : base(deserializing) { }
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189 | protected MemPRPopulationContext(MemPRPopulationContext<TProblem, TSolution, TPopulationContext, TSolutionContext> original, Cloner cloner)
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190 | : base(original, cloner) {
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191 | scope = cloner.Clone(original.scope);
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192 | problem = cloner.Clone(original.problem);
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193 | initialized = cloner.Clone(original.initialized);
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194 | iterations = cloner.Clone(original.iterations);
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195 | evaluatedSolutions = cloner.Clone(original.evaluatedSolutions);
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196 | bestQuality = cloner.Clone(original.bestQuality);
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197 | bestSolution = cloner.Clone(original.bestSolution);
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198 | hcSteps = cloner.Clone(original.hcSteps);
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199 | byBreeding = cloner.Clone(original.byBreeding);
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200 | byRelinking = cloner.Clone(original.byRelinking);
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201 | bySampling = cloner.Clone(original.bySampling);
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202 | byHillclimbing = cloner.Clone(original.byHillclimbing);
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203 | byTabuwalking = cloner.Clone(original.byTabuwalking);
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204 | random = cloner.Clone(original.random);
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205 | breedingStat = original.breedingStat.Select(x => Tuple.Create(x.Item1, x.Item2, x.Item3)).ToList();
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206 | hillclimbingStat = original.hillclimbingStat.Select(x => Tuple.Create(x.Item1, x.Item2)).ToList();
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207 | tabuwalkingStat = original.tabuwalkingStat.Select(x => Tuple.Create(x.Item1, x.Item2)).ToList();
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208 |
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209 | Model = cloner.Clone(original.Model);
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210 | }
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211 | public MemPRPopulationContext() : this("MemPRContext") { }
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212 | public MemPRPopulationContext(string name) : base(name) {
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213 | scope = new Scope("Global");
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214 |
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215 | Parameters.Add(problem = new ValueParameter<TProblem>("Problem"));
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216 | Parameters.Add(initialized = new ValueParameter<BoolValue>("Initialized", new BoolValue(false)));
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217 | Parameters.Add(iterations = new ValueParameter<IntValue>("Iterations", new IntValue(0)));
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218 | Parameters.Add(evaluatedSolutions = new ValueParameter<IntValue>("EvaluatedSolutions", new IntValue(0)));
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219 | Parameters.Add(bestQuality = new ValueParameter<DoubleValue>("BestQuality", new DoubleValue(double.NaN)));
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220 | Parameters.Add(bestSolution = new ValueParameter<TSolution>("BestSolution"));
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221 | Parameters.Add(hcSteps = new ValueParameter<IntValue>("HcSteps", new IntValue(0)));
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222 | Parameters.Add(byBreeding = new ValueParameter<IntValue>("ByBreeding", new IntValue(0)));
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223 | Parameters.Add(byRelinking = new ValueParameter<IntValue>("ByRelinking", new IntValue(0)));
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224 | Parameters.Add(bySampling = new ValueParameter<IntValue>("BySampling", new IntValue(0)));
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225 | Parameters.Add(byHillclimbing = new ValueParameter<IntValue>("ByHillclimbing", new IntValue(0)));
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226 | Parameters.Add(byTabuwalking = new ValueParameter<IntValue>("ByTabuwalking", new IntValue(0)));
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227 | Parameters.Add(random = new ValueParameter<IRandom>("Random", new MersenneTwister()));
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228 |
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229 | breedingStat = new List<Tuple<double, double, double>>();
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230 | hillclimbingStat = new List<Tuple<double, double>>();
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231 | tabuwalkingStat = new List<Tuple<double, double>>();
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232 | }
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233 |
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234 | public abstract TSolutionContext CreateSingleSolutionContext(ISingleObjectiveSolutionScope<TSolution> solution);
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235 |
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236 | public void IncrementEvaluatedSolutions(int byEvaluations) {
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237 | if (byEvaluations < 0) throw new ArgumentException("Can only increment and not decrement evaluated solutions.");
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238 | EvaluatedSolutions += byEvaluations;
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239 | }
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240 |
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241 | #region IExecutionContext members
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242 | public IAtomicOperation CreateOperation(IOperator op) {
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243 | return new ExecutionContext(this, op, Scope);
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244 | }
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245 |
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246 | public IAtomicOperation CreateOperation(IOperator op, IScope s) {
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247 | return new ExecutionContext(this, op, s);
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248 | }
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249 |
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250 | public IAtomicOperation CreateChildOperation(IOperator op) {
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251 | return new ExecutionContext(this, op, Scope);
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252 | }
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253 |
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254 | public IAtomicOperation CreateChildOperation(IOperator op, IScope s) {
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255 | return new ExecutionContext(this, op, s);
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256 | }
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257 | #endregion
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258 | }
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259 |
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260 | [Item("SingleSolutionMemPRContext", "Abstract base class for single solution MemPR contexts.")]
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261 | [StorableClass]
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262 | public abstract class MemPRSolutionContext<TProblem, TSolution, TContext, TSolutionContext> : ParameterizedNamedItem,
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263 | ISingleSolutionHeuristicAlgorithmContext<TProblem, TSolution>
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264 | where TProblem : class, IItem, ISingleObjectiveProblemDefinition
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265 | where TSolution : class, IItem
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266 | where TContext : MemPRPopulationContext<TProblem, TSolution, TContext, TSolutionContext>
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267 | where TSolutionContext : MemPRSolutionContext<TProblem, TSolution, TContext, TSolutionContext> {
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268 |
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269 | private TContext parent;
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270 | public IExecutionContext Parent {
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271 | get { return parent; }
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272 | set { throw new InvalidOperationException("Cannot set the parent of a single-solution context."); }
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273 | }
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274 |
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275 | [Storable]
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276 | private ISingleObjectiveSolutionScope<TSolution> scope;
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277 | public IScope Scope {
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278 | get { return scope; }
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279 | }
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280 |
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281 | IKeyedItemCollection<string, IParameter> IExecutionContext.Parameters {
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282 | get { return Parameters; }
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283 | }
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284 |
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285 | public TProblem Problem {
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286 | get { return parent.Problem; }
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287 | }
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288 |
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289 | public double BestQuality {
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290 | get { return parent.BestQuality; }
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291 | set { parent.BestQuality = value; }
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292 | }
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293 |
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294 | public TSolution BestSolution {
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295 | get { return parent.BestSolution; }
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296 | set { parent.BestSolution = value; }
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297 | }
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298 |
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299 | public IRandom Random {
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300 | get { return parent.Random; }
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301 | }
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302 |
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303 | [Storable]
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304 | private IValueParameter<IntValue> evaluatedSolutions;
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305 | public int EvaluatedSolutions {
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306 | get { return evaluatedSolutions.Value.Value; }
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307 | set { evaluatedSolutions.Value.Value = value; }
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308 | }
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309 |
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310 | [Storable]
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311 | private IValueParameter<IntValue> iterations;
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312 | public int Iterations {
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313 | get { return iterations.Value.Value; }
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314 | set { iterations.Value.Value = value; }
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315 | }
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316 |
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317 | ISingleObjectiveSolutionScope<TSolution> ISingleSolutionHeuristicAlgorithmContext<TProblem, TSolution>.Solution {
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318 | get { return scope; }
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319 | }
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320 |
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321 | [StorableConstructor]
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322 | protected MemPRSolutionContext(bool deserializing) : base(deserializing) { }
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323 | protected MemPRSolutionContext(MemPRSolutionContext<TProblem, TSolution, TContext, TSolutionContext> original, Cloner cloner)
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324 | : base(original, cloner) {
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325 | scope = cloner.Clone(original.scope);
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326 | evaluatedSolutions = cloner.Clone(original.evaluatedSolutions);
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327 | iterations = cloner.Clone(original.iterations);
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328 | }
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329 | public MemPRSolutionContext(TContext baseContext, ISingleObjectiveSolutionScope<TSolution> solution) {
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330 | parent = baseContext;
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331 | scope = solution;
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332 |
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333 | Parameters.Add(evaluatedSolutions = new ValueParameter<IntValue>("EvaluatedSolutions", new IntValue(0)));
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334 | Parameters.Add(iterations = new ValueParameter<IntValue>("Iterations", new IntValue(0)));
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335 | }
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336 |
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337 | public void IncrementEvaluatedSolutions(int byEvaluations) {
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338 | if (byEvaluations < 0) throw new ArgumentException("Can only increment and not decrement evaluated solutions.");
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339 | EvaluatedSolutions += byEvaluations;
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340 | }
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341 |
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342 | #region IExecutionContext members
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343 | public IAtomicOperation CreateOperation(IOperator op) {
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344 | return new ExecutionContext(this, op, Scope);
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345 | }
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346 |
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347 | public IAtomicOperation CreateOperation(IOperator op, IScope s) {
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348 | return new ExecutionContext(this, op, s);
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349 | }
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350 |
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351 | public IAtomicOperation CreateChildOperation(IOperator op) {
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352 | return new ExecutionContext(this, op, Scope);
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353 | }
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354 |
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355 | public IAtomicOperation CreateChildOperation(IOperator op, IScope s) {
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356 | return new ExecutionContext(this, op, s);
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357 | }
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358 | #endregion
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359 | }
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360 | }
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