1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2008 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.Text;
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25 | using System.Windows.Forms;
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26 | using HeuristicLab.PluginInfrastructure;
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27 | using System.Net;
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28 | using System.ServiceModel;
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29 | using HeuristicLab.CEDMA.DB.Interfaces;
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30 | using HeuristicLab.CEDMA.DB;
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31 | using System.ServiceModel.Description;
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32 | using System.Linq;
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33 | using HeuristicLab.CEDMA.Core;
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34 | using HeuristicLab.GP.StructureIdentification;
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35 | using HeuristicLab.Data;
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36 | using HeuristicLab.Grid;
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37 | using System.Diagnostics;
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38 | using HeuristicLab.Core;
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39 | using System.Threading;
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40 |
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41 | namespace HeuristicLab.CEDMA.Server {
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42 | public class Executer {
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43 | private IDispatcher dispatcher;
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44 | private JobManager jobManager;
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45 | private IStore store;
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46 | private Dictionary<WaitHandle, Execution> activeExecutions;
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47 |
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48 | private TimeSpan StartJobInterval {
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49 | get { return TimeSpan.FromMilliseconds(500); }
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50 | }
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51 |
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52 | private TimeSpan WaitForFinishedJobsTimeout {
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53 | get { return TimeSpan.FromMilliseconds(100); }
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54 | }
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55 |
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56 | private int maxActiveJobs;
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57 | public int MaxActiveJobs {
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58 | get { return maxActiveJobs; }
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59 | set {
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60 | if (value < 0) throw new ArgumentException("Only positive values are allowed for MaxActiveJobs");
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61 | maxActiveJobs = value;
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62 | }
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63 | }
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64 |
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65 | public Executer(IDispatcher dispatcher, IStore store, string gridUrl) {
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66 | activeExecutions = new Dictionary<WaitHandle, Execution>();
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67 | maxActiveJobs = 10;
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68 | this.dispatcher = dispatcher;
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69 | this.store = store;
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70 | this.jobManager = new JobManager(gridUrl);
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71 | jobManager.Reset();
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72 | }
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73 |
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74 | internal void Start() {
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75 | new Thread(StartJobs).Start();
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76 | }
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77 |
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78 | private void StartJobs() {
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79 | List<WaitHandle> wh = new List<WaitHandle>();
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80 | Dictionary<WaitHandle, AtomicOperation> activeOperations = new Dictionary<WaitHandle, AtomicOperation>();
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81 | while (true) {
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82 | try {
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83 | // start new jobs as long as there are less than MaxActiveJobs
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84 | while (wh.Count < MaxActiveJobs) {
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85 | Thread.Sleep(StartJobInterval);
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86 | // get an execution from the dispatcher and execute in grid via job-manager
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87 | Execution execution = dispatcher.GetNextJob();
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88 | if (execution != null) {
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89 | AtomicOperation op = new AtomicOperation(execution.Engine.OperatorGraph.InitialOperator, execution.Engine.GlobalScope);
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90 | WaitHandle opWh = jobManager.BeginExecuteOperation(execution.Engine.GlobalScope, op);
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91 | wh.Add(opWh);
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92 | activeOperations.Add(opWh, op);
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93 | lock (activeExecutions) {
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94 | activeExecutions.Add(opWh, execution);
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95 | }
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96 | }
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97 | }
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98 | // wait until any job is finished
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99 | WaitHandle[] whArr = wh.ToArray();
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100 | int readyHandleIndex = WaitHandle.WaitAny(whArr, WaitForFinishedJobsTimeout);
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101 | if (readyHandleIndex != WaitHandle.WaitTimeout) {
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102 | WaitHandle readyHandle = whArr[readyHandleIndex];
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103 | AtomicOperation finishedOp = activeOperations[readyHandle];
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104 | wh.Remove(readyHandle);
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105 | Execution finishedExecution = null;
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106 | lock (activeExecutions) {
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107 | finishedExecution = activeExecutions[readyHandle];
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108 | activeExecutions.Remove(readyHandle);
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109 | }
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110 | activeOperations.Remove(readyHandle);
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111 | ProcessingEngine finishedEngine = null;
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112 | try {
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113 | finishedEngine = jobManager.EndExecuteOperation(finishedOp);
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114 | }
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115 | catch (Exception badEx) {
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116 | Trace.WriteLine("CEDMA Executer: Exception in job execution thread. " + badEx.Message);
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117 | }
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118 | if (finishedEngine != null) {
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119 | StoreResults(finishedExecution, finishedEngine);
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120 | }
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121 | }
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122 | }
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123 | catch (Exception ex) {
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124 | Trace.WriteLine("CEDMA Executer: Exception in job-management thread. " + ex.Message);
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125 | }
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126 | }
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127 | }
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128 |
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129 | private void StoreResults(Execution finishedExecution, ProcessingEngine finishedEngine) {
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130 | Entity model = new Entity(Ontology.CedmaNameSpace + Guid.NewGuid());
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131 | store.Add(new Statement(model, Ontology.PredicateInstanceOf, Ontology.TypeGeneticProgrammingFunctionTree));
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132 | store.Add(new Statement(finishedExecution.DataSetEntity, Ontology.PredicateHasModel, model));
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133 | StoreModelAttribute(model, Ontology.TargetVariable, finishedExecution.TargetVariable);
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134 | Scope bestModelScope = finishedEngine.GlobalScope.GetVariableValue<Scope>("BestValidationSolution", false);
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135 | StoreModelVariable(model, Ontology.TrainingMeanSquaredError, bestModelScope, "Quality");
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136 | StoreModelVariable(model, Ontology.ValidationMeanSquaredError, bestModelScope, "ValidationQuality");
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137 | StoreModelVariable(model, Ontology.TestMeanSquaredError, bestModelScope, "TestQuality");
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138 | StoreModelVariable(model, Ontology.TrainingMeanAbsolutePercentageError, bestModelScope, "TrainingMAPE");
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139 | StoreModelVariable(model, Ontology.ValidationMeanAbsolutePercentageError, bestModelScope, "ValidationMAPE");
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140 | StoreModelVariable(model, Ontology.TestMeanAbsolutePercentageError, bestModelScope, "TestMAPE");
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141 | StoreModelVariable(model, Ontology.TrainingMeanAbsolutePercentageOfRangeError, bestModelScope, "TrainingMAPRE");
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142 | StoreModelVariable(model, Ontology.ValidationMeanAbsolutePercentageOfRangeError, bestModelScope, "ValidationMAPRE");
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143 | StoreModelVariable(model, Ontology.TestMeanAbsolutePercentageOfRangeError, bestModelScope, "TestMAPRE");
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144 | StoreModelVariable(model, Ontology.TrainingCoefficientOfDetermination, bestModelScope, "TrainingR2");
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145 | StoreModelVariable(model, Ontology.ValidationCoefficientOfDetermination, bestModelScope, "ValidationR2");
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146 | StoreModelVariable(model, Ontology.TestCoefficientOfDetermination, bestModelScope, "TestR2");
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147 | StoreModelVariable(model, Ontology.TrainingTheilsInequalityCoefficient, bestModelScope, "TrainingTheilInequalityCoefficient");
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148 | StoreModelVariable(model, Ontology.ValidationTheilsInequalityCoefficient, bestModelScope, "ValidationTheilInequalityCoefficient");
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149 | StoreModelVariable(model, Ontology.TestTheilsInequalityCoefficient, bestModelScope, "TestTheilInequalityCoefficient");
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150 | StoreModelVariable(model, Ontology.TrainingAccuracy, bestModelScope, "TrainingAccuracy");
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151 | StoreModelVariable(model, Ontology.ValidationAccuracy, bestModelScope, "ValidationAccuracy");
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152 | StoreModelVariable(model, Ontology.TestAccuracy, bestModelScope, "TestAccuracy");
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153 | StoreModelVariable(model, Ontology.TreeSize, bestModelScope, "TreeSize");
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154 | StoreModelVariable(model, Ontology.TreeHeight, bestModelScope, "TreeHeight");
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155 | StoreModelVariable(model, Ontology.EvaluatedSolutions, bestModelScope, "EvaluatedSolutions");
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156 |
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157 | byte[] serializedModel = PersistenceManager.SaveToGZip(bestModelScope.GetVariableValue("FunctionTree", false));
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158 | store.Add(new Statement(model, Ontology.PredicateSerializedData, new Literal(Convert.ToBase64String(serializedModel))));
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159 | }
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160 |
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161 | private void StoreModelVariable(Entity model, Entity entity, Scope scope, string variableName) {
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162 | if (scope.GetVariable(variableName) != null)
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163 | StoreModelAttribute(model, entity, scope.GetVariableValue<ObjectData>(variableName, false).Data);
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164 | }
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165 |
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166 | private void StoreModelAttribute(Entity model, Entity predicate, object value) {
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167 | store.Add(new Statement(model, predicate, new Literal(value)));
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168 | }
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169 |
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170 | internal string[] GetJobs() {
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171 | lock (activeExecutions) {
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172 | string[] retVal = new string[activeExecutions.Count];
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173 | int i = 0;
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174 | foreach (Execution e in activeExecutions.Values) {
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175 | retVal[i++] = "Target-Variable: " + e.TargetVariable + " " + e.Description;
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176 | }
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177 | return retVal;
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178 | }
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179 | }
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180 | }
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181 | }
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