[1060] | 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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[1287] | 43 | private IDispatcher dispatcher;
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[1060] | 44 | private JobManager jobManager;
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| 45 | private IStore store;
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[1287] | 46 | private Dictionary<WaitHandle, Execution> activeExecutions;
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[1060] | 47 |
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[1287] | 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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[1060] | 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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[1287] | 80 | Dictionary<WaitHandle, AtomicOperation> activeOperations = new Dictionary<WaitHandle, AtomicOperation>();
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[1060] | 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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[1287] | 85 | Thread.Sleep(StartJobInterval);
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[1060] | 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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[1287] | 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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[1060] | 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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[1287] | 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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[1060] | 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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[1287] | 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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[1352] | 134 | StoreModelAttribute(model, Ontology.AlgorithmName, finishedExecution.Description);
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[1287] | 135 | Scope bestModelScope = finishedEngine.GlobalScope.GetVariableValue<Scope>("BestValidationSolution", false);
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| 136 | StoreModelVariable(model, Ontology.TrainingMeanSquaredError, bestModelScope, "Quality");
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| 137 | StoreModelVariable(model, Ontology.ValidationMeanSquaredError, bestModelScope, "ValidationQuality");
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| 138 | StoreModelVariable(model, Ontology.TestMeanSquaredError, bestModelScope, "TestQuality");
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| 139 | StoreModelVariable(model, Ontology.TrainingMeanAbsolutePercentageError, bestModelScope, "TrainingMAPE");
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| 140 | StoreModelVariable(model, Ontology.ValidationMeanAbsolutePercentageError, bestModelScope, "ValidationMAPE");
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| 141 | StoreModelVariable(model, Ontology.TestMeanAbsolutePercentageError, bestModelScope, "TestMAPE");
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| 142 | StoreModelVariable(model, Ontology.TrainingMeanAbsolutePercentageOfRangeError, bestModelScope, "TrainingMAPRE");
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| 143 | StoreModelVariable(model, Ontology.ValidationMeanAbsolutePercentageOfRangeError, bestModelScope, "ValidationMAPRE");
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| 144 | StoreModelVariable(model, Ontology.TestMeanAbsolutePercentageOfRangeError, bestModelScope, "TestMAPRE");
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| 145 | StoreModelVariable(model, Ontology.TrainingCoefficientOfDetermination, bestModelScope, "TrainingR2");
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| 146 | StoreModelVariable(model, Ontology.ValidationCoefficientOfDetermination, bestModelScope, "ValidationR2");
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| 147 | StoreModelVariable(model, Ontology.TestCoefficientOfDetermination, bestModelScope, "TestR2");
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| 148 | StoreModelVariable(model, Ontology.TrainingTheilsInequalityCoefficient, bestModelScope, "TrainingTheilInequalityCoefficient");
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| 149 | StoreModelVariable(model, Ontology.ValidationTheilsInequalityCoefficient, bestModelScope, "ValidationTheilInequalityCoefficient");
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| 150 | StoreModelVariable(model, Ontology.TestTheilsInequalityCoefficient, bestModelScope, "TestTheilInequalityCoefficient");
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| 151 | StoreModelVariable(model, Ontology.TrainingAccuracy, bestModelScope, "TrainingAccuracy");
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| 152 | StoreModelVariable(model, Ontology.ValidationAccuracy, bestModelScope, "ValidationAccuracy");
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| 153 | StoreModelVariable(model, Ontology.TestAccuracy, bestModelScope, "TestAccuracy");
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| 154 | StoreModelVariable(model, Ontology.TreeSize, bestModelScope, "TreeSize");
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| 155 | StoreModelVariable(model, Ontology.TreeHeight, bestModelScope, "TreeHeight");
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| 156 | StoreModelVariable(model, Ontology.EvaluatedSolutions, bestModelScope, "EvaluatedSolutions");
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| 157 |
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| 158 | byte[] serializedModel = PersistenceManager.SaveToGZip(bestModelScope.GetVariableValue("FunctionTree", false));
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| 159 | store.Add(new Statement(model, Ontology.PredicateSerializedData, new Literal(Convert.ToBase64String(serializedModel))));
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| 160 | }
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| 161 |
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| 162 | private void StoreModelVariable(Entity model, Entity entity, Scope scope, string variableName) {
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| 163 | if (scope.GetVariable(variableName) != null)
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| 164 | StoreModelAttribute(model, entity, scope.GetVariableValue<ObjectData>(variableName, false).Data);
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| 165 | }
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| 166 |
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| 167 | private void StoreModelAttribute(Entity model, Entity predicate, object value) {
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| 168 | store.Add(new Statement(model, predicate, new Literal(value)));
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| 169 | }
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| 170 |
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| 171 | internal string[] GetJobs() {
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| 172 | lock (activeExecutions) {
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| 173 | string[] retVal = new string[activeExecutions.Count];
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| 174 | int i = 0;
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| 175 | foreach (Execution e in activeExecutions.Values) {
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| 176 | retVal[i++] = "Target-Variable: " + e.TargetVariable + " " + e.Description;
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| 177 | }
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| 178 | return retVal;
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| 179 | }
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| 180 | }
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[1060] | 181 | }
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| 182 | }
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