1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2015 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.IO;
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24 | using System.Linq;
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25 | using HeuristicLab.Common;
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26 | using HeuristicLab.Core;
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27 | using HeuristicLab.Data;
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28 | using HeuristicLab.Parameters;
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29 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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30 | using HeuristicLab.Problems.ParameterOptimization;
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31 | using ScilabConnector = DotNetScilab.Scilab;
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32 |
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33 | namespace HeuristicLab.Problems.ExternalEvaluation.Scilab {
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34 | [Item("SciLabParameterVectorEvaluator", "An evaluator which takes a parameter vector and returns a quality value, calculated by a Scilab script.")]
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35 | [StorableType("FE1C5CC9-3C16-41D4-9F51-46ED027B695B")]
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36 | public sealed class ScilabParameterVectorEvaluator : ParameterVectorEvaluator {
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37 | private const string MaximizationParameterName = "Maximization";
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38 | private const string QualityVariableParameterName = "QualityVariableName";
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39 | private const string ScilabEvaluationScriptParameterName = "ScilabEvaluationScript";
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40 | private const string ScilabInitializationScriptParameterName = "ScilabInitializationScript";
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41 |
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42 | #region parameters
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43 | public ILookupParameter<BoolValue> MaximizationParameter {
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44 | get { return (ILookupParameter<BoolValue>)Parameters[MaximizationParameterName]; }
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45 | }
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46 | public ILookupParameter<StringValue> QualityVariableParameter {
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47 | get { return (ILookupParameter<StringValue>)Parameters[QualityVariableParameterName]; }
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48 | }
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49 | public ILookupParameter<TextFileValue> ScilabEvaluationScriptParameter {
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50 | get { return (ILookupParameter<TextFileValue>)Parameters[ScilabEvaluationScriptParameterName]; }
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51 | }
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52 | public ILookupParameter<TextFileValue> ScilabInitializationScriptParameter {
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53 | get { return (ILookupParameter<TextFileValue>)Parameters[ScilabInitializationScriptParameterName]; }
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54 | }
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55 | #endregion
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56 |
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57 | [StorableConstructor]
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58 | private ScilabParameterVectorEvaluator(bool deserializing) : base(deserializing) { }
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59 | private ScilabParameterVectorEvaluator(ScilabParameterVectorEvaluator original, Cloner cloner)
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60 | : base(original, cloner) {
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61 | }
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62 | public override IDeepCloneable Clone(Cloner cloner) {
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63 | return new ScilabParameterVectorEvaluator(this, cloner);
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64 | }
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65 |
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66 | public ScilabParameterVectorEvaluator()
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67 | : base() {
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68 | Parameters.Add(new LookupParameter<BoolValue>(MaximizationParameterName, "The flag which determines if this is a maximization problem."));
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69 | Parameters.Add(new LookupParameter<StringValue>(QualityVariableParameterName, "The name of the quality variable of the Scilab script."));
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70 | Parameters.Add(new LookupParameter<TextFileValue>(ScilabEvaluationScriptParameterName, "The path to the Scilab evaluation script."));
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71 | Parameters.Add(new LookupParameter<TextFileValue>(ScilabInitializationScriptParameterName, "The path to a Scilab script that should be executed once when the algorithm starts."));
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72 | }
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73 |
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74 | private static readonly object locker = new object();
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75 | private static ScilabConnector scilab = null;
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76 | private bool startedScilab = false;
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77 |
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78 | public override IOperation Apply() {
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79 | var evaluationScript = ScilabEvaluationScriptParameter.ActualValue;
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80 | if (string.IsNullOrEmpty(evaluationScript.Value)) throw new FileNotFoundException("The evaluation script in the problem is not set.");
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81 | if (!evaluationScript.Exists()) throw new FileNotFoundException(string.Format("The evaluation script \"{0}\" cannot be found.", evaluationScript.Value));
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82 |
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83 | var initializationScript = ScilabInitializationScriptParameter.ActualValue;
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84 | if (!string.IsNullOrEmpty(initializationScript.Value) && !initializationScript.Exists()) throw new FileNotFoundException(string.Format("The initialization script \"{0}\" cannot be found.", initializationScript.Value));
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85 |
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86 | int result;
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87 | // Scilab is used via a c++ wrapper that calls static methods. Hence it is not possible to parallelize the evaluation.
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88 | // It is also not possible to run multiple algorithms solving separate Scilab optimization problems at the same time.
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89 | lock (locker) {
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90 | //initialize scilab and execute initialization script
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91 | if (scilab == null) {
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92 | startedScilab = true;
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93 | scilab = new ScilabConnector(false);
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94 | if (!string.IsNullOrEmpty(initializationScript.Value)) {
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95 | result = scilab.execScilabScript(initializationScript.Value);
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96 | if (result != 0) ThrowSciLabException(initializationScript.Value, result);
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97 | }
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98 | } else if (!startedScilab) {
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99 | throw new InvalidOperationException("Could not run multiple optimization algorithms in parallel.");
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100 | }
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101 |
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102 | var parameterVector = ParameterVectorParameter.ActualValue;
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103 | var parameterNames = ParameterNamesParameter.ActualValue;
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104 | if (parameterNames.Any(string.IsNullOrEmpty)) throw new ArgumentException("Not all parameter names are provided. Change the 'ParameterNames' parameter in the 'Problem' tab.");
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105 | if (ProblemSizeParameter.ActualValue.Value != parameterVector.Length || ProblemSizeParameter.ActualValue.Value != parameterNames.Length)
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106 | throw new ArgumentException("The size of the parameter vector or the parameter names vector does not match the problem size.");
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107 |
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108 | for (int i = 0; i < ProblemSizeParameter.ActualValue.Value; i++) {
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109 | result = scilab.createNamedMatrixOfDouble(parameterNames[i], 1, 1, new double[] { parameterVector[i] });
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110 | if (result != 0) ThrowSciLabException("setting parameter " + parameterNames[i], result);
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111 | }
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112 |
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113 | string script = ScilabEvaluationScriptParameter.ActualValue.Value;
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114 | result = scilab.execScilabScript(script);
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115 | if (result != 0) ThrowSciLabException(script, result);
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116 |
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117 | string qualityVariableName = QualityVariableParameter.ActualValue.Value;
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118 | double[] values = scilab.readNamedMatrixOfDouble(qualityVariableName);
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119 | if (values == null) throw new InvalidOperationException(string.Format("Could not find the variable \"{0}\" in the Scilab workspace, that should hold the quality value.", qualityVariableName));
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120 | double quality = values[0];
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121 |
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122 | var worstQualityValue = MaximizationParameter.ActualValue.Value ? double.MinValue : double.MaxValue;
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123 | if (double.IsNaN(quality)) quality = worstQualityValue;
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124 | if (double.IsInfinity(quality)) quality = worstQualityValue;
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125 |
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126 | QualityParameter.ActualValue = new DoubleValue(quality);
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127 | return base.Apply();
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128 | }
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129 | }
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130 |
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131 | public override void ClearState() {
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132 | base.ClearState();
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133 | if (startedScilab)
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134 | scilab = null;
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135 | startedScilab = false;
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136 | }
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137 |
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138 | private void ThrowSciLabException(string fileName, int errorCode) {
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139 | const string code = "errorMsg = lasterror();";
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140 | int result = scilab.SendScilabJob(code);
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141 | if (result != 0) throw new InvalidOperationException(string.Format("An error occured during the execution of the Scilab script {0}.", fileName));
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142 |
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143 | string errorMessage = scilab.readNamedMatrixOfString("errorMsg")[0];
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144 |
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145 | string message = string.Format("The error {1} occured during the execution of the Scilab script {0}. "
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146 | + Environment.NewLine + Environment.NewLine + " {2}", fileName, errorCode, errorMessage);
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147 | throw new InvalidOperationException(message);
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148 | }
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149 | }
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150 | }
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