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 HeuristicLab.Core;
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26 | using HeuristicLab.Data;
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27 | using HeuristicLab.Constraints;
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28 |
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29 | namespace HeuristicLab.Random {
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30 | public class UniformRandomAdder : OperatorBase {
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31 |
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32 | private static int MAX_NUMBER_OF_TRIES = 100;
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33 |
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34 | public override string Description {
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35 | get { return @"Samples a uniformly distributed random variable 'U' with range = [min,max] and E(u) = (max-min)/2
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36 | and adds the result to the variable 'Value'. ShakingFactor influences the effective range of U.
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37 | If r=(max-min) then the effective range of U is [E(u) - shakingFactor * r/2, E(u) + shakingFactor * r/2].
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38 |
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39 | If a constraint for the allowed range of 'Value' is defined and the result of the operation would be smaller then
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40 | the smallest allowed value then 'Value' is set to the lower bound and vice versa for the upper bound."; }
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41 | }
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42 |
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43 | public UniformRandomAdder() {
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44 | AddVariableInfo(new VariableInfo("Value", "The value to manipulate (type is one of: IntData, ConstrainedIntData, DoubleData, ConstrainedDoubleData)", typeof(IObjectData), VariableKind.In));
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45 | AddVariableInfo(new VariableInfo("ShakingFactor", "Determines the force of the shaking factor", typeof(DoubleData), VariableKind.In));
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46 | AddVariableInfo(new VariableInfo("Random", "The random generator to use", typeof(MersenneTwister), VariableKind.In));
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47 | AddVariableInfo(new VariableInfo("Min", "Lower bound of the uniform distribution (inclusive)", typeof(DoubleData), VariableKind.None));
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48 | GetVariableInfo("Min").Local = true;
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49 | AddVariable(new Variable("Min", new DoubleData(-1.0)));
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50 |
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51 | AddVariableInfo(new VariableInfo("Max", "Upper bound of the uniform distribution (exclusive)", typeof(DoubleData), VariableKind.None));
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52 | GetVariableInfo("Max").Local = true;
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53 | AddVariable(new Variable("Max", new DoubleData(1.0)));
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54 | }
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55 |
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56 | public override IOperation Apply(IScope scope) {
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57 | IObjectData value = GetVariableValue<IObjectData>("Value", scope, false);
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58 | MersenneTwister mt = GetVariableValue<MersenneTwister>("Random", scope, true);
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59 | double factor = GetVariableValue<DoubleData>("ShakingFactor", scope, true).Data;
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60 | double min = GetVariableValue<DoubleData>("Min", null, false).Data;
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61 | double max = GetVariableValue<DoubleData>("Max", null, false).Data;
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62 |
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63 | double ex = (max - min) / 2.0 + min;
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64 | double newRange = (max - min) * factor;
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65 | min = ex - newRange / 2;
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66 | max = ex + newRange / 2;
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67 |
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68 | value.Accept(new RandomAdderVisitor(mt, min, max));
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69 |
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70 | return null;
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71 | }
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72 |
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73 |
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74 | private class RandomAdderVisitor : ObjectDataVisitorBase {
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75 | private double min;
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76 | private double max;
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77 | private MersenneTwister mt;
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78 |
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79 | public RandomAdderVisitor(MersenneTwister mt, double min, double max) {
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80 | this.mt = mt;
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81 | this.min = min;
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82 | this.max = max;
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83 | }
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84 |
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85 | public override void Visit(ConstrainedDoubleData data) {
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86 | for(int tries = MAX_NUMBER_OF_TRIES; tries >= 0; tries--) {
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87 | double newValue = data.Data + mt.NextDouble() * (max - min) + min;
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88 | if(IsIntegerConstrained(data)) {
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89 | newValue = Math.Floor(newValue);
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90 | }
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91 | if(data.TrySetData(newValue)) {
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92 | return;
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93 | }
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94 | }
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95 | throw new InvalidProgramException("Couldn't find a valid value");
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96 | }
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97 |
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98 | public override void Visit(ConstrainedIntData data) {
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99 | for(int tries = MAX_NUMBER_OF_TRIES; tries >= 0; tries--) {
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100 | int newValue = (int)Math.Floor(data.Data + mt.NextDouble() * (max - min) + min);
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101 | if(data.TrySetData(newValue)) {
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102 | return;
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103 | }
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104 | }
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105 | throw new InvalidProgramException("Couldn't find a valid value");
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106 | }
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107 |
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108 | public override void Visit(DoubleData data) {
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109 | data.Data = data.Data + mt.NextDouble() * (max - min) + min;
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110 | }
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111 |
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112 | public override void Visit(IntData data) {
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113 | data.Data = (int)Math.Floor(data.Data + mt.NextDouble() * (max - min) + min);
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114 | }
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115 | private bool IsIntegerConstrained(ConstrainedDoubleData data) {
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116 | foreach(IConstraint constraint in data.Constraints) {
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117 | if(constraint is IsIntegerConstraint) {
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118 | return true;
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119 | }
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120 | }
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121 | return false;
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122 | }
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123 | }
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124 | }
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125 | }
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