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.Linq;
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23 | using HeuristicLab.Core;
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24 | using HeuristicLab.Operators;
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25 | using HeuristicLab.Random;
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26 | using HeuristicLab.Data;
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27 | using HeuristicLab.Selection;
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28 | using HeuristicLab.GP.Interfaces;
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29 |
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30 | namespace HeuristicLab.GP.Operators {
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31 | public class OnePointShaker : DelegatingOperator {
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32 | public override string Description {
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33 | get { return "Selects a random node of all tree-nodes that have a manipulator defined and manipulates the selected node."; }
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34 | }
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35 |
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36 | public OnePointShaker()
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37 | : base() {
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38 | AddVariableInfo(new VariableInfo("FunctionLibrary", "Function library that defines mutation operations for functions", typeof(FunctionLibrary), VariableKind.In));
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39 | AddVariableInfo(new VariableInfo("Random", "A random generator (uniform)", typeof(MersenneTwister), VariableKind.In));
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40 | AddVariableInfo(new VariableInfo("ShakingFactor", "Factor that determines the force of the shaking operation", typeof(DoubleData), VariableKind.In));
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41 | AddVariableInfo(new VariableInfo("FunctionTree", "The function tree that should be mutated", typeof(IGeneticProgrammingModel), VariableKind.In | VariableKind.Out));
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42 | }
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43 |
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44 | public override IOperation Apply(IScope scope) {
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45 | FunctionLibrary library = GetVariableValue<FunctionLibrary>("FunctionLibrary", scope, true);
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46 | IGeneticProgrammingModel gpModel = GetVariableValue<IGeneticProgrammingModel>("FunctionTree", scope, false);
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47 | MersenneTwister mt = GetVariableValue<MersenneTwister>("Random", scope, true);
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48 |
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49 | // get all nodes with local parameters
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50 | var parametricBranches = TreeGardener.GetAllSubTrees(gpModel.FunctionTree).Where(branch => branch.HasLocalParameters);
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51 | if (parametricBranches.Count() == 0) return null; // don't manipulate anything if there are no nodes with a manipulation operator
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52 | IFunctionTree selectedBranch = parametricBranches.ElementAt(mt.Next(parametricBranches.Count()));
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53 |
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54 | // save the exising sub-scopes in a backup scope
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55 | Scope backupScope = new Scope("backup");
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56 | foreach (Scope subScope in scope.SubScopes) {
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57 | backupScope.AddSubScope(subScope);
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58 | }
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59 |
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60 | // create a scope for all shaking operations
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61 | Scope tempScope = new Scope("Temp. manipulation scope");
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62 |
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63 | // add the new sub-scopes
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64 | scope.AddSubScope(tempScope);
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65 | scope.AddSubScope(backupScope);
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66 |
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67 | CompositeOperation next = new CompositeOperation();
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68 | next.ExecuteInParallel = false;
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69 | // the next operation should first manipulate and then restore the sub-scopes from the backup scope
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70 | next.AddOperation(selectedBranch.CreateShakingOperation(tempScope));
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71 | next.AddOperation(new AtomicOperation(new RightReducer(), scope));
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72 |
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73 | return next;
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74 | }
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75 | }
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76 | }
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