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.Linq;
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25 | using System.Text;
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26 | using HeuristicLab.Core;
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27 | using HeuristicLab.Operators;
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28 | using HeuristicLab.Random;
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29 | using HeuristicLab.Data;
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30 | using HeuristicLab.Selection;
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31 |
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32 | namespace HeuristicLab.GP {
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33 | public class FullTreeShaker : DelegatingOperator {
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34 | public override string Description {
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35 | get { return "Manipulates all tree nodes for which a '" + FunctionBase.MANIPULATION + "' variable is defined."; }
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36 | }
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37 |
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38 | public FullTreeShaker()
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39 | : base() {
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40 | AddVariableInfo(new VariableInfo("Random", "A random generator (uniform)", typeof(MersenneTwister), VariableKind.In));
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41 | AddVariableInfo(new VariableInfo("OperatorLibrary", "Operator library that defines operator mutations", typeof(GPOperatorLibrary), VariableKind.In));
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42 | AddVariableInfo(new VariableInfo("ShakingFactor", "Variable that determines the force of the shaking operation", typeof(DoubleData), VariableKind.In));
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43 | AddVariableInfo(new VariableInfo("FunctionTree", "The function tree that should be mutated", typeof(IFunctionTree), VariableKind.In | VariableKind.Out));
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44 | }
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45 |
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46 | public override IOperation Apply(IScope scope) {
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47 | GPOperatorLibrary library = GetVariableValue<GPOperatorLibrary>("OperatorLibrary", scope, true);
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48 | IFunctionTree tree = GetVariableValue<IFunctionTree>("FunctionTree", scope, false);
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49 | MersenneTwister mt = GetVariableValue<MersenneTwister>("Random", scope, true);
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50 |
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51 | // enqueue all mutation operations as parallel operations
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52 | CompositeOperation next = new CompositeOperation();
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53 | next.ExecuteInParallel = false;
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54 |
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55 | Scope tempScope = new Scope("Temp. manipulation scope");
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56 |
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57 | TreeGardener gardener = new TreeGardener(mt, library);
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58 | var parametricBranches = gardener.GetAllSubTrees(tree).Where(branch => branch.Function.GetVariable(FunctionBase.MANIPULATION) != null);
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59 | foreach(IFunctionTree subTree in parametricBranches) {
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60 | IOperator mutation = (IOperator)subTree.Function.GetVariable(FunctionBase.MANIPULATION).Value;
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61 |
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62 | // store all local variables into a temporary scope
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63 | Scope mutationScope = new Scope();
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64 | foreach(IVariable variable in subTree.LocalVariables) {
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65 | mutationScope.AddVariable(variable);
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66 | }
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67 |
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68 | tempScope.AddSubScope(mutationScope);
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69 | next.AddOperation(new AtomicOperation(mutation, mutationScope));
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70 | }
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71 |
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72 | // save all existing sub-scopes in a backup scope
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73 | Scope backupScope = new Scope("backup");
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74 | foreach(Scope subScope in scope.SubScopes) {
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75 | backupScope.AddSubScope(subScope);
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76 | }
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77 |
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78 | scope.AddSubScope(tempScope); // scope containing a subscope for each manipulation
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79 | scope.AddSubScope(backupScope); // scope containing the old subscopes
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80 |
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81 | // schedule a reducer operation to delete all temporary scopes and restore
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82 | // the subscopes of the backup scope after all manipulations are finished.
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83 | next.AddOperation(new AtomicOperation(new RightReducer(), scope));
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84 | return next;
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85 | }
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86 | }
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87 | }
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