[645] | 1 | #region License Information
|
---|
| 2 | /* HeuristicLab
|
---|
| 3 | * Copyright (C) 2002-2008 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
| 4 | *
|
---|
| 5 | * This file is part of HeuristicLab.
|
---|
| 6 | *
|
---|
| 7 | * HeuristicLab is free software: you can redistribute it and/or modify
|
---|
| 8 | * it under the terms of the GNU General Public License as published by
|
---|
| 9 | * the Free Software Foundation, either version 3 of the License, or
|
---|
| 10 | * (at your option) any later version.
|
---|
| 11 | *
|
---|
| 12 | * HeuristicLab is distributed in the hope that it will be useful,
|
---|
| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
|
---|
| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
---|
| 15 | * GNU General Public License for more details.
|
---|
| 16 | *
|
---|
| 17 | * You should have received a copy of the GNU General Public License
|
---|
| 18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
|
---|
| 19 | */
|
---|
| 20 | #endregion
|
---|
| 21 |
|
---|
| 22 | using System;
|
---|
| 23 | using System.Collections.Generic;
|
---|
| 24 | using System.Linq;
|
---|
| 25 | using System.Text;
|
---|
| 26 | using HeuristicLab.Core;
|
---|
| 27 | using HeuristicLab.Operators;
|
---|
| 28 | using HeuristicLab.Random;
|
---|
| 29 | using HeuristicLab.Data;
|
---|
| 30 | using HeuristicLab.Selection;
|
---|
| 31 |
|
---|
| 32 | namespace HeuristicLab.GP {
|
---|
| 33 | public class FullTreeShaker : DelegatingOperator {
|
---|
| 34 | public override string Description {
|
---|
| 35 | get { return "Manipulates all tree nodes for which a '" + FunctionBase.MANIPULATION + "' variable is defined."; }
|
---|
| 36 | }
|
---|
| 37 |
|
---|
| 38 | public FullTreeShaker()
|
---|
| 39 | : base() {
|
---|
| 40 | AddVariableInfo(new VariableInfo("Random", "A random generator (uniform)", typeof(MersenneTwister), VariableKind.In));
|
---|
| 41 | AddVariableInfo(new VariableInfo("OperatorLibrary", "Operator library that defines operator mutations", typeof(GPOperatorLibrary), VariableKind.In));
|
---|
| 42 | AddVariableInfo(new VariableInfo("ShakingFactor", "Variable that determines the force of the shaking operation", typeof(DoubleData), VariableKind.In));
|
---|
| 43 | AddVariableInfo(new VariableInfo("FunctionTree", "The function tree that should be mutated", typeof(IFunctionTree), VariableKind.In | VariableKind.Out));
|
---|
| 44 | }
|
---|
| 45 |
|
---|
| 46 | public override IOperation Apply(IScope scope) {
|
---|
| 47 | GPOperatorLibrary library = GetVariableValue<GPOperatorLibrary>("OperatorLibrary", scope, true);
|
---|
| 48 | IFunctionTree tree = GetVariableValue<IFunctionTree>("FunctionTree", scope, false);
|
---|
| 49 | MersenneTwister mt = GetVariableValue<MersenneTwister>("Random", scope, true);
|
---|
| 50 |
|
---|
| 51 | // enqueue all mutation operations as parallel operations
|
---|
| 52 | CompositeOperation next = new CompositeOperation();
|
---|
[706] | 53 | next.ExecuteInParallel = false;
|
---|
[645] | 54 |
|
---|
| 55 | Scope tempScope = new Scope("Temp. manipulation scope");
|
---|
| 56 |
|
---|
| 57 | TreeGardener gardener = new TreeGardener(mt, library);
|
---|
| 58 | var parametricBranches = gardener.GetAllSubTrees(tree).Where(branch => branch.Function.GetVariable(FunctionBase.MANIPULATION) != null);
|
---|
| 59 | foreach(IFunctionTree subTree in parametricBranches) {
|
---|
| 60 | IOperator mutation = (IOperator)subTree.Function.GetVariable(FunctionBase.MANIPULATION).Value;
|
---|
| 61 |
|
---|
| 62 | // store all local variables into a temporary scope
|
---|
| 63 | Scope mutationScope = new Scope();
|
---|
| 64 | foreach(IVariable variable in subTree.LocalVariables) {
|
---|
| 65 | mutationScope.AddVariable(variable);
|
---|
| 66 | }
|
---|
| 67 |
|
---|
| 68 | tempScope.AddSubScope(mutationScope);
|
---|
| 69 | next.AddOperation(new AtomicOperation(mutation, mutationScope));
|
---|
| 70 | }
|
---|
| 71 |
|
---|
| 72 | // save all existing sub-scopes in a backup scope
|
---|
| 73 | Scope backupScope = new Scope("backup");
|
---|
| 74 | foreach(Scope subScope in scope.SubScopes) {
|
---|
| 75 | backupScope.AddSubScope(subScope);
|
---|
| 76 | }
|
---|
| 77 |
|
---|
| 78 | scope.AddSubScope(tempScope); // scope containing a subscope for each manipulation
|
---|
| 79 | scope.AddSubScope(backupScope); // scope containing the old subscopes
|
---|
| 80 |
|
---|
| 81 | // schedule a reducer operation to delete all temporary scopes and restore
|
---|
| 82 | // the subscopes of the backup scope after all manipulations are finished.
|
---|
| 83 | next.AddOperation(new AtomicOperation(new RightReducer(), scope));
|
---|
| 84 | return next;
|
---|
| 85 | }
|
---|
| 86 | }
|
---|
| 87 | }
|
---|