[815] | 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.Constraints;
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| 31 | using System.Diagnostics;
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[1286] | 32 | using HeuristicLab.Evolutionary;
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[815] | 33 |
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| 34 | namespace HeuristicLab.GP {
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[1286] | 35 | public abstract class GPCrossoverBase : CrossoverBase {
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[815] | 36 | public GPCrossoverBase()
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| 37 | : base() {
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| 38 | AddVariableInfo(new VariableInfo("OperatorLibrary", "The operator library containing all available operators", typeof(GPOperatorLibrary), VariableKind.In));
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| 39 | AddVariableInfo(new VariableInfo("FunctionTree", "The tree to mutate", typeof(IFunctionTree), VariableKind.In | VariableKind.New));
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| 40 | AddVariableInfo(new VariableInfo("TreeSize", "The size (number of nodes) of the tree", typeof(IntData), VariableKind.New));
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| 41 | AddVariableInfo(new VariableInfo("TreeHeight", "The height of the tree", typeof(IntData), VariableKind.New));
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| 42 | }
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| 43 |
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[1286] | 44 | internal abstract IFunctionTree Cross(IScope scope, TreeGardener gardener, IRandom random, IFunctionTree tree0, IFunctionTree tree1);
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| 45 |
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| 46 | protected override void Cross(IScope scope, IRandom random) {
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[815] | 47 | GPOperatorLibrary opLibrary = GetVariableValue<GPOperatorLibrary>("OperatorLibrary", scope, true);
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| 48 | TreeGardener gardener = new TreeGardener(random, opLibrary);
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| 49 |
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[1286] | 50 | if (scope.SubScopes.Count != 2)
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| 51 | throw new InvalidOperationException("Number of parents must be exactly two.");
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[815] | 52 |
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[1286] | 53 | IFunctionTree parent0 = GetVariableValue<IFunctionTree>("FunctionTree", scope.SubScopes[0], false);
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| 54 | IFunctionTree parent1 = GetVariableValue<IFunctionTree>("FunctionTree", scope.SubScopes[1], false);
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[815] | 55 |
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[1286] | 56 | // randomly swap parents to remove a possible bias from selection (e.g. when using gender-specific selection)
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| 57 | if (random.NextDouble() < 0.5) {
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| 58 | IFunctionTree tmp = parent0;
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| 59 | parent0 = parent1;
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| 60 | parent1 = tmp;
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[815] | 61 | }
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| 62 |
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[1286] | 63 | IFunctionTree child = Cross(scope, gardener, random, parent0, parent1);
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| 64 | Debug.Assert(gardener.IsValidTree(child));
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| 65 | scope.AddVariable(new HeuristicLab.Core.Variable(scope.TranslateName("FunctionTree"), child));
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| 66 | scope.AddVariable(new HeuristicLab.Core.Variable(scope.TranslateName("TreeSize"), new IntData(child.Size)));
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| 67 | scope.AddVariable(new HeuristicLab.Core.Variable(scope.TranslateName("TreeHeight"), new IntData(child.Height)));
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[815] | 68 | }
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| 69 | }
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| 70 | }
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