[3294] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[5445] | 3 | * Copyright (C) 2002-2011 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[3294] | 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.Linq;
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[4722] | 24 | using HeuristicLab.Common;
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[3294] | 25 | using HeuristicLab.Core;
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| 26 | using HeuristicLab.Data;
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[4068] | 27 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Creators;
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| 28 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Symbols;
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[3294] | 29 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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[5411] | 30 | using System.Collections.Generic;
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[3294] | 31 |
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[3539] | 32 | namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.ArchitectureManipulators {
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[3294] | 33 | /// <summary>
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| 34 | /// Manipulates a symbolic expression by deleting a preexisting function-defining branch.
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| 35 | /// As described in Koza, Bennett, Andre, Keane, Genetic Programming III - Darwinian Invention and Problem Solving, 1999, pp. 108
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| 36 | /// </summary>
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| 37 | [Item("SubroutineDeleter", "Manipulates a symbolic expression by deleting a preexisting function-defining branch.")]
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| 38 | [StorableClass]
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[3534] | 39 | public sealed class SubroutineDeleter : SymbolicExpressionTreeArchitectureManipulator {
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[4722] | 40 | [StorableConstructor]
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| 41 | private SubroutineDeleter(bool deserializing) : base(deserializing) { }
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| 42 | private SubroutineDeleter(SubroutineDeleter original, Cloner cloner) : base(original, cloner) { }
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| 43 | public SubroutineDeleter() : base() { }
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| 44 |
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| 45 | public override IDeepCloneable Clone(Cloner cloner) {
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| 46 | return new SubroutineDeleter(this, cloner);
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| 47 | }
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| 48 |
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[3294] | 49 | public override sealed void ModifyArchitecture(
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| 50 | IRandom random,
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| 51 | SymbolicExpressionTree symbolicExpressionTree,
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| 52 | ISymbolicExpressionGrammar grammar,
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| 53 | IntValue maxTreeSize, IntValue maxTreeHeight,
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| 54 | IntValue maxFunctionDefiningBranches, IntValue maxFunctionArguments,
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| 55 | out bool success) {
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| 56 | success = DeleteSubroutine(random, symbolicExpressionTree, grammar, maxTreeSize.Value, maxTreeHeight.Value, maxFunctionDefiningBranches.Value, maxFunctionArguments.Value);
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| 57 | }
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| 58 |
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| 59 | public static bool DeleteSubroutine(
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| 60 | IRandom random,
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| 61 | SymbolicExpressionTree symbolicExpressionTree,
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| 62 | ISymbolicExpressionGrammar grammar,
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| 63 | int maxTreeSize, int maxTreeHeight,
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| 64 | int maxFunctionDefiningBranches, int maxFunctionArguments) {
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| 65 | var functionDefiningBranches = symbolicExpressionTree.IterateNodesPrefix().OfType<DefunTreeNode>();
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| 66 |
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| 67 | if (functionDefiningBranches.Count() == 0)
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| 68 | // no ADF to delete => abort
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| 69 | return false;
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[3338] | 70 | var selectedDefunBranch = functionDefiningBranches.SelectRandom(random);
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[3294] | 71 | // remove the selected defun
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| 72 | int defunSubtreeIndex = symbolicExpressionTree.Root.SubTrees.IndexOf(selectedDefunBranch);
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| 73 | symbolicExpressionTree.Root.RemoveSubTree(defunSubtreeIndex);
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| 74 |
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| 75 | // remove references to deleted function
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[3369] | 76 | foreach (var subtree in symbolicExpressionTree.Root.SubTrees.OfType<SymbolicExpressionTreeTopLevelNode>()) {
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[3360] | 77 | var matchingInvokeSymbol = (from symb in subtree.Grammar.Symbols.OfType<InvokeFunction>()
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| 78 | where symb.FunctionName == selectedDefunBranch.FunctionName
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| 79 | select symb).SingleOrDefault();
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| 80 | if (matchingInvokeSymbol != null) {
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| 81 | subtree.Grammar.RemoveSymbol(matchingInvokeSymbol);
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[3294] | 82 | }
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| 83 | }
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[3360] | 84 |
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| 85 | DeletionByRandomRegeneration(random, symbolicExpressionTree, selectedDefunBranch);
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[3294] | 86 | return true;
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| 87 | }
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[3360] | 88 |
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| 89 | private static void DeletionByRandomRegeneration(IRandom random, SymbolicExpressionTree symbolicExpressionTree, DefunTreeNode selectedDefunBranch) {
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| 90 | // find first invocation and replace it with a randomly generated tree
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| 91 | // can't find all invocations in one step because once we replaced a top level invocation
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| 92 | // the invocations below it are removed already
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| 93 | var invocationCutPoint = (from node in symbolicExpressionTree.IterateNodesPrefix()
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| 94 | from subtree in node.SubTrees.OfType<InvokeFunctionTreeNode>()
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| 95 | where subtree.Symbol.FunctionName == selectedDefunBranch.FunctionName
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| 96 | select new { Parent = node, ReplacedChildIndex = node.SubTrees.IndexOf(subtree), ReplacedChild = subtree }).FirstOrDefault();
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| 97 | while (invocationCutPoint != null) {
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| 98 | // deletion by random regeneration
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| 99 | SymbolicExpressionTreeNode replacementTree = null;
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[5411] | 100 | var allowedSymbolsList = invocationCutPoint.Parent.GetAllowedSymbols(invocationCutPoint.ReplacedChildIndex).ToList();
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| 101 | var weights = allowedSymbolsList.Select(s => s.InitialFrequency);
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| 102 | var selectedSymbol = allowedSymbolsList.SelectRandom(weights, random);
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[3360] | 103 |
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| 104 | int minPossibleSize = invocationCutPoint.Parent.Grammar.GetMinExpressionLength(selectedSymbol);
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| 105 | int maxSize = Math.Max(minPossibleSize, invocationCutPoint.ReplacedChild.GetSize());
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| 106 | int minPossibleHeight = invocationCutPoint.Parent.Grammar.GetMinExpressionDepth(selectedSymbol);
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| 107 | int maxHeight = Math.Max(minPossibleHeight, invocationCutPoint.ReplacedChild.GetHeight());
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[3369] | 108 | replacementTree = selectedSymbol.CreateTreeNode();
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[3535] | 109 | if (replacementTree.HasLocalParameters)
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| 110 | replacementTree.ResetLocalParameters(random);
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[3360] | 111 | invocationCutPoint.Parent.RemoveSubTree(invocationCutPoint.ReplacedChildIndex);
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| 112 | invocationCutPoint.Parent.InsertSubTree(invocationCutPoint.ReplacedChildIndex, replacementTree);
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| 113 |
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[3369] | 114 | ProbabilisticTreeCreator.PTC2(random, replacementTree, maxSize, maxHeight, 0, 0);
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| 115 |
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[3360] | 116 | invocationCutPoint = (from node in symbolicExpressionTree.IterateNodesPrefix()
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| 117 | from subtree in node.SubTrees.OfType<InvokeFunctionTreeNode>()
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| 118 | where subtree.Symbol.FunctionName == selectedDefunBranch.FunctionName
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| 119 | select new { Parent = node, ReplacedChildIndex = node.SubTrees.IndexOf(subtree), ReplacedChild = subtree }).FirstOrDefault();
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| 120 | }
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| 121 | }
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[3294] | 122 | }
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| 123 | }
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