#region License Information
/* HeuristicLab
* Copyright (C) 2002-2015 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
*
* This file is part of HeuristicLab.
*
* HeuristicLab is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* HeuristicLab is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with HeuristicLab. If not, see .
*/
#endregion
using System;
using System.Collections.Generic;
using System.Linq;
using HeuristicLab.Common;
using HeuristicLab.Core;
using HeuristicLab.Data;
using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
using HeuristicLab.Random;
namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding {
///
/// Manipulates a symbolic expression by duplicating an existing argument node of a function-defining branch.
/// As described in Koza, Bennett, Andre, Keane, Genetic Programming III - Darwinian Invention and Problem Solving, 1999, pp. 94
///
[Item("ArgumentDuplicater", "Manipulates a symbolic expression by duplicating an existing argument node of a function-defining branch. As described in Koza, Bennett, Andre, Keane, Genetic Programming III - Darwinian Invention and Problem Solving, 1999, pp. 94")]
[StorableType("2FADF12E-75D7-4FE8-9A9F-4CA8A320C642")]
public sealed class ArgumentDuplicater : SymbolicExpressionTreeArchitectureManipulator {
[StorableConstructor]
private ArgumentDuplicater(bool deserializing) : base(deserializing) { }
private ArgumentDuplicater(ArgumentDuplicater original, Cloner cloner) : base(original, cloner) { }
public ArgumentDuplicater() : base() { }
public override sealed void ModifyArchitecture(
IRandom random,
ISymbolicExpressionTree symbolicExpressionTree,
IntValue maxFunctionDefinitions, IntValue maxFunctionArguments) {
DuplicateArgument(random, symbolicExpressionTree, maxFunctionDefinitions.Value, maxFunctionArguments.Value);
}
public override IDeepCloneable Clone(Cloner cloner) {
return new ArgumentDuplicater(this, cloner);
}
public static bool DuplicateArgument(
IRandom random,
ISymbolicExpressionTree symbolicExpressionTree,
int maxFunctionDefinitions, int maxFunctionArguments) {
var functionDefiningBranches = symbolicExpressionTree.IterateNodesPrefix().OfType().ToList();
var allowedArgumentIndexes = Enumerable.Range(0, maxFunctionArguments);
if (!functionDefiningBranches.Any())
// no function defining branches => abort
return false;
var selectedDefunBranch = functionDefiningBranches.SampleRandom(random);
var argumentSymbols = selectedDefunBranch.Grammar.Symbols.OfType().ToList();
if (!argumentSymbols.Any() || argumentSymbols.Count() >= maxFunctionArguments)
// when no argument or number of arguments is already at max allowed value => abort
return false;
var selectedArgumentSymbol = argumentSymbols.SampleRandom(random);
var takenIndexes = argumentSymbols.Select(s => s.ArgumentIndex);
var newArgumentIndex = allowedArgumentIndexes.Except(takenIndexes).First();
var newArgSymbol = new Argument(newArgumentIndex);
// replace existing references to the original argument with references to the new argument randomly in the selectedBranch
var argumentNodes = selectedDefunBranch.IterateNodesPrefix().OfType();
foreach (var argNode in argumentNodes) {
if (argNode.Symbol == selectedArgumentSymbol) {
if (random.NextDouble() < 0.5) {
argNode.Symbol = newArgSymbol;
}
}
}
// find invocations of the functions and duplicate the matching argument branch
var invocationNodes = (from node in symbolicExpressionTree.IterateNodesPrefix().OfType()
where node.Symbol.FunctionName == selectedDefunBranch.FunctionName
where node.Subtrees.Count() == selectedDefunBranch.NumberOfArguments
select node).ToList();
// do this repeatedly until no matching invocations are found
while (invocationNodes.Count() > 0) {
List newlyAddedBranches = new List();
foreach (var invokeNode in invocationNodes) {
// check that the invocation node really has the correct number of arguments
if (invokeNode.Subtrees.Count() != selectedDefunBranch.NumberOfArguments) throw new InvalidOperationException();
var argumentBranch = invokeNode.GetSubtree(selectedArgumentSymbol.ArgumentIndex);
var clonedArgumentBranch = (ISymbolicExpressionTreeNode)argumentBranch.Clone();
invokeNode.InsertSubtree(newArgumentIndex, clonedArgumentBranch);
newlyAddedBranches.Add(clonedArgumentBranch);
}
invocationNodes = (from newlyAddedBranch in newlyAddedBranches
from node in newlyAddedBranch.IterateNodesPrefix().OfType()
where node.Symbol.FunctionName == selectedDefunBranch.FunctionName
where node.Subtrees.Count() == selectedDefunBranch.NumberOfArguments
select node).ToList();
}
// register the new argument symbol and increase the number of arguments of the ADF
selectedDefunBranch.Grammar.AddSymbol(newArgSymbol);
selectedDefunBranch.Grammar.SetSubtreeCount(newArgSymbol, 0, 0);
// allow the duplicated argument as child of all other arguments where the orginal argument was allowed
GrammarModifier.SetAllowedParentSymbols(selectedDefunBranch.Grammar, selectedArgumentSymbol, newArgSymbol);
selectedDefunBranch.NumberOfArguments++;
// increase the arity of the changed ADF in all branches that can use this ADF
foreach (var subtree in symbolicExpressionTree.Root.Subtrees) {
var matchingInvokeSymbol = (from symb in subtree.Grammar.Symbols.OfType()
where symb.FunctionName == selectedDefunBranch.FunctionName
select symb).SingleOrDefault();
if (matchingInvokeSymbol != null) {
subtree.Grammar.SetSubtreeCount(matchingInvokeSymbol, selectedDefunBranch.NumberOfArguments, selectedDefunBranch.NumberOfArguments);
foreach (var symb in subtree.Grammar.Symbols) {
if (symb is StartSymbol || symb is ProgramRootSymbol) continue;
if (subtree.Grammar.IsAllowedChildSymbol(matchingInvokeSymbol, symb, selectedArgumentSymbol.ArgumentIndex))
subtree.Grammar.AddAllowedChildSymbol(matchingInvokeSymbol, symb, newArgumentIndex);
}
}
}
return true;
}
}
}