/* * Open BEAGLE * Copyright (C) 2001-2005 by Christian Gagne and Marc Parizeau * * This library is free software; you can redistribute it and/or * modify it under the terms of the GNU Lesser General Public * License as published by the Free Software Foundation; either * version 2.1 of the License, or (at your option) any later version. * * This library 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 * Lesser General Public License for more details. * * You should have received a copy of the GNU Lesser General Public * License along with this library; if not, write to the Free Software * Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA * * Contact: * Laboratoire de Vision et Systemes Numeriques * Departement de genie electrique et de genie informatique * Universite Laval, Quebec, Canada, G1K 7P4 * http://vision.gel.ulaval.ca * */ /*! * \file beagle/GP/src/MutationSwapOp.cpp * \brief Source code of class GP::MutationSwapOp. * \author Christian Gagne * \author Marc Parizeau * $Revision: 1.16 $ * $Date: 2005/10/04 16:25:10 $ */ #include "beagle/GP.hpp" #include #include using namespace Beagle; /*! * \brief Construct a GP swap mutation operator. * \param inMutationPbName Mutation probability parameter name used in register. * \param inDistribPbName Swap mutation distribution probability parameter name. * \param inName Name of the operator. */ GP::MutationSwapOp::MutationSwapOp(Beagle::string inMutationPbName, Beagle::string inDistribPbName, Beagle::string inName) : Beagle::MutationOp(inMutationPbName, inName), mDistribPbName(inDistribPbName) { } /*! * \brief Initialize the GP swap mutation operator. * \param ioSystem System of the evolution. */ void GP::MutationSwapOp::initialize(Beagle::System& ioSystem) { Beagle_StackTraceBeginM(); Beagle::MutationOp::initialize(ioSystem); if(ioSystem.getRegister().isRegistered(mMutationPbName)) { ioSystem.getRegister().deleteEntry(mMutationPbName); } if(ioSystem.getRegister().isRegistered(mMutationPbName)) { mMutationProba = castHandleT(ioSystem.getRegister().getEntry(mMutationPbName)); } else { mMutationProba = new Float(float(0.05)); string lLongDescrip = "Swap mutation probability for an individual. "; lLongDescrip += "Swap mutation consists in exchanging the primitive associated to a "; lLongDescrip += "node by one having the same number of arguments."; Register::Description lProbaDescription( "Individual swap mutation prob.", "Float", "0.05", lLongDescrip ); ioSystem.getRegister().addEntry(mMutationPbName, mMutationProba, lProbaDescription); } if(ioSystem.getRegister().isRegistered(mDistribPbName)) { mDistributionProba = castHandleT( ioSystem.getRegister().getEntry(mDistribPbName)); } else { mDistributionProba = new Float(float(0.5)); string lLongDescrip = "Probability that a swap mutation point is a branch (node with sub-trees). "; lLongDescrip += "Value of 1.0 means that all swap mutation points are branches, "; lLongDescrip += "and value of 0.0 means that all swap mutation points are leaves. "; lLongDescrip += "Swap mutation consists in exchanging the primitive associated to a "; lLongDescrip += "node by one having the same number of arguments."; Register::Description lDistributionDescription( "Swap mutation distrib. prob.", "Float", "0.5", lLongDescrip ); ioSystem.getRegister().addEntry(mDistribPbName, mDistributionProba, lDistributionDescription); } Beagle_StackTraceEndM("void GP::MutationSwapOp::initialize(Beagle::System& ioSystem)"); } /*! * \brief Swap mutate a GP individual. * \param ioIndividual GP individual to swap mutate. * \param ioContext Context of the evolution. * \return True if the individual is effectively mutated, false if not. */ bool GP::MutationSwapOp::mutate(Beagle::Individual& ioIndividual, Beagle::Context& ioContext) { Beagle_StackTraceBeginM(); GP::Individual& lIndividual = castObjectT(ioIndividual); GP::Context& lContext = castObjectT(ioContext); double lDistrProba = mDistributionProba->getWrappedValue(); // Store original values. GP::Tree::Handle lOldTreeHandle = lContext.getGenotypeHandle(); unsigned int lOldTreeIndex = lContext.getGenotypeIndex(); // Select the tree to mutate unsigned int lNbNodes = 0; for(unsigned int i=0; isize(); if(lNbNodes == 0) return false; unsigned int lChosenNode = lContext.getSystem().getRandomizer().rollInteger(0, lNbNodes-1); unsigned int lChosenTree = 0; for(; (lChosenTree+1)size()) break; else lChosenNode -= lIndividual[lChosenTree]->size(); } GP::Tree& lTree = *lIndividual[lChosenTree]; if(lTree.size() == 0) return false; // Store the new values lContext.setGenotypeHandle(lIndividual[lChosenTree]); lContext.setGenotypeIndex(lChosenTree); Beagle_LogDebugM( ioContext.getSystem().getLogger(), "mutation", "Beagle::GP::MutationSwapOp", string("Individual before GP swap mutation: ")+ioIndividual.serialize() ); // Choose the node to mutate. if(lTree.size() > 1) { bool lTypeNode = (lContext.getSystem().getRandomizer().rollUniform(0., 1.) < lDistrProba); while((lTree[lChosenNode].mPrimitive->getNumberArguments() != 0) != lTypeNode) { lChosenNode = lContext.getSystem().getRandomizer().rollInteger(0, lTree.size()-1); } } Primitive::Handle lOriginalPrimitive = lTree[lChosenNode].mPrimitive; Beagle_LogVerboseM( ioContext.getSystem().getLogger(), "mutation", "Beagle::GP::MutationSwapOp", string("Swap mutating the ")+uint2ordinal(lChosenNode+1)+ string(" node (primitive: \"")+lOriginalPrimitive->getName()+ string("\" nb args: ")+uint2str(lOriginalPrimitive->getNumberArguments())+ string(") of the ")+uint2ordinal(lChosenTree+1)+string(" tree") ); GP::PrimitiveSet& lPrimitiveSet = lTree.getPrimitiveSet(lContext); unsigned int lNbArgsPrimit = lTree[lChosenNode].mPrimitive->getNumberArguments(); // Select primitive to replace choosen one. Primitive::Handle lChosenPrimitive = lPrimitiveSet.select(lNbArgsPrimit, lContext); if (lChosenPrimitive==NULL) { Beagle_LogVerboseM( ioContext.getSystem().getLogger(), "mutation", "Beagle::GP::MutationSwapOp", string("Swap mutation failed because no primitive could be found that had ")+ uint2str(lNbArgsPrimit)+string(" arguments") ); return false; } else { Beagle_LogDebugM( ioContext.getSystem().getLogger(), "mutation", "Beagle::GP::MutationSwapOp", string("Swap mutation chose primitive \"")+lChosenPrimitive->getName()+string("\"") ); } // Replace choose primitive. lTree[lChosenNode].mPrimitive = lChosenPrimitive->giveReference(lNbArgsPrimit, lContext); // Restore the original values. lContext.setGenotypeHandle(lOldTreeHandle); lContext.setGenotypeIndex(lOldTreeIndex); Beagle_LogDebugM( ioContext.getSystem().getLogger(), "mutation", "Beagle::GP::MutationSwapOp", string("Individual after GP swap mutation: ")+ ioIndividual.serialize() ); return true; Beagle_StackTraceEndM("bool GP::MutationSwapOp::mutate(Beagle::Individual& ioIndividual, Beagle::Context& ioContext)"); } /*! * \brief Read a mutation operator from XML subtree. * \param inIter XML iterator to use to read crossover operator. * \param inOpMap Operator map to use to read crossover operator. */ void GP::MutationSwapOp::readWithMap(PACC::XML::ConstIterator inIter, OperatorMap& inOpMap) { Beagle_StackTraceBeginM(); if((inIter->getType()!=PACC::XML::eData) || (inIter->getValue()!=getName().c_str())) { std::ostringstream lOSS; lOSS << "tag <" << getName() << "> expected!" << std::flush; throw Beagle_IOExceptionNodeM(*inIter, lOSS.str().c_str()); } string mMutationPbReadName = inIter->getAttribute("mutationpb").c_str(); if(mMutationPbReadName.empty() == false) mMutationPbName = mMutationPbReadName; string mDistribPbReadName = inIter->getAttribute("distrpb").c_str(); if(mDistribPbReadName.empty() == false) mDistribPbName = mDistribPbReadName; Beagle_StackTraceEndM("void GP::MutationSwapOp::readWithMap(PACC::XML::ConstIterator inIter, OperatorMap& inOpMap)"); } /*! * \brief Write mutation operator into XML streamer. * \param ioStreamer XML streamer to write mutation operator into. * \param inIndent Whether XML output should be indented. */ void GP::MutationSwapOp::writeContent(PACC::XML::Streamer& ioStreamer, bool inIndent) const { Beagle_StackTraceBeginM(); Beagle::MutationOp::writeContent(ioStreamer, inIndent); ioStreamer.insertAttribute("distrpb", mDistribPbName); Beagle_StackTraceEndM("void GP::MutationSwapOp::writeContent(PACC::XML::Streamer& ioStreamer, bool inIndent) const"); }