/* * 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/MutationSwapSubtreeOp.cpp * \brief Source code of class GP::MutationSwapSubtreeOp. * \author Christian Gagne * \author Jianjun Hu * \author Marc Parizeau * $Revision: 1.11 $ * $Date: 2005/10/04 16:25:10 $ */ #include "beagle/GP.hpp" #include #include using namespace Beagle; /*! * \brief Construct a GP swap subtree 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::MutationSwapSubtreeOp::MutationSwapSubtreeOp(Beagle::string inMutationPbName, Beagle::string inDistribPbName, Beagle::string inName) : Beagle::MutationOp(inMutationPbName, inName), mDistribPbName(inDistribPbName) { } /*! * \brief Initialize the GP swap subtree mutation operator. * \param ioSystem System of the evolution. */ void GP::MutationSwapSubtreeOp::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()[mMutationPbName]); } else { mMutationProba = new Float(float(0.0)); string lLongDescrip = "Swap subtree mutation probability for an individual. "; lLongDescrip += "A swap subtree mutation consists to swap two subtrees of a tree in an "; lLongDescrip += "individual."; Register::Description lProbaDescription( "Swap subtree mutation prob.", "Float", "0.0", lLongDescrip ); ioSystem.getRegister().addEntry(mMutationPbName, mMutationProba, lProbaDescription); } if(ioSystem.getRegister().isRegistered(mDistribPbName)) { mDistributionProba = castHandleT(ioSystem.getRegister()[mDistribPbName]); } else { mDistributionProba = new Float(float(0.5)); string lLongDescrip = "Probability that a swap subtree is internal "; lLongDescrip += "(the mutation occurs between three points, where the 2nd point is in the "; lLongDescrip += "1st point's subtree, and the 3rd point is in the 2nd point's subtree) vs "; lLongDescrip += "being external (the mutation occurs between two points, "; lLongDescrip += "where both points are not within the other's subtree). "; lLongDescrip += "Value of 1.0 means that the swap subtrees mutations are all internal "; lLongDescrip += "while value of 0.0 means that swap subtrees mutations are all external."; Register::Description lDescription( "Swap subtree mut. distrib. prob.", "Float", "0.5", lLongDescrip ); ioSystem.getRegister().addEntry(mDistribPbName, mDistributionProba, lDescription); } if(ioSystem.getRegister().isRegistered("gp.tree.maxdepth")) { mMaxTreeDepth = castHandleT(ioSystem.getRegister()["gp.tree.maxdepth"]); } else { mMaxTreeDepth = new UInt(17); Register::Description lDescription( "Maximum tree depth", "UInt", "17", "Maximum allowed depth for the trees." ); ioSystem.getRegister().addEntry("gp.tree.maxdepth", mMaxTreeDepth, lDescription); } if(ioSystem.getRegister().isRegistered("gp.try")) { mNumberAttempts = castHandleT(ioSystem.getRegister()["gp.try"]); } else { mNumberAttempts = new UInt(2); string lLongDescrip = "Maximum number of attempts to modify a GP tree in a genetic "; lLongDescrip += "operation. As there is topological constraints on GP trees (i.e. tree "; lLongDescrip += "depth limit), it is often necessary to try a genetic operation several times."; Register::Description lDescription( "Max number of attempts", "UInt", "2", lLongDescrip ); ioSystem.getRegister().addEntry("gp.try", mNumberAttempts, lDescription); } Beagle_StackTraceEndM("void GP::MutationSwapSubtreeOp::initialize(Beagle::System& ioSystem)"); } /*! * \brief Swap subtree mutate a GP individual. * \param ioIndividual GP individual to swap subtree mutate. * \param ioContext Context of the evolution. */ bool GP::MutationSwapSubtreeOp::mutate(Beagle::Individual& ioIndividual, Beagle::Context& ioContext) { Beagle_StackTraceBeginM(); // Initial parameters checks. Beagle_AssertM(ioIndividual.size() > 0); Beagle_ValidateParameterM(mNumberAttempts->getWrappedValue()>0, "gp.try", ">0"); // Cast method arguments. GP::Individual& lGPIndiv = castObjectT(ioIndividual); GP::Context& lContext1 = castObjectT(ioContext); GP::Context::Alloc& lContextAlloc = castObjectT(ioContext.getSystem().getContextAllocator()); GP::Context::Handle lContextHdl2 = castHandleT(lContextAlloc.clone(lContext1)); // Get parameters in local values, with the total number of nodes of the mutated individual. bool lMatingDone = false; float lDistrProba = mDistributionProba->getWrappedValue(); unsigned int lMaxTreeDepth = mMaxTreeDepth->getWrappedValue(); GP::Tree::Handle lOldTreeHandle1 = lContext1.getGenotypeHandle(); unsigned int lOldTreeIndex1 = lContext1.getGenotypeIndex(); unsigned int lSizeIndiv = 0; for(unsigned int i=0; isize(); // Some outputs. Beagle_LogDebugM( lContext1.getSystem().getLogger(), "mutation", "Beagle::GP::MutationSwapSubtreeOp", string("Individual tried for swap subtree mutation (before): ")+ lGPIndiv.serialize() ); // Mutation loop. Try the given number of attempts to mutation the individual. for(unsigned int lAttempt=0; lAttempt < mNumberAttempts->getWrappedValue(); lAttempt++) { // Calculate the number of nodes in the individual unsigned int lNbNodes = 0; for(unsigned int i=0; isize(); if(lNbNodes == 0) return false; // Choose a node of the individual to mutate. unsigned int lNode1 = lContext1.getSystem().getRandomizer().rollInteger(0, lNbNodes-1); // Get the tree in which the choosen node is. Change the global node index to the tree's index. unsigned int lChoosenTree = 0; for(; lChoosenTreesize()) break; Beagle_AssertM(lNode1 >= lGPIndiv[lChoosenTree]->size()); lNode1 -= lGPIndiv[lChoosenTree]->size(); } Beagle_AssertM(lChoosenTree < lGPIndiv.size()); // Cannot do anything with an tree of size <= 1. if(lGPIndiv[lChoosenTree]->size() <= 1) continue; // Some outputs. Beagle_LogVerboseM( lContext1.getSystem().getLogger(), "mutation", "Beagle::GP::MutationSwapSubtreeOp", string("Trying a swap subtree mutation of the ")+uint2ordinal(lChoosenTree+1)+ string(" tree") ); // Make two clones of the choosen tree. GP::Tree::Alloc& lTreeAlloc = castObjectT(*lGPIndiv.getTypeAlloc()); GP::Tree::Handle lTreeClone1 = castHandleT(lTreeAlloc.clone(*lGPIndiv[lChoosenTree])); GP::Tree::Handle lTreeClone2 = castHandleT(lTreeAlloc.clone(*lGPIndiv[lChoosenTree])); // Now we decide whether the swap subtree mutation is internal or external. bool lMutationType = lContext1.getSystem().getRandomizer().rollUniform(0.0, 1.0) < lDistrProba; // Cannot do an internal mutation when there is only one branch in the tree. if(lTreeClone1->size() == (*lTreeClone1)[0].mPrimitive->getNumberArguments()+1) lMutationType = false; // This is special case, a linear tree. Cannot do an external mutation. if(lTreeClone1->size() == (*lTreeClone1)[1].mSubTreeSize+1) { if(lTreeClone1->size()==2) continue; // Cannot do anything here with the tree. lMutationType = true; } // lMutationType is true -> internal mutation if(lMutationType) { // If the selected node is a terminal, or a branch with a subtree made only of terminals, // choose another node in the same tree. while((*lTreeClone1)[lNode1].mSubTreeSize == ((*lTreeClone1)[lNode1].mPrimitive->getNumberArguments()+1)) { lNode1 = lContext1.getSystem().getRandomizer().rollInteger(0, lTreeClone1->size()-1); } // Choosing the second node, a branch in lNode1's subtree. unsigned int lSubTreeSizeN1 = (*lTreeClone1)[lNode1].mSubTreeSize; unsigned int lN2OffN1 = lContext1.getSystem().getRandomizer().rollInteger(1, lSubTreeSizeN1-1); unsigned int lNode2 = lNode1 + lN2OffN1; while((*lTreeClone1)[lNode2].mPrimitive->getNumberArguments() == 0) { lN2OffN1 = lContext1.getSystem().getRandomizer().rollInteger(1, lSubTreeSizeN1-1); lNode2 = lNode1 + lN2OffN1; } // Choosing the third node, any node in lNode2's subtree. unsigned int lSubTreeSizeN2 = (*lTreeClone1)[lNode2].mSubTreeSize; unsigned int lN3OffN2 = lContext1.getSystem().getRandomizer().rollInteger(1, lSubTreeSizeN2-1); // Ok, now we can exchange the subtrees. // New value of lNode1 and lNode2 for the second exchange. unsigned int lNode3Exch2 = lNode1 + lN3OffN2; unsigned int lNode1Exch2 = lNode2; // New value of lNode1 and lNode2 for the third exchange. unsigned int lNode2Exch3 = lNode1 + lN3OffN2 + lN2OffN1; unsigned int lNode3Exch3 = lNode2; // First exchange. lTreeClone1->setContextToNode(lNode1, lContext1); lTreeClone2->setContextToNode(lNode2, *lContextHdl2); exchangeSubTrees(*lTreeClone1, lNode1, lContext1, *lTreeClone2, lNode2, *lContextHdl2); // Second exchange. lTreeClone1->setContextToNode(lNode3Exch2, lContext1); lTreeClone2->setContextToNode(lNode1Exch2, *lContextHdl2); exchangeSubTrees(*lTreeClone1, lNode3Exch2, lContext1, *lTreeClone2, lNode1Exch2, *lContextHdl2); // Third exchange. lTreeClone1->setContextToNode(lNode2Exch3, lContext1); lTreeClone2->setContextToNode(lNode3Exch3, *lContextHdl2); exchangeSubTrees(*lTreeClone1, lNode2Exch3, lContext1, *lTreeClone2, lNode3Exch3, *lContextHdl2); // Checking if the tree depth is respected. If not, start again. if(lTreeClone1->getTreeDepth() > lMaxTreeDepth) { Beagle_LogVerboseM( lContext1.getSystem().getLogger(), "mutation", "Beagle::GP::MutationSwapSubtreeOp", "Tree maximum depth exceeded. GP swap subtree mutation invalid." ); continue; } lGPIndiv[lChoosenTree] = lTreeClone1; Beagle_LogVerboseM( lContext1.getSystem().getLogger(), "mutation", "Beagle::GP::MutationSwapSubtreeOp", "GP swap subtree mutation valid" ); lMatingDone = true; break; // The swap subtree mutation is valid. } // lMutationType is false -> external mutation else { // Deterniming the minimal node index to use. unsigned int lMinNodeIndex = 0; for(; lTreeClone1->size() == ((*lTreeClone1)[lMinNodeIndex].mSubTreeSize+lMinNodeIndex); ++lMinNodeIndex) { if(lMinNodeIndex == (lTreeClone1->size()-1)) continue; // Can't do anything with linear tree. } // Change lNode1 if less than minimum node index. if(lNode1 < lMinNodeIndex) lNode1 = lContext1.getSystem().getRandomizer().rollInteger(lMinNodeIndex, lTreeClone1->size()-1); // Choosing second swap subtree mutation point. std::vector< unsigned int,BEAGLE_STLALLOCATOR > lValidN2; for(unsigned int i=lMinNodeIndex; isize(); ++i) { if((i>=lNode1) && (i=i) && (lNode1<(i+(*lTreeClone1)[i].mSubTreeSize))) continue; else lValidN2.push_back(i); } unsigned int lNode2 = lValidN2[lContext1.getSystem().getRandomizer().rollInteger(0, lValidN2.size()-1)]; Beagle_LogVerboseM( lContext1.getSystem().getLogger(), "mutation", "Beagle::GP::MutationSwapSubtreeOp", string("Trying an external swap subtree mutation of the ")+uint2ordinal(lNode1+1)+ string(" node with the subtree to the ")+uint2ordinal(lNode2+1)+ string(" node") ); // Ok, now we can exchange the subtrees. // New value of lNode1 and lNode2 for the second exchange. unsigned int lNode1Exch2 = lNode1; unsigned int lNode2Exch2 = lNode2; if(lNode1 < lNode2) { lNode2Exch2 += (*lTreeClone1)[lNode2].mSubTreeSize; lNode2Exch2 -= (*lTreeClone1)[lNode1].mSubTreeSize; } else { lNode1Exch2 += (*lTreeClone1)[lNode1].mSubTreeSize; lNode1Exch2 -= (*lTreeClone1)[lNode2].mSubTreeSize; } // First exchange. lTreeClone1->setContextToNode(lNode1, lContext1); lTreeClone2->setContextToNode(lNode2, *lContextHdl2); exchangeSubTrees(*lTreeClone1, lNode1, lContext1, *lTreeClone2, lNode2, *lContextHdl2); // Second exchange. lTreeClone1->setContextToNode(lNode2Exch2, lContext1); lTreeClone2->setContextToNode(lNode1Exch2, *lContextHdl2); exchangeSubTrees(*lTreeClone1, lNode2Exch2, lContext1, *lTreeClone2, lNode1Exch2, *lContextHdl2); // Checking if the tree depth is respected. If not, start again. if(lTreeClone1->getTreeDepth() > lMaxTreeDepth) { Beagle_LogVerboseM( lContext1.getSystem().getLogger(), "mutation", "Beagle::GP::MutationSwapSubtreeOp", "Tree maximum depth exceeded. GP swap subtree mutation invalid." ); continue; } lGPIndiv[lChoosenTree] = lTreeClone1; Beagle_LogVerboseM( lContext1.getSystem().getLogger(), "mutation", "Beagle::GP::MutationSwapSubtreeOp", "GP swap subtree mutation valid" ); lMatingDone = true; break; // The swap subtree mutation is valid. } } // Replace the contexts. lContext1.setGenotypeHandle(lOldTreeHandle1); lContext1.setGenotypeIndex(lOldTreeIndex1); if(lMatingDone) { Beagle_LogDebugM( lContext1.getSystem().getLogger(), "mutation", "Beagle::GP::MutationSwapSubtreeOp", string("Individual after swap subtree mutation: ")+ lGPIndiv.serialize() ); } else { Beagle_LogVerboseM( lContext1.getSystem().getLogger(), "mutation", "Beagle::GP::MutationSwapSubtreeOp", "No GP swap subtree mutation done" ); } return lMatingDone; Beagle_StackTraceEndM("bool GP::MutationSwapSubtreeOp::mutate(Beagle::Individual& ioIndividual, Beagle::Context& ioContext)"); } /*! * \brief Exchange two GP trees on given points. * \param ioTree1 First tree to mate. * \param inNode1 Node index of the swap subtree first point. * \param ioContext1 Evolutionary context relatively to the first tree. * \param ioTree2 Second tree to mate. * \param inNode2 Node index of the swap subtree second point. * \param ioContext2 Evolutionary context relatively to the second tree. */ void GP::MutationSwapSubtreeOp::exchangeSubTrees(GP::Tree& ioTree1, unsigned int inNode1, GP::Context& ioContext1, GP::Tree& ioTree2, unsigned int inNode2, GP::Context& ioContext2) { Beagle_StackTraceBeginM(); Beagle_AssertM(&ioTree1 != &ioTree2); unsigned int lSwapSize1 = ioTree1[inNode1].mSubTreeSize; unsigned int lSwapSize2 = ioTree2[inNode2].mSubTreeSize; if(lSwapSize1 <= lSwapSize2) { std::swap_ranges(ioTree1.begin()+inNode1, ioTree1.begin()+inNode1+lSwapSize1, ioTree2.begin()+inNode2); ioTree1.insert(ioTree1.begin()+inNode1+lSwapSize1, ioTree2.begin()+inNode2+lSwapSize1, ioTree2.begin()+inNode2+lSwapSize2); ioTree2.erase(ioTree2.begin()+inNode2+lSwapSize1, ioTree2.begin()+inNode2+lSwapSize2); } else { std::swap_ranges(ioTree1.begin()+inNode1, ioTree1.begin()+inNode1+lSwapSize2, ioTree2.begin()+inNode2); ioTree2.insert(ioTree2.begin()+inNode2+lSwapSize2, ioTree1.begin()+inNode1+lSwapSize2, ioTree1.begin()+inNode1+lSwapSize1); ioTree1.erase(ioTree1.begin()+inNode1+lSwapSize2, ioTree1.begin()+inNode1+lSwapSize1); } int lDiffSize = lSwapSize1 - lSwapSize2; for(unsigned int i=0; i<(ioContext1.getCallStackSize()-1); i++) ioTree1[ioContext1.getCallStackElement(i)].mSubTreeSize -= lDiffSize; for(unsigned int j=0; j<(ioContext2.getCallStackSize()-1); j++) ioTree2[ioContext2.getCallStackElement(j)].mSubTreeSize += lDiffSize; Beagle_StackTraceEndM("void GP::MutationSwapSubtreeOp::exchangeSubTrees(GP::Tree& ioTree1, unsigned int inNode1, GP::Context& ioContext1, GP::Tree& ioTree2, unsigned int inNode2, GP::Context& ioContext2)"); } /*! * \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::MutationSwapSubtreeOp::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::MutationSwapSubtreeOp::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::MutationSwapSubtreeOp::writeContent(PACC::XML::Streamer& ioStreamer, bool inIndent) const { Beagle_StackTraceBeginM(); Beagle::MutationOp::writeContent(ioStreamer, inIndent); ioStreamer.insertAttribute("distrpb", mDistribPbName); Beagle_StackTraceEndM("void GP::MutationSwapSubtreeOp::writeContent(PACC::XML::Streamer& ioStreamer, bool inIndent) const"); }