Changed the directory structure for gp
now: eoParseTree <-- the eoParseTree class
eoParseTreeDepthInit <-- the eoParseTree depth initializer (eoGpDepthInitializer)
eoParseTreeOp <-- the operators (xover and mutation)
base documentation written for:
* eoParseTree
* eoGpDepthInitializer
* eoSubtreeXOver
* eoBranchMutation
* eoPointMutation
* eoExpansionMutation
* eoCollapseSubtreeMutation
* eoHoistMutation
I also created a group ParseTree which contains all classes related to eoParseTree
eoGpMutate.h has been removed (merged with eoParseTree operators into eoParseTreeOp
This commit is contained in:
parent
402e34c238
commit
a611939e68
7 changed files with 340 additions and 198 deletions
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@ -43,7 +43,7 @@ using namespace std;
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class MinimizingFitnessTraits : public eoParetoFitnessTraits
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{
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public :
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static bool maximizing(int which) { return false;} // we want to minimize both fitnesses}
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static bool maximizing(int which) { return false;} // we want to minimize both fitnesses
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static unsigned nObjectives() { return 2;} // the number of fitnesses }
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};
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@ -148,7 +148,7 @@ void init(vector<TreeNode> &initSequence)
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}
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// next we add the unary functions
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/*
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initSequence.push_back( NEGATE );
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initSequence.push_back( SIN );
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initSequence.push_back( COS );
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@ -162,14 +162,14 @@ void init(vector<TreeNode> &initSequence)
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initSequence.push_back( MULTIPLIES );
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initSequence.push_back( DIVIDE );
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initSequence.push_back( POW );
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*/
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// and the binary operators
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initSequence.push_back( OpPLUS);
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initSequence.push_back( OpMINUS );
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/*
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initSequence.push_back( OpMULTIPLIES );
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initSequence.push_back( OpDIVIDE );
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*/
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initSequence.push_back( OpPOW );
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@ -23,7 +23,6 @@
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#include <iostream>
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#include <gp/eoParseTree.h>
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#include <gp/eoGpMutate.h>
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#include <eo>
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using namespace gp_parse_tree;
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@ -84,7 +83,9 @@ int main(int argc, char *argv[])
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// define X-OVER
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eoSubtreeXOver<FitnessType, Node> xover(parameter.MaxSize);
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eoSubtreeXOver<FitnessType, Node> xover(parameter.MaxSize);
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// define MUTATION
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eoBranchMutation<FitnessType, Node> mutation(initializer, parameter.MaxSize);
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// eoExpansionMutation<FitnessType, Node> mutation(initializer, parameter.MaxSize);
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@ -214,7 +214,7 @@ RECURSIVE = YES
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# excluded from the INPUT source files. This way you can easily exclude a
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# subdirectory from a directory tree whose root is specified with the INPUT tag.
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EXCLUDE = ../src/obsolete ../src/gp
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EXCLUDE = ../src/obsolete
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# If the value of the INPUT tag contains directories, you can use the
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# EXCLUDE_PATTERNS tag to specify one or more wildcard patterns to exclude
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@ -5,4 +5,4 @@
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###############################################################################
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libeoincdir = $(includedir)/eo/gp
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libeoinc_HEADERS = eoParseTree.h node_pool.h parse_tree.h eoGpMutate.h
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libeoinc_HEADERS = eoParseTree.h node_pool.h parse_tree.h eoParseTreeDepthInit.h eoParseTreeOp.h
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@ -1,5 +1,31 @@
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#ifndef EO_PARSE_TREE_H
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#define EO_PARSE_TREE_H
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// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
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//-----------------------------------------------------------------------------
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// eoParseTree.h : eoParseTree class (for Tree-based Genetic Programming)
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// (c) Maarten Keijzer 2000
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/*
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This library is free software; you can redistribute it and/or
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modify it under the terms of the GNU Lesser General Public
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License as published by the Free Software Foundation; either
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version 2 of the License, or (at your option) any later version.
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This library is distributed in the hope that it will be useful,
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but WITHOUT ANY WARRANTY; without even the implied warranty of
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MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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Lesser General Public License for more details.
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You should have received a copy of the GNU Lesser General Public
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License along with this library; if not, write to the Free Software
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Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
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Contact: todos@geneura.ugr.es, http://geneura.ugr.es
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mak@dhi.dk
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*/
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//-----------------------------------------------------------------------------
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#ifndef eoParseTree_h
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#define eoParseTree_h
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#include <list>
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@ -11,6 +37,18 @@
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using namespace gp_parse_tree;
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using namespace std;
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/**
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\defgroup ParseTree
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Various functions for a tree-based Genetic Programming
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*/
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/** eoParseTree : implementation of parse-tree for genetic programming
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\class eoParseTree eoParseTree.h gp/eoParseTree.h
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\ingroup ParseTree
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*/
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template <class FType, class Node>
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class eoParseTree : public EO<FType>, public parse_tree<Node>
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{
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@ -18,9 +56,20 @@ public :
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typedef parse_tree<Node>::subtree Subtree;
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/**
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* Default Constructor
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*/
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eoParseTree(void) {}
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/**
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* Copy Constructor
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* @param tree The tree to copy
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*/
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eoParseTree(const parse_tree<Node>& tree) : parse_tree<Node>(tree) {}
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/**
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* To prune me to a certain size
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* @param _size My maximum size
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*/
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virtual void pruneTree(unsigned _size)
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{
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if (_size < 1)
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@ -32,20 +81,34 @@ public :
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}
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}
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/**
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* To read me from a stream
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* @param is The istream
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*/
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eoParseTree(std::istream& is) : EO<FType>(), parse_tree<Node>()
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{
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readFrom(is);
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}
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/// My class name
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string className(void) const { return "eoParseTree"; }
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/**
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* To print me on a stream
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* @param os The ostream
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*/
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void printOn(std::ostream& os) const
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{
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os << fitness() << ' ';
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std::copy(ebegin(), eend(), ostream_iterator<Node>(os));
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}
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/**
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* To read me from a stream
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* @param is The istream
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*/
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void readFrom(std::istream& is)
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{
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FType fit;
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@ -58,6 +121,7 @@ public :
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}
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};
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// friend function to print eoParseTree
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template <class FType, class Node>
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std::ostream& operator<<(std::ostream& os, const eoParseTree<FType, Node>& eot)
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{
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@ -65,6 +129,7 @@ std::ostream& operator<<(std::ostream& os, const eoParseTree<FType, Node>& eot)
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return os;
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}
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// friend function to read eoParseTree
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template <class FType, class Node>
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std::istream& operator>>(std::istream& is, eoParseTree<FType, Node>& eot)
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{
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@ -72,167 +137,8 @@ std::istream& operator>>(std::istream& is, eoParseTree<FType, Node>& eot)
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return is;
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}
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template <class Node>
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bool lt_arity(const Node &node1, const Node &node2)
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{
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return (node1.arity() < node2.arity());
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}
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template <class FType, class Node>
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class eoGpDepthInitializer : public eoInit< eoParseTree<FType, Node> >
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{
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public :
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typedef eoParseTree<FType, Node> EoType;
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eoGpDepthInitializer(
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unsigned _max_depth,
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const vector<Node>& _initializor,
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bool _grow = true)
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:
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eoInit<EoType>(),
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max_depth(_max_depth),
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initializor(_initializor),
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grow(_grow)
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{
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if(initializor.empty())
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{
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throw logic_error("eoGpDepthInitializer: uhm, wouldn't you rather give a non-empty set of Nodes?");
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}
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// lets sort the initializor vector according to arity (so we can be sure the terminals are in front)
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// we use stable_sort so that if element i was in front of element j and they have the same arity i remains in front of j
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stable_sort(initializor.begin(), initializor.end(), lt_arity<Node>);
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}
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virtual string className() const { return "eoDepthInitializer"; };
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void operator()(EoType& _tree)
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{
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list<Node> sequence;
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generate(sequence, max_depth);
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parse_tree<Node> tmp(sequence.begin(), sequence.end());
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_tree.swap(tmp);
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}
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void generate(list<Node>& sequence, int the_max, int last_terminal = -1)
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{
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if (last_terminal == -1)
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{ // check where the last terminal in the sequence resides
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vector<Node>::iterator it;
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for (it = initializor.begin(); it != initializor.end(); ++it)
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{
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if (it->arity() > 0)
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break;
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}
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last_terminal = it - initializor.begin();
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}
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if (the_max == 1)
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{ // generate terminals only
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vector<Node>::iterator it = initializor.begin() + rng.random(last_terminal);
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sequence.push_front(*it);
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return;
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}
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vector<Node>::iterator what_it;
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if (grow)
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{
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what_it = initializor.begin() + rng.random(initializor.size());
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}
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else // full
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{
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what_it = initializor.begin() + last_terminal + rng.random(initializor.size() - last_terminal);
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}
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what_it->randomize();
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sequence.push_front(*what_it);
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for (int i = 0; i < what_it->arity(); ++i)
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generate(sequence, the_max - 1, last_terminal);
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}
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private :
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unsigned max_depth;
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std::vector<Node> initializor;
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bool grow;
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};
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template<class FType, class Node>
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class eoSubtreeXOver: public eoQuadOp< eoParseTree<FType, Node> > {
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public:
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typedef eoParseTree<FType, Node> EoType;
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eoSubtreeXOver( unsigned _max_length)
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: eoQuadOp<EoType>(), max_length(_max_length) {};
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virtual string className() const { return "eoSubtreeXOver"; };
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/// Dtor
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virtual ~eoSubtreeXOver () {};
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bool operator()(EoType & _eo1, EoType & _eo2 )
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{
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int i = rng.random(_eo1.size());
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int j = rng.random(_eo2.size());
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parse_tree<Node>::subtree tmp = _eo1[i];
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_eo1[i] = _eo2[j]; // insert subtree
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_eo2[j] = tmp;
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_eo1.pruneTree(max_length);
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_eo2.pruneTree(max_length);
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return true;
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}
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unsigned max_length;
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};
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template<class FType, class Node>
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class eoBranchMutation: public eoMonOp< eoParseTree<FType, Node> >
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{
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public:
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typedef eoParseTree<FType, Node> EoType;
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eoBranchMutation(eoInit<EoType>& _init, unsigned _max_length)
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: eoMonOp<EoType>(), max_length(_max_length), initializer(_init)
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{};
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virtual string className() const { return "eoBranchMutation"; };
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/// Dtor
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virtual ~eoBranchMutation() {};
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bool operator()(EoType& _eo1 )
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{
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int i = rng.random(_eo1.size());
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EoType eo2;
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initializer(eo2);
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int j = rng.random(eo2.size());
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_eo1[i] = eo2[j]; // insert subtree
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_eo1.pruneTree(max_length);
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return true;
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}
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private :
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unsigned max_length;
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eoInit<EoType>& initializer;
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};
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// for backward compatibility
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#include <gp/eoParseTreeOp.h>
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#include <gp/eoParseTreeDepthInit.h>
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#endif
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|
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145
eo/src/gp/eoParseTreeDepthInit.h
Normal file
145
eo/src/gp/eoParseTreeDepthInit.h
Normal file
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@ -0,0 +1,145 @@
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// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
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//-----------------------------------------------------------------------------
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// eoParseTreeDepthInit.h : initializor for eoParseTree class
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// (c) Maarten Keijzer 2000
|
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/*
|
||||
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 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: todos@geneura.ugr.es, http://geneura.ugr.es
|
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mak@dhi.dk
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|
||||
*/
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//-----------------------------------------------------------------------------
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#ifndef eoParseTreeDepthInit_h
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#define eoParseTreeDepthInit_h
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#include <EO.h>
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#include <gp/eoParseTree.h>
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#include <eoInit.h>
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#include <eoOp.h>
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using namespace gp_parse_tree;
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using namespace std;
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// we need this for sorting the initializor vector
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template <class Node>
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bool lt_arity(const Node &node1, const Node &node2)
|
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{
|
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return (node1.arity() < node2.arity());
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}
|
||||
|
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/** eoGpDepthInitializer : the initializer class for eoParseTree
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\class eoGpDepthInitializer eoParseTreeDepthInit.h gp/eoParseTreeDepthInit.h
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\ingroup ParseTree
|
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*/
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template <class FType, class Node>
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class eoGpDepthInitializer : public eoInit< eoParseTree<FType, Node> >
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||||
{
|
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public :
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|
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typedef eoParseTree<FType, Node> EoType;
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|
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/**
|
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* Constructor
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* @parm _max_depth The maximum depth of a tree
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* @param _initializor A vector containing the possible nodes
|
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* @param _grow False results in a full tree, True result is a randomly grown tree
|
||||
*/
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eoGpDepthInitializer(
|
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unsigned _max_depth,
|
||||
const vector<Node>& _initializor,
|
||||
bool _grow = true)
|
||||
:
|
||||
eoInit<EoType>(),
|
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max_depth(_max_depth),
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initializor(_initializor),
|
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grow(_grow)
|
||||
{
|
||||
if(initializor.empty())
|
||||
{
|
||||
throw logic_error("eoGpDepthInitializer: uhm, wouldn't you rather give a non-empty set of Nodes?");
|
||||
}
|
||||
// lets sort the initializor vector according to arity (so we can be sure the terminals are in front)
|
||||
// we use stable_sort so that if element i was in front of element j and they have the same arity i remains in front of j
|
||||
stable_sort(initializor.begin(), initializor.end(), lt_arity<Node>);
|
||||
}
|
||||
/// My class name
|
||||
virtual string className() const { return "eoDepthInitializer"; };
|
||||
|
||||
/**initialize a tree
|
||||
* @param _tree : the tree to be initialized
|
||||
*/
|
||||
void operator()(EoType& _tree)
|
||||
{
|
||||
list<Node> sequence;
|
||||
|
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generate(sequence, max_depth);
|
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|
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parse_tree<Node> tmp(sequence.begin(), sequence.end());
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_tree.swap(tmp);
|
||||
}
|
||||
private :
|
||||
void generate(list<Node>& sequence, int the_max, int last_terminal = -1)
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{
|
||||
if (last_terminal == -1)
|
||||
{ // check where the last terminal in the sequence resides
|
||||
vector<Node>::iterator it;
|
||||
for (it = initializor.begin(); it != initializor.end(); ++it)
|
||||
{
|
||||
if (it->arity() > 0)
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||||
break;
|
||||
}
|
||||
|
||||
last_terminal = it - initializor.begin();
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||||
}
|
||||
|
||||
if (the_max == 1)
|
||||
{ // generate terminals only
|
||||
vector<Node>::iterator it = initializor.begin() + rng.random(last_terminal);
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sequence.push_front(*it);
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return;
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}
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|
||||
vector<Node>::iterator what_it;
|
||||
|
||||
if (grow)
|
||||
{
|
||||
what_it = initializor.begin() + rng.random(initializor.size());
|
||||
}
|
||||
else // full
|
||||
{
|
||||
what_it = initializor.begin() + last_terminal + rng.random(initializor.size() - last_terminal);
|
||||
}
|
||||
|
||||
what_it->randomize();
|
||||
|
||||
sequence.push_front(*what_it);
|
||||
|
||||
for (int i = 0; i < what_it->arity(); ++i)
|
||||
generate(sequence, the_max - 1, last_terminal);
|
||||
}
|
||||
|
||||
|
||||
|
||||
|
||||
unsigned max_depth;
|
||||
std::vector<Node> initializor;
|
||||
bool grow;
|
||||
};
|
||||
|
||||
#endif
|
||||
|
|
@ -1,8 +1,9 @@
|
|||
// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
|
||||
|
||||
//-----------------------------------------------------------------------------
|
||||
// eoGpMutate.h : GP mutation
|
||||
// (c) Jeroen Eggermont 2001 for mutation operators
|
||||
// eoParseTreeOp.h : crossover and mutation operator for the eoParseTree class
|
||||
// (c) Maarten Keijzer 2000 for eoSubtreeXOver, eoBranchMutation
|
||||
// (c) Jeroen Eggermont 2001 for other mutation operators
|
||||
|
||||
/*
|
||||
This library is free software; you can redistribute it and/or
|
||||
|
|
@ -20,27 +21,114 @@
|
|||
Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
|
||||
|
||||
Contact: todos@geneura.ugr.es, http://geneura.ugr.es
|
||||
mak@dhi.dk
|
||||
jeggermo@liacs.nl
|
||||
*/
|
||||
//-----------------------------------------------------------------------------
|
||||
|
||||
#ifndef eoGpMutate_h
|
||||
#define eoGpMutate_h
|
||||
|
||||
//-----------------------------------------------------------------------------
|
||||
|
||||
#include <gp/eoParseTree.h>
|
||||
#include <list>
|
||||
#include <string>
|
||||
|
||||
#ifndef eoParseTreeOp_h
|
||||
#define eoParseTreeOp_h
|
||||
|
||||
#include <EO.h>
|
||||
#include <eoOp.h>
|
||||
#include <gp/eoParseTree.h>
|
||||
#include <eoInit.h>
|
||||
|
||||
using namespace gp_parse_tree;
|
||||
using namespace std;
|
||||
#include <gp/eoParseTree.h>
|
||||
|
||||
/** eoSubtreeXOver --> subtree xover
|
||||
\class eoSubtreeXOver eoParseTreeOp.h gp/eoParseTreeOp.h
|
||||
\ingroup ParseTree
|
||||
*/
|
||||
template<class FType, class Node>
|
||||
class eoSubtreeXOver: public eoQuadOp< eoParseTree<FType, Node> > {
|
||||
public:
|
||||
|
||||
typedef eoParseTree<FType,Node> EoType;
|
||||
/**
|
||||
* Constructor
|
||||
* @param _max_length the maximum size of an individual
|
||||
*/
|
||||
eoSubtreeXOver( unsigned _max_length)
|
||||
: eoQuadOp<EoType>(), max_length(_max_length) {};
|
||||
|
||||
/// the ckassname
|
||||
virtual string className() const { return "eoSubtreeXOver"; };
|
||||
|
||||
/// Dtor
|
||||
virtual ~eoSubtreeXOver () {};
|
||||
|
||||
/**
|
||||
* Perform crossover on two individuals
|
||||
* param _eo1 The first parent individual
|
||||
* param _eo2 The second parent individual
|
||||
*/
|
||||
bool operator()(EoType & _eo1, EoType & _eo2 )
|
||||
{
|
||||
int i = rng.random(_eo1.size());
|
||||
int j = rng.random(_eo2.size());
|
||||
|
||||
parse_tree<Node>::subtree tmp = _eo1[i];
|
||||
_eo1[i] = _eo2[j]; // insert subtree
|
||||
_eo2[j] = tmp;
|
||||
|
||||
_eo1.pruneTree(max_length);
|
||||
_eo2.pruneTree(max_length);
|
||||
|
||||
return true;
|
||||
}
|
||||
private:
|
||||
unsigned max_length;
|
||||
};
|
||||
|
||||
/** eoBranchMutation --> replace a subtree with a randomly created subtree
|
||||
\class eoBranchMutation eoParseTreeOp.h gp/eoParseTreeOp.h
|
||||
\ingroup ParseTree
|
||||
*/
|
||||
template<class FType, class Node>
|
||||
class eoBranchMutation: public eoMonOp< eoParseTree<FType, Node> >
|
||||
{
|
||||
public:
|
||||
|
||||
typedef eoParseTree<FType,Node> EoType;
|
||||
/**
|
||||
* Constructor
|
||||
* @param _init An instantiation of eoGpDepthInitializer
|
||||
* @param _max_length the maximum size of an individual
|
||||
*/
|
||||
eoBranchMutation(eoInit<EoType>& _init, unsigned _max_length)
|
||||
: eoMonOp<EoType>(), max_length(_max_length), initializer(_init)
|
||||
{};
|
||||
|
||||
/// the class name
|
||||
virtual string className() const { return "eoBranchMutation"; };
|
||||
|
||||
/// Dtor
|
||||
virtual ~eoBranchMutation() {};
|
||||
|
||||
/**
|
||||
* Mutate an individual
|
||||
* @param _eo1 The individual that is to be changed
|
||||
*/
|
||||
bool operator()(EoType& _eo1 )
|
||||
{
|
||||
int i = rng.random(_eo1.size());
|
||||
|
||||
EoType eo2;
|
||||
initializer(eo2);
|
||||
|
||||
int j = rng.random(eo2.size());
|
||||
|
||||
_eo1[i] = eo2[j]; // insert subtree
|
||||
|
||||
_eo1.pruneTree(max_length);
|
||||
|
||||
return true;
|
||||
}
|
||||
|
||||
private :
|
||||
|
||||
unsigned max_length;
|
||||
eoInit<EoType>& initializer;
|
||||
};
|
||||
|
||||
// Additional Mutation operators from
|
||||
// TITLE:"Genetic Programming~An Introduction"
|
||||
|
|
@ -51,7 +139,8 @@ using namespace std;
|
|||
// For the eoParseTree class
|
||||
|
||||
/** eoPointMutation --> replace a Node with a Node of the same arity
|
||||
\class eoPointMutation eoGpMutate.h gp/eoGpMutate.h
|
||||
\class eoPointMutation eoParseTreeOp.h gp/eoParseTreeOp.h
|
||||
\ingroup ParseTree
|
||||
*/
|
||||
|
||||
template<class FType, class Node>
|
||||
|
|
@ -59,7 +148,7 @@ class eoPointMutation: public eoMonOp< eoParseTree<FType, Node> >
|
|||
{
|
||||
public:
|
||||
|
||||
typedef eoParseTree<FType, Node> EoType;
|
||||
typedef eoParseTree<FType,Node> EoType;
|
||||
|
||||
/**
|
||||
* Constructor
|
||||
|
|
@ -107,7 +196,8 @@ private :
|
|||
};
|
||||
|
||||
/** eoExpansionMutation --> replace a terminal with a randomly created subtree
|
||||
\class eoExpansionMutation eoGpMutate.h gp/eoGpMutate.h
|
||||
\class eoExpansionMutation eoParseTreeOp.h gp/eoParseTreeOp.h
|
||||
\ingroup ParseTree
|
||||
*/
|
||||
|
||||
template<class FType, class Node>
|
||||
|
|
@ -174,7 +264,8 @@ private :
|
|||
};
|
||||
|
||||
/** eoCollapseSubtree --> replace a subtree with a randomly chosen terminal
|
||||
\class eoCollapseSubtreeMutation eoGpMutate.h gp/eoGpMutate.h
|
||||
\class eoCollapseSubtreeMutation eoParseTreeOp.h gp/eoParseTreeOp.h
|
||||
\ingroup ParseTree
|
||||
*/
|
||||
|
||||
template<class FType, class Node>
|
||||
|
|
@ -182,7 +273,7 @@ class eoCollapseSubtreeMutation: public eoMonOp< eoParseTree<FType, Node> >
|
|||
{
|
||||
public:
|
||||
|
||||
typedef eoParseTree<FType, Node> EoType;
|
||||
typedef eoParseTree<FType,Node> EoType;
|
||||
/**
|
||||
* Constructor
|
||||
* @param _init An instantiation of eoGpDepthInitializer
|
||||
|
|
@ -236,11 +327,9 @@ private :
|
|||
};
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
/** eoHoist --> replace the individual with one of its subtree's
|
||||
\class eoHoist eoGpMutate.h gp/eoGpMutate.h
|
||||
/** eoHoistMutation --> replace the individual with one of its subtree's
|
||||
\class eoHoistMutation eoParseTreeOp.h gp/eoParseTreeOp.h
|
||||
\ingroup ParseTree
|
||||
*/
|
||||
|
||||
template<class FType, class Node>
|
||||
|
|
@ -248,9 +337,10 @@ class eoHoistMutation: public eoMonOp< eoParseTree<FType, Node> >
|
|||
{
|
||||
public:
|
||||
|
||||
typedef eoParseTree<FType, Node> EoType;
|
||||
typedef eoParseTree<FType,Node> EoType;
|
||||
/**
|
||||
* Constructor
|
||||
* @param none
|
||||
*/
|
||||
eoHoistMutation()
|
||||
: eoMonOp<EoType>()
|
||||
Reference in a new issue