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eodev/eo/src/eoEasyEA.h

172 lines
5.1 KiB
C++

// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
//-----------------------------------------------------------------------------
// eoEasyEA.h
// (c) GeNeura Team, 1998
/*
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
*/
//-----------------------------------------------------------------------------
#ifndef _eoEasyEA_h
#define _eoEasyEA_h
//-----------------------------------------------------------------------------
#include <eoAlgo.h>
#include <eoContinue.h>
#include <eoSelect.h>
#include <eoTransform.h>
#include <eoBreed.h>
#include <eoMergeReduce.h>
#include <eoReplacement.h>
/** eoEasyEA:
An easy-to-use evolutionary algorithm; you can use any chromosome,
and any selection transformation, merging and evaluation
algorithms; you can even change in runtime parameters of those
sub-algorithms
*/
template<class EOT> class eoEasyEA: public eoAlgo<EOT>
{
public:
/// Ctor taking a breed and merge.
eoEasyEA(
eoContinue<EOT>& _continuator,
eoEvalFunc<EOT>& _eval,
eoBreed<EOT>& _breed,
eoReplacement<EOT>& _replace
) : continuator(_continuator),
eval(_eval),
selectTransform(dummySelect, dummyTransform),
breed(_breed),
mergeReduce(dummyMerge, dummyReduce),
replace(_replace)
{}
/// Ctor eoBreed, eoMerge and eoReduce.
eoEasyEA(
eoContinue<EOT>& _continuator,
eoEvalFunc<EOT>& _eval,
eoBreed<EOT>& _breed,
eoMerge<EOT>& _merge,
eoReduce<EOT>& _reduce
) : continuator(_continuator),
eval(_eval),
selectTransform(dummySelect, dummyTransform),
breed(_breed),
mergeReduce(_merge, _reduce),
replace(mergeReduce)
{}
/// Ctor eoSelect, eoTransform, and eoReplacement
eoEasyEA(
eoContinue<EOT>& _continuator,
eoEvalFunc<EOT>& _eval,
eoSelect<EOT>& _select,
eoTransform<EOT>& _transform,
eoReplacement<EOT>& _replace
) : continuator(_continuator),
eval(_eval),
selectTransform(_select, _transform),
breed(selectTransform),
mergeReduce(dummyMerge, dummyReduce),
replace(_replace)
{}
/// Ctor eoSelect, eoTransform, eoMerge and eoReduce.
eoEasyEA(
eoContinue<EOT>& _continuator,
eoEvalFunc<EOT>& _eval,
eoSelect<EOT>& _select,
eoTransform<EOT>& _transform,
eoMerge<EOT>& _merge,
eoReduce<EOT>& _reduce
) : continuator(_continuator),
eval(_eval),
selectTransform(_select, _transform),
breed(selectTransform),
mergeReduce(_merge, _reduce),
replace(mergeReduce)
{}
/// Apply a few generation of evolution to the population.
virtual void operator()(eoPop<EOT>& _pop)
{
eoPop<EOT> offspring;
while ( continuator( _pop ) )
{
try
{
unsigned pSize = _pop.size();
breed(_pop, offspring);
apply<EOT>(eval, offspring);
replace(_pop, offspring); // after replace, the new pop. is in _pop
if (pSize > _pop.size())
throw runtime_error("Population shrinking!");
else if (pSize < _pop.size())
throw runtime_error("Population growing!");
}
catch (exception& e)
{
string s = e.what();
s.append( " in eoEasyEA");
throw runtime_error( s );
}
} // while
}
private:
// If selectTransform needs not be used, dummySelect and dummyTransform are used
// to instantiate it.
class eoDummySelect : public eoSelect<EOT>
{ public : void operator()(const eoPop<EOT>&, eoPop<EOT>&) {} } dummySelect;
class eoDummyTransform : public eoTransform<EOT>
{ public : void operator()(eoPop<EOT>&) {} } dummyTransform;
eoContinue<EOT>& continuator;
eoEvalFunc<EOT>& eval;
eoSelectTransform<EOT> selectTransform;
eoBreed<EOT>& breed;
// If mergeReduce needs not be used, dummyMerge and dummyReduce are used
// to instantiate it.
eoNoElitism<EOT> dummyMerge;
eoTruncate<EOT> dummyReduce;
eoMergeReduce<EOT> mergeReduce;
eoReplacement<EOT>& replace;
};
//-----------------------------------------------------------------------------
#endif eoSelectTransformReduce_h