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eodev/eo/src/eoEasyEA.h
evomarc 6acdcb6d9b THe big eoReplacement update:
The interface for eoReplacement is now eoPop<EOT>&, eoPop<EOT>&
(i.e. no const) and the result must be in the first argument in the end.

Hence it is possible to do SSGA and all intermediate replacmeent procedures

The classes derived from eoMergeReduce.h are now in a separate file
The SSGA-like replcaement procedures are in eoReduceMerge.h
A more general replacement can be found in eoSurviveAndDie.h
(it could be made a littel more general - still open for upgrades).

Also some accessors have been added to the eoPop (best and worse individuals)

And include file eo has been updated
2000-12-19 18:41:19 +00:00

173 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 <eoMerge.h>
#include <eoReduce.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