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// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
//-----------------------------------------------------------------------------
// eoReduceSplit.h
// Base class for population-reducing classes - retaining the poor losers
// (c) GeNeura Team, 1998, Marc Schoenauer, 2002
/*
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: Marc.Schoenauer@inria.fr
*/
//-----------------------------------------------------------------------------
#ifndef eoReduceSplit_h
#define eoReduceSplit_h
//-----------------------------------------------------------------------------
#include <iostream>
// EO includes
#include <eoPop.h> // eoPop
#include <eoFunctor.h> // eoReduce
#include <utils/selectors.h>
/** @addtogroup Replacors
* @{
*/
/**
* eoReduceSplit: reduce the pop to the specified size
* AND eventually returns the eliminated guys
*/
template<class EOT> class eoReduceSplit: public eoBF<eoPop<EOT>&, eoPop<EOT> &, void >
{};
/** deterministic truncation method using sort */
template <class EOT>
class eoTruncateSplit : public eoReduceSplit<EOT>
{
public:
/** Ctor: must provide amount of reduction,
and whether or not you need to return the eliminated guys
*/
eoTruncateSplit(eoHowMany _howMany, bool _returnEliminated = false):
howMany(_howMany), returnEliminated(_returnEliminated) {}
/** do the jonb */
void operator()(eoPop<EOT>& _newgen, eoPop<EOT> & _eliminated)
{
unsigned popSize = _newgen.size();
unsigned eliminated = howMany(popSize);
if (!eliminated) // nothing to do
return ;
unsigned newsize = popSize - eliminated;
if (newsize < 0)
throw std::logic_error("eoTruncateSplit: Cannot truncate to a larger size!\n");
_newgen.nth_element(newsize);
// save poor losers if necessary
if (returnEliminated)
for (unsigned i=0; i<eliminated; i++)
_eliminated.push_back(_newgen[newsize+i]);
// truncate
_newgen.resize(newsize);
return ;
}
private:
eoHowMany howMany;
bool returnEliminated;
};
/** a ReduceSplit class that does not sort, but repeatidely kills the worse.
To be used in SSGA-like replacements (e.g. see eoSSGAWorseReplacement)
*/
template <class EOT>
class eoLinearTruncateSplit : public eoReduceSplit<EOT>
{
public:
/** Ctor: must provide amount of reduction,
and whether or not you need to return the eliminated guys
*/
eoLinearTruncateSplit(eoHowMany _howMany, bool _returnEliminated = false):
howMany(_howMany), returnEliminated(_returnEliminated) {}
/** do the job */
void operator()(eoPop<EOT>& _newgen, eoPop<EOT> & _eliminated)
{
unsigned popSize = _newgen.size();
unsigned eliminated = howMany(popSize);
if (!eliminated) // nothing to do
return ;
long newsize = static_cast<long>(popSize) - static_cast<long>(eliminated);
if (newsize < 0)
throw std::logic_error("eoLinearTruncateSplit: Cannot truncate to a larger size!\n");
_eliminated.reserve(_eliminated.size()+eliminated); //in case not empty?
for (unsigned i=0; i<eliminated; i++)
{
typename eoPop<EOT>::iterator it = _newgen.it_worse_element();
if (returnEliminated)
_eliminated.push_back(*it);
_newgen.erase(it);
}
}
private:
eoHowMany howMany;
bool returnEliminated;
};
/** random truncation - batch version */
template <class EOT>
class eoRandomSplit : public eoReduceSplit<EOT>
{
public:
/** Ctor: must provide amount of reduction,
and whether or not you need to return the eliminated guys
*/
eoRandomSplit(eoHowMany _howMany, bool _returnEliminated = false):
howMany(_howMany), returnEliminated(_returnEliminated) {}
/** do the job */
void operator()(eoPop<EOT>& _newgen, eoPop<EOT> & _eliminated)
{
unsigned popSize = _newgen.size();
unsigned eliminated = howMany(popSize);
if (!eliminated) // nothing to do
return ;
unsigned newsize = popSize - eliminated;
if (newsize < 0)
throw std::logic_error("eoRandomSplit: Cannot truncate to a larger size!\n");
_newgen.shuffle();
// save poor losers if necessary
if (returnEliminated)
for (unsigned i=0; i<eliminated; i++)
_eliminated.push_back(_newgen[newsize+i]);
// truncate
_newgen.resize(newsize);
return ;
}
private:
eoHowMany howMany;
bool returnEliminated;
};
/** random truncation - linear version */
template <class EOT>
class eoLinearRandomSplit : public eoReduceSplit<EOT>
{
public:
/** Ctor: must provide amount of reduction,
and whether or not you need to return the eliminated guys
*/
eoLinearRandomSplit(eoHowMany _howMany, bool _returnEliminated = false):
howMany(_howMany), returnEliminated(_returnEliminated) {}
/** do the job */
void operator()(eoPop<EOT>& _newgen, eoPop<EOT> & _eliminated)
{
unsigned popSize = _newgen.size();
unsigned eliminated = howMany(popSize);
if (!eliminated) // nothing to do
return ;
unsigned newsize = popSize - eliminated;
if (newsize < 0)
throw std::logic_error("eoLinearRandomSplit: Cannot truncate to a larger size!\n");
_eliminated.reserve(_eliminated.size()+eliminated); //in case not empty?
for (unsigned i=0; i<eliminated; i++)
{
unsigned loser=random(_newgen.size());
typename eoPop<EOT>::iterator it = _newgen.begin()+loser;
if (returnEliminated)
_eliminated.push_back(*it);
_newgen.erase(it);
}
return ;
}
private:
eoHowMany howMany;
bool returnEliminated;
};
/** a ReduceSplit class based on a repeated deterministic (reverse!) tournament
To be used in SSGA-like replacements (e.g. see eoSSGADetTournamentReplacement)
*/
template <class EOT>
class eoDetTournamentTruncateSplit : public eoReduceSplit<EOT>
{
public:
/** Ctor: must provide amount of reduction,
and whether or not you need to return the eliminated guys
*/
eoDetTournamentTruncateSplit(unsigned _t_size, eoHowMany _howMany,
bool _returnEliminated = false):
t_size(_t_size), howMany(_howMany),
returnEliminated(_returnEliminated)
{
if (t_size < 2)
{
eo::log << eo::warnings << "Warning, Size for eoDetTournamentTruncateSplit adjusted to 2" << std::endl;
t_size = 2;
}
}
/** Performs repeated inverse_deterministic_tournament on the pop */
void operator()(eoPop<EOT>& _newgen, eoPop<EOT> & _eliminated)
// BUG??? void operator()(eoPop<EOT>& _newgen, unsigned _newsize)
{
unsigned popSize = _newgen.size();
unsigned eliminated = howMany(popSize);
if (!eliminated) // nothing to do
return ;
unsigned newsize = popSize - eliminated;
if (newsize < 0)
throw std::logic_error("eoDetTournamentTruncateSplit: Cannot truncate to a larger size!\n");
_eliminated.reserve(_eliminated.size()+eliminated); //in case not empty?
for (unsigned i=0; i<eliminated; i++)
{
typename eoPop<EOT>::iterator it = inverse_deterministic_tournament(_newgen.begin(), _newgen.end(), t_size);
if (returnEliminated)
_eliminated.push_back(*it);
_newgen.erase(it);
}
}
private:
unsigned t_size;
eoHowMany howMany;
bool returnEliminated;
};
/** a ReduceSplit class based on a repeated deterministic (reverse!) tournament
To be used in SSGA-like replacements (e.g. see eoSSGAStochTournamentReplacement)
*/
template <class EOT>
class eoStochTournamentTruncateSplit : public eoReduce<EOT>
{
public:
/** Ctor: must provide amount of reduction,
and whether or not you need to return the eliminated guys
*/
eoStochTournamentTruncateSplit(double _t_rate, eoHowMany _howMany,
bool _returnEliminated = false):
t_rate(_t_rate), howMany(_howMany),
returnEliminated(_returnEliminated)
{
if (t_rate <= 0.5)
{
eo::log << eo::warnings << "Warning, Rate for eoStochTournamentTruncateSplit adjusted to 0.51" << std::endl;
t_rate = 0.51;
}
if (t_rate > 1)
{
eo::log << eo::warnings << "Warning, Rate for eoStochTournamentTruncateSplit adjusted to 1" << std::endl;
t_rate = 1;
}
}
/** Performs repeated inverse_stochastic_tournament on the pop */
void operator()(eoPop<EOT>& _newgen, eoPop<EOT> & _eliminated)
//BUG??? void operator()(eoPop<EOT>& _newgen, unsigned _newsize)
{
/* old version
if (!_eliminated.size()) // nothing to do
return;
unsigned oldSize = _newgen.size();
unsigned newSize = oldSize - _eliminated.size();
unsigned eliminated = howMany(popSize);
if (newSize < 0)
throw std::logic_error("eoStochTournamentTruncateSplit: Cannot truncate to a larger size!\n");
end of old version */
unsigned popSize = _newgen.size();
unsigned eliminated = howMany(popSize);
if (!eliminated) // nothing to do
return ;
unsigned newsize = popSize - eliminated;
if (newsize < 0)
throw std::logic_error("eoDetTournamentTruncateSplit: Cannot truncate to a larger size!\n");
_eliminated.reserve(_eliminated.size()+eliminated); //in case not empty?
for (unsigned i=0; i<_eliminated.size(); i++)
{
typename eoPop<EOT>::iterator it = inverse_stochastic_tournament(_newgen.begin(), _newgen.end(), t_rate);
if (returnEliminated)
_eliminated.push_back(*it);
_newgen.erase(it);
}
}
private:
double t_rate;
eoHowMany howMany;
bool returnEliminated;
};
//-----------------------------------------------------------------------------
/** @} */
#endif
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