paradiseo/eo/src/es/make_op_es.h

202 lines
7.4 KiB
C++

/* (c) Maarten Keijzer, Marc Schoenauer and GeNeura Team, 2001
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: http://eodev.sourceforge.net
todos@geneura.ugr.es, http://geneura.ugr.es
Marc.Schoenauer@polytechnique.fr
mkeijzer@dhi.dk
*/
#ifndef EO_make_op_h
#define EO_make_op_h
// the operators
#include "../eoOp.h"
#include "../eoGenOp.h"
#include "../eoCloneOps.h"
#include "../eoOpContainer.h"
// combinations of simple eoOps (eoMonOp and eoQuadOp)
#include "../eoProportionalCombinedOp.h"
// the specialized Real stuff
#include "eoReal.h"
#include "eoRealAtomXover.h"
#include "eoEsChromInit.h"
#include "eoEsMutationInit.h"
#include "eoEsMutate.h"
#include "eoEsGlobalXover.h"
#include "eoEsStandardXover.h"
// also need the parser and param includes
#include "../utils/eoParser.h"
#include "../utils/eoState.h"
/** @addtogroup Builders
* @{
*/
/*
* This function builds the operators that will be applied to the eoReal
*
* It uses a parser (to get user parameters) and a state (to store the memory)
* the last argument is an individual, needed for 2 reasons
* it disambiguates the call after instanciations
* some operator might need some private information about the indis
*
* This is why the template is the complete EOT even though only the fitness
* is actually templatized here: the following only applies to bitstrings
*
* Note : the last parameter is an eoInit: if some operator needs some info
* about the gneotypes, the init has it all (e.g. bounds, ...)
* Simply do
* EOT myEO;
* _init(myEO);
* and myEO is then an ACTUAL object
*/
template <class EOT>
eoGenOp<EOT> & do_make_op(eoParser& _parser, eoState& _state, eoRealInitBounded<EOT>& _init)
{
// get std::vector size
unsigned vecSize = _init.size();
// First, decide whether the objective variables are bounded
eoValueParam<eoRealVectorBounds>& boundsParam
= _parser.getORcreateParam(eoRealVectorBounds(vecSize,eoDummyRealNoBounds),
"objectBounds", "Bounds for variables",
'B', "Variation Operators");
std::cerr << boundsParam.value() << std::endl;
// now we read Pcross and Pmut,
eoValueParam<std::string>& operatorParam
= _parser.getORcreateParam(std::string("SGA"), "operator",
"Description of the operator (SGA only now)",
'o', "Variation Operators");
if (operatorParam.value() != std::string("SGA"))
throw std::runtime_error("Sorry, only SGA-like operator available right now\n");
// now we read Pcross and Pmut,
// and create the eoGenOp that is exactly
// crossover with pcross + mutation with pmut
eoValueParam<double>& pCrossParam
= _parser.getORcreateParam(1.0, "pCross", "Probability of Crossover",
'C', "Variation Operators" );
// minimum check
if ( (pCrossParam.value() < 0) || (pCrossParam.value() > 1) )
throw std::runtime_error("Invalid pCross");
eoValueParam<double>& pMutParam
= _parser.getORcreateParam(1.0, "pMut", "Probability of Mutation",
'M', "Variation Operators" );
// minimum check
if ( (pMutParam.value() < 0) || (pMutParam.value() > 1) )
throw std::runtime_error("Invalid pMut");
// crossover
/////////////
// ES crossover
eoValueParam<std::string>& crossTypeParam
= _parser.getORcreateParam(std::string("global"), "crossType",
"Type of ES recombination (global or standard)",
'C', "Variation Operators");
eoValueParam<std::string>& crossObjParam
= _parser.getORcreateParam(std::string("discrete"), "crossObj",
"Recombination of object variables (discrete, intermediate or none)",
'O', "Variation Operators");
eoValueParam<std::string>& crossStdevParam
= _parser.getORcreateParam(std::string("intermediate"), "crossStdev",
"Recombination of mutation strategy parameters "
"(intermediate, discrete or none)",
'S', "Variation Operators");
// The pointers: first the atom Xover
eoBinOp<double> *ptObjAtomCross = NULL;
eoBinOp<double> *ptStdevAtomCross = NULL;
// then the EOT-level one (need to be an eoGenOp as global Xover is
eoGenOp<EOT> *ptCross;
// check for the atom Xovers
if (crossObjParam.value() == std::string("discrete"))
ptObjAtomCross = new eoDoubleExchange;
else if (crossObjParam.value() == std::string("intermediate"))
ptObjAtomCross = new eoDoubleIntermediate;
else if (crossObjParam.value() == std::string("none"))
ptObjAtomCross = new eoBinCloneOp<double>;
else throw std::runtime_error("Invalid Object variable crossover type");
if (crossStdevParam.value() == std::string("discrete"))
ptStdevAtomCross = new eoDoubleExchange;
else if (crossStdevParam.value() == std::string("intermediate"))
ptStdevAtomCross = new eoDoubleIntermediate;
else if (crossStdevParam.value() == std::string("none"))
ptStdevAtomCross = new eoBinCloneOp<double>;
else throw std::runtime_error("Invalid mutation strategy parameter crossover type");
// and build the indi Xover
if (crossTypeParam.value() == std::string("global"))
ptCross = new eoEsGlobalXover<EOT>(*ptObjAtomCross, *ptStdevAtomCross);
else if (crossTypeParam.value() == std::string("standard"))
{ // using a standard eoBinOp, but wrap it into an eoGenOp
eoBinOp<EOT> & crossTmp = _state.storeFunctor(
new eoEsStandardXover<EOT>(*ptObjAtomCross, *ptStdevAtomCross)
);
ptCross = new eoBinGenOp<EOT>(crossTmp);
}
else throw std::runtime_error("Invalide Object variable crossover type");
// now that everything is OK, DON'T FORGET TO STORE MEMORY
_state.storeFunctor(ptObjAtomCross);
_state.storeFunctor(ptStdevAtomCross);
_state.storeFunctor(ptCross);
// mutation
/////////////
// Ok, time to set up the self-adaptive mutation
// Proxy for the mutation parameters
eoEsMutationInit mutateInit(_parser, "Variation Operators");
eoEsMutate<EOT> & mut = _state.storeFunctor(
new eoEsMutate<EOT>(mutateInit, boundsParam.value()));
// now the general op - a sequential application of crossover and mutatation
// no need to first have crossover combined with a clone as it is an
// eoBinOp and not an eoQuadOp as in SGA paradigm
eoSequentialOp<EOT> & op = _state.storeFunctor(new eoSequentialOp<EOT>);
op.add(*ptCross, pCrossParam.value());
op.add(mut, pMutParam.value());
// that's it!
return op;
}
#endif // EO_make_op_h
/** @} */
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