add an evaluator wrapper that keep the best individual found so far

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Johann Dreo 2012-09-06 20:52:15 +02:00
commit de201e1007
4 changed files with 187 additions and 0 deletions

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#include <eoEvalCounterThrowException.h>
#include <eoEvalTimeThrowException.h>
#include <eoEvalUserTimeThrowException.h>
#include <eoEvalKeepBest.h>
// Continuators - all include eoContinue.h
#include <eoCombinedContinue.h>

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eo/src/eoEvalKeepBest.h Normal file
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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;
version 2 of the License.
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
© 2012 Thales group
Authors:
Johann Dreo <johann.dreo@thalesgroup.com>
*/
#ifndef eoEvalKeepBest_H
#define eoEvalKeepBest_H
#include <eoEvalFunc.h>
#include <utils/eoParam.h>
/**
Evaluate with the given evaluator and keep the best individual found so far.
This is useful if you use a non-monotonic algorithm, such as CMA-ES, where the
population's best fitness can decrease between two generations. This is
sometime necessary and one can't use elitist replacors, as one do not want to
introduce a bias in the population.
The eoEvalBestKeep is a wrapper around a classical evaluator, that keep the
best individual it has found since its instanciation.
To get the best individual, you have to call best_element() on the
eoEvalKeepBest itself, and not on the population (or else you would get the
best individual found at the last generation).
Example:
MyEval true_eval;
eoEvalKeepBest<T> wrapped_eval( true_eval );
// as an interesting side effect, you will get the best individual since
// initalization.
eoPop<T> pop( my_init );
eoPopLoopEval<T> loop_eval( wrapped_eval );
loop_eval( pop );
eoEasyEA algo( , wrapped_eval, );
algo(pop);
// do not use pop.best_element()!
std::cout << wrapped_eval.best_element() << std::endl;
@ingroup Evaluation
*/
template<class EOT> class eoEvalKeepBest : public eoEvalFunc<EOT>, public eoValueParam<EOT>
{
public :
eoEvalKeepBest(eoEvalFunc<EOT>& _func, std::string _name = "VeryBest. ")
: eoValueParam<EOT>(EOT(), _name), func(_func) {}
virtual void operator()(EOT& sol)
{
if( sol.invalid() ) {
func(sol); // evaluate
// if there is no best kept
if( this->value().invalid() ) {
// take the first individual as best
this->value() = sol;
} else {
// if sol is better than the kept individual
if( sol.fitness() > this->value().fitness() ) {
this->value() = sol;
}
}
} // if invalid
}
//! Return the best individual found so far.
EOT best_element()
{
return this->value();
}
/** Reset the best individual to the given one. If no individual is
* provided, the next evaluated one will be taken as a reference.
*/
void reset( const EOT& new_best = EOT() )
{
this->value() = new_best;
}
protected :
eoEvalFunc<EOT>& func;
};
#endif