add an evaluator wrapper that keep the best individual found so far
This commit is contained in:
parent
877604db37
commit
de201e1007
4 changed files with 187 additions and 0 deletions
|
|
@ -78,6 +78,7 @@
|
|||
#include <eoEvalCounterThrowException.h>
|
||||
#include <eoEvalTimeThrowException.h>
|
||||
#include <eoEvalUserTimeThrowException.h>
|
||||
#include <eoEvalKeepBest.h>
|
||||
|
||||
// Continuators - all include eoContinue.h
|
||||
#include <eoCombinedContinue.h>
|
||||
|
|
|
|||
107
eo/src/eoEvalKeepBest.h
Normal file
107
eo/src/eoEvalKeepBest.h
Normal file
|
|
@ -0,0 +1,107 @@
|
|||
|
||||
/*
|
||||
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
|
||||
Loading…
Add table
Add a link
Reference in a new issue