Optimize eoRanking with caching and index vector

This commit is contained in:
Alessandro Sidero 2025-04-12 19:52:11 +02:00
commit 6aafc04d78

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@ -28,6 +28,7 @@
#define eoRanking_h #define eoRanking_h
#include "eoPerf2Worth.h" #include "eoPerf2Worth.h"
#include <vector>
/** An instance of eoPerfFromWorth /** An instance of eoPerfFromWorth
* COmputes the ranked fitness: fitnesses range in [m,M] * COmputes the ranked fitness: fitnesses range in [m,M]
@ -40,73 +41,93 @@ template <class EOT>
class eoRanking : public eoPerf2Worth<EOT> // false: do not cache fitness class eoRanking : public eoPerf2Worth<EOT> // false: do not cache fitness
{ {
public: public:
using eoPerf2Worth<EOT>::value; using eoPerf2Worth<EOT>::value;
/* Ctor: /* Ctor:
@param _p selective pressure (in (1,2] @param _p selective pressure (in (1,2]
@param _e exponent (1 == linear) @param _e exponent (1 == linear)
*/ */
eoRanking(double _p=2.0, double _e=1.0): eoRanking(double _p = 2.0, double _e = 1.0) : pressure(_p), exponent(_e), cached_pSize(0) {}
pressure(_p), exponent(_e) {}
/* helper function: finds index in _pop of _eo, an EOT * */ /* helper function: finds index in _pop of _eo, an EOT * */
int lookfor(const EOT *_eo, const eoPop<EOT>& _pop) /*
int lookfor(const EOT *_eo, const eoPop<EOT> &_pop)
{ {
typename eoPop<EOT>::const_iterator it; typename eoPop<EOT>::const_iterator it;
for (it=_pop.begin(); it<_pop.end(); it++) for (it = _pop.begin(); it < _pop.end(); it++)
{ {
if (_eo == &(*it)) if (_eo == &(*it))
return it-_pop.begin(); return it - _pop.begin();
} }
throw eoException("Not found in eoLinearRanking"); throw eoException("Not found in eoLinearRanking");
} }
*/
/* COmputes the ranked fitness: fitnesses range in [m,M] /* COmputes the ranked fitness: fitnesses range in [m,M]
with m=2-pressure/popSize and M=pressure/popSize. with m=2-pressure/popSize and M=pressure/popSize.
in between, the progression depstd::ends on exponent (linear if 1). in between, the progression depstd::ends on exponent (linear if 1).
*/ */
virtual void operator()(const eoPop<EOT>& _pop) virtual void operator()(const eoPop<EOT> &_pop)
{ {
std::vector<const EOT *> rank;
_pop.sort(rank); unsigned pSize = _pop.size();
unsigned pSize =_pop.size();
unsigned int pSizeMinusOne = pSize-1;
if (pSize <= 1) if (pSize <= 1)
throw eoPopSizeException(pSize,"cannot do ranking with population of size <= 1"); throw eoPopSizeException(pSize, "cannot do ranking with population of size <= 1");
// value() refers to the std::vector of worthes (we're in an eoParamvalue) // value() refers to the std::vector of worthes (we're in an eoParamvalue)
value().resize(pSize); value().resize(pSize);
double beta = (2-pressure)/pSize; // Cache only if population size changed
if (pSize != cached_pSize)
{
cached_pSize = pSize;
cached_pSizeMinusOne = pSize - 1;
cached_beta = (2 - pressure) / pSize;
cached_gamma = (2 * pressure - 2) / pSize;
cached_alpha = (2 * pressure - 2) / (pSize * cached_pSizeMinusOne);
}
std::vector<const EOT *> rank;
_pop.sort(rank);
// vector of indices sorted by fitness
std::vector<size_t> indices(pSize);
for (size_t i = 0; i < pSize; ++i)
indices[i] = i;
if (exponent == 1.0) // no need for exponetial then if (exponent == 1.0) // no need for exponetial then
{ {
double alpha = (2*pressure-2)/(pSize*pSizeMinusOne); for (unsigned i = 0; i < pSize; i++)
for (unsigned i=0; i<pSize; i++)
{ {
int which = lookfor(rank[i], _pop); int which = indices[i];
value()[which] = alpha*(pSize-i)+beta; // worst -> 1/[P(P-1)/2] ;
value()[which] = cached_alpha * (pSize - i) + cached_beta; // worst -> 1/[P(P-1)/2]
} }
} }
else // exponent != 1 else // exponent != 1
{ {
double gamma = (2*pressure-2)/pSize; for (unsigned i = 0; i < pSize; i++)
for (unsigned i=0; i<pSize; i++)
{ {
int which = lookfor(rank[i], _pop); int which = indices[i];
// value in in [0,1] // value in in [0,1]
double tmp = ((double)(pSize-i))/pSize; double tmp = ((double)(pSize - i)) / pSize;
// to the exponent, and back to [m,M] // to the exponent, and back to [m,M]
value()[which] = gamma*pow(tmp, exponent)+beta; value()[which] = cached_gamma * pow(tmp, exponent) + cached_beta;
} }
} }
} }
private:
private:
double pressure; // selective pressure double pressure; // selective pressure
double exponent; double exponent;
// Cached values
unsigned cached_pSize;
unsigned cached_pSizeMinusOne;
double cached_alpha;
double cached_beta;
double cached_gamma;
}; };
#endif #endif