eoBreeder almost finished
This commit is contained in:
parent
11be20aefa
commit
9303c4b53d
7 changed files with 136 additions and 116 deletions
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@ -4,7 +4,7 @@
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# Created: 1993-05-16
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# Public domain
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# $Id: mkinstalldirs,v 1.1 1999-01-29 12:23:53 gustavo Exp $
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# $Id: mkinstalldirs,v 5.1 1999-02-12 17:39:01 gustavo Exp $
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errstatus=0
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@ -8,6 +8,7 @@
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//-----------------------------------------------------------------------------
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#include <eoData.h>
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#include <eoObject.h>
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#include <eoPrintable.h>
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#include <eoPersistent.h>
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125
eo/src/eoBitOp.h
125
eo/src/eoBitOp.h
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@ -24,17 +24,18 @@ have a factory that knows how to build them from a description
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//@{
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/**
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eoBinRandom --> mofify a chromosome in a random way
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*/
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/** eoBinRandom --> mofify a chromosome in a random way */
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template<class Chrom> class eoBinRandom: public eoMonOp<Chrom>
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{
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public:
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/// The class name.
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string className() const { return "eoBinRandom"; }
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/// Randomizes a cromosome.
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/// @param chrom The cromosome to be randomize.
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/**
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* Randomizes a cromosome.
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* @param chrom The cromosome to be randomize.
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*/
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void operator()(Chrom& chrom) const
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{
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eoUniform<float> uniform(0.0, 1.0);
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@ -44,9 +45,7 @@ template<class Chrom> class eoBinRandom: public eoMonOp<Chrom>
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};
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//-----------------------------------------------------------------------------
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// eoBinBitFlip --> chages a bit
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//-----------------------------------------------------------------------------
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/** eoBinBitFlip --> chages a bit */
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template<class Chrom> class eoBinBitFlip: public eoMonOp<Chrom>
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{
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@ -54,8 +53,10 @@ template<class Chrom> class eoBinBitFlip: public eoMonOp<Chrom>
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/// The class name.
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string className() const { return "eoBinBitFlip"; }
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/// Change one bit.
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/// @param chrom The cromosome which one bit is going to be changed.
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/**
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* Change one bit.
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* @param chrom The cromosome which one bit is going to be changed.
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*/
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void operator()(Chrom& chrom) const
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{
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eoUniform<float> uniform(0.0, 1.0);
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@ -64,22 +65,25 @@ template<class Chrom> class eoBinBitFlip: public eoMonOp<Chrom>
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}
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};
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//-----------------------------------------------------------------------------
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// eoBinMutation --> classical mutation
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//-----------------------------------------------------------------------------
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/** eoBinMutation --> classical mutation */
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template<class Chrom> class eoBinMutation: public eoMonOp<Chrom>
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{
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public:
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/// (Default) Constructor.
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/// @param _rate Rate of mutation.
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/**
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* (Default) Constructor.
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* @param _rate Rate of mutation.
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*/
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eoBinMutation(const double& _rate = 0.01): rate(_rate), uniform(0.0, 1.0) {}
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/// The class name.
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string className() const { return "eoBinMutation"; }
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/// Mutate a chromosome.
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/// @param chrom The chromosome to be mutated.
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/**
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* Mutate a chromosome.
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* @param chrom The chromosome to be mutated.
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*/
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void operator()(Chrom& chrom) const
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{
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for (unsigned i = 0; i < chrom.size(); i++)
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@ -92,9 +96,8 @@ template<class Chrom> class eoBinMutation: public eoMonOp<Chrom>
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mutable eoUniform<float> uniform;
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};
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//-----------------------------------------------------------------------------
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// eoBinInversion --> inverts the bits of the chromosome between an interval
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//-----------------------------------------------------------------------------
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/** eoBinInversion: inverts the bits of the chromosome between an interval */
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template<class Chrom> class eoBinInversion: public eoMonOp<Chrom>
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{
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@ -102,8 +105,10 @@ template<class Chrom> class eoBinInversion: public eoMonOp<Chrom>
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/// The class name.
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string className() const { return "eoBinInversion"; }
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/// Inverts a range of bits in a binary chromosome.
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/// @param chrom The chromosome whos bits are going to be inverted (a range).
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/**
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* Inverts a range of bits in a binary chromosome.
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* @param chrom The chromosome whos bits are going to be inverted (a range).
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*/
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void operator()(Chrom& chrom) const
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{
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eoUniform<unsigned> uniform(0, chrom.size() + 1);
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@ -116,9 +121,8 @@ template<class Chrom> class eoBinInversion: public eoMonOp<Chrom>
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}
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};
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//-----------------------------------------------------------------------------
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// eoBinNext --> next binary value
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//-----------------------------------------------------------------------------
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/** eoBinNext --> next binary value */
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template<class Chrom> class eoBinNext: public eoMonOp<Chrom>
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{
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@ -126,8 +130,10 @@ template<class Chrom> class eoBinNext: public eoMonOp<Chrom>
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/// The class name.
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string className() const { return "eoBinNext"; }
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/// Change the bit string x to be x+1.
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/// @param chrom The chromosome to be added one.
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/**
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* Change the bit string x to be x+1.
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* @param chrom The chromosome to be added one.
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*/
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void operator()(Chrom& chrom) const
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{
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for (int i = chrom.size() - 1; i >= 0; i--)
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@ -144,18 +150,19 @@ template<class Chrom> class eoBinNext: public eoMonOp<Chrom>
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}
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};
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//-----------------------------------------------------------------------------
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// eoBinPrev --> previos binary value
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//-----------------------------------------------------------------------------
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/** eoBinPrev --> previos binary value */
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template<class Chrom> class eoBinPrev: public eoMonOp<Chrom>
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{
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public:
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/// The class name.
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string className() const { return "eoBinPrev"; }
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/// Change the bit string x to be x-1.
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/// @param chrom The chromosome to be substracted one.
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/**
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* Change the bit string x to be x-1.
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* @param chrom The chromosome to be substracted one.
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*/
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void operator()(Chrom& chrom) const
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{
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for (int i = chrom.size() - 1; i >= 0; i--)
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@ -172,9 +179,8 @@ template<class Chrom> class eoBinPrev: public eoMonOp<Chrom>
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}
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};
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//-----------------------------------------------------------------------------
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// eoBinCrossover --> classic crossover
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//-----------------------------------------------------------------------------
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/** eoBinCrossover --> classic crossover */
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template<class Chrom> class eoBinCrossover: public eoBinOp<Chrom>
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{
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@ -182,9 +188,11 @@ template<class Chrom> class eoBinCrossover: public eoBinOp<Chrom>
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/// The class name.
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string className() const { return "eoBinCrossover"; }
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/// 2-point crossover for binary chromosomes.
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/// @param chrom1 The first chromosome.
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/// @param chrom2 The first chromosome.
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/**
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* 2-point crossover for binary chromosomes.
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* @param chrom1 The first chromosome.
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* @param chrom2 The first chromosome.
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*/
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void operator()(Chrom& chrom1, Chrom& chrom2) const
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{
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eoUniform<unsigned> uniform(1, min(chrom1.size(), chrom2.size()));
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@ -192,9 +200,8 @@ template<class Chrom> class eoBinCrossover: public eoBinOp<Chrom>
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}
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};
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//-----------------------------------------------------------------------------
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// eoBinNxOver --> n-point crossover
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//-----------------------------------------------------------------------------
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/** eoBinNxOver --> n-point crossover */
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template<class Chrom> class eoBinNxOver: public eoBinOp<Chrom>
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{
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@ -212,9 +219,11 @@ template<class Chrom> class eoBinNxOver: public eoBinOp<Chrom>
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/// The class name.
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string className() const { return "eoBinNxOver"; }
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/// n-point crossover for binary chromosomes.
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/// @param chrom1 The first chromosome.
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/// @param chrom2 The first chromosome.
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/**
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* n-point crossover for binary chromosomes.
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* @param chrom1 The first chromosome.
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* @param chrom2 The first chromosome.
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*/
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void operator()(Chrom& chrom1, Chrom& chrom2) const
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{
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unsigned max_size = min(chrom1.size(), chrom2.size());
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@ -252,9 +261,8 @@ template<class Chrom> class eoBinNxOver: public eoBinOp<Chrom>
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unsigned num_points;
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};
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//-----------------------------------------------------------------------------
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// eoBinGxOver --> gene crossover
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//-----------------------------------------------------------------------------
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/** eoBinGxOver --> gene crossover */
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template<class Chrom> class eoBinGxOver: public eoBinOp<Chrom>
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{
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@ -278,9 +286,11 @@ template<class Chrom> class eoBinGxOver: public eoBinOp<Chrom>
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/// The class name
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string className() const { return "eoBinGxOver"; }
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/// Gene crossover for binary chromosomes.
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/// @param chrom1 The first chromosome.
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/// @param chrom2 The first chromosome.
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/**
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* Gene crossover for binary chromosomes.
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* @param chrom1 The first chromosome.
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* @param chrom2 The first chromosome.
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*/
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void operator()(Chrom& chrom1, Chrom& chrom2) const
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{
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unsigned max_genes = min(chrom1.size(), chrom2.size()) / gene_size;
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unsigned num_points;
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};
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//-----------------------------------------------------------------------------
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// eoBinUxOver --> uniform crossover
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//-----------------------------------------------------------------------------
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/** eoBinUxOver --> uniform crossover */
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template<class Chrom> class eoBinUxOver: public eoBinOp<Chrom>
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{
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@ -334,9 +343,11 @@ template<class Chrom> class eoBinUxOver: public eoBinOp<Chrom>
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/// The class name.
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string className() const { return "eoBinUxOver"; }
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/// Uniform crossover for binary chromosomes.
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/// @param chrom1 The first chromosome.
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/// @param chrom2 The first chromosome.
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/**
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* Uniform crossover for binary chromosomes.
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* @param chrom1 The first chromosome.
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* @param chrom2 The first chromosome.
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*/
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void operator()(Chrom& chrom1, Chrom& chrom2) const
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{
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unsigned min_size = min(chrom1.size(), chrom2.size());
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/// Default constructor.
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eoBreeder(): uniform(0.0, 1.0) {}
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/// Destructor.
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~eoBreeder()
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{
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for (Operators::iterator op = operators.begin();
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op != operators.end();
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op++)
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delete op->second;
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}
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/**
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* Adds a genetic operator.
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* @param operator The operator.
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* @param rate Rate to apply the operator.
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*/
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void add(eoOp<Chrom>* operator, float rate = 1.0)
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void add(eoOp<Chrom>& op, float rate = 1.0)
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{
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operators.push_back(pair<float, eoOp<Chrom> * >(operator, rate));
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operators.push_back(pair<float, eoOp<Chrom>*>(rate, &op));
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}
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/**
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* Transforms a population.
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* @param pop The population to be transformed.
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*/
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void operator()(eoPop<Chrom>& pop) const
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void operator()(eoPop<Chrom>& pop)
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{
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for (Operators::const_iterator op = operators.begin();
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op != operators.end();
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op++)
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if (op->first < uniform())
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switch (op->second->readArity())
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{
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case unary:
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{
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eoMonOp<Chrom>& monop =
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dinamic_cast<eoMonOp<Chrom> >(*(op->second));
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for_each(pop.begin(), pop.end(), monop);
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break;
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}
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case binary:
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{
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eoBinOp<Chrom>& binop =
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dinamic_cast<eoBinOp<Chrom> >(*(op->second));
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for (unsigned i = 1; i < pop.size(); i += 2)
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binop(pop[i - 1], pop[i]);
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break;
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}
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default:
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{
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cerr << "eoBreeder:operator() Not implemented yet!" << endl;
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exit(EXIT_FAILURE);
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break;
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}
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switch (op->second->readArity())
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{
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case unary:
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{
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eoMonOp<Chrom>& monop = (eoMonOp<Chrom>&)*(op->second);
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for (unsigned i = 0; i < pop.size(); i++)
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if (uniform() < op->first)
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monop(pop[i]);
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break;
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}
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case binary:
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{
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vector<unsigned> pos(pop.size(), 1);
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pos[0] = 0;
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partial_sum(pos.begin(), pos.end(), pos.begin());
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random_shuffle(pos.begin(), pos.end());
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cout << "pos = ";
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copy(pos.begin(), pos.end(),
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ostream_iterator<unsigned>(cout, " "));
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cout << endl;
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eoBinOp<Chrom>& binop = (eoBinOp<Chrom>&)*(op->second);
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for (unsigned i = 1; i < pop.size(); i += 2)
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if (uniform() < op->first)
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binop(pop[pos[i - 1]], pop[pos[i]]);
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break;
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}
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default:
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{
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cerr << "eoBreeder:operator() Not implemented yet!" << endl;
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exit(EXIT_FAILURE);
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break;
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}
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}
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}
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/// The class name.
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@ -22,8 +22,11 @@ using namespace std;
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#define MAXINT numeric_limits<int>::max()
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#define min _MIN
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#define max _MAX
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#else
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#include <limits.h>
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#else
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#include <float.h>
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#include <limits.h>
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#include <values.h>
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#ifndef MAXFLOAT
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#define MAXFLOAT (float)1e127
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#define MAXDOUBLE (double)1.79769313486231570e+308
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//-----------------------------------------------------------------------------
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#endif npi_DATATYPES_H
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#endif EODATA_H
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@ -11,39 +11,44 @@
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/******************************************************************************
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* eoInsertion: A replacement algorithm.
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* Takes two populations: breeders and original populations. At the en of the
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* process, the original population has chenge in the followin way:
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* (1) the worst individuals haa been erased
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* (2) the best individuals from the breeders has been added
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* Creates a new population with all the breeders and the best individuals
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* from the original population.
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*****************************************************************************/
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template<class Chrom> class eoInsertion: public eoMerge<Chrom>
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{
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public:
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/// (Default) Constructor.
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eoInsertion(const float& _rate = 1.0): eoMerge<Chrom>(_rate) {}
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eoInsertion(const float& _rate = 1.0): eoMerge(_rate) {}
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/**
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* Creates a new population based on breeders and original population
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* Creates a new population based on breeders and original populations.
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* @param breeders The population of breeders.
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* @param pop The original population.
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*/
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void operator()(const eoPop<Chrom>& breeders, eoPop<Chrom>& pop)
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{
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sort(pop.begin(), pop.end());
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int new_size = static_cast<int>(pop.size() * rate());
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cout << "new_size = " << new_size << endl;
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if (rated() > 1)
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pop.erase(pop.end() +
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(int)(pop.size() * (rate() - 1) - breeders.size()),
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pop.end());
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if (new_size == breeders.size())
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{
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pop = breeders;
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}
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else if (new_size < breeders.size())
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{
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pop = breeders;
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sort(pop.begin(), pop.end());
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pop.erase(pop.begin(), pop.begin() - new_size + pop.size());
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}
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else
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{
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cout << "eoInsertion no funciona con rate < 1"
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exit(1);
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sort(pop.begin(), pop.end());
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pop.erase(pop.begin(),
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pop.begin() + breeders.size() + pop.size() - new_size);
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copy(breeders.begin(), breeders.end(),
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back_insert_iterator<eoPop<Chrom> >(pop));
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}
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copy(breeders.begin(), breeders.end(),
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back_insert_iterator<eoPop<Chrom> >(pop));
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}
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};
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@ -6,11 +6,10 @@
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#define eoLottery_h
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//-----------------------------------------------------------------------------
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#include <functional>
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#include <numeric> // accumulate
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#include <eo> // eoPop eoSelect
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#include <functional> //
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#include <numeric> // accumulate
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#include <eo> // eoPop eoSelect MINFLOAT
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//-----------------------------------------------------------------------------
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/// eoLottery: a selection method.
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Reference in a new issue