dded Uniform Crossover (!) and "deterministic" bit-filp mutation
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1 changed files with 137 additions and 4 deletions
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@ -1,3 +1,50 @@
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// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
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//-----------------------------------------------------------------------------
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// eoBitOp.h
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// (c) GeNeura Team, 2000 - EEAAX 2000 - Maarten Keijzer 2000
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/*
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This library is free software; you can redistribute it and/or
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modify it under the terms of the GNU Lesser General Public
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License as published by the Free Software Foundation; either
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version 2 of the License, or (at your option) any later version.
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This library is distributed in the hope that it will be useful,
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but WITHOUT ANY WARRANTY; without even the implied warranty of
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MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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Lesser General Public License for more details.
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You should have received a copy of the GNU Lesser General Public
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License along with this library; if not, write to the Free Software
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Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
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Contact: todos@geneura.ugr.es, http://geneura.ugr.es
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Marc.Schoenauer@polytechnique.fr
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mak@dhi.dk
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*/
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//-----------------------------------------------------------------------------
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// MS 17/10/2000
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// Added the uniform crossover - which, for some reasons, had dissapeared!
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// Added the eoDetBitFlip, which flips exactly num_bit bits
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// Aslo added the above standard header
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// I also want to start the discussion about the "gene" crossover.
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// I think the word "gene" is not appropriate: if real numbers are coded in
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// binary format, then a "gene" is a bit, and that's it
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// if you want to exchange real number per se, then use real coding
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//
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// Because all crossover operators here except that Gene crossover
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// ARE generic, i.e. appky to any vertor of something.
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// Note that for mutations, if instead of
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// chrom[i] = (chrom[i]) ? false : true;
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// we were calling something like
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// specific_mutate(chrom[i])
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// all mutation would also be generic ... except those eoBinNext and eoBinPrev
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// If anybody reads this and want to change that (I'm also testing to see
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// if someone ever reads the headers :-), drop me a mail
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// Marc (Marc.Schoenauer@polytechnique.fr)
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//-----------------------------------------------------------------------------
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//-----------------------------------------------------------------------------
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// eoBitOp.h
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// eoBitOp.h
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//-----------------------------------------------------------------------------
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//-----------------------------------------------------------------------------
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@ -12,7 +59,8 @@
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#include <eoInit.h> // eoMonOp
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#include <eoInit.h> // eoMonOp
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#include <ga/eoBin.h>
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#include <ga/eoBin.h>
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/** eoBinBitFlip --> changes a bit
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/** eoBinBitFlip --> changes 1 bit
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\class eoBinBitFlip eoBitOp.h ga/eoBitOp.h
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\class eoBinBitFlip eoBitOp.h ga/eoBitOp.h
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\ingroup bitstring
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\ingroup bitstring
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*/
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*/
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@ -35,6 +83,42 @@ template<class Chrom> class eoBinBitFlip: public eoMonOp<Chrom>
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}
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}
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};
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};
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/** eoDetBitFlip --> changes exactly k bits
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\class eoDetBitFlip eoBitOp.h ga/eoBitOp.h
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\ingroup bitstring
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*/
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template<class Chrom> class eoDetBitFlip: public eoMonOp<Chrom>
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{
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public:
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/**
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* (Default) Constructor.
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* @param _num_bit The number of bits to change
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* default is one - equivalent to eoBinBitFlip then
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*/
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eoDetBitFlip(const unsigned& _num_bit = 1): num_bit(_num_bit) {}
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/// The class name.
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string className() const { return "eoDetBitFlip"; }
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/**
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* Change num_bit bits.
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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)
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{
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chrom.invalidate();
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// does not check for duplicate: if someone volunteers ....
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for (unsigned k=0; k<num_bit; k++)
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{
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unsigned i = rng.random(chrom.size());
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chrom[i] = (chrom[i]) ? false : true;
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}
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}
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private:
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unsigned num_bit;
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};
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/** eoBinMutation --> classical mutation
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/** eoBinMutation --> classical mutation
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\class eoBinMutation eoBitOp.h ga/eoBitOp.h
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\class eoBinMutation eoBitOp.h ga/eoBitOp.h
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@ -172,7 +256,7 @@ template<class Chrom> class eoBinPrev: public eoMonOp<Chrom>
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};
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};
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/** eoBinCrossover --> classic 2-point crossover
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/** eoBinCrossover --> classic 1-point crossover
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\class eoBinCrossover eoBitOp.h ga/eoBitOp.h
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\class eoBinCrossover eoBitOp.h ga/eoBitOp.h
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\ingroup bitstring
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\ingroup bitstring
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*/
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*/
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@ -184,7 +268,7 @@ template<class Chrom> class eoBinCrossover: public eoQuadraticOp<Chrom>
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string className() const { return "eoBinCrossover"; }
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string className() const { return "eoBinCrossover"; }
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/**
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/**
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* 2-point crossover for binary chromosomes.
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* 1-point crossover for binary chromosomes.
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* @param chrom1 The first chromosome.
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* @param chrom1 The first chromosome.
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* @param chrom2 The first chromosome.
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* @param chrom2 The first chromosome.
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*/
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*/
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@ -204,6 +288,55 @@ template<class Chrom> class eoBinCrossover: public eoQuadraticOp<Chrom>
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};
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};
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/** eoBinUxOver --> classic Uniform crossover
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\class eoBinNxOver eoBitOp.h ga/eoBitOp.h
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\ingroup bitstring
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*/
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template<class Chrom> class eoBinUxOver: public eoQuadraticOp<Chrom>
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{
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public:
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/// (Default) Constructor.
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eoBinUxOver(const float& _preference = 0.5): preference(_preference)
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{
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if ( (_preference <= 0.0) || (_preference >= 1.0) )
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runtime_error("UxOver --> invalid preference");
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}
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/// The class name.
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string className() const { return "eoBinUxOver"; }
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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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* @runtime_error if sizes don't match
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*/
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void operator()(Chrom& chrom1, Chrom& chrom2)
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{
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if ( chrom1.size() != chrom2.size())
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runtime_error("UxOver --> chromosomes sizes don't match" );
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bool changed = false;
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for (unsigned int i=0; i<chrom1.size(); i++)
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{
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if (rng.flip(preference))
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{
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bool tmp = chrom1[i];
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chrom1[i]=chrom2[i];
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chrom2[i] = tmp;
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changed = true;
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}
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}
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if (changed)
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{
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chrom1.invalidate();
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chrom2.invalidate();
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}
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}
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private:
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float preference;
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};
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/** eoBinNxOver --> n-point crossover
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/** eoBinNxOver --> n-point crossover
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\class eoBinNxOver eoBitOp.h ga/eoBitOp.h
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\class eoBinNxOver eoBitOp.h ga/eoBitOp.h
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\ingroup bitstring
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\ingroup bitstring
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@ -212,7 +345,7 @@ template<class Chrom> class eoBinCrossover: public eoQuadraticOp<Chrom>
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template<class Chrom> class eoBinNxOver: public eoQuadraticOp<Chrom>
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template<class Chrom> class eoBinNxOver: public eoQuadraticOp<Chrom>
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{
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{
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public:
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public:
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/// (Defualt) Constructor.
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/// (Default) Constructor.
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eoBinNxOver(const unsigned& _num_points = 2): num_points(_num_points)
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eoBinNxOver(const unsigned& _num_points = 2): num_points(_num_points)
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{
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{
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if (num_points < 1)
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if (num_points < 1)
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