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use strict; #-*-cperl-*- |
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use warnings; |
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use lib qw(../../..); |
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=head1 NAME |
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Algorithm::Evolutionary::Op::Novelty_Mutation - Mutation guaranteeing new individual is not in the population |
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=head1 SYNOPSIS |
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my $mmdp = new Algorithm::Evolutionary::Fitness::MMDP; |
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my $bits = 36; |
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my @population; |
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for ( 1..100 ) { #Create and evaluate a population |
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my $indi = new Algorithm::Evolutionary::Individual::BitString $bits; |
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$indi->evaluate( $mmdp ); |
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push @population, $indi; |
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} |
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my $nm = new Algorithm::Evolutionary::Op::Novelty_Mutation $mmdp->{'_cache'}; #Initialize using cache |
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$nm->apply($population[$i]); |
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=head1 Base Class |
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L |
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=head1 DESCRIPTION |
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Attempts all possible mutations in order, until a "novelty" individual |
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is found. Generated individuals are checked against the population |
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hash, and discarded if they are already in the population. |
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=head1 METHODS |
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=cut |
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package Algorithm::Evolutionary::Op::Novelty_Mutation; |
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our $VERSION = sprintf "%d.%03d", q$Revision: 3.1 $ =~ /(\d+)\.(\d+)/g; # Hack for avoiding version mismatch |
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use Carp; |
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use Clone qw(clone); |
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use base 'Algorithm::Evolutionary::Op::Base'; |
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#Class-wide constants |
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our $ARITY = 1; |
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=head2 new( $ref_to_population_hash [,$priority] ) |
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Creates a new mutation operator with an operator application rate |
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(general for all ops), which defaults to 1, and stores the reference |
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to population hash. |
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=cut |
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sub new { |
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my $class = shift; |
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my $ref_to_population_hash = shift || croak "No pop hash here, fella!"; |
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my $rate = shift || 1; |
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my $hash = { population_hashref => $ref_to_population_hash }; |
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my $self = Algorithm::Evolutionary::Op::Base::new( 'Algorithm::Evolutionary::Op::Novelty_Mutation', $rate, $hash ); |
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return $self; |
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} |
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=head2 apply( $chromosome ) |
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Applies mutation operator to a "Chromosome", a bitstring, really. Can be |
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applied only to I composed of [0,1] atoms, independently of representation; but |
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it checks before application that the operand is of type |
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L. |
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=cut |
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sub apply ($;$){ |
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my $self = shift; |
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my $arg = shift || croak "No victim here!"; |
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my $test_clone; |
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my $size = $arg->size(); |
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for ( my $i = 0; $i < $size; $i++ ) { |
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if ( (ref $arg ) =~ /BitString/ ) { |
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$test_clone = clone( $arg ); |
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} else { |
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$test_clone = $arg->clone(); |
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} |
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$test_clone->Atom( $i, $test_clone->Atom( $i )?0:1 ); |
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last if !$self->{'_population_hashref'}->{$test_clone->Chrom()}; #Exit if not found in the population |
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} |
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if ( $test_clone->Chrom() eq $arg->Chrom() ) { # Nothing done, zap |
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for ( my $i = 0; $i < $size; $i++ ) { |
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$test_clone->Atom( $i, (rand(100)>50)?0:1 ); |
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} |
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} |
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$test_clone->{'_fitness'} = undef ; |
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return $test_clone; |
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} |
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=head1 Copyright |
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This file is released under the GPL. See the LICENSE file included in this distribution, |
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or go to http://www.fsf.org/licenses/gpl.txt |
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CVS Info: $Date: 2011/02/14 06:55:36 $ |
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$Header: /cvsroot/opeal/Algorithm-Evolutionary/lib/Algorithm/Evolutionary/Op/Novelty_Mutation.pm,v 3.1 2011/02/14 06:55:36 jmerelo Exp $ |
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$Author: jmerelo $ |
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$Revision: 3.1 $ |
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$Name $ |
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=cut |
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