NAME
POE::Component::Algorithm::Evolutionary - Run evolutionary algorithms in a preemptive multitasking way.
VERSION
This document describes POE::Component::Algorithm::Evolutionary version 0.0.3
SYNOPSIS
use POE::Component::Algorithm::Evolutionary;
use Algorithm::Evolutionary qw( Individual::BitString Op::Creator
Op::CanonicalGA Op::Bitflip
Op::Crossover Op::GenerationalTerm
Fitness::Royal_Road);
my $bits = shift || 64;
my $block_size = shift || 4;
my $pop_size = shift || 256; #Population size
my $numGens = shift || 200; #Max number of generations
my $selection_rate = shift || 0.2;
#Initial population
my $creator = new Algorithm::Evolutionary::Op::Creator( $pop_size, 'BitString', { length => $bits });
# Variation operators
my $m = Algorithm::Evolutionary::Op::Bitflip->new( 1 );
my $c = Algorithm::Evolutionary::Op::Crossover->new(2, 4);
# Fitness function: create it and evaluate
my $rr = new Algorithm::Evolutionary::Fitness::Royal_Road( $block_size );
my $generation = Algorithm::Evolutionary::Op::CanonicalGA->new( $rr , $selection_rate , [$m, $c] ) ;
my $gterm = new Algorithm::Evolutionary::Op::GenerationalTerm 10;
POE::Component::Algorithm::Evolutionary->new( Fitness => $rr,
Creator => $creator,
Single_Step => $generation,
Terminator => $gterm,
Alias => 'Canonical' );
$poe_kernel->run();
DESCRIPTION
Not a lot here: it creates a component that uses POE to run an evolutionary algorithm
INTERFACE
AUTOLOAD
Automatically defines accesors for instance variables. For instance, $session->Fitness() would return the fitness object, of $self->Population() return the population hashref.
new
POE::Component::Algorithm::Evolutionary->new( Fitness => $rr, Creator => $creator, Single_Step => $generation, Terminator => $gterm, Alias => 'Canonical', After_Step => $after_step_code);
It's called with all components needed to run an evolutionary algorithm; to keep everything flexible they are created in advance. See the scripts/
directory for an example.
new_population
Called with a hashref to the new population to incorporate
start
Called internally for initializing population
generation
This is run once for each generation, until end condition is met
after_step
Run always after each generation, with hooks so that you can add your own code. The first argument for the subroutine will be a population hash, and the second the argument that the event receives.
finishing
Called when everything is over. Prints winner
CONFIGURATION AND ENVIRONMENT
POE::Component::Algorithm::Evolutionary requires no configuration files or environment variables.
DEPENDENCIES
Main dependence is Algorithm::Evolutionary; however, it's not included by default, since you must pick and choose the modules you are going to actually use.
INCOMPATIBILITIES
None reported.
BUGS AND LIMITATIONS
No bugs have been reported.
Please report any bugs or feature requests to bug-poe-component-algorithm-evolutionary@rt.cpan.org
, or through the web interface at http://rt.cpan.org.
AUTHOR
JJ Merelo <jj@merelo.net>
LICENCE AND COPYRIGHT
Copyright (c) 2009, JJ Merelo <jj@merelo.net>
. All rights reserved.
This module is free software; you can redistribute it and/or modify it under the same terms as Perl itself. See perlartistic.
CVS Info: $Date: 2009/02/13 09:22:57 $
$Header: /cvsroot/opeal/POE-Component-Algorithm-Evolutionary/lib/POE/Component/Algorithm/Evolutionary.pm,v 1.9 2009/02/13 09:22:57 jmerelo Exp $
$Author: jmerelo $
$Revision: 1.9 $ '
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