``````package Algorithm::MasterMind::Evolutionary_MO;

use warnings;
use strict;
use Carp;

use lib qw(../../lib ../../../../Algorithm-Evolutionary/lib/ ../../Algorithm-Evolutionary/lib/);

our \$VERSION =   sprintf "%d.%03d", q\$Revision: 1.1 \$ =~ /(\d+)\.(\d+)/g;

use base 'Algorithm::MasterMind';

use Algorithm::MasterMind qw(entropy);

use Algorithm::Evolutionary::Op::String_Mutation;
# use Algorithm::Evolutionary::Op::Permutation;
use Algorithm::Evolutionary::Op::Crossover;
use Algorithm::Evolutionary::Op::Easy_MO;
use Algorithm::Evolutionary::Individual::String;

# ---------------------------------------------------------------------------

sub fitness {
my \$self = shift;
my \$object = shift;
my \$combination = \$object->{'_str'};
my \$matches = \$self->matches( \$combination );
\$object->{'_matches'} = \$matches->{'matches'};
my \$fitness = 0;
my @rules = @{\$self->{'_rules'}};
my \$rules_string = \$combination;
for ( my \$r = 0; \$r <= \$#rules; \$r++) {
\$rules_string .= \$rules[\$r]->{'combination'};
\$fitness += abs( \$rules[\$r]->{'blacks'} - \$matches->{'result'}->[\$r]->{'blacks'} ) +
abs( \$rules[\$r]->{'whites'} - \$matches->{'result'}->[\$r]->{'whites'} );
}

return [ \$fitness, entropy(\$rules_string)];
}

sub initialize {
my \$self = shift;
my \$options = shift;
for my \$o ( keys %\$options ) {
\$self->{"_\$o"} = \$options->{\$o};
}

# Variation operators
my \$m = new Algorithm::Evolutionary::Op::String_Mutation; # Rate = 1
#  my \$p = new Algorithm::Evolutionary::Op::Permutation; # Rate = 1
my \$c = Algorithm::Evolutionary::Op::Crossover->new(2, 8 ); # Rate = 4

my \$fitness = sub { \$self->fitness(@_) };
my \$moga = new Algorithm::Evolutionary::Op::Easy_MO( \$fitness,
\$options->{'replacement_rate'},
[ \$m, \$c] );
\$self->{'_fitness'} = \$fitness;
\$self->{'_moga'} = \$moga;

}

sub issue_first {
my \$self = shift;

#Initialize population for next step
my @pop;
for ( 0.. (\$self->{'_pop_size'}-1) ) {
my \$indi = Algorithm::Evolutionary::Individual::String->new( \$self->{'_alphabet'},
\$self->{'_length'} );
push( @pop, \$indi );
}

\$self->{'_pop'}= \@pop;

return \$self->{'_last'} = \$self->issue_first_Knuth();;
}

sub issue_next {
my \$self = shift;
my \$rules =  \$self->number_of_rules();
my @alphabet = @{\$self->{'_alphabet'}};
my \$length = \$self->{'_length'};
my \$pop = \$self->{'_pop'};
my \$moga = \$self->{'_moga'};
map( \$_->evaluate( \$self->{'_fitness'}), @\$pop );
my @ranked_pop = sort { \$a->{_fitness}[0] <=> \$b->{_fitness}[0]; } @\$pop;

if ( \$ranked_pop[0]->{'_matches'} == \$rules ) { #Already found!
return  \$self->{'_last'} = \$ranked_pop[0]->{'_str'};
} else {
my @pop_by_matches;
my \$best;
do {
\$moga->apply( \$pop );
#      print "PoblaciĆ³n ", scalar @\$pop, "\n";
map( \$_->{'_matches'} = \$_->{'_matches'}?\$_->{'_matches'}:-1, @\$pop ); #To avoid warnings
@pop_by_matches = sort { \$b->{'_matches'} <=> \$a->{'_matches'} } @\$pop;
\$best = \$pop_by_matches[0];
} while ( \$best->{'_matches'} < \$rules );
return  \$self->{'_last'} = \$best->{'_str'};
}

}

"some blacks, 0 white"; # Magic true value required at end of module

__END__

Algorithm::MasterMind::Evolutionary_MO - Tries to compute new solution from last

use Algorithm::MasterMind::Evolutionary_MO;

Mainly used in test functions, and as a way of instantiating base
class.

Returns the vectorial fitness for each combination, which combines
entropy and the distance to a consistent combination.

Does nothing, really

This function, and all the rest, are directly inherited from base

Issues the first combination, which might be generated in a particular
way

Issues the next combination

JJ Merelo  C<< <jj@merelo.net> >>

This module is free software; you can redistribute it and/or
modify it under the same terms as Perl itself. See L<perlartistic>.

BECAUSE THIS SOFTWARE IS LICENSED FREE OF CHARGE, THERE IS NO WARRANTY
FOR THE SOFTWARE, TO THE EXTENT PERMITTED BY APPLICABLE LAW. EXCEPT WHEN
OTHERWISE STATED IN WRITING THE COPYRIGHT HOLDERS AND/OR OTHER PARTIES
PROVIDE THE SOFTWARE "AS IS" WITHOUT WARRANTY OF ANY KIND, EITHER
EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE
ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE SOFTWARE IS WITH
YOU. SHOULD THE SOFTWARE PROVE DEFECTIVE, YOU ASSUME THE COST OF ALL
NECESSARY SERVICING, REPAIR, OR CORRECTION.

IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MAY MODIFY AND/OR
REDISTRIBUTE THE SOFTWARE AS PERMITTED BY THE ABOVE LICENCE, BE
LIABLE TO YOU FOR DAMAGES, INCLUDING ANY GENERAL, SPECIAL, INCIDENTAL,
OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE USE OR INABILITY TO USE
THE SOFTWARE (INCLUDING BUT NOT LIMITED TO LOSS OF DATA OR DATA BEING
RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD PARTIES OR A
FAILURE OF THE SOFTWARE TO OPERATE WITH ANY OTHER SOFTWARE), EVEN IF
SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
SUCH DAMAGES.
``````