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examples/game_ai.pl  view on Meta::CPAN

        $_ = substr $_, 0, 1;
        tr/yn/10/;
    }
    printf "I think I will %s!\n\n", $actions[$net->winner([
        $health, 
        $knife, 
        $gun, 
        $enemies])];
}

sub prompt 
{
    my ($message,$domain) = @_;
    my $valid_response = 0;
    my $response;
    do {
        print $message;
        chomp($response = <STDIN>);
        exit if substr(lc $response, 0, 1) eq 'q';
        $valid_response = $response =~ /$domain/;
    } until $valid_response;
    return $response;
}

sub display_result
{
    my ($net,@data) = @_;
    my $result      = $net->winner(\@data);
    my @health      = qw/Poor Average Good/;
    my @knife       = qw/No Yes/;
    my @gun         = qw/No Yes/;
    printf $format, 
        $health[$_[1]], 
        $knife[$_[2]], 
        $gun[$_[3]], 

lib/AI/NeuralNet/Simple.pm  view on Meta::CPAN

if ( $] >= 5.006 ) {
    require XSLoader;
    XSLoader::load( 'AI::NeuralNet::Simple', $VERSION );
}
else {
    require DynaLoader;
    push @ISA, 'DynaLoader';
    AI::NeuralNet::Simple->bootstrap($VERSION);
}

sub handle { $_[0]->{handle} }

sub new {
    my ( $class, @args ) = @_;
    logdie "you must supply three positive integers to new()"
      unless 3 == @args;
    foreach (@args) {
        logdie "arguments to new() must be positive integers"
          unless defined $_ && /^\d+$/;
    }
    my $seed = rand(1);    # Perl invokes srand() on first call to rand()
    my $handle = c_new_network(@args);
    logdie "could not create new network" unless $handle >= 0;
    my $self = bless {
        input  => $args[0],
        hidden => $args[1],
        output => $args[2],
        handle => $handle,
    }, $class;
    $self->iterations(10000);    # set a reasonable default
}

sub train {
    my ( $self, $inputref, $outputref ) = @_;
    return c_train( $self->handle, $inputref, $outputref );
}

sub train_set {
    my ( $self, $set, $iterations, $mse ) = @_;
    $iterations ||= $self->iterations;
    $mse = -1.0 unless defined $mse;
    return c_train_set( $self->handle, $set, $iterations, $mse );
}

sub iterations {
    my ( $self, $iterations ) = @_;
    if ( defined $iterations ) {
        logdie "iterations() value must be a positive integer."
          unless $iterations
          and $iterations =~ /^\d+$/;
        $self->{iterations} = $iterations;
        return $self;
    }
    $self->{iterations};
}

sub delta {
    my ( $self, $delta ) = @_;
    return c_get_delta( $self->handle )              unless defined $delta;
    logdie "delta() value must be a positive number" unless $delta > 0.0;
    c_set_delta( $self->handle, $delta );
    return $self;
}

sub use_bipolar {
    my ( $self, $bipolar ) = @_;
    return c_get_use_bipolar( $self->handle ) unless defined $bipolar;
    c_set_use_bipolar( $self->handle, $bipolar );
    return $self;
}

sub infer {
    my ( $self, $data ) = @_;
    c_infer( $self->handle, $data );
}

sub winner {

    # returns index of largest value in inferred answer
    my ( $self, $data ) = @_;
    my $arrayref = c_infer( $self->handle, $data );

    my $largest = 0;
    for ( 0 .. $#$arrayref ) {
        $largest = $_ if $arrayref->[$_] > $arrayref->[$largest];
    }
    return $largest;
}

sub learn_rate {
    my ( $self, $rate ) = @_;
    return c_get_learn_rate( $self->handle ) unless defined $rate;
    logdie "learn rate must be between 0 and 1, exclusive"
      unless $rate > 0 && $rate < 1;
    c_set_learn_rate( $self->handle, $rate );
    return $self;
}

sub DESTROY {
    my $self = shift;
    c_destroy_network( $self->handle );
}

#
# Serializing hook for Storable
#

sub STORABLE_freeze {
    my ( $self, $cloning ) = @_;
    my $internal = c_export_network( $self->handle );

    # This is an excellent example where "we know better" than
    # the recommended way in Storable's man page...
    # Behaviour is the same whether we're cloning or not --RAM

    my %copy = %$self;
    delete $copy{handle};

    return ( "", \%copy, $internal );
}

#
# Deserializing hook for Storable
#
sub STORABLE_thaw {
    my ( $self, $cloning, $x, $copy, $internal ) = @_;
    %$self = %$copy;
    $self->{handle} = c_import_network($internal);
}

1;

__END__

=head1 NAME