AI-Perceptron-Simple

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}

=head1 NERVE DATA RELATED SUBROUTINES

This part is about saving the data of the nerve. These subroutines can be imported using the C<:local_data> tag.

B<The subroutines are to be called in the procedural way>. No checking is done currently.

See C<PERCEPTRON DATA> and C<KNOWN ISSUES> sections for more details on the subroutines in this section.

=head2 preserve ( ... )

The parameters and usage are the same as C<save_perceptron>. See the next subroutine.

=head2 save_perceptron ( $nerve, $nerve_file )

Saves the C<AI::Perceptron::Simple> object into a C<Storable> file. There shouldn't be a need to call this method manually since after every training 
process this will be called automatically.

=cut

sub preserve {
    save_perceptron( @_ );
}

sub save_perceptron {
    my $self = shift;
    my $nerve_file = shift;
    use Storable;
    store $self, $nerve_file;
    no Storable;
}

=head2 revive (...)

The parameters and usage are the same as C<load_perceptron>. See the next subroutine.

=head2 load_perceptron ( $nerve_file_to_load )

Loads the data and turns it into a C<AI::Perceptron::Simple> object as the return value.

=cut

sub revive {
    load_perceptron( @_ );
}

sub load_perceptron {
    my $nerve_file_to_load = shift;
    use Storable;
    my $loaded_nerve = retrieve( $nerve_file_to_load );
    no Storable;
    
    $loaded_nerve;
}

=head1 NERVE PORTABILITY RELATED SUBROUTINES

These subroutines can be imported using the C<:portable_data> tag.

The file type currently supported is YAML. Please be careful with the data as you won't want the nerve data accidentally modified.

=head2 preserve_as_yaml ( ... )

The parameters and usage are the same as C<save_perceptron_yaml>. See the next subroutine.

=head2 save_perceptron_yaml ( $nerve, $yaml_nerve_file )

Saves the C<AI::Perceptron::Simple> object into a C<YAML> file.

=cut

sub preserve_as_yaml {
    save_perceptron_yaml( @_ );
}

sub save_perceptron_yaml {
    my $self = shift;
    my $nerve_file = shift;
    use YAML;
    YAML::DumpFile( $nerve_file, $self );
    no YAML;
}

=head2 revive_from_yaml (...)

The parameters and usage are the same as C<load_perceptron>. See the next subroutine.

=head2 load_perceptron_yaml ( $yaml_nerve_file )

Loads the YAML data and turns it into a C<AI::Perceptron::Simple> object as the return value.

=cut

sub revive_from_yaml {
    load_perceptron_yaml( @_ );
}

sub load_perceptron_yaml {
    my $nerve_file_to_load = shift;
    use YAML;
    local $YAML::LoadBlessed = 1;
    my $loaded_nerve = YAML::LoadFile( $nerve_file_to_load );
    no YAML;
    
    $loaded_nerve;
}

=head1 TO DO

These are the to-do's that B<MIGHT> be done in the future. Don't put too much hope in them please :)

=over 4

=item * Clean up and refactor source codes

=item * Add more useful data for confusion matrix

=item * Implement shuffling data feature

=item * Implement fast/smart training feature



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