AI-NeuralNet-BackProp
view release on metacpan or search on metacpan
BackProp.pm view on Meta::CPAN
sub weight {}
# Compliance with neuron interface
sub register_synapse {
my $self = shift;
my $sid = $self->{REGISTRATION} || 0;
$self->{REGISTRATION} = ++$sid;
$self->{RMAP}->{$sid-1} = $self->{PARENT}->{_tmp_synapse};
return $sid-1;
}
# This acts just like a regular neuron by receiving
# values from input synapes. Yet, unlike a regularr
# neuron, it doesnt weight the values, just stores
# them to be retrieved by a call to map().
sub input {
no strict 'refs';
my $self = shift;
my $sid = shift;
my $value = shift;
my $size = $self->{PARENT}->{DIV};
my $flag = 1;
$self->{OUTPUT}->[$sid]->{VALUE} = $self->{PARENT}->intr($value);
$self->{OUTPUT}->[$sid]->{FIRED} = 1;
AI::NeuralNet::BackProp::out1 "Received value $self->{OUTPUT}->[$sid]->{VALUE} and sid $sid, self $self.\n";
}
# Here we simply collect the value of every neuron connected to this
# one from the layer below us and return an array ref to the final map..
sub map {
my $self = shift;
my $size = $self->{PARENT}->{DIV};
my $out = $self->{PARENT}->{OUT};
my $divide = AI::NeuralNet::BackProp->intr($size/$out);
my @map = ();
my $value;
AI::NeuralNet::BackProp::out1 "Num output neurons: $out, Input neurons: $size, Division: $divide\n";
for(0..$out-1) {
$value=0;
for my $a (0..$divide-1) {
$value += $self->{OUTPUT}->[($_*$divide)+$a]->{VALUE};
AI::NeuralNet::BackProp::out1 "\$a is $a, index is ".(($_*$divide)+$a).", value is $self->{OUTPUT}->[($_*$divide)+$a]->{VALUE}\n";
}
$map[$_] = AI::NeuralNet::BackProp->intr($value/$divide);
AI::NeuralNet::BackProp::out1 "Map position $_ is $map[$_] in @{[\@map]} with self set to $self.\n";
$self->{OUTPUT}->[$_]->{FIRED} = 0;
}
my $ret=\@map;
return $self->{PARENT}->_range($ret);
}
1;
# load_pcx() wrapper package
package AI::NeuralNet::BackProp::PCX;
# Called by load_pcx in AI::NeuralNet::BackProp;
sub new {
my $type = shift;
my $self = {
parent => $_[0],
file => $_[1]
};
my (@a,@b)=load_pcx($_[1]);
$self->{image}=\@a;
$self->{palette}=\@b;
bless \%{$self}, $type;
}
# Returns a rectangular block defined by an array ref in the form of
# [$x1,$y1,$x2,$y2]
# Return value is an array ref
sub get_block {
my $self = shift;
my $ref = shift;
my ($x1,$y1,$x2,$y2) = @{$ref};
my @block = ();
my $count = 0;
for my $x ($x1..$x2-1) {
for my $y ($y1..$y2-1) {
$block[$count++] = $self->get($x,$y);
}
}
return \@block;
}
# Returns pixel at $x,$y
sub get {
my $self = shift;
my ($x,$y) = (shift,shift);
return $self->{image}->[$y*320+$x];
}
# Returns array of (r,g,b) value from palette index passed
sub rgb {
my $self = shift;
my $color = shift;
return ($self->{palette}->[$color]->{red},$self->{palette}->[$color]->{green},$self->{palette}->[$color]->{blue});
}
# Returns mean of (rgb) value of palette index passed
sub avg {
my $self = shift;
my $color = shift;
return $self->{parent}->intr(($self->{palette}->[$color]->{red}+$self->{palette}->[$color]->{green}+$self->{palette}->[$color]->{blue})/3);
}
# Loads and decompresses a PCX-format 320x200, 8-bit image file and returns
# two arrays, first is a 64000-byte long array, each element contains a palette
# index, and the second array is a 255-byte long array, each element is a hash
# ref with the keys 'red', 'green', and 'blue', each key contains the respective color
# component for that color index in the palette.
sub load_pcx {
shift if(substr($_[0],0,4) eq 'AI::');
# open the file
open(FILE, "$_[0]");
binmode(FILE);
my $tmp;
my @image;
my @palette;
my $data;
# Read header
read(FILE,$tmp,128);
# load the data and decompress into buffer
my $count=0;
while($count<320*200) {
# get the first piece of data
read(FILE,$data,1);
$data=ord($data);
# is this a rle?
if ($data>=192 && $data<=255) {
# how many bytes in run?
my $num_bytes = $data-192;
# get the actual $data for the run
read(FILE, $data, 1);
$data=ord($data);
# replicate $data in buffer num_bytes times
while($num_bytes-->0) {
$image[$count++] = $data;
} # end while
} else {
# actual $data, just copy it into buffer at next location
$image[$count++] = $data;
} # end else not rle
}
# move to end of file then back up 768 bytes i.e. to begining of palette
seek(FILE,-768,2);
# load the pallete into the palette
for my $index (0..255) {
# get the red component
read(FILE,$tmp,1);
$palette[$index]->{red} = ($tmp>>2);
# get the green component
read(FILE,$tmp,1);
$palette[$index]->{green} = ($tmp>>2);
( run in 1.120 second using v1.01-cache-2.11-cpan-2398b32b56e )