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binary_arithmetic_coding.pl
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binary_arithmetic_coding.pl
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#!/usr/bin/perl
# Daniel "Trizen" Șuteu
# Date: 07 May 2015
# https://github.com/trizen
# The binary arithmetic coding algorithm.
# See also:
# https://en.wikipedia.org/wiki/Arithmetic_coding
use 5.010;
use strict;
use warnings;
use Math::BigInt (try => 'GMP');
use Math::BigRat (try => 'GMP');
sub asciibet {
map { chr } 0 .. 255;
}
sub cumulative_freq {
my ($freq, $sum) = @_;
my %cf;
my $total = 0;
foreach my $c (asciibet()) {
if (exists $freq->{$c}) {
$cf{$c} = $total;
$total += $freq->{$c};
}
}
return %cf;
}
sub mass_function {
my ($freq, $sum) = @_;
my %p;
$p{$_} = Math::BigRat->new($freq->{$_}) / $sum for keys %{$freq};
return %p;
}
sub arithmethic_coding {
my ($str) = @_;
my @chars = split(//, $str);
my %freq;
$freq{$_}++ for @chars;
my $len = @chars;
my %p = mass_function(\%freq, $len);
my %cf = cumulative_freq(\%p, $len);
my $pf = Math::BigRat->new(1);
my $L = Math::BigRat->new(0);
foreach my $c (@chars) {
$L->badd($pf * $cf{$c});
$pf->bmul($p{$c});
}
my $U = $L + $pf;
my $big_two = Math::BigInt->new(2);
my $two_pow = Math::BigInt->new(1);
my $n = Math::BigRat->new(0);
my $bin = '';
for (my $i = Math::BigInt->new(1) ; ($n < $L || $n >= $U) ; $i->binc) {
my $m = Math::BigRat->new(1)->bdiv($two_pow->bmul($big_two));
if ($n + $m < $U) {
$n += $m;
$bin .= '1';
}
else {
$bin .= '0';
}
}
return ($bin, $len, \%freq);
}
sub arithmethic_decoding {
my ($enc, $len, $freq) = @_;
my $two_pow = Math::BigInt->new(1);
my $big_two = Math::BigInt->new(2);
my $line = Math::BigRat->new(0);
my @bin = split(//, $enc);
foreach my $i (0 .. $#bin) {
$line->badd(scalar Math::BigRat->new($bin[$i])->bdiv($two_pow->bmul($big_two)));
}
my %p = mass_function($freq, $len);
my %cf = cumulative_freq(\%p, $len);
my %df;
foreach my $k (keys %p) {
$df{$k} = $cf{$k} + $p{$k};
}
my $L = 0;
my $U = 1;
my $decoded = '';
my @chars = sort { $p{$a} <=> $p{$b} or $a cmp $b } keys %p;
my $i = 0;
while (1) {
foreach my $c (@chars) {
my $w = $U - $L;
my $low = $L + $w * $cf{$c};
my $high = $L + $w * $df{$c};
if ($low <= $line and $line < $high) {
($L, $U) = ($low, $high);
$decoded .= $c;
if (++$i == $len) {
return $decoded;
}
}
}
}
}
#
## Run some tests
#
foreach my $str (
'this is a message for you to encode and to decode correctly!',
join('', 'a' .. 'z', 0 .. 9, 'A' .. 'Z', 0 .. 9),
qw(DABDDB DABDDBBDDBA ABBDDD ABRACADABRA CoMpReSSeD Sidef Trizen google TOBEORNOTTOBEORTOBEORNOT),
'In a positional numeral system the radix, or base, is numerically equal to a number of different symbols '
. 'used to express the number. For example, in the decimal system the number of symbols is 10, namely 0, 1, 2, '
. '3, 4, 5, 6, 7, 8, and 9. The radix is used to express any finite integer in a presumed multiplier in polynomial '
. 'form. For example, the number 457 is actually 4×102 + 5×101 + 7×100, where base 10 is presumed but not shown explicitly.'
) {
my ($enc, $len, $freq) = arithmethic_coding($str);
my $dec = arithmethic_decoding($enc, $len, $freq);
say "Encoded: $enc";
say "Decoded: $dec";
if ($str ne $dec) {
die "\tHowever that is incorrect!";
}
say "-" x 80;
}