Algorithm-Classifier-IsolationForest

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lib/Algorithm/Classifier/IsolationForest/App/Command/pack.pm  view on Meta::CPAN

package Algorithm::Classifier::IsolationForest::App::Command::pack;

use strict;
use warnings;
use Algorithm::Classifier::IsolationForest ();
use Algorithm::Classifier::IsolationForest::App -command;
use File::Slurp  qw(read_file write_file);
use Scalar::Util qw(looks_like_number);

# .iforest-packed v1 file layout (all little-endian):
#
#   offset  size  field
#   -----------------------------------------------------------
#        0    8   magic  -- ASCII "IFPKD\0\0\0"
#        8    2   version (uint16, currently 1)
#       10    2   reserved (uint16, must be 0)
#       12    4   n_pts   (uint32)
#       16    4   n_feats (uint32)
#       20  ...   n_pts * n_feats packed doubles ('d' pack format,
#                 little-endian per the IEEE-754 native layout)
#
# The format is intentionally minimal: the goal is to skip the CSV
# parse + pack_input_xs cost on subsequent scoring runs.  Models are
# not embedded -- the caller must pair the .iforest-packed file with a
# model that has the same n_features at score time.
use constant MAGIC      => 'IFPKD' . "\0\0\0";    # 8 bytes
use constant VERSION    => 1;
use constant HEADER_LEN => 20;

# Read a .iforest-packed file back into the pieces a scoring command
# needs.  Every field in the header above is checked, so a truncated or
# foreign file is reported by name rather than silently scored as noise.
#
# Args:
#   $path :: path to the .iforest-packed file, which must be readable.
#
# Returns: the three-element list ($n_pts, $n_feats, $bytes) -- the row
# count, the feature width, and the raw row-major double buffer as a
# string.  Dies with a message naming $path on a bad magic, an unsupported
# version, a non-zero reserved field, or a short read.
#
# Example:
#   my ( $n_pts, $n_feats, $bytes ) = _read_packed('data.iforest-packed');
#   length($bytes) == $n_pts * $n_feats * 8;   # true
sub _read_packed {
	my ($path) = @_;
	open my $fh, '<:raw', $path or die "open '$path' for read: $!\n";
	my $hdr;
	read( $fh, $hdr, HEADER_LEN ) == HEADER_LEN
		or die "'$path' is shorter than a packed-file header\n";
	my ( $magic, $version, $reserved, $n_pts, $n_feats ) = unpack( 'a8 v v V V', $hdr );
	die "'$path' does not look like a .iforest-packed file\n"
		unless $magic eq MAGIC;
	die "'$path' is .iforest-packed version $version; only " . VERSION . " is supported\n"
		unless $version == VERSION;
	die "'$path' has non-zero reserved field $reserved\n"
		unless $reserved == 0;
	my $bytes;
	my $want = $n_pts * $n_feats * 8;
	read( $fh, $bytes, $want ) == $want
		or die "'$path' truncated: wanted $want bytes, got " . ( defined $bytes ? length($bytes) : 0 ) . "\n";
	close $fh;
	return ( $n_pts, $n_feats, $bytes );
} ## end sub _read_packed

# Write a .iforest-packed file: the header above followed by the buffer.
# The write is atomic, so a consumer never sees a half-written file even
# if the pack is interrupted.
#
# Args:
#   $path :: where to write.  An existing file is replaced.
#   $n_pts :: the row count, recorded in the header.
#   $n_feats :: the feature width, recorded in the header.
#   $bytes :: the row-major double buffer as a string, normally straight
#             from pack_data.  Must be $n_pts * $n_feats * 8 bytes long --
#             nothing re-checks that here.
#
# Returns: nothing.  Dies through File::Slurp if the write fails.
#
# Example:
#   _write_packed( 'data.iforest-packed', $n_pts, $n_feats, $packed->{packed} );
sub _write_packed {
	my ( $path, $n_pts, $n_feats, $bytes ) = @_;
	my $hdr = pack( 'a8 v v V V', MAGIC, VERSION, 0, $n_pts, $n_feats );
	write_file( $path, { 'atomic' => 1, 'binmode' => ':raw' }, $hdr . $bytes );
}

# The public face of _read_packed; see the POD below.  Exists so predict,
# explain and bench all read the format the same way rather than each
# reaching for the underscore name.
sub read_packed_file { _read_packed(@_) }

# Cheap, allocation-light magic check; see the POD below.  This is how -i
# decides between a CSV and a packed file without being told which it was
# handed.
sub is_packed_file {
	my ($path) = @_;
	open my $fh, '<:raw', $path or return 0;
	my $magic;
	my $ok = read( $fh, $magic, 8 ) == 8;
	close $fh;
	return $ok && $magic eq MAGIC;
}

sub opt_spec {
	return (
		[
			'm=s',
			'Model JSON to validate n_features against.',
			{ 'default' => 'iforest_model.json', 'completion' => 'files' }
		],
		[ 'i=s', 'Input CSV to pack.',                { 'completion' => 'files' } ],
		[ 'o=s', 'Output .iforest-packed file path.', { 'completion' => 'files' } ],
		[ 'w',   'Overwrite -o if it already exists.' ],
	);
} ## end sub opt_spec

sub abstract { 'Pre-pack a CSV dataset into a binary file the scoring commands can read directly' }

sub description {
	'Reads a CSV, validates that every row has the same numeric



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