Algorithm-Classifier-IsolationForest
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],
[ 'o=s', 'Output the results to this file instead of printing.', { 'completion' => 'files' } ],
[ 'w', 'If the file specified via -o exists, over write it.' ],
[ 'd', 'Include the input data in the output (CSV input only).' ],
[
'mode=s',
"What each row does: 'prequential' (score against the model as it stood, then learn -- the "
. "default), 'learn' (learn only, no output), or 'score' (score only, nothing learned).",
{ 'default' => 'prequential' }
],
[
'jsonl',
'Input lines are JSON rows instead of CSV: an array is positional, an object is a tagged row '
. '(full munger plan, raw values may contain anything JSON can). Output is the daemon\'s '
. 'reply JSON lines verbatim, one per request (--batch 1 for one per row).'
],
[
'batch=i',
'Rows per request message. Bigger amortises round trips; 1 gives per-row latency for '
. 'tail -F style pipelines.',
{ 'default' => 256 }
],
# command mode
[ 'ping', 'Check the daemon is alive; exits 0 on pong.' ],
[ 'stats', 'Print the daemon stats (seen, window, threshold, connections, set, ...).' ],
[ 'save', 'Ask the daemon to save the model now; prints the file name.' ],
[ 'relearn-threshold', 'Ask the daemon to relearn the contamination decision threshold.' ],
[ 'json', 'Command mode: print the raw JSON reply instead of the text rendering.' ],
);
} ## end sub opt_spec
sub abstract { 'Client for iforest streamd: stream rows through it or send it commands' }
sub description {
'Talks to a running `iforest streamd` daemon over its Unix socket,
speaking the same one-JSON-document-per-line protocol.
Stream mode (-i) feeds rows through the daemon and prints one result
per row, in order. Input is CSV by default (positional rows, matching
`iforest stream`; fields are sent as numbers when they look like
numbers and as raw strings otherwise, so munged columns pass through
untouched) and the output is `$score,$label` lines, with -d prepending
the input columns. With --jsonl each input line is instead a JSON row
-- an array for positional data, an object for a tagged row through
the full munger plan -- and the output is the daemon\'s reply JSON
lines verbatim. Rows are sent in --batch sized messages, lockstep;
each request is tagged with its starting input line number, so a bad
row dies naming the input line (rows earlier in that message were
already applied by the daemon -- prequential learning is not
transactional). All row validation is the daemon\'s: only it knows
whether the model munges.
Command mode sends exactly one of --ping, --stats, --save, or
--relearn-threshold and renders the reply as text (--json for the raw
reply). The exit code is 0 on ok and non-zero on error, connect
failure, or timeout, so `iforest streamc --set web --ping` works
directly in health checks.
--set/--socket resolve the socket path exactly as streamd does, so the
same flags reach the same daemon.
';
} ## end sub description
sub validate {
my ( $self, $opt, $args ) = @_;
if ( defined( $opt->{'set'} ) && $opt->{'set'} !~ /\A[A-Za-z0-9+\-@_]+\z/ ) {
$self->usage_error( '--set, "'
. $opt->{'set'}
. '", must match /\A[A-Za-z0-9+\-@_]+\z/ (letters, digits, and + - @ _ only)' );
}
my @cmds = grep { $opt->{$_} } qw(ping stats save relearn_threshold);
if ( defined( $opt->{'i'} ) ) {
if ( scalar @cmds ) {
$self->usage_error('-i may not be combined with --ping/--stats/--save/--relearn-threshold');
}
} elsif ( scalar @cmds != 1 ) {
$self->usage_error(
'need either -i (stream mode) or exactly one of --ping, --stats, --save, --relearn-threshold');
}
if ( defined( $opt->{'i'} ) && $opt->{'i'} ne '-' ) {
if ( !-f $opt->{'i'} ) {
$self->usage_error( '-i, "' . $opt->{'i'} . '", is not a file or does not exist' );
} elsif ( !-r $opt->{'i'} ) {
$self->usage_error( '-i, "' . $opt->{'i'} . '", is not readable' );
}
}
if ( defined( $opt->{'o'} ) && !$opt->{'w'} && -e $opt->{'o'} ) {
$self->usage_error( '-o, "' . $opt->{'o'} . '", already exists and -w is not specified' );
}
if ( $opt->{'mode'} !~ /\A(?:prequential|learn|score)\z/ ) {
$self->usage_error( '--mode, "' . $opt->{'mode'} . '", must be prequential, learn, or score' );
}
if ( $opt->{'d'} && $opt->{'jsonl'} ) {
$self->usage_error('-d only applies to CSV input; --jsonl replies are already self-describing');
}
if ( $opt->{'json'} && defined( $opt->{'i'} ) ) {
$self->usage_error('--json only applies to command mode');
}
if ( $opt->{'batch'} < 1 ) {
$self->usage_error( '--batch, "' . $opt->{'batch'} . '", must be >= 1' );
}
if ( $opt->{'timeout'} < 1 ) {
$self->usage_error( '--timeout, "' . $opt->{'timeout'} . '", must be >= 1' );
}
return 1;
} ## end sub validate
sub execute {
my ( $self, $opt, $args ) = @_;
# Lazily required for the same reason streamd does it: App::Cmd loads
# every command module up front, and the rest of the CLI should work
# on a box without JSON::MaybeXS.
eval { require JSON::MaybeXS; 1 }
or die( 'iforest streamc requires JSON::MaybeXS for its wire protocol; install it: ' . $@ );
$JSON = JSON::MaybeXS->new( utf8 => 1, canonical => 1 );
$TIMEOUT = $opt->{'timeout'};
# Resolve the socket exactly as streamd does (keep in sync with it):
# without a set the flag is the socket file; with one it is the base
# run dir holding <set>.sock.
my $socket;
if ( defined $opt->{'set'} ) {
my $run = defined $opt->{'socket'} ? $opt->{'socket'} : '/var/run/iforest_streamd';
$socket = File::Spec->catfile( $run, $opt->{'set'} . '.sock' );
} else {
$socket = defined $opt->{'socket'} ? $opt->{'socket'} : '/var/run/iforest_streamd/streamd.sock';
}
die( '--socket, "'
. $socket
. '", is '
. length($socket)
. ' bytes; Unix socket paths are limited to ~104 bytes -- use a shorter path'
. "\n" )
if length($socket) > 100;
$SOCK = IO::Socket::UNIX->new( Peer => $socket )
or die( 'failed to connect to "'
. $socket . '": '
. $!
. ' -- is streamd running'
. ( defined $opt->{'set'} ? ' with --set ' . $opt->{'set'} : '' ) . '?'
. "\n" );
$SOCK->autoflush(1);
# A daemon dropping us mid-write should surface as the read-side
# "no reply" error, not a silent SIGPIPE death.
local $SIG{PIPE} = 'IGNORE';
return _command( $self, $opt ) if !defined $opt->{'i'};
return _stream( $self, $opt );
} ## end sub execute
#-------------------------------------------------------------------------------
# wire helpers
#-------------------------------------------------------------------------------
sub _request {
my ($msg) = @_;
print {$SOCK} $JSON->encode($msg) . "\n";
my $reply = _read_reply();
die( 'no reply from the daemon within ' . $TIMEOUT . 's (or it closed the connection)' . "\n" )
unless defined $reply;
return $reply;
}
sub _read_reply {
my $deadline = time + $TIMEOUT;
my $sel = IO::Select->new($SOCK);
while ( $READ_BUF !~ /\n/ ) {
my $left = $deadline - time;
return undef if $left <= 0 || !$sel->can_read($left);
my $got = sysread( $SOCK, my $chunk, 65536 );
return undef unless $got;
$READ_BUF .= $chunk;
}
$READ_BUF =~ s/\A([^\n]*)\n//;
my $line = $1;
my $reply = eval { $JSON->decode($line) };
die( 'daemon sent an unparseable reply: ' . $@ ) if $@;
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