Algorithm-Classifier-IsolationForest
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my $seen_at_shutdown = rt( $c, { cmd => 'stats' } )->{ok}{seen};
subtest 'clean shutdown and resume' => sub {
is( stop_daemon($daemon), 0, 'SIGTERM exits 0' );
undef $daemon;
ok( !-e $sock, 'socket removed' );
ok( !-e $pidf, 'pid file removed' );
# latest.json is a complete model; the parent class loads it and it
# carries everything learned (the shutdown save flushed the tail).
require Algorithm::Classifier::IsolationForest;
my $m = Algorithm::Classifier::IsolationForest->load($latest);
isa_ok( $m, 'Algorithm::Classifier::IsolationForest::Online', 'latest.json' );
is( $m->seen, $seen_at_shutdown, 'shutdown save captured everything learned' );
# Restart with no creation knobs: resumes from latest.json.
$daemon = start_daemon( '--save-interval' => 60 );
my $c3 = connect_client();
is( rt( $c3, { cmd => 'stats' } )->{ok}{seen}, $seen_at_shutdown, 'restart resumed from latest.json' );
close $c3;
is( stop_daemon($daemon), 0, 'second daemon exits 0' );
undef $daemon;
}; ## end 'clean shutdown and resume' => sub
subtest 'raw munged values that CSV could never carry' => sub {
plan skip_all => 'Algorithm::ToNumberMunger is not installed'
unless eval { require Algorithm::ToNumberMunger; 1 };
# A munged online model via a prototype, in its own model dir.
my $mdir2 = "$tmp/models2";
my $proto = "$tmp/proto.json";
{
open my $fh, '>', $proto or die $!;
print {$fh} $JSON->encode(
{
format => 'Algorithm::Classifier::IsolationForest::Prototype',
class => 'online',
schema_version => 'd1',
schema_description => 'streamd munger test',
schema => {
feature_names => [ 'method', 'path_len' ],
mungers => {
method => { munger => 'http_method_enum', default => -1 },
path_len => { munger => 'length', from => 'path' },
},
},
params => { n_trees => 20, window_size => 64, max_leaf_samples => 8 },
}
);
close $fh;
}
$daemon = start_daemon(
'--save-interval' => 60,
'--model-dir' => $mdir2,
'-s' => 7,
'--prototype' => $proto
);
my $c4 = connect_client();
# Raw values with embedded commas, quotes, newline escapes, and
# unicode -- the reason the protocol is JSON.
my @raw = map { { method => 'GET', path => '/a,b/"c"/' . ( 'p' x ( 3 + $_ % 15 ) ) . "\x{2603}" } } 1 .. 60;
is_deeply(
rt( $c4, { rows => \@raw, mode => 'learn' } ),
{ ok => { learned => 60 } },
'raw tagged rows with hostile content learn cleanly'
);
my $r = rt( $c4, { row => { method => 'BREW', path => '/' . ( 'a' x 90 ) . ',oh no' }, tag => "t,\x{2603}" } );
like( $r->{score}, qr/\A[\d.eE+-]+\z/, 'raw anomalous row scores' );
is( $r->{tag}, "t,\x{2603}", 'unicode/comma tag round-trips' );
close $c4;
is( stop_daemon($daemon), 0, 'munged daemon exits 0' );
undef $daemon;
}; ## end 'raw munged values that CSV could never carry' => sub
subtest '--set runs named instances side by side' => sub {
my $sdir = "$tmp/sets";
my @knobs = ( '--save-interval' => 60, '-n' => 10, '--window' => 64, '--eta' => 8 );
my $alpha = spawn_daemon(
"$tmp/alpha.sock",
'--set' => 'alpha',
'--socket' => $tmp,
'--pid' => $tmp,
'--model-dir' => $sdir,
'-s' => 1,
@knobs
);
my $beta = spawn_daemon(
"$tmp/beta.sock",
'--set' => 'beta',
'--socket' => $tmp,
'--pid' => $tmp,
'--model-dir' => $sdir,
'-s' => 2,
@knobs
);
ok( -S "$tmp/alpha.sock", 'set alpha listens on <rundir>/alpha.sock' ) or diag( scalar `cat $logf` );
ok( -f "$tmp/alpha.pid", 'and writes <rundir>/alpha.pid' );
ok( -S "$tmp/beta.sock", 'set beta listens on <rundir>/beta.sock' );
my $ca = connect_client("$tmp/alpha.sock");
my $cb = connect_client("$tmp/beta.sock");
srand(6);
rt( $ca, { rows => [ map { [ rand, rand ] } 1 .. 30 ], mode => 'learn' } );
rt( $cb, { rows => [ map { [ rand, rand ] } 1 .. 5 ], mode => 'learn' } );
my $sa = rt( $ca, { cmd => 'stats' } );
my $sb = rt( $cb, { cmd => 'stats' } );
is( $sa->{ok}{set}, 'alpha', 'stats reports the set name' );
is( $sa->{ok}{seen}, 30, 'alpha learned its own stream' );
is( $sb->{ok}{set}, 'beta', 'beta reports its set name' );
is( $sb->{ok}{seen}, 5, 'beta is independent of alpha' );
my $saved = rt( $ca, { cmd => 'save' } )->{ok}{saved};
ok( -f "$sdir/alpha/$saved", 'saves land under <model-dir>/<set>/' );
is( readlink("$sdir/alpha/latest.json"), $saved, 'the set has its own latest.json symlink' );
ok( !-e "$sdir/beta/$saved", 'and beta did not get alpha\'s save' );
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