Algorithm-Classifier-IsolationForest
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t/02-accel-selection.t view on Meta::CPAN
for my $i ( 0 .. $#$sc ) {
my $d = abs( $sc->[$i] - $sp->[$i] );
$max_diff = $d if $d > $max_diff;
}
cmp_ok( $max_diff, '<', 1e-9, "C and Perl scores agree (max diff $max_diff)" );
# Labels at the default cutoff must match exactly.
my $lc = $fc->predict( \@data );
my $lp = $fp->predict( \@data );
my $mismatches = grep { $lc->[$_] != $lp->[$_] } 0 .. $#$lc;
is( $mismatches, 0, 'predict() labels agree across backends' );
}; ## end 'C-backed and Perl-fallback scores agree' => sub
} ## end SKIP:
SKIP: {
skip 'OpenMP not linked in', 1 unless $HAS_OPENMP;
subtest 'use_openmp => 0 keeps C backend, disables parallel walk' => sub {
my $f = $CLASS->new(
n_trees => 20,
sample_size => 32,
seed => 3,
use_openmp => 0,
);
is( $f->{_use_c}, 1, '_use_c stays on with use_openmp => 0' );
is( $f->{_use_openmp}, 0, '_use_openmp is 0 after use_openmp => 0' );
$f->fit( \@data );
my $scores = $f->score_samples( \@data );
is( scalar @$scores, scalar @data, 'serial C path still scores every sample' );
}; ## end 'use_openmp => 0 keeps C backend, disables parallel walk' => sub
subtest 'use_openmp => 1 honoured when $HAS_OPENMP is set' => sub {
my $f = $CLASS->new(
n_trees => 20,
sample_size => 32,
seed => 3,
use_openmp => 1,
);
is( $f->{_use_openmp}, 1, '_use_openmp is 1 after use_openmp => 1' );
};
} ## end SKIP:
subtest 'use_openmp clamped to 0 when use_c is off' => sub {
# OpenMP only matters with the C tree walk; if the C backend is off
# the OpenMP flag is meaningless, so the constructor should clear it
# rather than leaving it set to a value that never gets read.
my $f = $CLASS->new(
n_trees => 10,
sample_size => 16,
seed => 1,
use_c => 0,
use_openmp => 1,
);
is( $f->{_use_c}, 0, '_use_c is 0' );
is( $f->{_use_openmp}, 0, '_use_openmp clamped to 0 since C backend is off' );
}; ## end 'use_openmp clamped to 0 when use_c is off' => sub
subtest 'use_c => 1 clamped against $HAS_C in the constructor' => sub {
# Fake "no Inline::C compiled" by localising the package flags. The
# XS subs themselves remain defined in this process (they were loaded
# at module init), but the constructor's contract is to clamp against
# $HAS_C so a fresh build without Inline::C wouldn't end up calling
# an undefined sub at score time.
local $Algorithm::Classifier::IsolationForest::HAS_C = 0;
local $Algorithm::Classifier::IsolationForest::HAS_OPENMP = 0;
my $f = $CLASS->new(
n_trees => 10,
sample_size => 16,
seed => 1,
use_c => 1,
use_openmp => 1,
);
is( $f->{_use_c}, 0, 'use_c => 1 clamped to 0 when $HAS_C is 0' );
is( $f->{_use_openmp}, 0, 'use_openmp => 1 clamped to 0 when $HAS_OPENMP is 0' );
# Defaults follow the (faked) flags too.
my $g = $CLASS->new( n_trees => 10, sample_size => 16, seed => 1 );
is( $g->{_use_c}, 0, 'default _use_c follows the faked $HAS_C' );
is( $g->{_use_openmp}, 0, 'default _use_openmp follows the faked $HAS_OPENMP' );
}; ## end 'use_c => 1 clamped against $HAS_C in the constructor' => sub
subtest 'use_openmp => 1 clamped against $HAS_OPENMP' => sub {
# $HAS_C stays on so the C backend is still picked up; only OpenMP
# is faked off. use_openmp => 1 should clamp to 0.
local $Algorithm::Classifier::IsolationForest::HAS_OPENMP = 0;
my $f = $CLASS->new(
n_trees => 10,
sample_size => 16,
seed => 1,
use_openmp => 1,
);
is( $f->{_use_c}, $HAS_C, '_use_c follows $HAS_C' );
is( $f->{_use_openmp}, 0, 'use_openmp => 1 clamped to 0 when $HAS_OPENMP is 0' );
}; ## end 'use_openmp => 1 clamped against $HAS_OPENMP' => sub
subtest 'pack_data croaks when use_c is off' => sub {
my $f = $CLASS->new(
n_trees => 10,
sample_size => 20,
seed => 9,
use_c => 0,
);
$f->fit( \@data );
eval { $f->pack_data( \@data ) };
like( $@, qr/requires the Inline::C backend/, 'pack_data refuses to run without the C backend' );
}; ## end 'pack_data croaks when use_c is off' => sub
# ------------------------------------------------------------------------
# CLI: `iforest accel` should run cleanly and report a status consistent
# with the package flags this process sees. We bypass it entirely if
# bin/iforest isn't there (e.g. unusual install layouts).
# ------------------------------------------------------------------------
SKIP: {
my $bin = File::Spec->rel2abs('bin/iforest');
skip "bin/iforest not found", 1 unless -x $bin;
subtest 'iforest accel CLI reports a consistent status' => sub {
my $out = `$^X -Ilib $bin accel 2>&1`;
is( $?, 0, 'iforest accel exits 0' );
like( $out, qr/Algorithm::Classifier::IsolationForest acceleration status/, 'prints the status header' );
like( $out, qr/Inline::C\s*:/, 'mentions Inline::C' );
like( $out, qr/OpenMP\s*:/, 'mentions OpenMP' );
like( $out, qr/SIMD\s*:/, 'mentions SIMD' );
like( $out, qr/C object\s*:/, 'mentions the C object source' );
like( $out, qr/Active backend:/, 'prints an Active backend line' );
# The C object line must always resolve to one of the three
# states, consistent with the availability row in the same
# output (the CLI runs in its own process, so we compare the
# CLI's output against itself, not against this process's
# flags -- prebuilt vs runtime may legitimately differ).
if ( $out =~ /Inline::C\s*:\s*available/ ) {
like(
$out,
qr/C object\s*:\s*(prebuilt at install time|compiled at run time)/,
'C object line says prebuilt or runtime when C is active'
);
like(
$out,
qr/Active backend:.*-- (prebuilt at install time|compiled at run time)/,
'Active backend summary includes the C object source'
);
} else {
like( $out, qr/C object\s*:\s*none/, 'C object line says none without a C backend' );
}
# Cross-check the per-feature status lines against the package
# flags the test process observed. This is what makes this test
# actually verify selection rather than just "doesn't crash".
if ($HAS_C) {
like( $out, qr/Inline::C\s*:\s*available/, 'CLI reports Inline::C available, matching $HAS_C' );
} else {
like( $out, qr/Inline::C\s*:\s*not available/, 'CLI reports Inline::C not available, matching $HAS_C' );
}
if ($HAS_OPENMP) {
like( $out, qr/OpenMP\s*:\s*available/, 'CLI reports OpenMP available, matching $HAS_OPENMP' );
} else {
like( $out, qr/OpenMP\s*:\s*not available/, 'CLI reports OpenMP not available, matching $HAS_OPENMP' );
}
if ($HAS_SIMD) {
like( $out, qr/SIMD\s*:\s*available/, 'CLI reports SIMD available, matching $HAS_SIMD' );
} else {
like( $out, qr/SIMD\s*:\s*not available/, 'CLI reports SIMD not available, matching $HAS_SIMD' );
}
# The "Active backend:" summary should reflect the same picture.
if ( $HAS_C && ( $HAS_OPENMP || $HAS_SIMD ) ) {
like( $out, qr/Active backend:\s*Inline::C with /, 'summary names Inline::C plus features' );
} elsif ($HAS_C) {
like(
$out,
qr/Active backend:\s*Inline::C \(serial, scalar\)/,
'summary names serial/scalar Inline::C'
);
} else {
like( $out, qr/Active backend:\s*pure Perl/, 'summary falls back to pure Perl' );
}
}; ## end 'iforest accel CLI reports a consistent status' => sub
} ## end SKIP:
diag( sprintf 'test ran with HAS_C=%d HAS_OPENMP=%d HAS_SIMD=%d', $HAS_C, $HAS_OPENMP, $HAS_SIMD );
done_testing;
( run in 0.628 second using v1.01-cache-2.11-cpan-600a1bdf6e4 )