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16 changes: 12 additions & 4 deletions lib/Db/LoginAddressAggregatedMapper.php
Original file line number Diff line number Diff line change
Expand Up @@ -70,7 +70,9 @@ private function findHistoricIpv4(int $threshold, int $maxAge): array {
$qb->expr()->like('ip', $qb->createNamedParameter('_%._%._%._%')),
$qb->expr()->gte('last_seen', $qb->createNamedParameter($maxAge)),
$qb->expr()->lte('first_seen', $qb->createNamedParameter($threshold))
));
))
->orderBy('last_seen', 'DESC') // Use most recent data in case of limiting
->setMaxResults(15_000); // More data will like exhaust memory

return $this->findEntities($query);
}
Expand All @@ -84,7 +86,9 @@ private function findRecentIpV4(int $threshold): array {
->where($qb->expr()->andX(
$qb->expr()->like('ip', $qb->createNamedParameter('_%._%._%._%')),
$qb->expr()->gt('last_seen', $qb->createNamedParameter($threshold))
));
))
->orderBy('last_seen', 'DESC') // Use most recent data in case of limiting
->setMaxResults(3_000); // More data will like exhaust memory;

return $this->findEntities($query);
}
Expand Down Expand Up @@ -148,7 +152,9 @@ private function findHistoricIpv6(int $threshold, int $maxAge): array {
$qb->expr()->notLike('ip', $qb->createNamedParameter('_%._%._%._%')),
$qb->expr()->gte('last_seen', $qb->createNamedParameter($maxAge)),
$qb->expr()->lte('first_seen', $qb->createNamedParameter($threshold))
));
))
->orderBy('last_seen', 'DESC') // Use most recent data in case of limiting
->setMaxResults(15_000); // More data will like exhaust memory;

return $this->findEntities($query);
}
Expand All @@ -162,7 +168,9 @@ private function findRecentIpV6(int $threshold): array {
->where($qb->expr()->andX(
$qb->expr()->notLike('ip', $qb->createNamedParameter('_%._%._%._%')),
$qb->expr()->gt('last_seen', $qb->createNamedParameter($threshold))
));
))
->orderBy('last_seen', 'DESC') // Use most recent data in case of limiting
->setMaxResults(3_000); // More data will like exhaust memory

return $this->findEntities($query);
}
Expand Down
11 changes: 11 additions & 0 deletions lib/Service/DataLoader.php
Original file line number Diff line number Diff line change
Expand Up @@ -22,8 +22,11 @@
use function floor;
use function log;
use function max;
use function random_int;

class DataLoader {
private const MAX_SAMPLES_POSITIVES = 15_000;
private const MAX_SAMPLES_VALIDATE_POSITIVES = 3_000;

/** @var LoginAddressAggregatedMapper */
private $loginAddressMapper;
Expand Down Expand Up @@ -65,6 +68,14 @@ public function loadTrainingAndValidationData(TrainingDataConfig $dataConfig,

$positives = $this->addressesToDataSet($historyRaw, $strategy);
$validationPositives = $this->addressesToDataSet($recentRaw, $strategy);
if ($positives->count() > self::MAX_SAMPLES_POSITIVES) {
$threshold = (self::MAX_SAMPLES_POSITIVES / $positives->count()) * 100;
$positives = $positives->filter(fn () => random_int(0, 100) <= $threshold);
}
if ($validationPositives->count() > self::MAX_SAMPLES_VALIDATE_POSITIVES) {
$threshold = (self::MAX_SAMPLES_VALIDATE_POSITIVES / $validationPositives->count()) * 100;
$validationPositives = $validationPositives->filter(fn () => random_int(0, 100) <= $threshold);
}

return new CollectedData(
$positives,
Expand Down
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