JobQueueDB.php

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<?php
use MediaWiki\MediaWikiServices;
use Wikimedia\Rdbms\DBConnectionError;
use Wikimedia\Rdbms\DBError;
use Wikimedia\Rdbms\IDatabase;
use Wikimedia\Rdbms\IMaintainableDatabase;
use Wikimedia\Rdbms\IReadableDatabase;
use Wikimedia\Rdbms\RawSQLValue;
use Wikimedia\Rdbms\SelectQueryBuilder;
use Wikimedia\Rdbms\ServerInfo;
 
class JobQueueDB extends JobQueue {
    /* seconds to cache info without re-validating */
    private const CACHE_TTL_SHORT = 30;
    /* seconds a job can live once claimed */
    private const MAX_AGE_PRUNE = 7 * 24 * 3600;
    private const MAX_JOB_RANDOM = 2_147_483_647;
    /* maximum number of rows to skip */
    private const MAX_OFFSET = 255;
 
    protected $conn;
 
    protected $server;
    protected $cluster;
 
    protected function __construct( array $params ) {
        parent::__construct( $params );
 
        if ( isset( $params['server'] ) ) {
            $this->server = $params['server'];
            // Always use autocommit mode, even if DBO_TRX is configured
            $this->server['flags'] ??= 0;
            $this->server['flags'] &= ~( IDatabase::DBO_TRX | IDatabase::DBO_DEFAULT );
        } elseif ( isset( $params['cluster'] ) && is_string( $params['cluster'] ) ) {
            $this->cluster = $params['cluster'];
        }
    }
 
    protected function supportedOrders() {
        return [ 'random', 'timestamp', 'fifo' ];
    }
 
    protected function optimalOrder() {
        return 'random';
    }
 
    protected function doIsEmpty() {
        $dbr = $this->getReplicaDB();
        try {
            // unclaimed job
            $found = (bool)$dbr->newSelectQueryBuilder()
                ->select( '1' )
                ->from( 'job' )
                ->where( [ 'job_cmd' => $this->type, 'job_token' => '' ] )
                ->caller( __METHOD__ )->fetchField();
        } catch ( DBError $e ) {
            throw $this->getDBException( $e );
        }
 
        return !$found;
    }
 
    protected function doGetSize() {
        $key = $this->getCacheKey( 'size' );
 
        $size = $this->wanCache->get( $key );
        if ( is_int( $size ) ) {
            return $size;
        }
 
        $dbr = $this->getReplicaDB();
        try {
            $size = $dbr->newSelectQueryBuilder()
                ->from( 'job' )
                ->where( [ 'job_cmd' => $this->type, 'job_token' => '' ] )
                ->caller( __METHOD__ )->fetchRowCount();
        } catch ( DBError $e ) {
            throw $this->getDBException( $e );
        }
        $this->wanCache->set( $key, $size, self::CACHE_TTL_SHORT );
 
        return $size;
    }
 
    protected function doGetAcquiredCount() {
        if ( $this->claimTTL <= 0 ) {
            return 0; // no acknowledgements
        }
 
        $key = $this->getCacheKey( 'acquiredcount' );
 
        $count = $this->wanCache->get( $key );
        if ( is_int( $count ) ) {
            return $count;
        }
 
        $dbr = $this->getReplicaDB();
        try {
            $count = $dbr->newSelectQueryBuilder()
                ->from( 'job' )
                ->where( [
                    'job_cmd' => $this->type,
                    $dbr->expr( 'job_token', '!=', '' ),
                ] )
                ->caller( __METHOD__ )->fetchRowCount();
        } catch ( DBError $e ) {
            throw $this->getDBException( $e );
        }
        $this->wanCache->set( $key, $count, self::CACHE_TTL_SHORT );
 
        return $count;
    }
 
    protected function doGetAbandonedCount() {
        if ( $this->claimTTL <= 0 ) {
            return 0; // no acknowledgements
        }
 
        $key = $this->getCacheKey( 'abandonedcount' );
 
        $count = $this->wanCache->get( $key );
        if ( is_int( $count ) ) {
            return $count;
        }
 
        $dbr = $this->getReplicaDB();
        try {
            $count = $dbr->newSelectQueryBuilder()
                ->from( 'job' )
                ->where(
                    [
                        'job_cmd' => $this->type,
                        $dbr->expr( 'job_token', '!=', '' ),
                        $dbr->expr( 'job_attempts', '>=', $this->maxTries ),
                    ]
                )
                ->caller( __METHOD__ )->fetchRowCount();
        } catch ( DBError $e ) {
            throw $this->getDBException( $e );
        }
 
        $this->wanCache->set( $key, $count, self::CACHE_TTL_SHORT );
 
        return $count;
    }
 
    protected function doBatchPush( array $jobs, $flags ) {
        $dbw = $this->getPrimaryDB();
        // In general, there will be two cases here:
        // a) sqlite; DB connection is probably a regular round-aware handle.
        // If the connection is busy with a transaction, then defer the job writes
        // until right before the main round commit step. Any errors that bubble
        // up will rollback the main commit round.
        // b) mysql/postgres; DB connection is generally a separate CONN_TRX_AUTOCOMMIT handle.
        // No transaction is active nor will be started by writes, so enqueue the jobs
        // now so that any errors will show up immediately as the interface expects. Any
        // errors that bubble up will rollback the main commit round.
        $fname = __METHOD__;
        $dbw->onTransactionPreCommitOrIdle(
            function ( IDatabase $dbw ) use ( $jobs, $flags, $fname ) {
                $this->doBatchPushInternal( $dbw, $jobs, $flags, $fname );
            },
            $fname
        );
    }
 
    public function doBatchPushInternal( IDatabase $dbw, array $jobs, $flags, $method ) {
        if ( $jobs === [] ) {
            return;
        }
 
        $rowSet = []; // (sha1 => job) map for jobs that are de-duplicated
        $rowList = []; // list of jobs for jobs that are not de-duplicated
        foreach ( $jobs as $job ) {
            $row = $this->insertFields( $job, $dbw );
            if ( $job->ignoreDuplicates() ) {
                $rowSet[$row['job_sha1']] = $row;
            } else {
                $rowList[] = $row;
            }
        }
 
        if ( $flags & self::QOS_ATOMIC ) {
            $dbw->startAtomic( $method ); // wrap all the job additions in one transaction
        }
        try {
            // Strip out any duplicate jobs that are already in the queue...
            if ( count( $rowSet ) ) {
                $res = $dbw->newSelectQueryBuilder()
                    ->select( 'job_sha1' )
                    ->from( 'job' )
                    ->where(
                        [
                            // No job_type condition since it's part of the job_sha1 hash
                            'job_sha1' => array_map( 'strval', array_keys( $rowSet ) ),
                            'job_token' => '' // unclaimed
                        ]
                    )
                    ->caller( $method )->fetchResultSet();
                foreach ( $res as $row ) {
                    wfDebug( "Job with hash '{$row->job_sha1}' is a duplicate." );
                    unset( $rowSet[$row->job_sha1] ); // already enqueued
                }
            }
            // Build the full list of job rows to insert
            $rows = array_merge( $rowList, array_values( $rowSet ) );
            // Insert the job rows in chunks to avoid replica DB lag...
            foreach ( array_chunk( $rows, 50 ) as $rowBatch ) {
                $dbw->newInsertQueryBuilder()
                    ->insertInto( 'job' )
                    ->rows( $rowBatch )
                    ->caller( $method )->execute();
            }
            $this->incrStats( 'inserts', $this->type, count( $rows ) );
            $this->incrStats( 'dupe_inserts', $this->type,
                count( $rowSet ) + count( $rowList ) - count( $rows )
            );
        } catch ( DBError $e ) {
            throw $this->getDBException( $e );
        }
        if ( $flags & self::QOS_ATOMIC ) {
            $dbw->endAtomic( $method );
        }
    }
 
    protected function doPop() {
        $job = false; // job popped off
        try {
            $uuid = wfRandomString( 32 ); // pop attempt
            do { // retry when our row is invalid or deleted as a duplicate
                // Try to reserve a row in the DB...
                if ( in_array( $this->order, [ 'fifo', 'timestamp' ] ) ) {
                    $row = $this->claimOldest( $uuid );
                } else { // random first
                    $rand = mt_rand( 0, self::MAX_JOB_RANDOM ); // encourage concurrent UPDATEs
                    $gte = (bool)mt_rand( 0, 1 ); // find rows with rand before/after $rand
                    $row = $this->claimRandom( $uuid, $rand, $gte );
                }
                // Check if we found a row to reserve...
                if ( !$row ) {
                    break; // nothing to do
                }
                $this->incrStats( 'pops', $this->type );
 
                // Get the job object from the row...
                $job = $this->jobFromRow( $row );
                break; // done
            } while ( true );
 
            if ( !$job || mt_rand( 0, 9 ) == 0 ) {
                // Handled jobs that need to be recycled/deleted;
                // any recycled jobs will be picked up next attempt
                $this->recycleAndDeleteStaleJobs();
            }
        } catch ( DBError $e ) {
            throw $this->getDBException( $e );
        }
 
        return $job;
    }
 
    protected function claimRandom( $uuid, $rand, $gte ) {
        $dbw = $this->getPrimaryDB();
        // Check cache to see if the queue has <= OFFSET items
        $tinyQueue = $this->wanCache->get( $this->getCacheKey( 'small' ) );
 
        $invertedDirection = false; // whether one job_random direction was already scanned
        // This uses a replication safe method for acquiring jobs. One could use UPDATE+LIMIT
        // instead, but that either uses ORDER BY (in which case it deadlocks in MySQL) or is
        // not replication safe. Due to https://bugs.mysql.com/bug.php?id=6980, subqueries cannot
        // be used here with MySQL.
        do {
            if ( $tinyQueue ) { // queue has <= MAX_OFFSET rows
                // For small queues, using OFFSET will overshoot and return no rows more often.
                // Instead, this uses job_random to pick a row (possibly checking both directions).
                $row = $dbw->newSelectQueryBuilder()
                    ->select( self::selectFields() )
                    ->from( 'job' )
                    ->where(
                        [
                            'job_cmd' => $this->type,
                            'job_token' => '', // unclaimed
                            $dbw->expr( 'job_random', $gte ? '>=' : '<=', $rand )
                        ]
                    )
                    ->orderBy(
                        'job_random',
                        $gte ? SelectQueryBuilder::SORT_ASC : SelectQueryBuilder::SORT_DESC
                    )
                    ->caller( __METHOD__ )->fetchRow();
                if ( !$row && !$invertedDirection ) {
                    $gte = !$gte;
                    $invertedDirection = true;
                    continue; // try the other direction
                }
            } else { // table *may* have >= MAX_OFFSET rows
                // T44614: "ORDER BY job_random" with a job_random inequality causes high CPU
                // in MySQL if there are many rows for some reason. This uses a small OFFSET
                // instead of job_random for reducing excess claim retries.
                $row = $dbw->newSelectQueryBuilder()
                    ->select( self::selectFields() )
                    ->from( 'job' )
                    ->where(
                        [
                            'job_cmd' => $this->type,
                            'job_token' => '', // unclaimed
                        ]
                    )
                    ->offset( mt_rand( 0, self::MAX_OFFSET ) )
                    ->caller( __METHOD__ )->fetchRow();
                if ( !$row ) {
                    $tinyQueue = true; // we know the queue must have <= MAX_OFFSET rows
                    $this->wanCache->set( $this->getCacheKey( 'small' ), 1, 30 );
                    continue; // use job_random
                }
            }
 
            if ( !$row ) {
                break;
            }
 
            $dbw->newUpdateQueryBuilder()
                ->update( 'job' ) // update by PK
                ->set( [
                    'job_token' => $uuid,
                    'job_token_timestamp' => $dbw->timestamp(),
                    'job_attempts' => new RawSQLValue( 'job_attempts+1' ),
                ] )
                ->where( [
                    'job_cmd' => $this->type,
                    'job_id' => $row->job_id,
                    'job_token' => ''
                ] )
                ->caller( __METHOD__ )->execute();
 
            // This might get raced out by another runner when claiming the previously
            // selected row. The use of job_random should minimize this problem, however.
            if ( !$dbw->affectedRows() ) {
                $row = false; // raced out
            }
        } while ( !$row );
 
        return $row;
    }
 
    protected function claimOldest( $uuid ) {
        $dbw = $this->getPrimaryDB();
 
        $row = false; // the row acquired
        do {
            if ( $dbw->getType() === 'mysql' ) {
                // Per https://bugs.mysql.com/bug.php?id=6980, we can't use subqueries on the
                // same table being changed in an UPDATE query in MySQL (gives Error: 1093).
                // Postgres has no such limitation. However, MySQL offers an
                // alternative here by supporting ORDER BY + LIMIT for UPDATE queries.
                $dbw->query( "UPDATE {$dbw->tableName( 'job' )} " .
                    "SET " .
                        "job_token = {$dbw->addQuotes( $uuid ) }, " .
                        "job_token_timestamp = {$dbw->addQuotes( $dbw->timestamp() )}, " .
                        "job_attempts = job_attempts+1 " .
                    "WHERE ( " .
                        "job_cmd = {$dbw->addQuotes( $this->type )} " .
                        "AND job_token = {$dbw->addQuotes( '' )} " .
                    ") ORDER BY job_id ASC LIMIT 1",
                    __METHOD__
                );
            } else {
                // Use a subquery to find the job, within an UPDATE to claim it.
                // This uses as much of the DB wrapper functions as possible.
                $qb = $dbw->newSelectQueryBuilder()
                    ->select( 'job_id' )
                    ->from( 'job' )
                    ->where( [ 'job_cmd' => $this->type, 'job_token' => '' ] )
                    ->orderBy( 'job_id', SelectQueryBuilder::SORT_ASC )
                    ->limit( 1 );
 
                $dbw->newUpdateQueryBuilder()
                    ->update( 'job' )
                    ->set( [
                        'job_token' => $uuid,
                        'job_token_timestamp' => $dbw->timestamp(),
                        'job_attempts' => new RawSQLValue( 'job_attempts+1' ),
                    ] )
                    ->where( [ 'job_id' => new RawSQLValue( '(' . $qb->getSQL() . ')' ) ] )
                    ->caller( __METHOD__ )->execute();
            }
 
            if ( !$dbw->affectedRows() ) {
                break;
            }
 
            // Fetch any row that we just reserved...
            $row = $dbw->newSelectQueryBuilder()
                ->select( self::selectFields() )
                ->from( 'job' )
                ->where( [ 'job_cmd' => $this->type, 'job_token' => $uuid ] )
                ->caller( __METHOD__ )->fetchRow();
            if ( !$row ) { // raced out by duplicate job removal
                wfDebug( "Row deleted as duplicate by another process." );
            }
        } while ( !$row );
 
        return $row;
    }
 
    protected function doAck( RunnableJob $job ) {
        $id = $job->getMetadata( 'id' );
        if ( $id === null ) {
            throw new UnexpectedValueException( "Job of type '{$job->getType()}' has no ID." );
        }
 
        $dbw = $this->getPrimaryDB();
        try {
            // Delete a row with a single DELETE without holding row locks over RTTs...
            $dbw->newDeleteQueryBuilder()
                ->deleteFrom( 'job' )
                ->where( [ 'job_cmd' => $this->type, 'job_id' => $id ] )
                ->caller( __METHOD__ )->execute();
 
            $this->incrStats( 'acks', $this->type );
        } catch ( DBError $e ) {
            throw $this->getDBException( $e );
        }
    }
 
    protected function doDeduplicateRootJob( IJobSpecification $job ) {
        // Callers should call JobQueueGroup::push() before this method so that if the
        // insert fails, the de-duplication registration will be aborted. Since the insert
        // is deferred till "transaction idle", do the same here, so that the ordering is
        // maintained. Having only the de-duplication registration succeed would cause
        // jobs to become no-ops without any actual jobs that made them redundant.
        $dbw = $this->getPrimaryDB();
        $dbw->onTransactionCommitOrIdle(
            function () use ( $job ) {
                parent::doDeduplicateRootJob( $job );
            },
            __METHOD__
        );
 
        return true;
    }
 
    protected function doDelete() {
        $dbw = $this->getPrimaryDB();
        try {
            $dbw->newDeleteQueryBuilder()
                ->deleteFrom( 'job' )
                ->where( [ 'job_cmd' => $this->type ] )
                ->caller( __METHOD__ )->execute();
        } catch ( DBError $e ) {
            throw $this->getDBException( $e );
        }
 
        return true;
    }
 
    protected function doWaitForBackups() {
        if ( $this->server ) {
            return; // not using LBFactory instance
        }
 
        $lbFactory = MediaWikiServices::getInstance()->getDBLoadBalancerFactory();
        $lbFactory->waitForReplication();
    }
 
    protected function doFlushCaches() {
        foreach ( [ 'size', 'acquiredcount' ] as $type ) {
            $this->wanCache->delete( $this->getCacheKey( $type ) );
        }
    }
 
    public function getAllQueuedJobs() {
        return $this->getJobIterator( [ 'job_cmd' => $this->getType(), 'job_token' => '' ] );
    }
 
    public function getAllAcquiredJobs() {
        $dbr = $this->getReplicaDB();
        return $this->getJobIterator( [ 'job_cmd' => $this->getType(), $dbr->expr( 'job_token', '>', '' ) ] );
    }
 
    public function getAllAbandonedJobs() {
        $dbr = $this->getReplicaDB();
        return $this->getJobIterator( [
            'job_cmd' => $this->getType(),
            $dbr->expr( 'job_token', '>', '' ),
            $dbr->expr( 'job_attempts', '>=', intval( $this->maxTries ) ),
        ] );
    }
 
    protected function getJobIterator( array $conds ) {
        $dbr = $this->getReplicaDB();
        $qb = $dbr->newSelectQueryBuilder()
            ->select( self::selectFields() )
            ->from( 'job' )
            ->where( $conds );
        try {
            return new MappedIterator(
                $qb->caller( __METHOD__ )->fetchResultSet(),
                function ( $row ) {
                    return $this->jobFromRow( $row );
                }
            );
        } catch ( DBError $e ) {
            throw $this->getDBException( $e );
        }
    }
 
    public function getCoalesceLocationInternal() {
        if ( $this->server ) {
            return null; // not using the LBFactory instance
        }
 
        return is_string( $this->cluster )
            ? "DBCluster:{$this->cluster}:{$this->domain}"
            : "LBFactory:{$this->domain}";
    }
 
    protected function doGetSiblingQueuesWithJobs( array $types ) {
        $dbr = $this->getReplicaDB();
        // @note: this does not check whether the jobs are claimed or not.
        // This is useful so JobQueueGroup::pop() also sees queues that only
        // have stale jobs. This lets recycleAndDeleteStaleJobs() re-enqueue
        // failed jobs so that they can be popped again for that edge case.
        $res = $dbr->newSelectQueryBuilder()
            ->select( 'job_cmd' )
            ->distinct()
            ->from( 'job' )
            ->where( [ 'job_cmd' => $types ] )
            ->caller( __METHOD__ )->fetchResultSet();
 
        $types = [];
        foreach ( $res as $row ) {
            $types[] = $row->job_cmd;
        }
 
        return $types;
    }
 
    protected function doGetSiblingQueueSizes( array $types ) {
        $dbr = $this->getReplicaDB();
 
        $res = $dbr->newSelectQueryBuilder()
            ->select( [ 'job_cmd', 'count' => 'COUNT(*)' ] )
            ->from( 'job' )
            ->where( [ 'job_cmd' => $types ] )
            ->groupBy( 'job_cmd' )
            ->caller( __METHOD__ )->fetchResultSet();
 
        $sizes = [];
        foreach ( $res as $row ) {
            $sizes[$row->job_cmd] = (int)$row->count;
        }
 
        return $sizes;
    }
 
    public function recycleAndDeleteStaleJobs() {
        $now = time();
        $count = 0; // affected rows
        $dbw = $this->getPrimaryDB();
 
        try {
            if ( !$dbw->lock( "jobqueue-recycle-{$this->type}", __METHOD__, 1 ) ) {
                return $count; // already in progress
            }
 
            // Remove claims on jobs acquired for too long if enabled...
            if ( $this->claimTTL > 0 ) {
                $claimCutoff = $dbw->timestamp( $now - $this->claimTTL );
                // Get the IDs of jobs that have be claimed but not finished after too long.
                // These jobs can be recycled into the queue by expiring the claim. Selecting
                // the IDs first means that the UPDATE can be done by primary key (less deadlocks).
                $res = $dbw->newSelectQueryBuilder()
                    ->select( 'job_id' )
                    ->from( 'job' )
                    ->where(
                        [
                            'job_cmd' => $this->type,
                            $dbw->expr( 'job_token', '!=', '' ), // was acquired
                            $dbw->expr( 'job_token_timestamp', '<', $claimCutoff ), // stale
                            $dbw->expr( 'job_attempts', '<', $this->maxTries ), // retries left
                        ]
                    )
                    ->caller( __METHOD__ )->fetchResultSet();
                $ids = array_map(
                    static function ( $o ) {
                        return $o->job_id;
                    }, iterator_to_array( $res )
                );
                if ( count( $ids ) ) {
                    // Reset job_token for these jobs so that other runners will pick them up.
                    // Set the timestamp to the current time, as it is useful to now that the job
                    // was already tried before (the timestamp becomes the "released" time).
                    $dbw->newUpdateQueryBuilder()
                        ->update( 'job' )
                        ->set( [
                            'job_token' => '',
                            'job_token_timestamp' => $dbw->timestamp( $now ) // time of release
                        ] )
                        ->where( [
                            'job_id' => $ids,
                            $dbw->expr( 'job_token', '!=', '' ),
                        ] )
                        ->caller( __METHOD__ )->execute();
 
                    $affected = $dbw->affectedRows();
                    $count += $affected;
                    $this->incrStats( 'recycles', $this->type, $affected );
                }
            }
 
            // Just destroy any stale jobs...
            $pruneCutoff = $dbw->timestamp( $now - self::MAX_AGE_PRUNE );
            $qb = $dbw->newSelectQueryBuilder()
                ->select( 'job_id' )
                ->from( 'job' )
                ->where(
                    [
                        'job_cmd' => $this->type,
                        $dbw->expr( 'job_token', '!=', '' ), // was acquired
                        $dbw->expr( 'job_token_timestamp', '<', $pruneCutoff ) // stale
                    ]
                );
            if ( $this->claimTTL > 0 ) { // only prune jobs attempted too many times...
                $qb->andWhere( $dbw->expr( 'job_attempts', '>=', $this->maxTries ) );
            }
            // Get the IDs of jobs that are considered stale and should be removed. Selecting
            // the IDs first means that the UPDATE can be done by primary key (less deadlocks).
            $res = $qb->caller( __METHOD__ )->fetchResultSet();
            $ids = array_map(
                static function ( $o ) {
                    return $o->job_id;
                }, iterator_to_array( $res )
            );
            if ( count( $ids ) ) {
                $dbw->newDeleteQueryBuilder()
                    ->deleteFrom( 'job' )
                    ->where( [ 'job_id' => $ids ] )
                    ->caller( __METHOD__ )->execute();
                $affected = $dbw->affectedRows();
                $count += $affected;
                $this->incrStats( 'abandons', $this->type, $affected );
            }
 
            $dbw->unlock( "jobqueue-recycle-{$this->type}", __METHOD__ );
        } catch ( DBError $e ) {
            throw $this->getDBException( $e );
        }
 
        return $count;
    }
 
    protected function insertFields( IJobSpecification $job, IReadableDatabase $db ) {
        return [
            // Fields that describe the nature of the job
            'job_cmd' => $job->getType(),
            'job_namespace' => $job->getParams()['namespace'] ?? NS_SPECIAL,
            'job_title' => $job->getParams()['title'] ?? '',
            'job_params' => self::makeBlob( $job->getParams() ),
            // Additional job metadata
            'job_timestamp' => $db->timestamp(),
            'job_sha1' => Wikimedia\base_convert(
                sha1( serialize( $job->getDeduplicationInfo() ) ),
                16, 36, 31
            ),
            'job_random' => mt_rand( 0, self::MAX_JOB_RANDOM )
        ];
    }
 
    protected function getReplicaDB() {
        try {
            return $this->getDB( DB_REPLICA );
        } catch ( DBConnectionError $e ) {
            throw new JobQueueConnectionError( "DBConnectionError:" . $e->getMessage() );
        }
    }
 
    protected function getPrimaryDB() {
        try {
            return $this->getDB( DB_PRIMARY );
        } catch ( DBConnectionError $e ) {
            throw new JobQueueConnectionError( "DBConnectionError:" . $e->getMessage() );
        }
    }
 
    protected function getDB( $index ) {
        if ( $this->server ) {
            if ( $this->conn instanceof IDatabase ) {
                return $this->conn;
            } elseif ( $this->conn instanceof DBError ) {
                throw $this->conn;
            }
 
            try {
                $this->conn = MediaWikiServices::getInstance()->getDatabaseFactory()->create(
                    $this->server['type'],
                    $this->server
                );
            } catch ( DBError $e ) {
                $this->conn = $e;
                throw $e;
            }
 
            return $this->conn;
        } else {
            $lbFactory = MediaWikiServices::getInstance()->getDBLoadBalancerFactory();
            $lb = is_string( $this->cluster )
                ? $lbFactory->getExternalLB( $this->cluster )
                : $lbFactory->getMainLB( $this->domain );
 
            if ( $lb->getServerType( ServerInfo::WRITER_INDEX ) !== 'sqlite' ) {
                // Keep a separate connection to avoid contention and deadlocks;
                // However, SQLite has the opposite behavior due to DB-level locking.
                $flags = $lb::CONN_TRX_AUTOCOMMIT;
            } else {
                // Jobs insertion will be deferred until the PRESEND stage to reduce contention.
                $flags = 0;
            }
 
            return $lb->getMaintenanceConnectionRef( $index, [], $this->domain, $flags );
        }
    }
 
    private function getCacheKey( $property ) {
        $cluster = is_string( $this->cluster ) ? $this->cluster : 'main';
 
        return $this->wanCache->makeGlobalKey(
            'jobqueue',
            $this->domain,
            $cluster,
            $this->type,
            $property
        );
    }
 
    protected static function makeBlob( $params ) {
        if ( $params !== false ) {
            return serialize( $params );
        } else {
            return '';
        }
    }
 
    protected function jobFromRow( $row ) {
        $params = ( (string)$row->job_params !== '' ) ? unserialize( $row->job_params ) : [];
        if ( !is_array( $params ) ) { // this shouldn't happen
            throw new UnexpectedValueException(
                "Could not unserialize job with ID '{$row->job_id}'." );
        }
 
        $params += [ 'namespace' => $row->job_namespace, 'title' => $row->job_title ];
        $job = $this->factoryJob( $row->job_cmd, $params );
        $job->setMetadata( 'id', $row->job_id );
        $job->setMetadata( 'timestamp', $row->job_timestamp );
 
        return $job;
    }
 
    protected function getDBException( DBError $e ) {
        return new JobQueueError( get_class( $e ) . ": " . $e->getMessage() );
    }
 
    public static function selectFields() {
        return [
            'job_id',
            'job_cmd',
            'job_namespace',
            'job_title',
            'job_timestamp',
            'job_params',
            'job_random',
            'job_attempts',
            'job_token',
            'job_token_timestamp',
            'job_sha1',
        ];
    }
}