聊聊quartz的调度及性能

本文主要研究下quartz的QuartzSchedulerThread的调度以及quartz的性能问题。

SchedulerFactoryBean

spring-context-support-4.3.7.RELEASE-sources.jar!/org/springframework/scheduling/quartz/SchedulerFactoryBean.java

    @Override
    public void afterPropertiesSet() throws Exception {
        if (this.dataSource == null && this.nonTransactionalDataSource != null) {
            this.dataSource = this.nonTransactionalDataSource;
        }

        if (this.applicationContext != null && this.resourceLoader == null) {
            this.resourceLoader = this.applicationContext;
        }

        // Create SchedulerFactory instance...
        SchedulerFactory schedulerFactory = BeanUtils.instantiateClass(this.schedulerFactoryClass);
        initSchedulerFactory(schedulerFactory);

        if (this.resourceLoader != null) {
            // Make given ResourceLoader available for SchedulerFactory configuration.
            configTimeResourceLoaderHolder.set(this.resourceLoader);
        }
        if (this.taskExecutor != null) {
            // Make given TaskExecutor available for SchedulerFactory configuration.
            configTimeTaskExecutorHolder.set(this.taskExecutor);
        }
        if (this.dataSource != null) {
            // Make given DataSource available for SchedulerFactory configuration.
            configTimeDataSourceHolder.set(this.dataSource);
        }
        if (this.nonTransactionalDataSource != null) {
            // Make given non-transactional DataSource available for SchedulerFactory configuration.
            configTimeNonTransactionalDataSourceHolder.set(this.nonTransactionalDataSource);
        }

        // Get Scheduler instance from SchedulerFactory.
        try {
            this.scheduler = createScheduler(schedulerFactory, this.schedulerName);
            populateSchedulerContext();

            if (!this.jobFactorySet && !(this.scheduler instanceof RemoteScheduler)) {
                // Use AdaptableJobFactory as default for a local Scheduler, unless when
                // explicitly given a null value through the "jobFactory" bean property.
                this.jobFactory = new AdaptableJobFactory();
            }
            if (this.jobFactory != null) {
                if (this.jobFactory instanceof SchedulerContextAware) {
                    ((SchedulerContextAware) this.jobFactory).setSchedulerContext(this.scheduler.getContext());
                }
                this.scheduler.setJobFactory(this.jobFactory);
            }
        }

        finally {
            if (this.resourceLoader != null) {
                configTimeResourceLoaderHolder.remove();
            }
            if (this.taskExecutor != null) {
                configTimeTaskExecutorHolder.remove();
            }
            if (this.dataSource != null) {
                configTimeDataSourceHolder.remove();
            }
            if (this.nonTransactionalDataSource != null) {
                configTimeNonTransactionalDataSourceHolder.remove();
            }
        }

        registerListeners();
        registerJobsAndTriggers();
    }

这里在afterPropertiesSet的时候,createScheduler(schedulerFactory, this.schedulerName);

SchedulerFactoryBean.createScheduler

protected Scheduler createScheduler(SchedulerFactory schedulerFactory, String schedulerName)
            throws SchedulerException {

        // Override thread context ClassLoader to work around naive Quartz ClassLoadHelper loading.
        Thread currentThread = Thread.currentThread();
        ClassLoader threadContextClassLoader = currentThread.getContextClassLoader();
        boolean overrideClassLoader = (this.resourceLoader != null &&
                !this.resourceLoader.getClassLoader().equals(threadContextClassLoader));
        if (overrideClassLoader) {
            currentThread.setContextClassLoader(this.resourceLoader.getClassLoader());
        }
        try {
            SchedulerRepository repository = SchedulerRepository.getInstance();
            synchronized (repository) {
                Scheduler existingScheduler = (schedulerName != null ? repository.lookup(schedulerName) : null);
                Scheduler newScheduler = schedulerFactory.getScheduler();
                if (newScheduler == existingScheduler) {
                    throw new IllegalStateException("Active Scheduler of name '" + schedulerName + "' already registered " +
                            "in Quartz SchedulerRepository. Cannot create a new Spring-managed Scheduler of the same name!");
                }
                if (!this.exposeSchedulerInRepository) {
                    // Need to remove it in this case, since Quartz shares the Scheduler instance by default!
                    SchedulerRepository.getInstance().remove(newScheduler.getSchedulerName());
                }
                return newScheduler;
            }
        }
        finally {
            if (overrideClassLoader) {
                // Reset original thread context ClassLoader.
                currentThread.setContextClassLoader(threadContextClassLoader);
            }
        }
    }

这里调用schedulerFactory.getScheduler()来创建
quartz-2.3.0-sources.jar!/org/quartz/impl/StdSchedulerFactory.java

public Scheduler getScheduler() throws SchedulerException {
        if (cfg == null) {
            initialize();
        }

        SchedulerRepository schedRep = SchedulerRepository.getInstance();

        Scheduler sched = schedRep.lookup(getSchedulerName());

        if (sched != null) {
            if (sched.isShutdown()) {
                schedRep.remove(getSchedulerName());
            } else {
                return sched;
            }
        }

        sched = instantiate();

        return sched;
    }

这里调用instantiate来初始化。里头初始化了一个QuartzScheduler

qs = new QuartzScheduler(rsrcs, idleWaitTime, dbFailureRetry);

QuartzScheduler

quartz-2.3.0-sources.jar!/org/quartz/core/QuartzScheduler.java

public QuartzScheduler(QuartzSchedulerResources resources, long idleWaitTime, @Deprecated long dbRetryInterval)
        throws SchedulerException {
        this.resources = resources;
        if (resources.getJobStore() instanceof JobListener) {
            addInternalJobListener((JobListener)resources.getJobStore());
        }

        this.schedThread = new QuartzSchedulerThread(this, resources);
        ThreadExecutor schedThreadExecutor = resources.getThreadExecutor();
        schedThreadExecutor.execute(this.schedThread);
        if (idleWaitTime > 0) {
            this.schedThread.setIdleWaitTime(idleWaitTime);
        }

        jobMgr = new ExecutingJobsManager();
        addInternalJobListener(jobMgr);
        errLogger = new ErrorLogger();
        addInternalSchedulerListener(errLogger);

        signaler = new SchedulerSignalerImpl(this, this.schedThread);
        
        getLog().info("Quartz Scheduler v." + getVersion() + " created.");
    }

这个又初始化了QuartzSchedulerThread

QuartzSchedulerThread

这个是调度的核心类
quartz-2.3.0-sources.jar!/org/quartz/core/QuartzSchedulerThread.java

public class QuartzSchedulerThread extends Thread {
    //......
    /**
     * 

* The main processing loop of the QuartzSchedulerThread. *

*/ @Override public void run() { int acquiresFailed = 0; while (!halted.get()) { try { // check if we're supposed to pause... synchronized (sigLock) { while (paused && !halted.get()) { try { // wait until togglePause(false) is called... sigLock.wait(1000L); } catch (InterruptedException ignore) { } // reset failure counter when paused, so that we don't // wait again after unpausing acquiresFailed = 0; } if (halted.get()) { break; } } // wait a bit, if reading from job store is consistently // failing (e.g. DB is down or restarting).. if (acquiresFailed > 1) { try { long delay = computeDelayForRepeatedErrors(qsRsrcs.getJobStore(), acquiresFailed); Thread.sleep(delay); } catch (Exception ignore) { } } int availThreadCount = qsRsrcs.getThreadPool().blockForAvailableThreads(); if(availThreadCount > 0) { // will always be true, due to semantics of blockForAvailableThreads... List triggers; long now = System.currentTimeMillis(); clearSignaledSchedulingChange(); try { triggers = qsRsrcs.getJobStore().acquireNextTriggers( now + idleWaitTime, Math.min(availThreadCount, qsRsrcs.getMaxBatchSize()), qsRsrcs.getBatchTimeWindow()); acquiresFailed = 0; if (log.isDebugEnabled()) log.debug("batch acquisition of " + (triggers == null ? 0 : triggers.size()) + " triggers"); } catch (JobPersistenceException jpe) { if (acquiresFailed == 0) { qs.notifySchedulerListenersError( "An error occurred while scanning for the next triggers to fire.", jpe); } if (acquiresFailed < Integer.MAX_VALUE) acquiresFailed++; continue; } catch (RuntimeException e) { if (acquiresFailed == 0) { getLog().error("quartzSchedulerThreadLoop: RuntimeException " +e.getMessage(), e); } if (acquiresFailed < Integer.MAX_VALUE) acquiresFailed++; continue; } if (triggers != null && !triggers.isEmpty()) { now = System.currentTimeMillis(); long triggerTime = triggers.get(0).getNextFireTime().getTime(); long timeUntilTrigger = triggerTime - now; while(timeUntilTrigger > 2) { synchronized (sigLock) { if (halted.get()) { break; } if (!isCandidateNewTimeEarlierWithinReason(triggerTime, false)) { try { // we could have blocked a long while // on 'synchronize', so we must recompute now = System.currentTimeMillis(); timeUntilTrigger = triggerTime - now; if(timeUntilTrigger >= 1) sigLock.wait(timeUntilTrigger); } catch (InterruptedException ignore) { } } } if(releaseIfScheduleChangedSignificantly(triggers, triggerTime)) { break; } now = System.currentTimeMillis(); timeUntilTrigger = triggerTime - now; } // this happens if releaseIfScheduleChangedSignificantly decided to release triggers if(triggers.isEmpty()) continue; // set triggers to 'executing' List bndles = new ArrayList(); boolean goAhead = true; synchronized(sigLock) { goAhead = !halted.get(); } if(goAhead) { try { List res = qsRsrcs.getJobStore().triggersFired(triggers); if(res != null) bndles = res; } catch (SchedulerException se) { qs.notifySchedulerListenersError( "An error occurred while firing triggers '" + triggers + "'", se); //QTZ-179 : a problem occurred interacting with the triggers from the db //we release them and loop again for (int i = 0; i < triggers.size(); i++) { qsRsrcs.getJobStore().releaseAcquiredTrigger(triggers.get(i)); } continue; } } for (int i = 0; i < bndles.size(); i++) { TriggerFiredResult result = bndles.get(i); TriggerFiredBundle bndle = result.getTriggerFiredBundle(); Exception exception = result.getException(); if (exception instanceof RuntimeException) { getLog().error("RuntimeException while firing trigger " + triggers.get(i), exception); qsRsrcs.getJobStore().releaseAcquiredTrigger(triggers.get(i)); continue; } // it's possible to get 'null' if the triggers was paused, // blocked, or other similar occurrences that prevent it being // fired at this time... or if the scheduler was shutdown (halted) if (bndle == null) { qsRsrcs.getJobStore().releaseAcquiredTrigger(triggers.get(i)); continue; } JobRunShell shell = null; try { shell = qsRsrcs.getJobRunShellFactory().createJobRunShell(bndle); shell.initialize(qs); } catch (SchedulerException se) { qsRsrcs.getJobStore().triggeredJobComplete(triggers.get(i), bndle.getJobDetail(), CompletedExecutionInstruction.SET_ALL_JOB_TRIGGERS_ERROR); continue; } if (qsRsrcs.getThreadPool().runInThread(shell) == false) { // this case should never happen, as it is indicative of the // scheduler being shutdown or a bug in the thread pool or // a thread pool being used concurrently - which the docs // say not to do... getLog().error("ThreadPool.runInThread() return false!"); qsRsrcs.getJobStore().triggeredJobComplete(triggers.get(i), bndle.getJobDetail(), CompletedExecutionInstruction.SET_ALL_JOB_TRIGGERS_ERROR); } } continue; // while (!halted) } } else { // if(availThreadCount > 0) // should never happen, if threadPool.blockForAvailableThreads() follows contract continue; // while (!halted) } long now = System.currentTimeMillis(); long waitTime = now + getRandomizedIdleWaitTime(); long timeUntilContinue = waitTime - now; synchronized(sigLock) { try { if(!halted.get()) { // QTZ-336 A job might have been completed in the mean time and we might have // missed the scheduled changed signal by not waiting for the notify() yet // Check that before waiting for too long in case this very job needs to be // scheduled very soon if (!isScheduleChanged()) { sigLock.wait(timeUntilContinue); } } } catch (InterruptedException ignore) { } } } catch(RuntimeException re) { getLog().error("Runtime error occurred in main trigger firing loop.", re); } } // while (!halted) // drop references to scheduler stuff to aid garbage collection... qs = null; qsRsrcs = null; } }

这里有几个关键的信息

blockForAvailableThreads

就是qsRsrcs.getThreadPool().blockForAvailableThreads(),如果线程池满了的话,则会阻塞,因而会影响调度的准确性。

acquireNextTriggers

triggers = qsRsrcs.getJobStore().acquireNextTriggers(
                                now + idleWaitTime, Math.min(availThreadCount, qsRsrcs.getMaxBatchSize())

timeUntilContinue

这里进行等待

                long now = System.currentTimeMillis();
                long waitTime = now + getRandomizedIdleWaitTime();
                long timeUntilContinue = waitTime - now;
                synchronized(sigLock) {
                    try {
                      if(!halted.get()) {
                        // QTZ-336 A job might have been completed in the mean time and we might have
                        // missed the scheduled changed signal by not waiting for the notify() yet
                        // Check that before waiting for too long in case this very job needs to be
                        // scheduled very soon
                        if (!isScheduleChanged()) {
                          sigLock.wait(timeUntilContinue);
                        }
                      }
                    } catch (InterruptedException ignore) {
                    }
                }

而getRandomizedIdleWaitTime如下

    private static long DEFAULT_IDLE_WAIT_TIME = 30L * 1000L;
    private long idleWaitTime = DEFAULT_IDLE_WAIT_TIME;
    private long getRandomizedIdleWaitTime() {
        return idleWaitTime - random.nextInt(idleWaitVariablness);
    }

idleWaitTime默认是30秒,通过org.quartz.scheduler.idleWaitTime这个来配置

computeDelayForRepeatedErrors

                // wait a bit, if reading from job store is consistently
                // failing (e.g. DB is down or restarting)..
                if (acquiresFailed > 1) {
                    try {
                        long delay = computeDelayForRepeatedErrors(qsRsrcs.getJobStore(), acquiresFailed);
                        Thread.sleep(delay);
                    } catch (Exception ignore) {
                    }
                }

这里优化了对数据库挂的时候,避免频繁轮询的问题

    private static final long MIN_DELAY = 20;
    private static final long MAX_DELAY = 600000;

    private static long computeDelayForRepeatedErrors(JobStore jobStore, int acquiresFailed) {
        long delay;
        try {
            delay = jobStore.getAcquireRetryDelay(acquiresFailed);
        } catch (Exception ignored) {
            // we're trying to be useful in case of error states, not cause
            // additional errors..
            delay = 100;
        }


        // sanity check per getAcquireRetryDelay specification
        if (delay < MIN_DELAY)
            delay = MIN_DELAY;
        if (delay > MAX_DELAY)
            delay = MAX_DELAY;

        return delay;
    }

connectionProvider.class

比如

org.quartz.jobStore.dataSource=myDataSourceName
org.quartz.dataSource.myDataSourceName.connectionProvider.class=org.quartz.utils.HikariCpPoolingConnectionProvider
org.quartz.dataSource.myDataSourceName.driver=org.postgresql.Driver
org.quartz.dataSource.myDataSourceName.URL=jdbc:postgresql://192.168.99.100:5432/postgres
org.quartz.dataSource.myDataSourceName.user:postgres
org.quartz.dataSource.myDataSourceName.password:postgres
org.quartz.dataSource.myDataSourceName.maxConnection:30
org.quartz.dataSource.myDataSourceName.validationQuery: select 1

这样设置,貌似报错

Caused by: org.quartz.SchedulerException: ConnectionProvider class 'org.quartz.utils.HikariCpPoolingConnectionProvider' could not be instantiated.
    at org.quartz.impl.StdSchedulerFactory.instantiate(StdSchedulerFactory.java:936) ~[quartz-2.3.0.jar:na]
    at org.quartz.impl.StdSchedulerFactory.getScheduler(StdSchedulerFactory.java:1559) ~[quartz-2.3.0.jar:na]

quartz-2.3.0-sources.jar!/org/quartz/impl/StdSchedulerFactory.java

                ConnectionProvider cp = null;
                try {
                    cp = (ConnectionProvider) loadHelper.loadClass(cpClass).newInstance();
                } catch (Exception e) {
                    initException = new SchedulerException("ConnectionProvider class '" + cpClass
                            + "' could not be instantiated.", e);
                    throw initException;
                }

不过我是在spring中直接配置连接池的,详见springboot集成quartz2.3.0,因而就不管了

性能问题

批量参数

采用jdbc store的话,定时轮询数据库,比较消耗时间,一种解决方案就是尽量批量查询,这里可以设置两个参数如下

org.quartz.scheduler.batchTriggerAcquisitionFireAheadTimeWindow=1 ## 时间窗口,默认0
org.quartz.scheduler.batchTriggerAcquisitionMaxCount=5 ##这里默认是1,可以设置跟thread pool的core size相等

quartz-2.3.0-sources.jar!/org/quartz/core/QuartzSchedulerResources.java

batchTriggerAcquisitionMaxCount对应的就是QuartzSchedulerResources中的maxBatchSize
batchTriggerAcquisitionFireAheadTimeWindow对应的就是QuartzSchedulerResources中的batchTimeWindow

triggers = qsRsrcs.getJobStore().acquireNextTriggers(
                                now + idleWaitTime, Math.min(availThreadCount, qsRsrcs.getMaxBatchSize()), qsRsrcs.getBatchTimeWindow());

这里实际取availThreadCount与maxBatchSize的最小值作为maxCount
最后作用的是selectTriggerToAcquire
quartz-2.3.0-sources.jar!/org/quartz/impl/jdbcjobstore/JobStoreSupport.java

protected List acquireNextTrigger(Connection conn, long noLaterThan, int maxCount, long timeWindow)
        throws JobPersistenceException {
        if (timeWindow < 0) {
          throw new IllegalArgumentException();
        }
        
        List acquiredTriggers = new ArrayList();
        Set acquiredJobKeysForNoConcurrentExec = new HashSet();
        final int MAX_DO_LOOP_RETRY = 3;
        int currentLoopCount = 0;
        do {
            currentLoopCount ++;
            try {
                List keys = getDelegate().selectTriggerToAcquire(conn, noLaterThan + timeWindow, getMisfireTime(), maxCount);
                
                // No trigger is ready to fire yet.
                if (keys == null || keys.size() == 0)
                    return acquiredTriggers;

                long batchEnd = noLaterThan;

                // ...

                // if we didn't end up with any trigger to fire from that first
                // batch, try again for another batch. We allow with a max retry count.
                if(acquiredTriggers.size() == 0 && currentLoopCount < MAX_DO_LOOP_RETRY) {
                    continue;
                }
                
                // We are done with the while loop.
                break;
            } catch (Exception e) {
                throw new JobPersistenceException(
                          "Couldn't acquire next trigger: " + e.getMessage(), e);
            }
        } while (true);
        
        // Return the acquired trigger list
        return acquiredTriggers;
    }

sql实例

quartz-2.3.0-sources.jar!/org/quartz/impl/jdbcjobstore/StdJDBCDelegate.java

public List selectTriggerToAcquire(Connection conn, long noLaterThan, long noEarlierThan, int maxCount)
        throws SQLException {
        PreparedStatement ps = null;
        ResultSet rs = null;
        List nextTriggers = new LinkedList();
        try {
            ps = conn.prepareStatement(rtp(SELECT_NEXT_TRIGGER_TO_ACQUIRE));
            
            // Set max rows to retrieve
            if (maxCount < 1)
                maxCount = 1; // we want at least one trigger back.
            ps.setMaxRows(maxCount);
            
            // Try to give jdbc driver a hint to hopefully not pull over more than the few rows we actually need.
            // Note: in some jdbc drivers, such as MySQL, you must set maxRows before fetchSize, or you get exception!
            ps.setFetchSize(maxCount);
            
            ps.setString(1, STATE_WAITING);
            ps.setBigDecimal(2, new BigDecimal(String.valueOf(noLaterThan)));
            ps.setBigDecimal(3, new BigDecimal(String.valueOf(noEarlierThan)));
            rs = ps.executeQuery();
            
            while (rs.next() && nextTriggers.size() <= maxCount) {
                nextTriggers.add(triggerKey(
                        rs.getString(COL_TRIGGER_NAME),
                        rs.getString(COL_TRIGGER_GROUP)));
            }
            
            return nextTriggers;
        } finally {
            closeResultSet(rs);
            closeStatement(ps);
        }      
    }

这里的maxCount对应ps.setMaxRows(maxCount)
noLaterThan = noLaterThan + timeWindow ; noEarlierThan = getMisfireTime() 分别作用在NEXT_FIRE_TIME的范围上
NEXT_FIRE_TIME <= noLaterThan && NEXT_FIRE_TIME >= noEarlierThan

查询sql实例

SELECT TRIGGER_NAME, TRIGGER_GROUP, NEXT_FIRE_TIME, PRIORITY FROM QRTZ_TRIGGERS WHERE SCHED_NAME = 'schedulerFactoryBean' AND TRIGGER_STATE = ? AND NEXT_FIRE_TIME <= ? AND (MISFIRE_INSTR = -1 OR (MISFIRE_INSTR != -1 AND NEXT_FIRE_TIME >= ?)) ORDER BY NEXT_FIRE_TIME ASC, PRIORITY DESC

小结

由于是定时轮询trigger,那么在采用jdbc store的话,则这里的轮询可能是个不小的开销,对数据库有潜在的压力,另外在数据库挂掉的时候,可能也有问题,虽然做了延迟等待。另外尽量配置连接池,还有如果需要的话,调整batch参数。

doc

  • Performance Tuning on Quartz Scheduler
  • 如何优化Quartz调度器性能
  • Quartz应用与集群原理分析
  • Quartz源码分析(一)------ 以线程等待的方式实现按时间调度
  • Quartz causes 120 to 1500 connection attempts per second when DB is not available
  • Quartz causes 120 to 1500 connection attempts per second when DB is not available #71
  • Quartz学习笔记(五) quartz扩展druid连接池
  • quartz jdbc datasource connection pooling

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