netty系列之(三)——EventLoop和EventLoop

2018-12-28  本文已影响0人  康康不遛猫

一、线程模型

Netty的线程模型

Q

1、默认情况下netty服务端起多少个线程?何时启动?
2、netty如何解决jdk空轮询的bug?
3、netty如何保证异步串行无锁化?

过程

1、NioEventLoop创建
2、NioEventLoop启动
3、NioEventLoop执行逻辑

private EventLoopGroup bossGroup = new NioEventLoopGroup(1);
private EventLoopGroup workerGroup = new NioEventLoopGroup();//用于处理I/O相关的读写操作,或者执行Task

服务端启动的时候,创建了两个NioEventLoopGroup,它们实际是两个独立的Reactor线程池。一个用于接收客户端的TCP连接,另一个用于处理I/O相关的读写操作,或者执行系统Task、定时任务Task等。
Netty用于接收客户端请求的线程池职责如下。

Netty处理I/O操作的Reactor线程池职责如下。

为了尽可能地提升性能,Netty在很多地方进行了无锁化的设计,例如在I/O线程内部进行串行操作,避免多线程竞争导致的性能下降问题。表面上看,串行化设计似乎CPU利用率不高,并发程度不够。但是,通过调整NIO线程池的线程参数,可以同时启动多个串行化的线程并行运行,这种局部无锁化的串行线程设计相比一个队列—多个工作线程的模型性能更优。
Netty的NioEventLoop读取到消息之后,直接调用ChannelPipeline的fireChannelRead (Object msg)。只要用户不主动切换线程,一直都是由NioEventLoop调用用户的Handler,期间不进行线程切换。这种串行化处理方式避免了多线程操作导致的锁的竞争,从性能角度看是最优的。
netty线程使用建议:

(1)创建两个NioEventLoopGroup,用于逻辑隔离NIO acceptor和NIO I/O线程。
(2)尽量不要在ChannelHandler中启动用户线程(解码后用于将POJO消息派发到后端业务线程的除外)。
(3)解码要放在NIO线程调用的解码Handler中进行,不要切换到用户线程中完成消息的解码。
(4)如果业务逻辑操作非常简单,没有复杂的业务逻辑计算,没有可能会导致线程被阻塞的磁盘操作、数据库操作、网路操作等,可以直接在NIO线程上完成业务逻辑编排,不需要切换
(5)如果业务逻辑处理复杂,不要在NIO线程上完成,建议将解码后的POJO消息封装成Task,派发到业务线程池中由业务线程执行,以保证NIO线程尽快被释放,处理其他的I/O操作。推荐的线程数量计算公式有以下两种。
•公式一:线程数量=(线程总时间/瓶颈资源时间)×瓶颈资源的线程并行数。
•公式二:QPS=1000/线程总时间×线程数。

二、NioEventLoop源码解析

NioEventLoop类图.png 图片.png

1、NioEventLoop创建

NioEventLoop创建步骤:

public NioEventLoopGroup() {
        this(0);
}

public NioEventLoopGroup(int nThreads) {
        this(nThreads, (Executor) null);
}

//线程组默认线程数为2倍的cpu数
//DEFAULT_EVENT_LOOP_THREADS=2*Runtime.getRuntime().availableProcessors()
protected MultithreadEventLoopGroup(int nThreads, Executor executor, Object... args) {
    super(nThreads == 0 ? DEFAULT_EVENT_LOOP_THREADS : nThreads, executor, args);
}

#MultithreadEventExecutorGroup类,核心方法
protected MultithreadEventExecutorGroup(int nThreads, Executor executor,
                                            EventExecutorChooserFactory chooserFactory, Object... args) {
        if (nThreads <= 0) {
            throw new IllegalArgumentException(String.format("nThreads: %d (expected: > 0)", nThreads));
        }

        if (executor == null) {
            //线程创建器,负责创建NioEventLoopGroup对应底层线程
            executor = new ThreadPerTaskExecutor(newDefaultThreadFactory());
        }

        children = new EventExecutor[nThreads];//创建NioEventLoop对象数组

        for (int i = 0; i < nThreads; i ++) {
            boolean success = false;
            try {
                //for循环创建每个NioEventLoop,调用newChild(),配置NioEventLoop核心参数
                children[i] = newChild(executor, args);//newChild
                success = true;
            } catch (Exception e) {
                // TODO: Think about if this is a good exception type
                throw new IllegalStateException("failed to create a child event loop", e);
            } finally {
                if (!success) {
                    for (int j = 0; j < i; j ++) {
                        children[j].shutdownGracefully();
                    }

                    for (int j = 0; j < i; j ++) {
                        EventExecutor e = children[j];
                        try {
                            while (!e.isTerminated()) {
                                e.awaitTermination(Integer.MAX_VALUE, TimeUnit.SECONDS);
                            }
                        } catch (InterruptedException interrupted) {
                            // Let the caller handle the interruption.
                            Thread.currentThread().interrupt();
                            break;
                        }
                    }
                }
            }
        }
        //线程选择器,给每个新连接分配NioEventLoop线程
        chooser = chooserFactory.newChooser(children);

        final FutureListener<Object> terminationListener = new FutureListener<Object>() {
            @Override
            public void operationComplete(Future<Object> future) throws Exception {
                if (terminatedChildren.incrementAndGet() == children.length) {
                    terminationFuture.setSuccess(null);
                }
            }
        };

        for (EventExecutor e: children) {
            e.terminationFuture().addListener(terminationListener);
        }

        Set<EventExecutor> childrenSet = new LinkedHashSet<EventExecutor>(children.length);
        Collections.addAll(childrenSet, children);
        readonlyChildren = Collections.unmodifiableSet(childrenSet);
  }
    
#使用threadFactory创建线程
public final class ThreadPerTaskExecutor implements Executor {
    private final ThreadFactory threadFactory;
    public ThreadPerTaskExecutor(ThreadFactory threadFactory) {
        if (threadFactory == null) {
            throw new NullPointerException("threadFactory");
        }
        this.threadFactory = threadFactory;
    }

    @Override
    public void execute(Runnable command) {
      //每次执行任务创建一个线程,newDefaultThreadFactory定义了nioEventLoop-1-xx的线程名
        threadFactory.newThread(command).start();
    }
}

(2)、newChild():创建NioEventLoop线程

#NioEventLoopGroup
@Override
    protected EventLoop newChild(Executor executor, Object... args) throws Exception {
        return new NioEventLoop(this, executor, (SelectorProvider) args[0],
            ((SelectStrategyFactory) args[1]).newSelectStrategy(), (RejectedExecutionHandler) args[2]);
    }

    
NioEventLoop(NioEventLoopGroup parent, Executor executor, SelectorProvider selectorProvider,
                 SelectStrategy strategy, RejectedExecutionHandler rejectedExecutionHandler) {
        super(parent, executor, false, DEFAULT_MAX_PENDING_TASKS, rejectedExecutionHandler);//父类构造函数
        if (selectorProvider == null) {
            throw new NullPointerException("selectorProvider");
        }
        if (strategy == null) {
            throw new NullPointerException("selectStrategy");
        }
        provider = selectorProvider;
        final SelectorTuple selectorTuple = openSelector();
        selector = selectorTuple.selector;
        unwrappedSelector = selectorTuple.unwrappedSelector;
        selectStrategy = strategy;
    }
    
#SingleThreadEventExecutor类,父类构造函数
protected SingleThreadEventExecutor(EventExecutorGroup parent, Executor executor,
                                        boolean addTaskWakesUp, int maxPendingTasks,
                                        RejectedExecutionHandler rejectedHandler) {
        super(parent);
        this.addTaskWakesUp = addTaskWakesUp;
        this.maxPendingTasks = Math.max(16, maxPendingTasks);
        this.executor = ObjectUtil.checkNotNull(executor, "executor");
        taskQueue = newTaskQueue(this.maxPendingTasks);//task队列,外部线程将任务扔进队列
        rejectedExecutionHandler = ObjectUtil.checkNotNull(rejectedHandler, "rejectedHandler");
    }
    
//task queue
protected Queue<Runnable> newTaskQueue(int maxPendingTasks) {
        // This event loop never calls takeTask()
        return PlatformDependent.newMpscQueue(maxPendingTasks);
}
    
private SelectorTuple openSelector() {
        final Selector unwrappedSelector;
        try {
            unwrappedSelector = provider.openSelector();
        } catch (IOException e) {
            throw new ChannelException("failed to open a new selector", e);
        }

        if (DISABLE_KEYSET_OPTIMIZATION) {
            return new SelectorTuple(unwrappedSelector);
        }

        final SelectedSelectionKeySet selectedKeySet = new SelectedSelectionKeySet();//用数组实现set

        Object maybeSelectorImplClass = AccessController.doPrivileged(new PrivilegedAction<Object>() {
            @Override
            public Object run() {
                try {
                    return Class.forName(
                            "sun.nio.ch.SelectorImpl",
                            false,
                            PlatformDependent.getSystemClassLoader());
                } catch (Throwable cause) {
                    return cause;
                }
            }
        });

        if (!(maybeSelectorImplClass instanceof Class) ||
                // ensure the current selector implementation is what we can instrument.
                !((Class<?>) maybeSelectorImplClass).isAssignableFrom(unwrappedSelector.getClass())) {
            if (maybeSelectorImplClass instanceof Throwable) {
                Throwable t = (Throwable) maybeSelectorImplClass;
                logger.trace("failed to instrument a special java.util.Set into: {}", unwrappedSelector, t);
            }
            return new SelectorTuple(unwrappedSelector);
        }

        final Class<?> selectorImplClass = (Class<?>) maybeSelectorImplClass;
        //通过反射方式设置selectedKeySet
        Object maybeException = AccessController.doPrivileged(new PrivilegedAction<Object>() {
            @Override
            public Object run() {
                try {
                    Field selectedKeysField = selectorImplClass.getDeclaredField("selectedKeys");
                    Field publicSelectedKeysField = selectorImplClass.getDeclaredField("publicSelectedKeys");

                    Throwable cause = ReflectionUtil.trySetAccessible(selectedKeysField);
                    if (cause != null) {
                        return cause;
                    }
                    cause = ReflectionUtil.trySetAccessible(publicSelectedKeysField);
                    if (cause != null) {
                        return cause;
                    }

                    selectedKeysField.set(unwrappedSelector, selectedKeySet);
                    publicSelectedKeysField.set(unwrappedSelector, selectedKeySet);
                    return null;
                } catch (NoSuchFieldException e) {
                    return e;
                } catch (IllegalAccessException e) {
                    return e;
                }
            }
        });

        if (maybeException instanceof Exception) {
            selectedKeys = null;
            Exception e = (Exception) maybeException;
            logger.trace("failed to instrument a special java.util.Set into: {}", unwrappedSelector, e);
            return new SelectorTuple(unwrappedSelector);
        }
        selectedKeys = selectedKeySet;
        logger.trace("instrumented a special java.util.Set into: {}", unwrappedSelector);
        return new SelectorTuple(unwrappedSelector,
                                 new SelectedSelectionKeySetSelector(unwrappedSelector, selectedKeySet));
    }
    

(3)、 chooserFactory.newChooser()[线程选择器]:给每个新连接均衡分配NioEventLoop线程

#DefaultEventExecutorChooserFactory 类
public final class DefaultEventExecutorChooserFactory implements EventExecutorChooserFactory {

    public static final DefaultEventExecutorChooserFactory INSTANCE = new DefaultEventExecutorChooserFactory();

    private DefaultEventExecutorChooserFactory() { }

    @SuppressWarnings("unchecked")
    @Override
    public EventExecutorChooser newChooser(EventExecutor[] executors) {
        if (isPowerOfTwo(executors.length)) {
            return new PowerOfTwoEventExecutorChooser(executors);
        } else {
            return new GenericEventExecutorChooser(executors);
        }
    }

    //判断长度是否是2的幂,是则使用PowerOfTwoEventExecutorChooser,更高效
    private static boolean isPowerOfTwo(int val) {
        return (val & -val) == val;
    }

    private static final class PowerOfTwoEventExecutorChooser implements EventExecutorChooser {
        private final AtomicInteger idx = new AtomicInteger();
        private final EventExecutor[] executors;

        PowerOfTwoEventExecutorChooser(EventExecutor[] executors) {
            this.executors = executors;
        }

        @Override
        public EventExecutor next() {
            return executors[idx.getAndIncrement() & executors.length - 1];//&比取模高效,循环下标
        }
    }

    private static final class GenericEventExecutorChooser implements EventExecutorChooser {
        private final AtomicInteger idx = new AtomicInteger();
        private final EventExecutor[] executors;

        GenericEventExecutorChooser(EventExecutor[] executors) {
            this.executors = executors;
        }

        @Override
        public EventExecutor next() {
            return executors[Math.abs(idx.getAndIncrement() % executors.length)];//取模
        }
    }
}

2、NioEventLoop启动流程

NioEventLoop启动流程步骤:

#AbstractBootstrap类doBind方法
private ChannelFuture doBind(final SocketAddress localAddress) {
        final ChannelFuture regFuture = initAndRegister();
        final Channel channel = regFuture.channel();
        if (regFuture.cause() != null) {
            return regFuture;
        }

        if (regFuture.isDone()) {
            // At this point we know that the registration was complete and successful.
            ChannelPromise promise = channel.newPromise();
            doBind0(regFuture, channel, localAddress, promise);
            return promise;
        } else {
            // Registration future is almost always fulfilled already, but just in case it's not.
            final PendingRegistrationPromise promise = new PendingRegistrationPromise(channel);
            regFuture.addListener(new ChannelFutureListener() {
                @Override
                public void operationComplete(ChannelFuture future) throws Exception {
                    Throwable cause = future.cause();
                    if (cause != null) {
                        // Registration on the EventLoop failed so fail the ChannelPromise directly to not cause an
                        // IllegalStateException once we try to access the EventLoop of the Channel.
                        promise.setFailure(cause);
                    } else {
                        // Registration was successful, so set the correct executor to use.
                        // See https://github.com/netty/netty/issues/2586
                        promise.registered();

                        doBind0(regFuture, channel, localAddress, promise);
                    }
                }
            });
            return promise;
        }
    }

#AbstractBootstrap类doBind0方法
private static void doBind0(
            final ChannelFuture regFuture, final Channel channel,
            final SocketAddress localAddress, final ChannelPromise promise) {

        // This method is invoked before channelRegistered() is triggered.  Give user handlers a chance to set up
        // the pipeline in its channelRegistered() implementation.
        //调用SingleThreadEventExecutor中execute方法
        channel.eventLoop().execute(new Runnable() {
            @Override
            public void run() {
                if (regFuture.isSuccess()) {
                    channel.bind(localAddress, promise).addListener(ChannelFutureListener.CLOSE_ON_FAILURE);
                } else {
                    promise.setFailure(regFuture.cause());
                }
            }
        });
    }
    
#SingleThreadEventExecutor中execute方法
public void execute(Runnable task) {
        if (task == null) {
            throw new NullPointerException("task");
        }

        boolean inEventLoop = inEventLoop();//判断是否当前eventloop中
        if (inEventLoop) {
            addTask(task);
        } else {
            startThread();//创建线程
            addTask(task);
            if (isShutdown() && removeTask(task)) {
                reject();
            }
        }

        if (!addTaskWakesUp && wakesUpForTask(task)) {
            wakeup(inEventLoop);
        }
    }

    public boolean inEventLoop() {
        return inEventLoop(Thread.currentThread());
    }

    public boolean inEventLoop(Thread thread) {
        return thread == this.thread;
    }
    
    private void startThread() {
        if (STATE_UPDATER.get(this) == ST_NOT_STARTED) {
            if (STATE_UPDATER.compareAndSet(this, ST_NOT_STARTED, ST_STARTED)) {
                doStartThread();
            }
        }
    }

//启动线程  
private void doStartThread() {
        assert thread == null;
        executor.execute(new Runnable() {
            @Override
            public void run() {
                thread = Thread.currentThread();//保存当前线程,用于判断
                if (interrupted) {
                    thread.interrupt();
                }

                boolean success = false;
                updateLastExecutionTime();
                try {
                    SingleThreadEventExecutor.this.run();//触发NioEventLoop执行
                    success = true;
                } catch (Throwable t) {
                    logger.warn("Unexpected exception from an event executor: ", t);
                } finally {
                    for (;;) {
                        int oldState = STATE_UPDATER.get(SingleThreadEventExecutor.this);
                        if (oldState >= ST_SHUTTING_DOWN || STATE_UPDATER.compareAndSet(
                                SingleThreadEventExecutor.this, oldState, ST_SHUTTING_DOWN)) {
                            break;
                        }
                    }

                    // Check if confirmShutdown() was called at the end of the loop.
                    if (success && gracefulShutdownStartTime == 0) {
                        logger.error("Buggy " + EventExecutor.class.getSimpleName() + " implementation; " +
                                SingleThreadEventExecutor.class.getSimpleName() + ".confirmShutdown() must be called " +
                                "before run() implementation terminates.");
                    }

                    try {
                        // Run all remaining tasks and shutdown hooks.
                        for (;;) {
                            if (confirmShutdown()) {
                                break;
                            }
                        }
                    } finally {
                        try {
                            cleanup();
                        } finally {
                            STATE_UPDATER.set(SingleThreadEventExecutor.this, ST_TERMINATED);
                            threadLock.release();
                            if (!taskQueue.isEmpty()) {
                                logger.warn(
                                        "An event executor terminated with " +
                                                "non-empty task queue (" + taskQueue.size() + ')');
                            }

                            terminationFuture.setSuccess(null);
                        }
                    }
                }
            }
        });
    }

3、NioEventLoop执行过程

NioEventLoop.run()->SingleThreadEventExecutor.this.run():
run()->for(;;)

#NioEventLoop的run方法
protected void run() {
        for (;;) {
            try {
                switch (selectStrategy.calculateStrategy(selectNowSupplier, hasTasks())) {
                    case SelectStrategy.CONTINUE:
                        continue;
                    case SelectStrategy.SELECT:
                        select(wakenUp.getAndSet(false));//wakenUp.getAndSet(false)取值,并设置为false。

                        // 'wakenUp.compareAndSet(false, true)' is always evaluated
                        // before calling 'selector.wakeup()' to reduce the wake-up
                        // overhead. (Selector.wakeup() is an expensive operation.)
                        //
                        // However, there is a race condition in this approach.
                        // The race condition is triggered when 'wakenUp' is set to
                        // true too early.
                        //
                        // 'wakenUp' is set to true too early if:
                        // 1) Selector is waken up between 'wakenUp.set(false)' and
                        //    'selector.select(...)'. (BAD)
                        // 2) Selector is waken up between 'selector.select(...)' and
                        //    'if (wakenUp.get()) { ... }'. (OK)
                        //
                        // In the first case, 'wakenUp' is set to true and the
                        // following 'selector.select(...)' will wake up immediately.
                        // Until 'wakenUp' is set to false again in the next round,
                        // 'wakenUp.compareAndSet(false, true)' will fail, and therefore
                        // any attempt to wake up the Selector will fail, too, causing
                        // the following 'selector.select(...)' call to block
                        // unnecessarily.
                        //
                        // To fix this problem, we wake up the selector again if wakenUp
                        // is true immediately after selector.select(...).
                        // It is inefficient in that it wakes up the selector for both
                        // the first case (BAD - wake-up required) and the second case
                        // (OK - no wake-up required).

                        if (wakenUp.get()) {
                            selector.wakeup();
                        }
                    default:
                        // fallthrough
                }

                cancelledKeys = 0;
                needsToSelectAgain = false;
                final int ioRatio = this.ioRatio;
                if (ioRatio == 100) {
//ioRatio控制processSelectedKeys(处理IO)和runAllTasks时间占有率,
//runAllTasks处理外部线程扔到taskQueue的任务。默认50,即时间1:1
                    try {
                        processSelectedKeys();
                    } finally {
                        // Ensure we always run tasks.
                        runAllTasks();
                    }
                } else {
                    final long ioStartTime = System.nanoTime();
                    try {
                        processSelectedKeys();
                    } finally {
                        // Ensure we always run tasks.
                        final long ioTime = System.nanoTime() - ioStartTime;
                        runAllTasks(ioTime * (100 - ioRatio) / ioRatio);
                    }
                }
            } catch (Throwable t) {
                handleLoopException(t);
            }
            // Always handle shutdown even if the loop processing threw an exception.
            try {
                if (isShuttingDown()) {
                    closeAll();
                    if (confirmShutdown()) {
                        return;
                    }
                }
            } catch (Throwable t) {
                handleLoopException(t);
            }
        }
    }
    

(2)、select()方法执行逻辑(检测IO事件):

private void select(boolean oldWakenUp) throws IOException {
        Selector selector = this.selector;
        try {
            int selectCnt = 0;
            long currentTimeNanos = System.nanoTime();
            long selectDeadLineNanos = currentTimeNanos + delayNanos(currentTimeNanos);//截止时间
            for (;;) {
                long timeoutMillis = (selectDeadLineNanos - currentTimeNanos + 500000L) / 1000000L;
                if (timeoutMillis <= 0) {
                    if (selectCnt == 0) {
                        selector.selectNow();
                        selectCnt = 1;
                    }
                    break;
                }

                // If a task was submitted when wakenUp value was true, the task didn't get a chance to call
                // Selector#wakeup. So we need to check task queue again before executing select operation.
                // If we don't, the task might be pended until select operation was timed out.
                // It might be pended until idle timeout if IdleStateHandler existed in pipeline.
                if (hasTasks() && wakenUp.compareAndSet(false, true)) {//taskQueue是否有,wakenUp设置为true
                    selector.selectNow();
                    selectCnt = 1;
                    break;
                }
                //未到截止时间,且当前taskQueue无任务,进行阻塞式的select
                int selectedKeys = selector.select(timeoutMillis);
                selectCnt ++;//轮询selectCnt次数++
                //轮询到IO事件,或当前操作是否需要唤醒,或被唤醒,或异步队列有任务,或者有定时任务。则退出循环
                if (selectedKeys != 0 || oldWakenUp || wakenUp.get() || hasTasks() || hasScheduledTasks()) {
                    // - Selected something,
                    // - waken up by user, or
                    // - the task queue has a pending task.
                    // - a scheduled task is ready for processing
                    break;
                }
                if (Thread.interrupted()) {
                    // Thread was interrupted so reset selected keys and break so we not run into a busy loop.
                    // As this is most likely a bug in the handler of the user or it's client library we will
                    // also log it.
                    //
                    // See https://github.com/netty/netty/issues/2426
                    if (logger.isDebugEnabled()) {
                        logger.debug("Selector.select() returned prematurely because " +
                                "Thread.currentThread().interrupt() was called. Use " +
                                "NioEventLoop.shutdownGracefully() to shutdown the NioEventLoop.");
                    }
                    selectCnt = 1;
                    break;
                }
                //防止死循环
                long time = System.nanoTime();
                //time-currentTimeNanos>超时时间,说明已经进行了一次阻塞式
                if (time - TimeUnit.MILLISECONDS.toNanos(timeoutMillis) >= currentTimeNanos) {
                    // timeoutMillis elapsed without anything selected.
                    selectCnt = 1;
                } else if (SELECTOR_AUTO_REBUILD_THRESHOLD > 0 &&
                        selectCnt >= SELECTOR_AUTO_REBUILD_THRESHOLD) {
                    //没超过时间说明有空轮询,当空轮询超过SELECTOR_AUTO_REBUILD_THRESHOLD次数
                    // The selector returned prematurely many times in a row.
                    // Rebuild the selector to work around the problem.
                    logger.warn(
                            "Selector.select() returned prematurely {} times in a row; rebuilding Selector {}.",
                            selectCnt, selector);

                    rebuildSelector();//重新创建selector
                    selector = this.selector;

                    // Select again to populate selectedKeys.
                    selector.selectNow();
                    selectCnt = 1;
                    break;
                }

                currentTimeNanos = time;
            }

            if (selectCnt > MIN_PREMATURE_SELECTOR_RETURNS) {
                if (logger.isDebugEnabled()) {
                    logger.debug("Selector.select() returned prematurely {} times in a row for Selector {}.",
                            selectCnt - 1, selector);
                }
            }
        } catch (CancelledKeyException e) {
            if (logger.isDebugEnabled()) {
                logger.debug(CancelledKeyException.class.getSimpleName() + " raised by a Selector {} - JDK bug?",
                        selector, e);
            }
            // Harmless exception - log anyway
        }
    }
    
    
    protected boolean hasTasks() {
        assert inEventLoop();
        return !taskQueue.isEmpty();
    }
    
    /**解决java nio 空轮询bug
     * Replaces the current {@link Selector} of this event loop with newly created {@link Selector}s to work
     * around the infamous epoll 100% CPU bug.
     */
    public void rebuildSelector() {
        if (!inEventLoop()) {
            execute(new Runnable() {
                @Override
                public void run() {
                    rebuildSelector0();
                }
            });
            return;
        }
        rebuildSelector0();
    }

    private void rebuildSelector0() {
        final Selector oldSelector = selector;
        final SelectorTuple newSelectorTuple;

        if (oldSelector == null) {
            return;
        }

        try {
            newSelectorTuple = openSelector();
        } catch (Exception e) {
            logger.warn("Failed to create a new Selector.", e);
            return;
        }

        // Register all channels to the new Selector.
        int nChannels = 0;
        for (SelectionKey key: oldSelector.keys()) {//重新注册到新的Selector
            Object a = key.attachment();
            try {
                if (!key.isValid() || key.channel().keyFor(newSelectorTuple.unwrappedSelector) != null) {
                    continue;
                }

                int interestOps = key.interestOps();
                key.cancel();
                SelectionKey newKey = key.channel().register(newSelectorTuple.unwrappedSelector, interestOps, a);
                if (a instanceof AbstractNioChannel) {
                    // Update SelectionKey
                    ((AbstractNioChannel) a).selectionKey = newKey;
                }
                nChannels ++;
            } catch (Exception e) {
                logger.warn("Failed to re-register a Channel to the new Selector.", e);
                if (a instanceof AbstractNioChannel) {
                    AbstractNioChannel ch = (AbstractNioChannel) a;
                    ch.unsafe().close(ch.unsafe().voidPromise());
                } else {
                    @SuppressWarnings("unchecked")
                    NioTask<SelectableChannel> task = (NioTask<SelectableChannel>) a;
                    invokeChannelUnregistered(task, key, e);
                }
            }
        }

        selector = newSelectorTuple.selector;
        unwrappedSelector = newSelectorTuple.unwrappedSelector;

        try {
            // time to close the old selector as everything else is registered to the new one
            oldSelector.close();
        } catch (Throwable t) {
            if (logger.isWarnEnabled()) {
                logger.warn("Failed to close the old Selector.", t);
            }
        }

        logger.info("Migrated " + nChannels + " channel(s) to the new Selector.");
    }

(3)、IO事件处理:processSelectedKeys()执行逻辑:

private SelectorTuple openSelector() {
        final Selector unwrappedSelector;
        try {
            unwrappedSelector = provider.openSelector();
        } catch (IOException e) {
            throw new ChannelException("failed to open a new selector", e);
        }

        if (DISABLE_KEYSET_OPTIMIZATION) {//不需要优化,返回原生的Selector(默认进行优化)
            return new SelectorTuple(unwrappedSelector);
        }

        final SelectedSelectionKeySet selectedKeySet = new SelectedSelectionKeySet();

        Object maybeSelectorImplClass = AccessController.doPrivileged(new PrivilegedAction<Object>() {
            @Override
            public Object run() {
                try {
                    return Class.forName(
                            "sun.nio.ch.SelectorImpl",
                            false,
                            PlatformDependent.getSystemClassLoader());
                } catch (Throwable cause) {
                    return cause;
                }
            }
        });
        
        if (!(maybeSelectorImplClass instanceof Class) ||
                // ensure the current selector implementation is what we can instrument.
                !((Class<?>) maybeSelectorImplClass).isAssignableFrom(unwrappedSelector.getClass())) {
            if (maybeSelectorImplClass instanceof Throwable) {
                Throwable t = (Throwable) maybeSelectorImplClass;
                logger.trace("failed to instrument a special java.util.Set into: {}", unwrappedSelector, t);
            }
            return new SelectorTuple(unwrappedSelector);
        }

        final Class<?> selectorImplClass = (Class<?>) maybeSelectorImplClass;
        //通过反射方式
        Object maybeException = AccessController.doPrivileged(new PrivilegedAction<Object>() {
            @Override
            public Object run() {
                try {
                    Field selectedKeysField = selectorImplClass.getDeclaredField("selectedKeys");
                    Field publicSelectedKeysField = selectorImplClass.getDeclaredField("publicSelectedKeys");

                    Throwable cause = ReflectionUtil.trySetAccessible(selectedKeysField);
                    if (cause != null) {
                        return cause;
                    }
                    cause = ReflectionUtil.trySetAccessible(publicSelectedKeysField);
                    if (cause != null) {
                        return cause;
                    }

                    selectedKeysField.set(unwrappedSelector, selectedKeySet);//反射方式进行赋值
                    publicSelectedKeysField.set(unwrappedSelector, selectedKeySet);
                    return null;
                } catch (NoSuchFieldException e) {
                    return e;
                } catch (IllegalAccessException e) {
                    return e;
                }
            }
        });

        if (maybeException instanceof Exception) {
            selectedKeys = null;
            Exception e = (Exception) maybeException;
            logger.trace("failed to instrument a special java.util.Set into: {}", unwrappedSelector, e);
            return new SelectorTuple(unwrappedSelector);
        }
        selectedKeys = selectedKeySet;
        logger.trace("instrumented a special java.util.Set into: {}", unwrappedSelector);
        return new SelectorTuple(unwrappedSelector,
                                 new SelectedSelectionKeySetSelector(unwrappedSelector, selectedKeySet));
    }
    
    
#使用SelectedSelectionKeySet代替hashset,采用数组实现,add方法
final class SelectedSelectionKeySet extends AbstractSet<SelectionKey> {

    SelectionKey[] keys;
    int size;

    SelectedSelectionKeySet() {
        keys = new SelectionKey[1024];
    }

    @Override
    public boolean add(SelectionKey o) {
        if (o == null) {
            return false;
        }

        keys[size++] = o;// O(1),而hashset的add为o(n)
        if (size == keys.length) {
            increaseCapacity();
        }

        return true;
    }

    @Override
    public int size() {
        return size;
    }

    @Override
    public boolean remove(Object o) {
        return false;
    }

    @Override
    public boolean contains(Object o) {
        return false;
    }

    @Override
    public Iterator<SelectionKey> iterator() {
        throw new UnsupportedOperationException();
    }

    void reset() {
        reset(0);
    }

    void reset(int start) {
        Arrays.fill(keys, start, size, null);
        size = 0;
    }

    private void increaseCapacity() {
        SelectionKey[] newKeys = new SelectionKey[keys.length << 1];
        System.arraycopy(keys, 0, newKeys, 0, size);
        keys = newKeys;
    }
}


//NioEventLoop的run方法调用processSelectedKeys
private void processSelectedKeys() {
        if (selectedKeys != null) {
            processSelectedKeysOptimized();
        } else {
            processSelectedKeysPlain(selector.selectedKeys());
        }
    }

#处理IO事件
private void processSelectedKeysOptimized() {
        for (int i = 0; i < selectedKeys.size; ++i) {//遍历SelectedSelectionKeySet数组
            final SelectionKey k = selectedKeys.keys[i];
            // null out entry in the array to allow to have it GC'ed once the Channel close
            // See https://github.com/netty/netty/issues/2363
            selectedKeys.keys[i] = null;

            final Object a = k.attachment();//attachment即NioChannel

            if (a instanceof AbstractNioChannel) {
                processSelectedKey(k, (AbstractNioChannel) a);//处理io事件
            } else {
                @SuppressWarnings("unchecked")
                NioTask<SelectableChannel> task = (NioTask<SelectableChannel>) a;
                processSelectedKey(k, task);
            }

            if (needsToSelectAgain) {
                // null out entries in the array to allow to have it GC'ed once the Channel close
                // See https://github.com/netty/netty/issues/2363
                selectedKeys.reset(i + 1);

                selectAgain();
                i = -1;
            }
        }
    }


private void processSelectedKey(SelectionKey k, AbstractNioChannel ch) {
        final AbstractNioChannel.NioUnsafe unsafe = ch.unsafe();
        if (!k.isValid()) {
            final EventLoop eventLoop;
            try {
                eventLoop = ch.eventLoop();
            } catch (Throwable ignored) {
                // If the channel implementation throws an exception because there is no event loop, we ignore this
                // because we are only trying to determine if ch is registered to this event loop and thus has authority
                // to close ch.
                return;
            }
            // Only close ch if ch is still registered to this EventLoop. ch could have deregistered from the event loop
            // and thus the SelectionKey could be cancelled as part of the deregistration process, but the channel is
            // still healthy and should not be closed.
            // See https://github.com/netty/netty/issues/5125
            if (eventLoop != this || eventLoop == null) {
                return;
            }
            // close the channel if the key is not valid anymore
            unsafe.close(unsafe.voidPromise());
            return;
        }

        try {
            int readyOps = k.readyOps();
            // We first need to call finishConnect() before try to trigger a read(...) or write(...) as otherwise
            // the NIO JDK channel implementation may throw a NotYetConnectedException.
            if ((readyOps & SelectionKey.OP_CONNECT) != 0) {
                // remove OP_CONNECT as otherwise Selector.select(..) will always return without blocking
                // See https://github.com/netty/netty/issues/924
                int ops = k.interestOps();
                ops &= ~SelectionKey.OP_CONNECT;
                k.interestOps(ops);

                unsafe.finishConnect();
            }

            // Process OP_WRITE first as we may be able to write some queued buffers and so free memory.
            if ((readyOps & SelectionKey.OP_WRITE) != 0) {
                // Call forceFlush which will also take care of clear the OP_WRITE once there is nothing left to write
                ch.unsafe().forceFlush();
            }

            // Also check for readOps of 0 to workaround possible JDK bug which may otherwise lead
            // to a spin loop
            if ((readyOps & (SelectionKey.OP_READ | SelectionKey.OP_ACCEPT)) != 0 || readyOps == 0) {
                unsafe.read();
            }
        } catch (CancelledKeyException ignored) {
            unsafe.close(unsafe.voidPromise());
        }
    }   

(4)、tash执行,runAllTasks()执行逻辑:

#NioEventLoop构造函数中,创建taskQueue
NioEventLoop(NioEventLoopGroup parent, Executor executor, SelectorProvider selectorProvider,
                 SelectStrategy strategy, RejectedExecutionHandler rejectedExecutionHandler) {
        super(parent, executor, false, DEFAULT_MAX_PENDING_TASKS, rejectedExecutionHandler);
        if (selectorProvider == null) {
            throw new NullPointerException("selectorProvider");
        }
        if (strategy == null) {
            throw new NullPointerException("selectStrategy");
        }
        provider = selectorProvider;
        final SelectorTuple selectorTuple = openSelector();
        selector = selectorTuple.selector;
        unwrappedSelector = selectorTuple.unwrappedSelector;
        selectStrategy = strategy;
    }

#父类构造方法
protected SingleThreadEventExecutor(EventExecutorGroup parent, Executor executor,
                                        boolean addTaskWakesUp, int maxPendingTasks,
                                        RejectedExecutionHandler rejectedHandler) {
        super(parent);
        this.addTaskWakesUp = addTaskWakesUp;
        this.maxPendingTasks = Math.max(16, maxPendingTasks);
        this.executor = ObjectUtil.checkNotNull(executor, "executor");
        taskQueue = newTaskQueue(this.maxPendingTasks);//taskQueue 
        rejectedExecutionHandler = ObjectUtil.checkNotNull(rejectedHandler, "rejectedHandler");
    }

#NioEventLoop
protected Queue<Runnable> newTaskQueue(int maxPendingTasks) {
        // This event loop never calls takeTask()
        return PlatformDependent.newMpscQueue(maxPendingTasks);
}

//普通任务队列添加
#SingleThreadEventExecutor
public void execute(Runnable task) {
        if (task == null) {
            throw new NullPointerException("task");
        }

        boolean inEventLoop = inEventLoop();
        if (inEventLoop) {
            addTask(task);
        } else {
            startThread();
            addTask(task);
            if (isShutdown() && removeTask(task)) {
                reject();
            }
        }

        if (!addTaskWakesUp && wakesUpForTask(task)) {
            wakeup(inEventLoop);
        }
    }
    
#SingleThreadEventExecutor
protected void addTask(Runnable task) {
        if (task == null) {
            throw new NullPointerException("task");
        }
        if (!offerTask(task)) {
            reject(task);
        }
    }

    final boolean offerTask(Runnable task) {
        if (isShutdown()) {
            reject();
        }
        return taskQueue.offer(task);
    }
    
//定时任务队列
#AbstractScheduledEventExecutor 
public <V> ScheduledFuture<V> schedule(Callable<V> callable, long delay, TimeUnit unit) {
        ObjectUtil.checkNotNull(callable, "callable");
        ObjectUtil.checkNotNull(unit, "unit");
        if (delay < 0) {
            delay = 0;
        }
        return schedule(new ScheduledFutureTask<V>(
                this, callable, ScheduledFutureTask.deadlineNanos(unit.toNanos(delay))));
    }
    
<V> ScheduledFuture<V> schedule(final ScheduledFutureTask<V> task) {
        if (inEventLoop()) {//是在在当前EventLoop,否则外部线程执行
            scheduledTaskQueue().add(task);
        } else {
            execute(new Runnable() {
                @Override
                public void run() {
                    scheduledTaskQueue().add(task);
                }
            });
        }

        return task;
    }

//非线程安全的
Queue<ScheduledFutureTask<?>> scheduledTaskQueue() {
        if (scheduledTaskQueue == null) {
            scheduledTaskQueue = new PriorityQueue<ScheduledFutureTask<?>>();
        }
        return scheduledTaskQueue;
    }
    
#runAllTasks
protected boolean runAllTasks(long timeoutNanos) {
        fetchFromScheduledTaskQueue();//从定时任务队列里拉取第一个任务(根据截止时间排序优先级)
        Runnable task = pollTask();
        if (task == null) {
            afterRunningAllTasks();
            return false;
        }

        final long deadline = ScheduledFutureTask.nanoTime() + timeoutNanos;
        long runTasks = 0;
        long lastExecutionTime;
        for (;;) {
            safeExecute(task);

            runTasks ++;
             //每64个task检查一次deadline
            // Check timeout every 64 tasks because nanoTime() is relatively expensive.
            // XXX: Hard-coded value - will make it configurable if it is really a problem.
            if ((runTasks & 0x3F) == 0) {
                lastExecutionTime = ScheduledFutureTask.nanoTime();
                if (lastExecutionTime >= deadline) {
                    break;
                }
            }

            task = pollTask();
            if (task == null) {
                lastExecutionTime = ScheduledFutureTask.nanoTime();
                break;
            }
        }

        afterRunningAllTasks();//
        this.lastExecutionTime = lastExecutionTime;
        return true;
    }
    
//从定时任务队列取任务    
private boolean fetchFromScheduledTaskQueue() {
        long nanoTime = AbstractScheduledEventExecutor.nanoTime();
        Runnable scheduledTask  = pollScheduledTask(nanoTime);//取截止时间为nanoTime的任务
        while (scheduledTask != null) {
            if (!taskQueue.offer(scheduledTask)) {
                // No space left in the task queue add it back to the scheduledTaskQueue so we pick it up again.
                scheduledTaskQueue().add((ScheduledFutureTask<?>) scheduledTask);
                return false;
            }
            scheduledTask  = pollScheduledTask(nanoTime);
        }
        return true;
    }
    
#AbstractScheduledEventExecutor
protected final Runnable pollScheduledTask(long nanoTime) {
        assert inEventLoop();

        Queue<ScheduledFutureTask<?>> scheduledTaskQueue = this.scheduledTaskQueue;
        //取第一个任务
        ScheduledFutureTask<?> scheduledTask = scheduledTaskQueue == null ? null : scheduledTaskQueue.peek();
        if (scheduledTask == null) {
            return null;
        }

        if (scheduledTask.deadlineNanos() <= nanoTime) {
            scheduledTaskQueue.remove();//取小于等于nanoTime的
            return scheduledTask;
        }
        return null;//无符合nanoTime的任务
    }
    
    
//执行任务
#SingleThreadEventExecutor
protected boolean runAllTasks(long timeoutNanos) {
        fetchFromScheduledTaskQueue();
        Runnable task = pollTask();//取任务
        if (task == null) {
            afterRunningAllTasks();
            return false;
        }

        final long deadline = ScheduledFutureTask.nanoTime() + timeoutNanos;//计算截止时间
        long runTasks = 0;
        long lastExecutionTime;
        for (;;) {
            safeExecute(task);

            runTasks ++;

            // Check timeout every 64 tasks because nanoTime() is relatively expensive.
            // XXX: Hard-coded value - will make it configurable if it is really a problem.
//累计任务数量达到64判断当前时间是否超过截止时间中断执行后续任务,因为ScheduledFutureTask.nanoTime()比较耗时,不每次判断
            if ((runTasks & 0x3F) == 0) {
                lastExecutionTime = ScheduledFutureTask.nanoTime();
                if (lastExecutionTime >= deadline) {
                    break;
                }
            }

            task = pollTask();
            if (task == null) {//没有任务退出
                lastExecutionTime = ScheduledFutureTask.nanoTime();
                break;
            }
        }

        afterRunningAllTasks();
        this.lastExecutionTime = lastExecutionTime;
        return true;
    }
    
    protected Runnable pollTask() {
        assert inEventLoop();
        return pollTaskFrom(taskQueue);
    }
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