大数据之zookeeper 分布式协调应用模式 共享锁 / 队列 / 屏障

大数据阿木 发布于 7 天前 3 次阅读


分布式协调应用模式:Zookeeper在共享锁、队列、屏障中的应用

随着互联网技术的飞速发展,分布式系统已经成为现代企业架构的重要组成部分。在分布式系统中,各个节点之间需要协同工作,以保证系统的稳定性和一致性。Zookeeper作为Apache软件基金会的一个开源项目,是一个高性能的分布式协调服务,广泛应用于分布式系统的各个领域。本文将围绕Zookeeper在共享锁、队列、屏障等分布式协调应用模式中的应用进行探讨。

一、Zookeeper简介

Zookeeper是一个为分布式应用提供一致性服务的系统,它允许分布式应用访问一个集中的服务配置,并监控服务的状态变化。Zookeeper通过维护一个简单的文件系统结构,提供类似于文件系统的API,使得分布式应用可以方便地实现各种协调功能。

Zookeeper的主要特点如下:

1. 原子性:Zookeeper的所有操作都是原子的,要么全部成功,要么全部失败。

2. 单一系统视图:Zookeeper的所有客户端都看到相同的视图,保证了数据的一致性。

3. 可靠性:Zookeeper保证客户端的请求最终会被处理,即使服务器的部分节点发生故障。

4. 高性能:Zookeeper具有高性能,能够处理大量的并发请求。

二、Zookeeper在共享锁中的应用

共享锁是一种常见的分布式锁,允许多个进程或线程同时访问共享资源。在分布式系统中,共享锁可以保证多个节点在执行某个操作时不会相互干扰。

以下是一个使用Zookeeper实现共享锁的示例代码:

java

import org.apache.zookeeper.;


import org.apache.zookeeper.data.Stat;

import java.io.IOException;


import java.util.Collections;


import java.util.List;

public class SharedLock {


private ZooKeeper zk;


private String lockPath = "/lock";


private String myZnode;

public SharedLock(String zkAddress) throws IOException, InterruptedException {


zk = new ZooKeeper(zkAddress, 3000, new Watcher() {


@Override


public void process(WatchedEvent watchedEvent) {


// 处理watch事件


}


});


Stat stat = zk.exists(lockPath, false);


if (stat == null) {


zk.create(lockPath, new byte[0], ZooDefs.Ids.OPEN_ACL_UNSAFE, CreateMode.PERSISTENT);


}


}

public boolean acquireLock() throws KeeperException, InterruptedException {


String znode = zk.create(lockPath + "/lock-", new byte[0], ZooDefs.Ids.OPEN_ACL_UNSAFE, CreateMode.EPHEMERAL_SEQUENTIAL);


List<String> children = zk.getChildren(lockPath, false);


Collections.sort(children);


if (znode.equals(lockPath + "/" + children.get(0))) {


return true;


}


for (String child : children) {


if (znode.equals(lockPath + "/" + child)) {


Stat stat = zk.exists(lockPath + "/" + child, new Watcher() {


@Override


public void process(WatchedEvent watchedEvent) {


try {


acquireLock();


} catch (KeeperException | InterruptedException e) {


e.printStackTrace();


}


}


});


if (stat != null) {


return true;


}


}


}


return false;


}

public void releaseLock() throws KeeperException, InterruptedException {


zk.delete(myZnode, -1);


}

public static void main(String[] args) throws IOException, InterruptedException, KeeperException {


SharedLock lock = new SharedLock("localhost:2181");


if (lock.acquireLock()) {


System.out.println("Lock acquired");


// 执行业务逻辑


lock.releaseLock();


System.out.println("Lock released");


} else {


System.out.println("Lock not acquired");


}


}


}


三、Zookeeper在队列中的应用

在分布式系统中,队列是一种常用的协调机制,可以保证消息的有序传递和处理。Zookeeper可以用来实现分布式队列,以下是一个使用Zookeeper实现队列的示例代码:

java

import org.apache.zookeeper.;


import org.apache.zookeeper.data.Stat;

import java.io.IOException;


import java.util.Collections;


import java.util.List;

public class DistributedQueue {


private ZooKeeper zk;


private String queuePath = "/queue";


private String queueNode;

public DistributedQueue(String zkAddress) throws IOException, InterruptedException {


zk = new ZooKeeper(zkAddress, 3000, new Watcher() {


@Override


public void process(WatchedEvent watchedEvent) {


// 处理watch事件


}


});


Stat stat = zk.exists(queuePath, false);


if (stat == null) {


zk.create(queuePath, new byte[0], ZooDefs.Ids.OPEN_ACL_UNSAFE, CreateMode.PERSISTENT);


}


}

public void enqueue(String data) throws KeeperException, InterruptedException {


String znode = zk.create(queuePath + "/queue-", data.getBytes(), ZooDefs.Ids.OPEN_ACL_UNSAFE, CreateMode.EPHEMERAL_SEQUENTIAL);


queueNode = znode;


}

public String dequeue() throws KeeperException, InterruptedException {


List<String> children = zk.getChildren(queuePath, false);


Collections.sort(children);


String firstNode = queuePath + "/" + children.get(0);


Stat stat = zk.exists(firstNode, false);


if (stat != null) {


byte[] data = zk.getData(firstNode, false, stat);


zk.delete(firstNode, -1);


return new String(data);


}


return null;


}

public static void main(String[] args) throws IOException, InterruptedException, KeeperException {


DistributedQueue queue = new DistributedQueue("localhost:2181");


queue.enqueue("Message 1");


queue.enqueue("Message 2");


System.out.println("Dequeued: " + queue.dequeue());


System.out.println("Dequeued: " + queue.dequeue());


}


}


四、Zookeeper在屏障中的应用

屏障是一种同步机制,允许一组进程或线程在某个条件满足之前等待。在分布式系统中,屏障可以用来实现分布式任务调度。

以下是一个使用Zookeeper实现屏障的示例代码:

java

import org.apache.zookeeper.;


import org.apache.zookeeper.data.Stat;

import java.io.IOException;


import java.util.Collections;


import java.util.List;

public class Barrier {


private ZooKeeper zk;


private String barrierPath = "/barrier";


private String myZnode;

public Barrier(String zkAddress) throws IOException, InterruptedException {


zk = new ZooKeeper(zkAddress, 3000, new Watcher() {


@Override


public void process(WatchedEvent watchedEvent) {


// 处理watch事件


}


});


Stat stat = zk.exists(barrierPath, false);


if (stat == null) {


zk.create(barrierPath, new byte[0], ZooDefs.Ids.OPEN_ACL_UNSAFE, CreateMode.PERSISTENT);


}


}

public void waitForBarrier(int count) throws KeeperException, InterruptedException {


String znode = zk.create(barrierPath + "/barrier-", new byte[0], ZooDefs.Ids.OPEN_ACL_UNSAFE, CreateMode.EPHEMERAL_SEQUENTIAL);


myZnode = znode;


List<String> children = zk.getChildren(barrierPath, false);


Collections.sort(children);


int index = children.indexOf(znode);


if (index == count - 1) {


zk.delete(barrierPath, -1);


} else {


Stat stat = zk.exists(barrierPath, new Watcher() {


@Override


public void process(WatchedEvent watchedEvent) {


try {


waitForBarrier(count);


} catch (KeeperException | InterruptedException e) {


e.printStackTrace();


}


}


});


}


}

public static void main(String[] args) throws IOException, InterruptedException, KeeperException {


Barrier barrier = new Barrier("localhost:2181");


barrier.waitForBarrier(5);


System.out.println("Barrier reached");


}


}


五、总结

Zookeeper作为一种高性能的分布式协调服务,在共享锁、队列、屏障等分布式协调应用模式中具有广泛的应用。通过Zookeeper,分布式应用可以方便地实现各种协调功能,提高系统的稳定性和一致性。本文通过示例代码展示了Zookeeper在共享锁、队列、屏障中的应用,希望对读者有所帮助。