Fork me on GitHub

Zookeeper笔记之使用zk实现集群选主

 

一、需求

在主从结构的集群中,我们假设硬件机器是很脆弱的,随时可能会宕机,当master挂掉之后需要从slave中选出一个节点作为新的master,使用zookeeper可以很简单的实现集群选主功能。

 

二、分析

下面为了方便叙述,将使用更通用的技术术语,即使用leader表示master,使用follower表示slave。

集群选主涉及到两个问题:

1. 谁来做leader

2. leader挂掉了怎么被follower感知到

首先是第一个问题,谁来做leader,其实可以将这个问题看做是多线程中的互斥锁抢占,锁只有一把,并且只能被一个人抢到,这里就把一个zookeeper上的一个节点/leader-info看做是锁,集群中的每台机器都尝试去创建这个节点(抢占锁),因为zookeeper创建节点是原子性操作,所以只有一台机器能够创建成功其它都会失败,创建成功的那台机器就作为leader,其它机器做follower,一般leader抢占成功了之后会在/leader-info节点上存储一些与自己相关的信息,比如hostname、id之类的,以让follower知道谁抢占成功成为了leader,然后去连接leader进行一些数据交换或指令控制之类的,那就是选主之后的事了不在此篇文章的讨论范围之内。

第二个问题是leader挂掉了怎么通知其它的follower,zookeeper中的节点按照有效时间分为持久节点和临时节点,临时节点跟session绑定,而一个session表示一个客户端,当客户端下线的时候session失效,当session失效的时候跟它绑定的临时节点就会被删除,利用这个特性可以检测节点是否还在存活状态,实现follower对leader下线的感知,只是需要注意在创建/leader-info节点的时候要将其创建为临时节点,然后众多follower都在这个节点上添加一个watcher监听其删除事件,这样当leader挂掉的时候session失效,然后与此session绑定的临时节点会被删除,即/leader-info节点将被删除,同时给所有的follower发送事件通知,follower一看leader挂了就燥起来了,将自己的状态置为looking,开始新一轮的选举。

 

总结一下选主的流程:

1. 集群中的所有机器将自己置为looking状态,准备开始选举。

2. 所有looking状态的机器尝试去创建/leader-info节点。

3. 创建成功的将自己的状态修改为leader,同时将自己的一些信息写入到/leader-info这个节点上。

4. 创建失败的将自己的状态置为follower,同时尝试从/leader-info获取leader信息进行一些leader改变的逻辑(在这里这个不是重点,打印一下即可),follower在获取/leader-info节点数据的同时要设置一个watcher,监听此节点的删除事件,当节点被删除事件触发时启动新一轮的选举,因为获取数据设置watcher这个操作是原子性的,所以要么这个节点存在获取数据成功,并且设置watcher也成功,要么节点不存在抛出KeeperException.NoNodeException异常。

5. 为什么在follower设置watcher的时候还有可能会抛异常呢,leader不是已经创建了这个节点了吗?因为follower从尝试创建/leader-info节点失败到去获取此节点的数据同时设置watcher这一段操作不是原子性的,在这中间可能会发生一些变故,leader可能刚成为leader就挂掉了(或者因为一些网络抖动原因,总之是session失效了),leader挂掉之后它创建的临时节点就被zookeeper删除了,所以当follower在设置watcher的时候如果检测到KeeperException.NoNodeException,说明之前的leader挂掉了,此时集群中已经没有了leader,follower又燥起来了,它将自己的状态置为looking开始新一轮的选举。

 

三、实现

Node.java:

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
package cc11001100.zookeeper.leaderElection;
 
import cc11001100.zookeeper.utils.ZooKeeperUtil;
import org.apache.zookeeper.CreateMode;
import org.apache.zookeeper.KeeperException;
import org.apache.zookeeper.Watcher;
import org.apache.zookeeper.ZooDefs;
import org.apache.zookeeper.ZooKeeper;
 
import java.io.IOException;
import java.io.UnsupportedEncodingException;
 
/**
 * 表示集群中的一个节点
 *
 * @author CC11001100
 */
public class Node {
 
    private Status status;
    private String nodeForLeaderInfo;
    private ZooKeeper zooKeeper;
 
    public Node(String listenerNodeForLeader) throws IOException {
        this.nodeForLeaderInfo = listenerNodeForLeader;
        this.zooKeeper = ZooKeeperUtil.getZooKeeper();
        lookingForLeader();
    }
 
    public void lookingForLeader() {
        status = Status.LOOKING;
        try {
            String leaderInfo = Thread.currentThread().getName();
            // 需要注意这里创建的是临时节点
            zooKeeper.create(nodeForLeaderInfo, leaderInfo.getBytes(), ZooDefs.Ids.OPEN_ACL_UNSAFE, CreateMode.EPHEMERAL);
            // 如果上一步没有抛异常,说明自己已经是leader了
            status = Status.LEADER;
            String logMsg = Thread.currentThread().getName() + " is leader";
            System.out.println(logMsg);
        } catch (KeeperException.NodeExistsException e) {
            // 节点已经存在,说明leader已经被别人注册成功了,自己是follower
            status = Status.FOLLOWER;
            try {
                byte[] leaderInfoBytes = zooKeeper.getData(nodeForLeaderInfo, event -> {
                    if (event.getType() == Watcher.Event.EventType.NodeDeleted) {
                        lookingForLeader();
                    }
                }, null);
                String logMsg = Thread.currentThread().getName() + " is follower, master is " + new String(leaderInfoBytes, "UTF-8");
                System.out.println(logMsg);
            } catch (KeeperException.NoNodeException e1) {
                // 如果在获取leader信息的时候报了节点不存在,说明这个leader比较短命,刚抢到leader就又挂掉了
                lookingForLeader();
            } catch (KeeperException | InterruptedException | UnsupportedEncodingException e1) {
                e1.printStackTrace();
            }
        } catch (KeeperException | InterruptedException e) {
            e.printStackTrace();
        }
    }
 
    public void shutdown() {
        try {
            if (zooKeeper != null) {
                zooKeeper.close();
            }
        } catch (InterruptedException e) {
            e.printStackTrace();
        }
    }
 
    public Status getStatus() {
        return status;
    }
 
    // 当前节点的状态,节点的状态必须在这三个中的一个
    public enum Status {
        LOOKING, // 选举中
        LEADER, // 选举完毕,当前节点为leader
        FOLLOWER; // 选举完毕,当前节点为follower
    }
 
}

LeaderElectionTest.java:

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
package cc11001100.zookeeper.leaderElection;
 
import java.io.IOException;
import java.util.concurrent.TimeUnit;
import java.util.concurrent.atomic.AtomicInteger;
import java.util.concurrent.atomic.AtomicLong;
 
/**
 * @author CC11001100
 */
public class LeaderElectionTest {
 
    private static void sleep(long mils) {
        try {
            TimeUnit.MILLISECONDS.sleep(mils);
        } catch (InterruptedException e) {
            e.printStackTrace();
        }
    }
 
    public static void main(String[] args) throws IOException {
 
        final String LEADER_INFO_NODE = "/leader-info";
        int nodeNum = 10;
        AtomicLong idGenerator = new AtomicLong();
        AtomicInteger activeNodeCount = new AtomicInteger();
        while (true) {
            if (activeNodeCount.get() >= nodeNum) {
                sleep(10);
                continue;
            }
 
            // 线程启动需要一定时间,将线程启动看做开机过程,在开机之前就算一台新的机器加入了
            activeNodeCount.incrementAndGet();
            new Thread(() -> {
                try {
                    Node node = new Node(LEADER_INFO_NODE);
                    while (true) {
                        sleep(1000);
                        // 这里为了试验就让leader有轻微自杀倾向...
                        if (node.getStatus() == Node.Status.LEADER && Math.random() < 0.3) {
                            String logMsg = "----------------------------- " + Thread.currentThread().getName() + " shutdown -----------------------------";
                            System.out.println(logMsg);
                            node.shutdown();
                            break;
                        }
                    }
                } catch (IOException e) {
                    e.printStackTrace();
                } finally {
                    activeNodeCount.decrementAndGet();
                }
            }, "node-" + idGenerator.getAndIncrement()).start();
        }
    }
 
}

控制台输出:

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
...
node-4 is leader
node-3 is follower, master is node-4
node-0 is follower, master is node-4
node-9 is follower, master is node-4
node-7 is follower, master is node-4
node-5 is follower, master is node-4
node-1 is follower, master is node-4
node-6 is follower, master is node-4
node-8 is follower, master is node-4
node-2 is follower, master is node-4
----------------------------- node-4 shutdown -----------------------------
node-0-EventThread is leader
node-6-EventThread is follower, master is node-0-EventThread
node-3-EventThread is follower, master is node-0-EventThread
node-7-EventThread is follower, master is node-0-EventThread
node-1-EventThread is follower, master is node-0-EventThread
node-5-EventThread is follower, master is node-0-EventThread
node-9-EventThread is follower, master is node-0-EventThread
node-2-EventThread is follower, master is node-0-EventThread
node-8-EventThread is follower, master is node-0-EventThread
node-10 is follower, master is node-0-EventThread
----------------------------- node-0 shutdown -----------------------------
node-6-EventThread is leader
node-7-EventThread is follower, master is node-6-EventThread
node-1-EventThread is follower, master is node-6-EventThread
node-3-EventThread is follower, master is node-6-EventThread
node-10-EventThread is follower, master is node-6-EventThread
node-9-EventThread is follower, master is node-6-EventThread
node-5-EventThread is follower, master is node-6-EventThread
node-2-EventThread is follower, master is node-6-EventThread
node-8-EventThread is follower, master is node-6-EventThread
node-11 is follower, master is node-6-EventThread
----------------------------- node-6 shutdown -----------------------------
node-1-EventThread is leader
node-10-EventThread is follower, master is node-1-EventThread
node-7-EventThread is follower, master is node-1-EventThread
node-11-EventThread is follower, master is node-1-EventThread
node-8-EventThread is follower, master is node-1-EventThread
node-5-EventThread is follower, master is node-1-EventThread
node-9-EventThread is follower, master is node-1-EventThread
node-3-EventThread is follower, master is node-1-EventThread
node-2-EventThread is follower, master is node-1-EventThread
node-12 is follower, master is node-1-EventThread
----------------------------- node-1 shutdown -----------------------------
node-3-EventThread is leader
node-12-EventThread is follower, master is node-3-EventThread
node-11-EventThread is follower, master is node-3-EventThread
node-5-EventThread is follower, master is node-3-EventThread
node-7-EventThread is follower, master is node-3-EventThread
node-9-EventThread is follower, master is node-3-EventThread
node-2-EventThread is follower, master is node-3-EventThread
node-10-EventThread is follower, master is node-3-EventThread
node-8-EventThread is follower, master is node-3-EventThread
node-13 is follower, master is node-3-EventThread
----------------------------- node-3 shutdown -----------------------------
node-5-EventThread is leader
node-13-EventThread is follower, master is node-5-EventThread
node-12-EventThread is follower, master is node-5-EventThread
node-7-EventThread is follower, master is node-5-EventThread
node-11-EventThread is follower, master is node-5-EventThread
node-10-EventThread is follower, master is node-5-EventThread
node-9-EventThread is follower, master is node-5-EventThread
node-2-EventThread is follower, master is node-5-EventThread
node-8-EventThread is follower, master is node-5-EventThread
node-14 is follower, master is node-5-EventThread
----------------------------- node-5 shutdown -----------------------------
node-7-EventThread is leader
node-13-EventThread is follower, master is node-7-EventThread
node-12-EventThread is follower, master is node-7-EventThread
node-9-EventThread is follower, master is node-7-EventThread
node-11-EventThread is follower, master is node-7-EventThread
node-14-EventThread is follower, master is node-7-EventThread
node-10-EventThread is follower, master is node-7-EventThread
node-8-EventThread is follower, master is node-7-EventThread
node-2-EventThread is follower, master is node-7-EventThread
node-15 is follower, master is node-7-EventThread
----------------------------- node-7 shutdown -----------------------------
node-14-EventThread is leader
node-13-EventThread is follower, master is node-14-EventThread
node-11-EventThread is follower, master is node-14-EventThread
node-2-EventThread is follower, master is node-14-EventThread
node-12-EventThread is follower, master is node-14-EventThread
node-15-EventThread is follower, master is node-14-EventThread
node-10-EventThread is follower, master is node-14-EventThread
node-9-EventThread is follower, master is node-14-EventThread
node-8-EventThread is follower, master is node-14-EventThread
node-16 is follower, master is node-14-EventThread
----------------------------- node-14 shutdown -----------------------------
node-13-EventThread is leader
node-12-EventThread is follower, master is node-13-EventThread
node-15-EventThread is follower, master is node-13-EventThread
node-9-EventThread is follower, master is node-13-EventThread
node-10-EventThread is follower, master is node-13-EventThread
node-2-EventThread is follower, master is node-13-EventThread
node-8-EventThread is follower, master is node-13-EventThread
node-11-EventThread is follower, master is node-13-EventThread
node-16-EventThread is follower, master is node-13-EventThread
node-17 is follower, master is node-13-EventThread
...

 

最后有个需要注意的地方就是是否需要将leader节点设置为顺序临时节点呢?类似于分布式锁那样,这样的话每次唤醒一个节点就可以了,这看上去像是一个可以优化的点。

其实并不是,当leader挂掉的时候必须所有follower都能够感知到leader的变更,即使他们不参与抢主也必须醒来执行leader变更的逻辑。

 

.

posted @   CC11001100  阅读(7228)  评论(0编辑  收藏  举报
编辑推荐:
· 10年+ .NET Coder 心语,封装的思维:从隐藏、稳定开始理解其本质意义
· .NET Core 中如何实现缓存的预热?
· 从 HTTP 原因短语缺失研究 HTTP/2 和 HTTP/3 的设计差异
· AI与.NET技术实操系列:向量存储与相似性搜索在 .NET 中的实现
· 基于Microsoft.Extensions.AI核心库实现RAG应用
阅读排行:
· 10年+ .NET Coder 心语 ── 封装的思维:从隐藏、稳定开始理解其本质意义
· 地球OL攻略 —— 某应届生求职总结
· 提示词工程——AI应用必不可少的技术
· Open-Sora 2.0 重磅开源!
· 周边上新:园子的第一款马克杯温暖上架
点击右上角即可分享
微信分享提示