zookeeper适用场景:分布式锁实现详解大数据

问题导读:
1.zookeeper如何实现分布式锁?
2.什么是羊群效应?
3.zookeeper如何释放锁?

zookeeper适用场景:分布式锁实现详解大数据

zookeeper应用场景有关于分布式集群配置文件同步问题的描述,设想一下如果有100台机器同时对同一台机器上某个文件进行修改,如何才能保证文本不会被写乱,这就是最简单的分布式锁,本文介绍利用zk实现分布式锁。下面是写锁的实现步骤

分布式写锁
create一个PERSISTENT类型的znode,/Locks/write_lock

  • 客户端创建SEQUENCE|EPHEMERAL类型的znode,名字是lockid开头,创建的znode是/Locks/write_lock/lockid0000000001
  • 调用getChildren()不要设置Watcher获取/Locks/write_lock下的znode列表
  • 判断自己步骤2创建znode是不是znode列表中最小的一个,如果是就代表获得了锁,如果不是往下走
  • 调用exists()判断步骤2自己创建的节点编号小1的znode节点(也就是获取的znode节点列表中最小的znode),并且设置Watcher,如果exists()返回false,执行步骤3
  • 如果exists()返回true,那么等待zk通知,从而在回掉函数里返回执行步骤3

释放锁就是删除znode节点或者断开连接就行

*注意:上面步骤2中getChildren()不设置Watcher的原因是,防止羊群效应,如果getChildren()设置了Watcher,那么集群一抖动都会收到通知。在整个分布式锁的竞争过程中,大量重复运行,并且绝大多数的运行结果都是判断出自己并非是序号最小的节点,从而继续等待下一次通知—,这个显然看起来不怎么科学。客户端无端的接受到过多的和自己不相关的事件通知,这如果在集群规模大的时候,会对Server造成很大的性能影响,并且如果一旦同一时间有多个节点的客户端断开连接,这个时候,服务器就会像其余客户端发送大量的事件通知——这就是所谓的羊群效应。
下面是代码实现

import sys 
 
class GJZookeeper(object): 
 
    ZK_HOST = "localhost:2181" 
    ROOT = "/Locks" 
    WORKERS_PATH = join(ROOT,"write_lock") 
    MASTERS_NUM = 1 
    TIMEOUT = 10000 
 
    def __init__(self, verbose = True): 
        self.VERBOSE = verbose 
        self.masters = [] 
        self.is_master = False 
        self.path = None 
 
        self.zk = ZKClient(self.ZK_HOST, timeout = self.TIMEOUT) 
        self.say("login ok!") 
        # init 
        self.__init_zk() 
        # register 
        self.register() 
 
    def __init_zk(self): 
        """ 
        create the zookeeper node if not exist 
        |--Locks 
                |--write_lock 
        """ 
        nodes = (self.ROOT, self.WORKERS_PATH) 
        for node in nodes:  
            if not self.zk.exists(node): 
                try: 
                    self.zk.create(node, "") 
                except: 
                    pass 
 
    def register(self): 
        """ 
        register a node for this worker 
        |--Locks 
                |--write_lock 
                            |--lockid000000000x ==> hostname 
        """ 
 
        import socket 
        hostname = socket.gethostname() 
        self.path = self.zk.create(self.WORKERS_PATH + "/lockid", hostname, flags=zookeeper.EPHEMERAL | zookeeper.SEQUENCE) 
        self.lockid = basename(self.path) 
        self.say("register ok! I'm %s" % self.path) 
        # check who is the master 
        self.get_lock() 
 
    def get_lock(self): 
        """ 
        get children znode try to get lock 
        """ 
        @watchmethod 
        def watcher(event): 
            self.say("child changed, try to get lock again.") 
            self.get_lock() 
 
        children = self.zk.get_children(self.WORKERS_PATH) 
        children.sort() 
        min_lock_id = children[0] 
        self.say("%s's children: %s" % (self.WORKERS_PATH, children))  
        if cmp(self.lockid,min_lock_id) == 0: 
            self.get_lock_success() 
            return True 
        elif cmp(self.lockid,min_lock_id) > 0: 
            index = children.index(self.lockid) 
            new_lockid_watch = join(self.WORKERS_PATH,children[index-1]) 
            self.say("Add watch on %s"%new_lockid_watch) 
            res = self.zk.exists(new_lockid_watch,watcher) 
            if not res : 
                """代表没有存在之前小的锁,但是这并不意味着能拿到锁了,因为还可能有比当前还小的锁,还没轮到,要重新执行一遍""" 
#               self.get_lock_success() 
                return False 
            else : 
                """现在的锁有人在使用,等他释放了再抢""" 
                self.say("I can not get the lock this time,wait for the next time") 
                return False 
 
    def get_lock_success(self): 
        self.say("I get the lock !!!") 
        self.write_file() 
        self.zk.delete(join(self.WORKERS_PATH,self.lockid)) 
        self.say("I release the lock !!!") 
        sys.exit(1) 
 
    def write_file(self): 
        fd = open("lock.log",'a') 
        fd.write("%s/n"%self.lockid) 
        fd.close() 
 
    def say(self, msg): 
        """ 
        print messages to screen 
        """ 
        if self.VERBOSE: 
            if self.path: 
                log.info("[ %s(%s) ] %s" % (self.path, "master" if self.is_master else "slave", msg)) 
            else: 
                log.info(msg) 
 
def start_get_lock(): 
    gj_zookeeper = GJZookeeper() 
 
def main(): 
    th1 = threading.Thread(target = start_get_lock, name = "thread_1", args = ()) 
    th1.start() 
    th1.join() 
     
if __name__ == "__main__": 
    main() 
    time.sleep(1000) 

  文章转自:http://www.aboutyun.com/forum.php?mod=viewthread&tid=9267&ctid=16

 

原创文章,作者:ItWorker,如若转载,请注明出处:https://blog.ytso.com/9578.html

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