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ZooKeeper的分布式锁和队列实现实例教程
时间：2022-11-14 23:25:21 编辑：袖梨 来源：一聚教程网
在分布式系统中，往往需要一些分布式同步原语来做一些协同工作，上一篇文章介绍了Zookeeper的基本原理，本文介绍下基于Zookeeper的Lock和Queue的实现，主要代码都来自Zookeeper的官方recipe。
锁（Lock）
完全分布式锁是全局同步的，这意味着在任何时刻没有两个客户端会同时认为它们都拥有相同的锁，使用 Zookeeper 可以实现分布式锁，需要首先定义一个锁节点（lock root node）。
需要获得锁的客户端按照以下步骤来获取锁：
保证锁节点（lock root node）这个父根节点的存在，这个节点是每个要获取lock客户端共用的，这个节点是PERSISTENT的。
第一次需要创建本客户端要获取lock的节点，调用 create( )，并设置 节点为EPHEMERAL_SEQUENTIAL类型，表示该节点为临时的和顺序的。
在父锁节点（lock root node）上调用 getChildren( ) ，不需要设置监视标志。 (为了避免“羊群效应”).
按照Fair竞争的原则，将步骤3中的子节点（要获取锁的节点）按照节点顺序的大小做排序，取出编号最小的一个节点做为lock的owner，判断自己的节点id
是否就为owner id，如果是则返回，lock成功。如果不是则调用 exists( )监听比自己小的前一位的id，关注它锁释放的操作（也就是exist watch）。
如果第4步监听exist的watch被触发，则继续按4中的原则判断自己是否能获取到lock。
释放锁：需要释放锁的客户端只需要删除在第2步中创建的节点即可。
注意事项：
一个节点的删除只会导致一个客户端被唤醒，因为每个节点只被一个客户端watch，这避免了“羊群效应”。
一个分布式lock的实现：
/**
*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package org.apache.zookeeper.recipes.lock;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.apache.zookeeper.KeeperException;
import org.apache.zookeeper.WatchedEvent;
import org.apache.zookeeper.Watcher;
import static org.apache.zookeeper.CreateMode.EPHEMERAL_SEQUENTIAL;
import org.apache.zookeeper.ZooKeeper;
import org.apache.zookeeper.data.ACL;
import org.apache.zookeeper.data.Stat;
import java.util.List;
import java.util.SortedSet;
import java.util.TreeSet;
/**
* A protocol to implement an exclusive
* write lock or to elect a leader. You invoke {@link #lock()} to
* start the process of grabbing the lock; you may get the lock then or it may be
* some time later. You can register a listener so that you are invoked
* when you get the lock; otherwise you can ask if you have the lock
* by calling {@link #isOwner()}
*
*/
public class WriteLock extends ProtocolSupport {
private static final Logger LOG = LoggerFactory.getLogger(WriteLock.class);
private final String dir;
private String id;
private ZNodeName idName;
private String ownerId;
private String lastChildId;
private byte[] data = {0x12, 0x34};
private LockListener callback;
private LockZooKeeperOperation zop;
/**
* zookeeper contructor for writelock
* @param zookeeper zookeeper client instance
* @param dir the parent path you want to use for locking
* @param acls the acls that you want to use for all the paths,
* if null world read/write is used.
*/
public WriteLock(ZooKeeper zookeeper, String dir, List acl) {
super(zookeeper);
this.dir = dir;
if (acl != null) {
setAcl(acl);
}
this.zop = new LockZooKeeperOperation();
}
/**
* zookeeper contructor for writelock with callback
* @param zookeeper the zookeeper client instance
* @param dir the parent path you want to use for locking
* @param acl the acls that you want to use for all the paths
* @param callback the call back instance
*/
public WriteLock(ZooKeeper zookeeper, String dir, List acl,
LockListener callback) {
this(zookeeper, dir, acl);
this.callback = callback;
}
/**
* return the current locklistener
* @return the locklistener
*/
public LockListener getLockListener() {
return this.callback;
}
/**
* register a different call back listener
* @param callback the call back instance
*/
public void setLockListener(LockListener callback) {
this.callback = callback;
}
/**
* Removes the lock or associated znode if
* you no longer require the lock. this also
* removes your request in the queue for locking
* in case you do not already hold the lock.
* @throws RuntimeException throws a runtime exception
* if it cannot connect to zookeeper.
*/
public synchronized void unlock() throws RuntimeException {
if (!isClosed() && id != null) {
// we don't need to retry this operation in the case of failure
// as ZK will remove ephemeral files and we don't wanna hang
// this process when closing if we cannot reconnect to ZK
try {
ZooKeeperOperation zopdel = new ZooKeeperOperation() {
public boolean execute() throws KeeperException,
InterruptedException {
zookeeper.delete(id, -1);
return Boolean.TRUE;
}
};
zopdel.execute();
} catch (InterruptedException e) {
LOG.warn("Caught: " + e, e);
//set that we have been interrupted.
Thread.currentThread().interrupt();
} catch (KeeperException.NoNodeException e) {
// do nothing
} catch (KeeperException e) {
LOG.warn("Caught: " + e, e);
throw (RuntimeException) new RuntimeException(e.getMessage()).
initCause(e);
}
finally {
if (callback != null) {
callback.lockReleased();
}
id = null;
}
}
}
/**
* the watcher called on
* getting watch while watching
* my predecessor
*/
private class LockWatcher implements Watcher {
public void process(WatchedEvent event) {
// lets either become the leader or watch the new/updated node
LOG.debug("Watcher fired on path: " + event.getPath() + " state: " +
event.getState() + " type " + event.getType());
try {
lock();
} catch (Exception e) {
LOG.warn("Failed to acquire lock: " + e, e);
}
}
}
/**
* a zoookeeper operation that is mainly responsible
* for all the magic required for locking.
*/
private class LockZooKeeperOperation implements ZooKeeperOperation {
/** find if we have been created earler if not create our node
*
* @param prefix the prefix node
* @param zookeeper teh zookeeper client
* @param dir the dir paretn
* @throws KeeperException
* @throws InterruptedException
*/
private void findPrefixInChildren(String prefix, ZooKeeper zookeeper, String dir)
throws KeeperException, InterruptedException {
List names = zookeeper.getChildren(dir, false);
for (String name : names) {
if (name.startsWith(prefix)) {
id = dir + "/" + name;
if (LOG.isDebugEnabled()) {
LOG.debug("Found id created last time: " + id);
}
break;
}
}
if (id == null) {
id = zookeeper.create(dir + "/" + prefix, data,
getAcl(), EPHEMERAL_SEQUENTIAL);
if (LOG.isDebugEnabled()) {
LOG.debug("Created id: " + id);
}
}
}
/**
* the command that is run and retried for actually
* obtaining the lock
* @return if the command was successful or not
*/
public boolean execute() throws KeeperException, InterruptedException {
do {
if (id == null) {
long sessionId = zookeeper.getSessionId();
String prefix = "x-" + sessionId + "-";
// lets try look up the current ID if we failed
// in the middle of creating the znode
findPrefixInChildren(prefix, zookeeper, dir);
idName = new ZNodeName(id);
}
if (id != null) {
List names = zookeeper.getChildren(dir, false);
if (names.isEmpty()) {
LOG.warn("No children in: " + dir + " when we've just " +
"created one! Lets recreate it...");
// lets force the recreation of the id
id = null;
} else {
// lets sort them explicitly (though they do seem to come back in order ususally :)
SortedSet sortedNames = new TreeSet();
for (String name : names) {
sortedNames.add(new ZNodeName(dir + "/" + name));
}
ownerId = sortedNames.first().getName();
SortedSet lessThanMe = sortedNames.headSet(idName);
if (!lessThanMe.isEmpty()) {
ZNodeName lastChildName = lessThanMe.last();
lastChildId = lastChildName.getName();
if (LOG.isDebugEnabled()) {
LOG.debug("watching less than me node: " + lastChildId);
}
Stat stat = zookeeper.exists(lastChildId, new LockWatcher());
if (stat != null) {
return Boolean.FALSE;
} else {
LOG.warn("Could not find the" +
" stats for less than me: " + lastChildName.getName());
}
} else {
if (isOwner()) {
if (callback != null) {
callback.lockAcquired();
}
return Boolean.TRUE;
}
}
}
}
}
while (id == null);
return Boolean.FALSE;
}
};
/**
* Attempts to acquire the exclusive write lock returning whether or not it was
* acquired. Note that the exclusive lock may be acquired some time later after
* this method has been invoked due to the current lock owner going away.
*/
public synchronized boolean lock() throws KeeperException, InterruptedException {
if (isClosed()) {
return false;
}
ensurePathExists(dir);
return (Boolean) retryOperation(zop);
}
/**
* return the parent dir for lock
* @return the parent dir used for locks.
*/
public String getDir() {
return dir;
}
/**
* Returns true if this node is the owner of the
* lock (or the leader)
*/
public boolean isOwner() {
return id != null && ownerId != null && id.equals(ownerId);
}
/**
* return the id for this lock
* @return the id for this lock
*/
public String getId() {
return this.id;
}
}
注意这里的lock，可能会失败，会尝试多次，每次失败后会Sleep一段时间。
用于辅助节点大小顺序排序的类：
/** * * Licensed to the Apache Software Foundation (ASF) under one or more * contributor license agreements. See the NOTICE file distributed with * this work for additional information regarding copyright ownership. * The ASF licenses this file to You under the Apache License, Version 2.0 * (the "License"); you may not use this file except in compliance with * the License. You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ package org.apache.zookeeper.recipes.lock; import org.slf4j.Logger; import org.slf4j.LoggerFactory; /** * Represents an ephemeral znode name which has an ordered sequence number * and can be sorted in order * */ class ZNodeName implements Comparable{ private final String name; private String prefix; private int sequence = -1; private static final Logger LOG = LoggerFactory.getLogger(ZNodeName.class); public ZNodeName(String name) { if (name == null) { throw new NullPointerException("id cannot be null"); } this.name = name; this.prefix = name; int idx = name.lastIndexOf('-'); if (idx >= 0) { this.prefix = name.substring(0, idx); try { this.sequence = Integer.parseInt(name.substring(idx + 1)); // If an exception occurred we misdetected a sequence suffix, // so return -1. } catch (NumberFormatException e) { LOG.info("Number format exception for " + idx, e); } catch (ArrayIndexOutOfBoundsException e) { LOG.info("Array out of bounds for " + idx, e); } } } @Override public String toString() { return name.toString(); } @Override public boolean equals(Object o) { if (this == o) return true; if (o == null || getClass() != o.getClass()) return false; ZNodeName sequence = (ZNodeName) o; if (!name.equals(sequence.name)) return false; return true; } @Override public int hashCode() { return name.hashCode() + 37; } public int compareTo(ZNodeName that) { int answer = this.prefix.compareTo(that.prefix); if (answer == 0) { int s1 = this.sequence; int s2 = that.sequence; if (s1 == -1 && s2 == -1) { return this.name.compareTo(that.name); } answer = s1 == -1 ? 1 : s2 == -1 ? -1 : s1 - s2; } return answer; } /** * Returns the name of the znode */ public String getName() { return name; } /** * Returns the sequence number */ public int getZNodeName() { return sequence; } /** * Returns the text prefix before the sequence number */ public String getPrefix() { return prefix; } }
Zookeeper统一操作ZooKeeperOperation接口：
public interface ZooKeeperOperation {
/**
* Performs the operation - which may be involved multiple times if the connection
* to ZooKeeper closes during this operation
*
* @return the result of the operation or null
* @throws KeeperException
* @throws InterruptedException
*/
public boolean execute() throws KeeperException, InterruptedException;
}
因为Zookeeper的操作会失败，这个类封装了多次尝试：
/**
*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package org.apache.zookeeper.recipes.lock;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.apache.zookeeper.CreateMode;
import org.apache.zookeeper.KeeperException;
import org.apache.zookeeper.ZooDefs;
import org.apache.zookeeper.ZooKeeper;
import org.apache.zookeeper.data.ACL;
import org.apache.zookeeper.data.Stat;
import org.apache.zookeeper.recipes.lock.ZooKeeperOperation;
import java.util.List;
import java.util.concurrent.atomic.AtomicBoolean;
/**
* A base class for protocol implementations which provides a number of higher
* level helper methods for working with ZooKeeper along with retrying synchronous
* operations if the connection to ZooKeeper closes such as
* {@link #retryOperation(ZooKeeperOperation)}
*
*/
class ProtocolSupport {
private static final Logger LOG = LoggerFactory.getLogger(ProtocolSupport.class);
protected final ZooKeeper zookeeper;
private AtomicBoolean closed = new AtomicBoolean(false);
private long retryDelay = 500L;
private int retryCount = 10;
private List acl = ZooDefs.Ids.OPEN_ACL_UNSAFE;
public ProtocolSupport(ZooKeeper zookeeper) {
this.zookeeper = zookeeper;
}
/**
* Closes this strategy and releases any ZooKeeper resources; but keeps the
* ZooKeeper instance open
*/
public void close() {
if (closed.compareAndSet(false, true)) {
doClose();
}
}
/**
* return zookeeper client instance
* @return zookeeper client instance
*/
public ZooKeeper getZookeeper() {
return zookeeper;
}
/**
* return the acl its using
* @return the acl.
*/
public List getAcl() {
return acl;
}
/**
* set the acl
* @param acl the acl to set to
*/
public void setAcl(List acl) {
this.acl = acl;
}
/**
* get the retry delay in milliseconds
* @return the retry delay
*/
public long getRetryDelay() {
return retryDelay;
}
/**
* Sets the time waited between retry delays
* @param retryDelay the retry delay
*/
public void setRetryDelay(long retryDelay) {
this.retryDelay = retryDelay;
}
/**
* Allow derived classes to perform
* some custom closing operations to release resources
*/
protected void doClose() {
}
/**
* Perform the given operation, retrying if the connection fails
* @return object. it needs to be cast to the callee's expected
* return type.
*/
protected Object retryOperation(ZooKeeperOperation operation)
throws KeeperException, InterruptedException {
KeeperException exception = null;
for (int i = 0; i < retryCount; i++) {
try {
return operation.execute();
} catch (KeeperException.SessionExpiredException e) {
LOG.warn("Session expired for: " + zookeeper + " so reconnecting due to: " + e, e);
throw e;
} catch (KeeperException.ConnectionLossException e) {
if (exception == null) {
exception = e;
}
LOG.debug("Attempt " + i + " failed with connection loss so " +
"attempting to reconnect: " + e, e);
retryDelay(i);
}
}
throw exception;
}
/**
* Ensures that the given path exists with no data, the current
* ACL and no flags
* @param path
*/
protected void ensurePathExists(String path) {
ensureExists(path, null, acl, CreateMode.PERSISTENT);
}
/**
* Ensures that the given path exists with the given data, ACL and flags
* @param path
* @param acl
* @param flags
*/
protected void ensureExists(final String path, final byte[] data,
final List acl, final CreateMode flags) {
try {
retryOperation(new ZooKeeperOperation() {
public boolean execute() throws KeeperException, InterruptedException {
Stat stat = zookeeper.exists(path, false);
if (stat != null) {
return true;
}
zookeeper.create(path, data, acl, flags);
return true;
}
});
} catch (KeeperException e) {
LOG.warn("Caught: " + e, e);
} catch (InterruptedException e) {
LOG.warn("Caught: " + e, e);
}
}
/**
* Returns true if this protocol has been closed
* @return true if this protocol is closed
*/
protected boolean isClosed() {
return closed.get();
}
/**
* Performs a retry delay if this is not the first attempt
* @param attemptCount the number of the attempts performed so far
*/
protected void retryDelay(int attemptCount) {
if (attemptCount > 0) {
try {
Thread.sleep(attemptCount * retryDelay);
} catch (InterruptedException e) {
LOG.debug("Failed to sleep: " + e, e);
}
}
}
}
这个类是本客户端获取到lock和释放lock的时候触发操作的接口：
public interface LockListener {
/**
* call back called when the lock
* is acquired
*/
public void lockAcquired();
/**
* call back called when the lock is
* released.
*/
public void lockReleased();
}
队列（Queue）
分布式队列是通用的数据结构，为了在 Zookeeper 中实现分布式队列，首先需要指定一个 Znode 节点作为队列节点（queue node）， 各个分布式客户端通过调用 create() 函数向队列中放入数据，调用create()时节点路径名带"qn-"结尾，并设置顺序和临时（sequence and ephemeral）节点标志。 由于设置了节点的顺序标志，新的路径名具有以下字符串模式："_path-to-queue-node_/qn-X"，X 是唯一自增号。需要从队列中移除数据的客户端首先调用 getChildren() 函数，同时在队列节点（queue node）上将 watch 设置为 true，并处理最小序号的节点（即从序号最小的节点中取数据）。客户端不需要再一次调用 getChildren()，队列中的数据获取完。如果队列节点中没有任何子节点，读取队列的客户端需要等待队列的监视事件通知。
实现步骤基本如下：
前提：需要一个队列root节点dir
入队：使用create()创建节点，将共享数据data放在该节点上，节点类型为PERSISTENT_SEQUENTIAL，临时顺序性的。
出队：因为队列可能为空，2种方式处理：一种如果为空则wait等待，一种返回异常。
等待方式：这里使用了CountDownLatch的等待和Watcher的通知机制，使用了TreeMap的排序获取节点顺序最小的数据（FIFO）。
抛出异常：getChildren()获取队列数据时，如果size==0则抛出异常。
一个分布式Queue的实现，详细代码：
/**
*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package org.apache.zookeeper.recipes.queue;
import java.util.List;
import java.util.NoSuchElementException;
import java.util.TreeMap;
import java.util.concurrent.CountDownLatch;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.apache.zookeeper.CreateMode;
import org.apache.zookeeper.KeeperException;
import org.apache.zookeeper.WatchedEvent;
import org.apache.zookeeper.Watcher;
import org.apache.zookeeper.ZooDefs;
import org.apache.zookeeper.ZooKeeper;
import org.apache.zookeeper.data.ACL;
import org.apache.zookeeper.data.Stat;
/**
*
* A protocol to implement a distributed queue.
*
*/
public class DistributedQueue {
private static final Logger LOG = LoggerFactory.getLogger(DistributedQueue.class);
private final String dir;
private ZooKeeper zookeeper;
private List acl = ZooDefs.Ids.OPEN_ACL_UNSAFE;
private final String prefix = "qn-";
public DistributedQueue(ZooKeeper zookeeper, String dir, List acl){
this.dir = dir;
if(acl != null){
this.acl = acl;
}
this.zookeeper = zookeeper;
//Add root dir first if not exists
if (zookeeper != null) {
try {
Stat s = zookeeper.exists(dir, false);
if (s == null) {
zookeeper.create(dir, new byte[0], acl, CreateMode.PERSISTENT);
}
} catch (KeeperException e) {
LOG.error(e.toString());
} catch (InterruptedException e) {
LOG.error(e.toString());
}
}
}
/**
* Returns a Map of the children, ordered by id.
* @param watcher optional watcher on getChildren() operation.
* @return map from id to child name for all children
*/
private TreeMap orderedChildren(Watcher watcher) throws KeeperException, InterruptedException {
TreeMap orderedChildren = new TreeMap();
List childNames = null;
try{
childNames = zookeeper.getChildren(dir, watcher);
}catch (KeeperException.NoNodeException e){
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