分布式式锁在分布式集群系统中解决资源争用，保证程序和数据一致性的有效手段。比如在电商系统秒杀中，为了保证商品库存不超发，即可通过分布式锁实现对商品库存扣减的控制。
分布式的实现有很多方式，下面列出了三种方式：
1、通过数据库的乐观锁或者唯一索引实现，该实现方式的优点是简单，但缺点也很明显，数据库资源极其昂贵，而且数据库的效率也不容乐观。
2、通过redis的setnx(),expire()实现。该实现方法优点是性能优秀，能够承受很高的并发，但是也有缺点，基于redis的分布式锁有过期时间，如果某个进程持有了锁，在超过超时时间之后仍不返回，或者持有该锁的进程掉线，在此中场景下应用程序的执行对数据的一致性会造成一定的影响。
3、通过zookeeper的CreateMode.EPHEMERAL_SEQUENTIAL的节点实现，具体的实现步骤如下：
1)创建争用资源，也就是分布式锁，该锁是CreateMode.PERSISTENT节点类型
2)每一个需要获得该锁的进程都必须在该锁节点下创建CreateMode.EPHEMERAL_SEQUENTIAL节点，如果该进程创建的节点是最小节点，那么就意味着进程获得了锁，如果该节点不是最小节点，则监听比自己小的前一个节点，等前一个节点释放之后再做锁的获取处理，可以避免“羊群效应”
3)因分布式锁在在所有进程中只有一把锁，所以为减少锁大量争用导致的拥塞，每个客户端都做了本地的线程同步处理，在保证每个客户获取同一把锁时只有一个线程能获取到。
分布式锁实现代码如下：
package com.lock.zookeeper;
import java.util.ArrayList;
import java.util.Collections;
import java.util.Comparator;
import java.util.List;
import java.util.concurrent.CountDownLatch;
import java.util.concurrent.locks.ReentrantLock;
import org.apache.log4j.Logger;
import org.apache.zookeeper.CreateMode;
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.Stat;
public class ZkDistributeLock2 implements Watcher{
private Logger log = Logger.getLogger(ZkDistributeLock2.class);
private ZooKeeper zk = null;
// 根节点
private String ROOT_LOCK = "/locks";
// 竞争的资源
private String lockName;
// 当前锁
private static String CURRENT_LOCK = null;
// 计数器
private CountDownLatch countDownLatch;
private static int SESSION_TIMEOUT = 30000;
private static String JOIN_CHAR = "_";
private static String splitStr = JOIN_CHAR+"lock"+JOIN_CHAR;
private static ReentrantLock reentrantLock = new ReentrantLock();
/**
* 配置分布式锁
*
* @param config 连接的url
* @param lockName 竞争资源
*/
public ZkDistributeLock2(String config, String lockName) {
this.lockName = lockName;
if (lockName.contains(splitStr)) {
throw new RuntimeException("锁名有误，锁名不能含有" + splitStr + "字符串");
}
try {
// 连接zookeeper
zk = new ZooKeeper(config, SESSION_TIMEOUT, this);
Stat stat = zk.exists(ROOT_LOCK, false);
if (stat == null) {
// 如果根节点不存在，则创建根节点
zk.create(ROOT_LOCK, new byte[0], ZooDefs.Ids.OPEN_ACL_UNSAFE, CreateMode.PERSISTENT);
}
splitStr = JOIN_CHAR+zk.getSessionId()+JOIN_CHAR;
} catch (Exception e) {
log.error(e.getMessage(), e);
}
}
// 节点监视器
public void process(WatchedEvent event) {
if (this.countDownLatch != null) {
this.countDownLatch.countDown();
}
}
public boolean lock() {
reentrantLock.lock();
try {
if(this.tryLock()){
return true;
}
} catch (Exception e) {
e.printStackTrace();
log.error(e.getMessage(), e);
}
return false;
}
private boolean tryLock() {
try {
do {
if (CURRENT_LOCK == null) {
List<String> names = zk.getChildren(ROOT_LOCK, false);
for (String name : names) {
if (name.startsWith(lockName + splitStr)) {
CURRENT_LOCK = name;
break;
}
}
if (CURRENT_LOCK == null) {
CURRENT_LOCK = zk.create(ROOT_LOCK + "/" + lockName + splitStr, new byte[0], ZooDefs.Ids.OPEN_ACL_UNSAFE, CreateMode.EPHEMERAL_SEQUENTIAL);
}
}
if (CURRENT_LOCK != null) {
// 取所有子节点
List<String> subNodes = zk.getChildren(ROOT_LOCK, false);
if (subNodes.isEmpty()) {
CURRENT_LOCK = null;
} else {
// 取出所有lockName的锁
List<String> lockObjects = new ArrayList<String>();
for (String node : subNodes) {
if (node.startsWith(lockName)) {
lockObjects.add(node.substring(node.lastIndexOf(JOIN_CHAR) + 1));
}
}
Collections.sort(lockObjects, new Comparator<String>() {
@Override
public int compare(String o1, String o2) {
return Long.parseLong(o1) >= Long.parseLong(o1) ? 1 : -1;
}
});
// 若当前节点为最小节点，则获取锁成功
if (CURRENT_LOCK.equals(ROOT_LOCK + "/" + lockName + splitStr + lockObjects.get(0))) {
return true;
} else {
String currNodeId = CURRENT_LOCK.substring(CURRENT_LOCK.lastIndexOf(JOIN_CHAR) + 1);
// log.info("lockObjects = "+lockObjects+" currNodeId = "+currNodeId);
String PREV_LOCK = ROOT_LOCK + "/" + lockName + splitStr + lockObjects.get(lockObjects.indexOf(currNodeId) - 1);
Stat stat = zk.exists(PREV_LOCK, new Watcher() {
@Override
public void process(WatchedEvent event) {
lock();
}
});
if (stat != null) {
return false;
}
}
}
}
} while (CURRENT_LOCK == null);
} catch (Exception e) {
e.printStackTrace();
log.error(e.getMessage(), e);
}
return false;
}
public void unlock() {
try {
if (CURRENT_LOCK != null) {
zk.delete(CURRENT_LOCK, -1);
CURRENT_LOCK = null;
}
} catch (Exception e) {
e.printStackTrace();
log.error(e.getMessage(), e);
}finally{
reentrantLock.unlock();
}
}
public static void main(String[] arags){
List<String> lockObjects = new ArrayList<String>();
lockObjects.add("_123123");
lockObjects.add("1_123123");
lockObjects.add("_123124");
lockObjects.add("_123121");
Collections.sort(lockObjects, new Comparator<String>() {
@Override
public int compare(String o1, String o2) {
int a = Integer.parseInt(o1.substring(o1.lastIndexOf(JOIN_CHAR)+1));
int b = Integer.parseInt(o2.substring(o2.lastIndexOf(JOIN_CHAR)+1));
return a >= b?1:-1;
}
});
System.out.print(lockObjects);
}
}
为了能真实测试秒杀争用的场景，我在redis中设置了两个参数，一个是doodsNum参数，这是所有的客户端在秒杀之后库存会真实扣减。一个是switch参数，用与控制客户端能够同时并发争用。测试代码如下：
package com.lock.zookeeper;
import java.util.HashSet;
import java.util.Set;
import java.util.concurrent.CountDownLatch;
import redis.clients.jedis.HostAndPort;
import redis.clients.jedis.JedisCluster;
public class ZkDistributeLockTest2 {
private static CountDownLatch cd = new CountDownLatch(1);
private static JedisCluster jedis;
public static void secskill() {
int goodsNum = Integer.parseInt(jedis.get("goodsNum"));
if (goodsNum > 0) {
jedis.set("goodsNum", String.valueOf(goodsNum - 1));
System.out.println("goodsNum = "+(goodsNum - 1));
}else{
System.out.println("商品卖完了----"+goodsNum);
}
}
public static void main(String[] args) throws Exception {
Set<HostAndPort> nodes = new HashSet<HostAndPort>();
nodes.add(new HostAndPort("192.168.44.88", 6379));
nodes.add(new HostAndPort("192.168.44.88", 6380));
nodes.add(new HostAndPort("192.168.44.88", 6381));
nodes.add(new HostAndPort("192.168.44.88", 6382));
nodes.add(new HostAndPort("192.168.44.88", 6383));
nodes.add(new HostAndPort("192.168.44.88", 6384));
jedis = new JedisCluster(nodes);
jedis.set("goodsNum", "20");
ZkDistributeLock2 lock = new ZkDistributeLock2("192.168.44.88:2181,192.168.44.88:2182,192.168.44.88:2183", "test1");
for (int i = 0; i < 100; i++) {
Thread t = new Thread(new Runnable() {
public void run() {
try {
cd.await();
} catch (InterruptedException e1) {
e1.printStackTrace();
}
for (int i = 0; i < Integer.MAX_VALUE; i++) {
try {
if (lock.lock()) {
secskill();
}else{
//System.out.println(Thread.currentThread().getName() + "获取锁失败");
}
} catch (Exception e) {
e.printStackTrace();
} finally {
lock.unlock();
}
}
}
});
t.start();
}
while(true){
if("true".equals(jedis.get("switch"))){
cd.countDown();
break;
}
Thread.sleep(10);
}
}
}在本次测试中，我设置的goodsNum为20，并启动了三个客户端，switch开关打开之后，三个客户端执行的结果如下
客户端1
2019-06-12 11:49:22,586 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:zookeeper.version=3.4.0-1202560, built on 11/16/2011 07:18 GMT
2019-06-12 11:49:22,588 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:host.name=DESKTOP-NV2U84H
2019-06-12 11:49:22,588 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.version=1.8.0_101
2019-06-12 11:49:22,588 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.vendor=Oracle Corporation
2019-06-12 11:49:22,589 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.home=C:\Program Files\Java\jdk1.8.0_101\jre
2019-06-12 11:49:22,589 INFO [org.apache.zookeeper.ZooKeeper] - Client 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uent-hc-4.5.jar;C:\Users\zhanglulu\.m2\repository\com\google\code\gson\gson\2.2.2\gson-2.2.2.jar;C:\Users\zhanglulu\.m2\repository\commons-io\commons-io\2.4\commons-io-2.4.jar;C:\Users\zhanglulu\.m2\repository\me\chanjar\weixin-java-common\1.3.3\weixin-java-common-1.3.3.jar;C:\Users\zhanglulu\.m2\repository\org\apache\httpcomponents\httpcore\4.4.1\httpcore-4.4.1.jar;C:\Users\zhanglulu\.m2\repository\org\apache\kafka\kafka_2.10\0.8.2.1\kafka_2.10-0.8.2.1.jar;C:\Users\zhanglulu\.m2\repository\com\yammer\metrics\metrics-core\2.2.0\metrics-core-2.2.0.jar;C:\Users\zhanglulu\.m2\repository\org\scala-lang\scala-library\2.10.4\scala-library-2.10.4.jar;C:\Users\zhanglulu\.m2\repository\org\apache\kafka\kafka-clients\0.8.2.1\kafka-clients-0.8.2.1.jar;C:\Users\zhanglulu\.m2\repository\net\jpountz\lz4\lz4\1.2.0\lz4-1.2.0.jar;C:\Users\zhanglulu\.m2\repository\org\xerial\snappy\snappy-java\1.1.1.6\snappy-java-1.1.1.6.jar;C:\Users\zhanglulu\.m2\repository\net\sf\jopt-simple\jopt-simple\3.2\jopt-simple-3.2.jar;C:\Users\zhanglulu\.m2\repository\com\101tec\zkclient\0.3\zkclient-0.3.jar;C:\Users\zhanglulu\.m2\repository\org\springframework\integration\spring-integration-kafka\1.2.0.RELEASE\spring-integration-kafka-1.2.0.RELEASE.jar;C:\Users\zhanglulu\.m2\repository\org\apache\avro\avro-compiler\1.7.6\avro-compiler-1.7.6.jar;C:\Users\zhanglulu\.m2\repository\org\apache\velocity\velocity\1.7\velocity-1.7.jar;C:\Users\zhanglulu\.m2\repository\org\codehaus\jackson\jackson-core-asl\1.9.13\jackson-core-asl-1.9.13.jar;C:\Users\zhanglulu\.m2\repository\org\codehaus\jackson\jackson-mapper-asl\1.9.13\jackson-mapper-asl-1.9.13.jar;C:\Users\zhanglulu\.m2\repository\org\apache\avro\avro\1.7.6\avro-1.7.6.jar;C:\Users\zhanglulu\.m2\repository\com\thoughtworks\paranamer\paranamer\2.3\paranamer-2.3.jar;C:\Users\zhanglulu\.m2\repository\org\apache\commons\commons-compress\1.4.1\commons-compress-1.4.1.jar;C:\Users\zhanglulu\.m2\repository\org\tukaani\xz\1.0\xz-1.0.jar;C:\Users\zhanglulu\.m2\repository\com\yammer\metrics\metrics-annotation\2.2.0\metrics-annotation-2.2.0.jar;C:\Users\zhanglulu\.m2\repository\org\springframework\integration\spring-integration-core\4.1.5.RELEASE\spring-integration-core-4.1.5.RELEASE.jar;C:\Users\zhanglulu\.m2\repository\org\projectreactor\reactor-core\1.1.4.RELEASE\reactor-core-1.1.4.RELEASE.jar;C:\Users\zhanglulu\.m2\repository\com\lmax\disruptor\3.2.1\disruptor-3.2.1.jar;C:\Users\zhanglulu\.m2\repository\io\gatling\jsr166e\1.0\jsr166e-1.0.jar;C:\Users\zhanglulu\.m2\repository\org\springframework\spring-messaging\4.1.6.RELEASE\spring-messaging-4.1.6.RELEASE.jar;C:\Users\zhanglulu\.m2\repository\org\springframework\retry\spring-retry\1.1.1.RELEASE\spring-retry-1.1.1.RELEASE.jar;C:\Users\zhanglulu\.m2\repository\com\goldmansachs\gs-collections\5.0.0\gs-collections-5.0.0.jar;C:\Users\zhanglulu\.m2\repository\com\goldmansachs\gs-collections-api\5.0.0\gs-collections-api-5.0.0.jar;C:\Users\zhanglulu\.m2\repository\javax\websocket\javax.websocket-api\1.1\javax.websocket-api-1.1.jar;C:\Users\zhanglulu\.m2\repository\dom4j\dom4j\1.6.1\dom4j-1.6.1.jar;C:\Users\zhanglulu\.m2\repository\xml-apis\xml-apis\1.0.b2\xml-apis-1.0.b2.jar;C:\Users\zhanglulu\.m2\repository\org\apache\poi\poi-ooxml\3.10-FINAL\poi-ooxml-3.10-FINAL.jar;C:\Users\zhanglulu\.m2\repository\org\apache\poi\poi\3.10-FINAL\poi-3.10-FINAL.jar;C:\Users\zhanglulu\.m2\repository\org\apache\poi\poi-ooxml-schemas\3.10-FINAL\poi-ooxml-schemas-3.10-FINAL.jar;C:\Users\zhanglulu\.m2\repository\org\apache\xmlbeans\xmlbeans\2.3.0\xmlbeans-2.3.0.jar;C:\Users\zhanglulu\.m2\repository\stax\stax-api\1.0.1\stax-api-1.0.1.jar;C:\Users\zhanglulu\.m2\repository\com\caucho\hessian\4.0.38\hessian-4.0.38.jar;C:\Users\zhanglulu\.m2\repository\ch\qos\logback\logback-core\1.2.3\logback-core-1.2.3.jar;C:\Users\zhanglulu\.m2\repository\com\thoughtworks\xstream\xstream\1.3.1\xstream-1.3.1.jar;C:\Users\zhanglulu\.m2\repository\xpp3\xpp3_min\1.1.4c\xpp3_min-1.1.4c.jar;C:\Users\zhanglulu\.m2\repository\org\apache\httpcomponents\httpmime\4.3.6\httpmime-4.3.6.jar;C:\Users\zhanglulu\.m2\repository\org\freemarker\freemarker\2.3.28\freemarker-2.3.28.jar;C:\Users\zhanglulu\.m2\repository\org\apache\pdfbox\pdfbox\2.0.15\pdfbox-2.0.15.jar;C:\Users\zhanglulu\.m2\repository\org\apache\pdfbox\fontbox\2.0.15\fontbox-2.0.15.jar
2019-06-12 11:49:22,590 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.library.path=C:\Program Files\Java\jdk1.8.0_101\bin;C:\windows\Sun\Java\bin;C:\windows\system32;C:\windows;C:/Program Files/Java/jre1.8.0_101/bin/server;C:/Program Files/Java/jre1.8.0_101/bin;C:/Program Files/Java/jre1.8.0_101/lib/amd64;C:\ProgramData\Oracle\Java\javapath;C:\Program Files (x86)\Intel\Intel(R) Management Engine Components\iCLS\;C:\Program Files\Intel\Intel(R) Management Engine Components\iCLS\;C:\windows\system32;C:\windows;C:\windows\System32\Wbem;C:\windows\System32\WindowsPowerShell\v1.0\;C:\windows\System32\OpenSSH\;C:\Program Files (x86)\Intel\Intel(R) Management Engine Components\DAL;C:\Program Files\Intel\Intel(R) Management Engine Components\DAL;C:\Program Files (x86)\Intel\Intel(R) Management Engine Components\IPT;C:\Program Files\Intel\Intel(R) Management Engine Components\IPT;D:\Program Files\Git\cmd;D:\Program Files\TortoiseSVN\bin;D:\apache-maven-3.6.0\bin;C:\Program Files\Java\jdk-11.0.1\bin;D:\apache-ant-1.10.5\bin;D:\安装软件\hadoop-2.6.5\bin;C:\Program Files\erl10.3\bin;C:\Users\zhanglulu\AppData\Local\Programs\Python\Python37\;C:\Users\zhanglulu\AppData\Local\Programs\Python\Python37\Scripts;C:\Users\zhanglulu\AppData\Local\Microsoft\WindowsApps;;C:\绿色软件\eclipse-jee-mars-2-win32-x86_64\eclipse;;.
2019-06-12 11:49:22,591 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.io.tmpdir=C:\Users\ZHANGL~1\AppData\Local\Temp\
2019-06-12 11:49:22,591 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.compiler=<NA>
2019-06-12 11:49:22,591 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:os.name=Windows 10
2019-06-12 11:49:22,591 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:os.arch=amd64
2019-06-12 11:49:22,591 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:os.version=10.0
2019-06-12 11:49:22,591 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:user.name=zhanglulu
2019-06-12 11:49:22,591 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:user.home=C:\Users\zhanglulu
2019-06-12 11:49:22,591 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:user.dir=D:\myfish\工程\workspace\mvnweb
2019-06-12 11:49:22,592 INFO [org.apache.zookeeper.ZooKeeper] - Initiating client connection, connectString=192.168.44.88:2181,192.168.44.88:2182,192.168.44.88:2183 sessionTimeout=30000 watcher=com.lock.zookeeper.ZkDistributeLock2@2a5ca609
2019-06-12 11:49:22,913 INFO [org.apache.zookeeper.ClientCnxn] - Opening socket connection to server /192.168.44.88:2182
2019-06-12 11:49:22,916 INFO [org.apache.zookeeper.ClientCnxn] - Socket connection established to hbase.domain/192.168.44.88:2182, initiating session
2019-06-12 11:49:22,921 INFO [org.apache.zookeeper.ClientCnxn] - Session establishment complete on server hbase.domain/192.168.44.88:2182, sessionid = 0x269d6b2ef080019, negotiated timeout = 30000
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2019-06-12 11:49:24,655 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:zookeeper.version=3.4.0-1202560, built on 11/16/2011 07:18 GMT
2019-06-12 11:49:24,657 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:host.name=DESKTOP-NV2U84H
2019-06-12 11:49:24,657 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.version=1.8.0_101
2019-06-12 11:49:24,657 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.vendor=Oracle Corporation
2019-06-12 11:49:24,658 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.home=C:\Program Files\Java\jdk1.8.0_101\jre
2019-06-12 11:49:24,658 INFO [org.apache.zookeeper.ZooKeeper] - Client 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uent-hc-4.5.jar;C:\Users\zhanglulu\.m2\repository\com\google\code\gson\gson\2.2.2\gson-2.2.2.jar;C:\Users\zhanglulu\.m2\repository\commons-io\commons-io\2.4\commons-io-2.4.jar;C:\Users\zhanglulu\.m2\repository\me\chanjar\weixin-java-common\1.3.3\weixin-java-common-1.3.3.jar;C:\Users\zhanglulu\.m2\repository\org\apache\httpcomponents\httpcore\4.4.1\httpcore-4.4.1.jar;C:\Users\zhanglulu\.m2\repository\org\apache\kafka\kafka_2.10\0.8.2.1\kafka_2.10-0.8.2.1.jar;C:\Users\zhanglulu\.m2\repository\com\yammer\metrics\metrics-core\2.2.0\metrics-core-2.2.0.jar;C:\Users\zhanglulu\.m2\repository\org\scala-lang\scala-library\2.10.4\scala-library-2.10.4.jar;C:\Users\zhanglulu\.m2\repository\org\apache\kafka\kafka-clients\0.8.2.1\kafka-clients-0.8.2.1.jar;C:\Users\zhanglulu\.m2\repository\net\jpountz\lz4\lz4\1.2.0\lz4-1.2.0.jar;C:\Users\zhanglulu\.m2\repository\org\xerial\snappy\snappy-java\1.1.1.6\snappy-java-1.1.1.6.jar;C:\Users\zhanglulu\.m2\repository\net\sf\jopt-simple\jopt-simple\3.2\jopt-simple-3.2.jar;C:\Users\zhanglulu\.m2\repository\com\101tec\zkclient\0.3\zkclient-0.3.jar;C:\Users\zhanglulu\.m2\repository\org\springframework\integration\spring-integration-kafka\1.2.0.RELEASE\spring-integration-kafka-1.2.0.RELEASE.jar;C:\Users\zhanglulu\.m2\repository\org\apache\avro\avro-compiler\1.7.6\avro-compiler-1.7.6.jar;C:\Users\zhanglulu\.m2\repository\org\apache\velocity\velocity\1.7\velocity-1.7.jar;C:\Users\zhanglulu\.m2\repository\org\codehaus\jackson\jackson-core-asl\1.9.13\jackson-core-asl-1.9.13.jar;C:\Users\zhanglulu\.m2\repository\org\codehaus\jackson\jackson-mapper-asl\1.9.13\jackson-mapper-asl-1.9.13.jar;C:\Users\zhanglulu\.m2\repository\org\apache\avro\avro\1.7.6\avro-1.7.6.jar;C:\Users\zhanglulu\.m2\repository\com\thoughtworks\paranamer\paranamer\2.3\paranamer-2.3.jar;C:\Users\zhanglulu\.m2\repository\org\apache\commons\commons-compress\1.4.1\commons-compress-1.4.1.jar;C:\Users\zhanglulu\.m2\repository\org\tukaani\xz\1.0\xz-1.0.jar;C:\Users\zhanglulu\.m2\repository\com\yammer\metrics\metrics-annotation\2.2.0\metrics-annotation-2.2.0.jar;C:\Users\zhanglulu\.m2\repository\org\springframework\integration\spring-integration-core\4.1.5.RELEASE\spring-integration-core-4.1.5.RELEASE.jar;C:\Users\zhanglulu\.m2\repository\org\projectreactor\reactor-core\1.1.4.RELEASE\reactor-core-1.1.4.RELEASE.jar;C:\Users\zhanglulu\.m2\repository\com\lmax\disruptor\3.2.1\disruptor-3.2.1.jar;C:\Users\zhanglulu\.m2\repository\io\gatling\jsr166e\1.0\jsr166e-1.0.jar;C:\Users\zhanglulu\.m2\repository\org\springframework\spring-messaging\4.1.6.RELEASE\spring-messaging-4.1.6.RELEASE.jar;C:\Users\zhanglulu\.m2\repository\org\springframework\retry\spring-retry\1.1.1.RELEASE\spring-retry-1.1.1.RELEASE.jar;C:\Users\zhanglulu\.m2\repository\com\goldmansachs\gs-collections\5.0.0\gs-collections-5.0.0.jar;C:\Users\zhanglulu\.m2\repository\com\goldmansachs\gs-collections-api\5.0.0\gs-collections-api-5.0.0.jar;C:\Users\zhanglulu\.m2\repository\javax\websocket\javax.websocket-api\1.1\javax.websocket-api-1.1.jar;C:\Users\zhanglulu\.m2\repository\dom4j\dom4j\1.6.1\dom4j-1.6.1.jar;C:\Users\zhanglulu\.m2\repository\xml-apis\xml-apis\1.0.b2\xml-apis-1.0.b2.jar;C:\Users\zhanglulu\.m2\repository\org\apache\poi\poi-ooxml\3.10-FINAL\poi-ooxml-3.10-FINAL.jar;C:\Users\zhanglulu\.m2\repository\org\apache\poi\poi\3.10-FINAL\poi-3.10-FINAL.jar;C:\Users\zhanglulu\.m2\repository\org\apache\poi\poi-ooxml-schemas\3.10-FINAL\poi-ooxml-schemas-3.10-FINAL.jar;C:\Users\zhanglulu\.m2\repository\org\apache\xmlbeans\xmlbeans\2.3.0\xmlbeans-2.3.0.jar;C:\Users\zhanglulu\.m2\repository\stax\stax-api\1.0.1\stax-api-1.0.1.jar;C:\Users\zhanglulu\.m2\repository\com\caucho\hessian\4.0.38\hessian-4.0.38.jar;C:\Users\zhanglulu\.m2\repository\ch\qos\logback\logback-core\1.2.3\logback-core-1.2.3.jar;C:\Users\zhanglulu\.m2\repository\com\thoughtworks\xstream\xstream\1.3.1\xstream-1.3.1.jar;C:\Users\zhanglulu\.m2\repository\xpp3\xpp3_min\1.1.4c\xpp3_min-1.1.4c.jar;C:\Users\zhanglulu\.m2\repository\org\apache\httpcomponents\httpmime\4.3.6\httpmime-4.3.6.jar;C:\Users\zhanglulu\.m2\repository\org\freemarker\freemarker\2.3.28\freemarker-2.3.28.jar;C:\Users\zhanglulu\.m2\repository\org\apache\pdfbox\pdfbox\2.0.15\pdfbox-2.0.15.jar;C:\Users\zhanglulu\.m2\repository\org\apache\pdfbox\fontbox\2.0.15\fontbox-2.0.15.jar
2019-06-12 11:49:24,660 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.library.path=C:\Program Files\Java\jdk1.8.0_101\bin;C:\windows\Sun\Java\bin;C:\windows\system32;C:\windows;C:/Program Files/Java/jre1.8.0_101/bin/server;C:/Program Files/Java/jre1.8.0_101/bin;C:/Program Files/Java/jre1.8.0_101/lib/amd64;C:\ProgramData\Oracle\Java\javapath;C:\Program Files (x86)\Intel\Intel(R) Management Engine Components\iCLS\;C:\Program Files\Intel\Intel(R) Management Engine Components\iCLS\;C:\windows\system32;C:\windows;C:\windows\System32\Wbem;C:\windows\System32\WindowsPowerShell\v1.0\;C:\windows\System32\OpenSSH\;C:\Program Files (x86)\Intel\Intel(R) Management Engine Components\DAL;C:\Program Files\Intel\Intel(R) Management Engine Components\DAL;C:\Program Files (x86)\Intel\Intel(R) Management Engine Components\IPT;C:\Program Files\Intel\Intel(R) Management Engine Components\IPT;D:\Program Files\Git\cmd;D:\Program Files\TortoiseSVN\bin;D:\apache-maven-3.6.0\bin;C:\Program Files\Java\jdk-11.0.1\bin;D:\apache-ant-1.10.5\bin;D:\安装软件\hadoop-2.6.5\bin;C:\Program Files\erl10.3\bin;C:\Users\zhanglulu\AppData\Local\Programs\Python\Python37\;C:\Users\zhanglulu\AppData\Local\Programs\Python\Python37\Scripts;C:\Users\zhanglulu\AppData\Local\Microsoft\WindowsApps;;C:\绿色软件\eclipse-jee-mars-2-win32-x86_64\eclipse;;.
2019-06-12 11:49:24,660 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.io.tmpdir=C:\Users\ZHANGL~1\AppData\Local\Temp\
2019-06-12 11:49:24,660 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.compiler=<NA>
2019-06-12 11:49:24,660 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:os.name=Windows 10
2019-06-12 11:49:24,660 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:os.arch=amd64
2019-06-12 11:49:24,660 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:os.version=10.0
2019-06-12 11:49:24,660 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:user.name=zhanglulu
2019-06-12 11:49:24,660 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:user.home=C:\Users\zhanglulu
2019-06-12 11:49:24,660 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:user.dir=D:\myfish\工程\workspace\mvnweb
2019-06-12 11:49:24,661 INFO [org.apache.zookeeper.ZooKeeper] - Initiating client connection, connectString=192.168.44.88:2181,192.168.44.88:2182,192.168.44.88:2183 sessionTimeout=30000 watcher=com.lock.zookeeper.ZkDistributeLock2@2a5ca609
2019-06-12 11:49:24,984 INFO [org.apache.zookeeper.ClientCnxn] - Opening socket connection to server /192.168.44.88:2183
2019-06-12 11:49:24,986 INFO [org.apache.zookeeper.ClientCnxn] - Socket connection established to hbase.domain/192.168.44.88:2183, initiating session
2019-06-12 11:49:24,992 INFO [org.apache.zookeeper.ClientCnxn] - Session establishment complete on server hbase.domain/192.168.44.88:2183, sessionid = 0x369d6b2f194001f, negotiated timeout = 30000
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2019-06-12 11:49:27,269 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:zookeeper.version=3.4.0-1202560, built on 11/16/2011 07:18 GMT
2019-06-12 11:49:27,271 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:host.name=DESKTOP-NV2U84H
2019-06-12 11:49:27,271 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.version=1.8.0_101
2019-06-12 11:49:27,271 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.vendor=Oracle Corporation
2019-06-12 11:49:27,272 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.home=C:\Program Files\Java\jdk1.8.0_101\jre
2019-06-12 11:49:27,272 INFO [org.apache.zookeeper.ZooKeeper] - Client 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uent-hc-4.5.jar;C:\Users\zhanglulu\.m2\repository\com\google\code\gson\gson\2.2.2\gson-2.2.2.jar;C:\Users\zhanglulu\.m2\repository\commons-io\commons-io\2.4\commons-io-2.4.jar;C:\Users\zhanglulu\.m2\repository\me\chanjar\weixin-java-common\1.3.3\weixin-java-common-1.3.3.jar;C:\Users\zhanglulu\.m2\repository\org\apache\httpcomponents\httpcore\4.4.1\httpcore-4.4.1.jar;C:\Users\zhanglulu\.m2\repository\org\apache\kafka\kafka_2.10\0.8.2.1\kafka_2.10-0.8.2.1.jar;C:\Users\zhanglulu\.m2\repository\com\yammer\metrics\metrics-core\2.2.0\metrics-core-2.2.0.jar;C:\Users\zhanglulu\.m2\repository\org\scala-lang\scala-library\2.10.4\scala-library-2.10.4.jar;C:\Users\zhanglulu\.m2\repository\org\apache\kafka\kafka-clients\0.8.2.1\kafka-clients-0.8.2.1.jar;C:\Users\zhanglulu\.m2\repository\net\jpountz\lz4\lz4\1.2.0\lz4-1.2.0.jar;C:\Users\zhanglulu\.m2\repository\org\xerial\snappy\snappy-java\1.1.1.6\snappy-java-1.1.1.6.jar;C:\Users\zhanglulu\.m2\repository\net\sf\jopt-simple\jopt-simple\3.2\jopt-simple-3.2.jar;C:\Users\zhanglulu\.m2\repository\com\101tec\zkclient\0.3\zkclient-0.3.jar;C:\Users\zhanglulu\.m2\repository\org\springframework\integration\spring-integration-kafka\1.2.0.RELEASE\spring-integration-kafka-1.2.0.RELEASE.jar;C:\Users\zhanglulu\.m2\repository\org\apache\avro\avro-compiler\1.7.6\avro-compiler-1.7.6.jar;C:\Users\zhanglulu\.m2\repository\org\apache\velocity\velocity\1.7\velocity-1.7.jar;C:\Users\zhanglulu\.m2\repository\org\codehaus\jackson\jackson-core-asl\1.9.13\jackson-core-asl-1.9.13.jar;C:\Users\zhanglulu\.m2\repository\org\codehaus\jackson\jackson-mapper-asl\1.9.13\jackson-mapper-asl-1.9.13.jar;C:\Users\zhanglulu\.m2\repository\org\apache\avro\avro\1.7.6\avro-1.7.6.jar;C:\Users\zhanglulu\.m2\repository\com\thoughtworks\paranamer\paranamer\2.3\paranamer-2.3.jar;C:\Users\zhanglulu\.m2\repository\org\apache\commons\commons-compress\1.4.1\commons-compress-1.4.1.jar;C:\Users\zhanglulu\.m2\repository\org\tukaani\xz\1.0\xz-1.0.jar;C:\Users\zhanglulu\.m2\repository\com\yammer\metrics\metrics-annotation\2.2.0\metrics-annotation-2.2.0.jar;C:\Users\zhanglulu\.m2\repository\org\springframework\integration\spring-integration-core\4.1.5.RELEASE\spring-integration-core-4.1.5.RELEASE.jar;C:\Users\zhanglulu\.m2\repository\org\projectreactor\reactor-core\1.1.4.RELEASE\reactor-core-1.1.4.RELEASE.jar;C:\Users\zhanglulu\.m2\repository\com\lmax\disruptor\3.2.1\disruptor-3.2.1.jar;C:\Users\zhanglulu\.m2\repository\io\gatling\jsr166e\1.0\jsr166e-1.0.jar;C:\Users\zhanglulu\.m2\repository\org\springframework\spring-messaging\4.1.6.RELEASE\spring-messaging-4.1.6.RELEASE.jar;C:\Users\zhanglulu\.m2\repository\org\springframework\retry\spring-retry\1.1.1.RELEASE\spring-retry-1.1.1.RELEASE.jar;C:\Users\zhanglulu\.m2\repository\com\goldmansachs\gs-collections\5.0.0\gs-collections-5.0.0.jar;C:\Users\zhanglulu\.m2\repository\com\goldmansachs\gs-collections-api\5.0.0\gs-collections-api-5.0.0.jar;C:\Users\zhanglulu\.m2\repository\javax\websocket\javax.websocket-api\1.1\javax.websocket-api-1.1.jar;C:\Users\zhanglulu\.m2\repository\dom4j\dom4j\1.6.1\dom4j-1.6.1.jar;C:\Users\zhanglulu\.m2\repository\xml-apis\xml-apis\1.0.b2\xml-apis-1.0.b2.jar;C:\Users\zhanglulu\.m2\repository\org\apache\poi\poi-ooxml\3.10-FINAL\poi-ooxml-3.10-FINAL.jar;C:\Users\zhanglulu\.m2\repository\org\apache\poi\poi\3.10-FINAL\poi-3.10-FINAL.jar;C:\Users\zhanglulu\.m2\repository\org\apache\poi\poi-ooxml-schemas\3.10-FINAL\poi-ooxml-schemas-3.10-FINAL.jar;C:\Users\zhanglulu\.m2\repository\org\apache\xmlbeans\xmlbeans\2.3.0\xmlbeans-2.3.0.jar;C:\Users\zhanglulu\.m2\repository\stax\stax-api\1.0.1\stax-api-1.0.1.jar;C:\Users\zhanglulu\.m2\repository\com\caucho\hessian\4.0.38\hessian-4.0.38.jar;C:\Users\zhanglulu\.m2\repository\ch\qos\logback\logback-core\1.2.3\logback-core-1.2.3.jar;C:\Users\zhanglulu\.m2\repository\com\thoughtworks\xstream\xstream\1.3.1\xstream-1.3.1.jar;C:\Users\zhanglulu\.m2\repository\xpp3\xpp3_min\1.1.4c\xpp3_min-1.1.4c.jar;C:\Users\zhanglulu\.m2\repository\org\apache\httpcomponents\httpmime\4.3.6\httpmime-4.3.6.jar;C:\Users\zhanglulu\.m2\repository\org\freemarker\freemarker\2.3.28\freemarker-2.3.28.jar;C:\Users\zhanglulu\.m2\repository\org\apache\pdfbox\pdfbox\2.0.15\pdfbox-2.0.15.jar;C:\Users\zhanglulu\.m2\repository\org\apache\pdfbox\fontbox\2.0.15\fontbox-2.0.15.jar
2019-06-12 11:49:27,273 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.library.path=C:\Program Files\Java\jdk1.8.0_101\bin;C:\windows\Sun\Java\bin;C:\windows\system32;C:\windows;C:/Program Files/Java/jre1.8.0_101/bin/server;C:/Program Files/Java/jre1.8.0_101/bin;C:/Program Files/Java/jre1.8.0_101/lib/amd64;C:\ProgramData\Oracle\Java\javapath;C:\Program Files (x86)\Intel\Intel(R) Management Engine Components\iCLS\;C:\Program Files\Intel\Intel(R) Management Engine Components\iCLS\;C:\windows\system32;C:\windows;C:\windows\System32\Wbem;C:\windows\System32\WindowsPowerShell\v1.0\;C:\windows\System32\OpenSSH\;C:\Program Files (x86)\Intel\Intel(R) Management Engine Components\DAL;C:\Program Files\Intel\Intel(R) Management Engine Components\DAL;C:\Program Files (x86)\Intel\Intel(R) Management Engine Components\IPT;C:\Program Files\Intel\Intel(R) Management Engine Components\IPT;D:\Program Files\Git\cmd;D:\Program Files\TortoiseSVN\bin;D:\apache-maven-3.6.0\bin;C:\Program Files\Java\jdk-11.0.1\bin;D:\apache-ant-1.10.5\bin;D:\安装软件\hadoop-2.6.5\bin;C:\Program Files\erl10.3\bin;C:\Users\zhanglulu\AppData\Local\Programs\Python\Python37\;C:\Users\zhanglulu\AppData\Local\Programs\Python\Python37\Scripts;C:\Users\zhanglulu\AppData\Local\Microsoft\WindowsApps;;C:\绿色软件\eclipse-jee-mars-2-win32-x86_64\eclipse;;.
2019-06-12 11:49:27,274 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.io.tmpdir=C:\Users\ZHANGL~1\AppData\Local\Temp\
2019-06-12 11:49:27,274 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:java.compiler=<NA>
2019-06-12 11:49:27,274 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:os.name=Windows 10
2019-06-12 11:49:27,274 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:os.arch=amd64
2019-06-12 11:49:27,274 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:os.version=10.0
2019-06-12 11:49:27,274 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:user.name=zhanglulu
2019-06-12 11:49:27,274 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:user.home=C:\Users\zhanglulu
2019-06-12 11:49:27,274 INFO [org.apache.zookeeper.ZooKeeper] - Client environment:user.dir=D:\myfish\工程\workspace\mvnweb
2019-06-12 11:49:27,275 INFO [org.apache.zookeeper.ZooKeeper] - Initiating client connection, connectString=192.168.44.88:2181,192.168.44.88:2182,192.168.44.88:2183 sessionTimeout=30000 watcher=com.lock.zookeeper.ZkDistributeLock2@2a5ca609
2019-06-12 11:49:27,599 INFO [org.apache.zookeeper.ClientCnxn] - Opening socket connection to server /192.168.44.88:2181
2019-06-12 11:49:27,602 INFO [org.apache.zookeeper.ClientCnxn] - Socket connection established to hbase.domain/192.168.44.88:2181, initiating session
2019-06-12 11:49:27,608 INFO [org.apache.zookeeper.ClientCnxn] - Session establishment complete on server hbase.domain/192.168.44.88:2181, sessionid = 0x169d6b2eeee0013, negotiated timeout = 30000
goodsNum = 16
goodsNum = 14
goodsNum = 11
goodsNum = 9
goodsNum = 5
goodsNum = 3
商品卖完了----0
商品卖完了----0
商品卖完了----0
商品卖完了----0
商品卖完了----0
商品卖完了----0三个客户端中goodsNum数量是符合和每次扣减之后的库存值的，并且没有超发和重复
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