storm集群部署

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简介: 软硬件基础信息机子配置信息操作系统:CentOS release 6.5 (Final)cpu:Intel(R) Xeon(R) CPU E5-2630 v2 @ 2.60GHz内存:32G磁盘大小:1.

软硬件基础信息

机子配置信息
操作系统:CentOS release 6.5 (Final)
cpu:Intel(R) Xeon(R) CPU E5-2630 v2 @ 2.60GHz
内存:32G
磁盘大小:1.5T
storm 软件包
apache-storm-1.0.0.tar.gz
Python 版本
Centos 6.5 系统自带有如下版本 Python,满足 storm 部署的要求
Python 2.6.6 (r266:84292, Nov 22 2013, 12:16:22)
[GCC 4.4.7 20120313 (Red Hat 4.4.7-4)] on linux2
JDK
storm1.0.0 官方要求 JDK1.7 及以上,本次实验使用 JDK1.8
java version "1.8.0_91"
zookeeper 版本
zookeeper-3.4.9.tar.gz

分配机子职能

由于机子数量不足,一台机子可能有多个职能。
zookeeper
172.24.132.173
172.24.132.143
172.24.132.142
nimbus
172.24.132.174
supbervisor
172.24.132.143
172.24.132.142

主机名与 IP 的映射

编辑各个机子的 /etc/hosts 文件,将主机名称与 IP 的对应关系加上,例如:

127.0.0.1   localhost localhost.localdomain localhost4 localhost4.localdomain4
::1         localhost localhost.localdomain localhost6 localhost6.localdomain6
172.24.132.142  CLTQ-132-142

配置 jdk

  1. 用文本编辑器打开/etc/profile
  2. 在profile文件末尾加入:
export JAVA_HOME=/usr/local/lifecycle/jdk1.8.0_91
export PATH=$JAVA_HOME/bin:$PATH
export CLASSPATH=.:$JAVA_HOME/lib/dt.jar:$JAVA_HOME/lib/tools.jar
  1. source /etc/profile 使修改生效

注意点:

  1. 你要将 /usr/local/lifecycle/jdk1.8.0_91 改为本机 jdk安装目录
  2. linux下用冒号 : 来分隔路径
  3. CLASSPATH中当前目录 . 不能丢,把当前目录丢掉也是常见的错误。
  4. export是把这三个变量导出为全局变量。
  5. 大小写必须严格区分。

安装 zookeeper 集群

zookeeper-3.4.9.tar.gz 解压到:/usr/local/

sudo tar -C /usr/local -xzf zookeeper-3.4.9.tar.gz

配置 zookeeper 的环境变量(可选)

配置 zookeeper 的环境变量,这一步是可选的,配置之后能够全局使用 zookeeper 相关的命令,没有配置则需要到 zookeeper 的安装目录下执行命令
添加如下配置到 /etc/profile 文件的最后,并通过命令 source /etc/profile 命令使修改后的配置生效

#ZOOKEEPER
ZOOKEEPER=/usr/local/zookeeper-3.4.9
PATH=$PATH:$ZOOKEEPER/bin

修改 zookeeper 的配置文件

首先将 /usr/local/zookeeper-3.4.6/conf/zoo_sample.cfg 文件复制一份,并更名为 zoo.cfg。如果不需要配置集群,则不修改修改 zoo.cfg 文件。要配置集群,则需要将 zookeeper 集群信息通过 server 配置。

tickTime=2000  
initLimit=10  
syncLimit=5  
dataDir=/usr/local/zookeeper-3.4.6/data
dataLogDir=/usr/local/zookeeper-3.4.6/log
clientPort=2181  
server.1=172.24.132.173:2888:3888
server.2=172.24.132.143:2888:3888
server.3=172.24.132.142:2888:3888

server.A=B:C:D:其中 A 是一个数字,表示这个是第几号服务器;B 是这个服务器的 ip 地址;C 表示的是这个服务器与集群中的 Leader 服务器交换信息的端口;D 表示的是万一集群中的 Leader 服务器挂了,需要一个端口来重新进行选举,选出一个新的 Leader,而这个端口就是用来执行选举时服务器相互通信的端口。如果是伪集群的配置方式,由于 B 都是一样,所以不同的 zookeeper 实例通信端口号不能一样,所以要给它们分配不同的端口号。

根据 dataDirdataLogDir 变量创建相应的目录,建议优先创建,因为有可能使用的 linux 账户权限不足,zookeeper 无法自动创建这几个目录。

创建 myid 文件

在配置文件 zoo.cfgdataDir 所指路径 /usr/local/zookeeper-3.4.6/data 下,新建 myid 文件,并写入 zoo.cfg 文件的 server.AA 的数值,在不同机器上的该文件中填写相应的值。本次部署中,172.24.132.142 的 myid 文件应该写入数值 3172.24.132.143 的 myid 文件应该写入数值 2172.24.132.173 的 myid 文件应该写入数值 1

启动 zookeeper

执行命令 zkServer.sh start 将会启动 zookeeper。而执行命令 zkServer.sh stop 将会停止 zookeeper

通过 jps 命令,可以看到 zookeeper 的进程名:QuorumPeerMain。以及执行命令 zkServer.sh status 查看 zookeeper 集群状态,如下所示:

#172.24.132.142
ZooKeeper JMX enabled by default
Using config: /usr/local/zookeeper-3.4.9/bin/../conf/zoo.cfg  
Mode: follower  

#172.24.132.143
ZooKeeper JMX enabled by default
Using config: /usr/local/zookeeper-3.4.9/bin/../conf/zoo.cfg
Mode: leader  

#172.24.132.173  
ZooKeeper JMX enabled by default
Using config: /usr/local/zookeeper-3.4.9/bin/../conf/zoo.cfg  
Mode: follower  

可以忽略的异常信息

zookeeper 集群逐台启动的过程中,查阅 zookeeper.out,会有如下异常:

2017-06-12 19:58:04,289 [myid:3] - WARN  [WorkerSender[myid=3]:QuorumCnxManager@400] - Cannot open channel to 1 at election address CLTQ-132-173/172.24.132.173:3888
java.net.ConnectException: Connection refused
        at java.net.PlainSocketImpl.socketConnect(Native Method)
        at java.net.AbstractPlainSocketImpl.doConnect(AbstractPlainSocketImpl.java:350)
        at java.net.AbstractPlainSocketImpl.connectToAddress(AbstractPlainSocketImpl.java:206)
        at java.net.AbstractPlainSocketImpl.connect(AbstractPlainSocketImpl.java:188)
        at java.net.SocksSocketImpl.connect(SocksSocketImpl.java:392)
        at java.net.Socket.connect(Socket.java:589)
        at org.apache.zookeeper.server.quorum.QuorumCnxManager.connectOne(QuorumCnxManager.java:381)
        at org.apache.zookeeper.server.quorum.QuorumCnxManager.toSend(QuorumCnxManager.java:354)
        at org.apache.zookeeper.server.quorum.FastLeaderElection$Messenger$WorkerSender.process(FastLeaderElection.java:452)
        at org.apache.zookeeper.server.quorum.FastLeaderElection$Messenger$WorkerSender.run(FastLeaderElection.java:433)
        at java.lang.Thread.run(Thread.java:745)
2017-06-12 19:58:04,289 [myid:3] - INFO  [WorkerSender[myid=3]:QuorumPeer$QuorumServer@149] - Resolved hostname: CLTQ-132-173 to address: CLTQ-132-173/172.24.132.173

上述异常可以忽略,因为集群环境中某些子节点还没有启动 zookeeper

验证 zookeeper 集群

AUOK

先安装 nc

yum install -y nc

返回 imok 则表明机子的状态是正常的

echo ruok | nc 172.24.132.143 2181
imok

zookeeper 客户端

bin/zkCli.sh -server 172.24.132.143:2181

如果需要一次性连接 zookeeper 集群的多台机子,则可以使用如下语法:

bin/zkCli.sh -server 172.24.132.142:2181,172.24.132.173:2181,172.24.132.143:2181

输出如下结果:

[root@CLTQ-132-142 zookeeper-3.4.9]# bin/zkCli.sh -server 172.24.132.143:2181
Connecting to 172.24.132.143:2181
2017-06-08 16:25:07,196 [myid:] - INFO  [main:Environment@100] - Client environment:zookeeper.version=3.4.9-1757313, built on 08/23/2016 06:50 GMT
2017-06-08 16:25:07,199 [myid:] - INFO  [main:Environment@100] - Client environment:host.name=CLTQ-132-142
2017-06-08 16:25:07,199 [myid:] - INFO  [main:Environment@100] - Client environment:java.version=1.8.0_91
2017-06-08 16:25:07,200 [myid:] - INFO  [main:Environment@100] - Client environment:java.vendor=Oracle Corporation
2017-06-08 16:25:07,200 [myid:] - INFO  [main:Environment@100] - Client environment:java.home=/usr/local/lifecycle/jdk1.8.0_91/jre
2017-06-08 16:25:07,200 [myid:] - INFO  [main:Environment@100] - Client environment:java.class.path=/usr/local/zookeeper-3.4.9/bin/../build/classes:/usr/local/zookeeper-3.4.9/bin/../build/lib/*.jar:/usr/local/zookeeper-3.4.9/bin/../lib/slf4j-log4j12-1.6.1.jar:/usr/local/zookeeper-3.4.9/bin/../lib/slf4j-api-1.6.1.jar:/usr/local/zookeeper-3.4.9/bin/../lib/netty-3.10.5.Final.jar:/usr/local/zookeeper-3.4.9/bin/../lib/log4j-1.2.16.jar:/usr/local/zookeeper-3.4.9/bin/../lib/jline-0.9.94.jar:/usr/local/zookeeper-3.4.9/bin/../zookeeper-3.4.9.jar:/usr/local/zookeeper-3.4.9/bin/../src/java/lib/*.jar:/usr/local/zookeeper-3.4.9/bin/../conf:.:/usr/local/lifecycle/jdk1.8.0_91/lib/dt.jar:/usr/local/lifecycle/jdk1.8.0_91/lib/tools.jar
2017-06-08 16:25:07,200 [myid:] - INFO  [main:Environment@100] - Client environment:java.library.path=/usr/java/packages/lib/amd64:/usr/lib64:/lib64:/lib:/usr/lib
2017-06-08 16:25:07,200 [myid:] - INFO  [main:Environment@100] - Client environment:java.io.tmpdir=/tmp
2017-06-08 16:25:07,200 [myid:] - INFO  [main:Environment@100] - Client environment:java.compiler=<NA>
2017-06-08 16:25:07,201 [myid:] - INFO  [main:Environment@100] - Client environment:os.name=Linux
2017-06-08 16:25:07,201 [myid:] - INFO  [main:Environment@100] - Client environment:os.arch=amd64
2017-06-08 16:25:07,201 [myid:] - INFO  [main:Environment@100] - Client environment:os.version=2.6.32-431.el6.x86_64
2017-06-08 16:25:07,201 [myid:] - INFO  [main:Environment@100] - Client environment:user.name=root
2017-06-08 16:25:07,201 [myid:] - INFO  [main:Environment@100] - Client environment:user.home=/root
2017-06-08 16:25:07,201 [myid:] - INFO  [main:Environment@100] - Client environment:user.dir=/usr/local/zookeeper-3.4.9
2017-06-08 16:25:07,202 [myid:] - INFO  [main:ZooKeeper@438] - Initiating client connection, connectString=172.24.132.143:2181 sessionTimeout=30000 watcher=org.apache.zookeeper.ZooKeeperMain$MyWatcher@799f7e29
Welcome to ZooKeeper!
2017-06-08 16:25:07,219 [myid:] - INFO  [main-SendThread(172.24.132.143:2181):ClientCnxn$SendThread@1032] - Opening socket connection to server 172.24.132.143/172.24.132.143:2181. Will not attempt to authenticate using SASL (unknown error)
JLine support is enabled
2017-06-08 16:25:07,266 [myid:] - INFO  [main-SendThread(172.24.132.143:2181):ClientCnxn$SendThread@876] - Socket connection established to 172.24.132.143/172.24.132.143:2181, initiating session
[zk: 172.24.132.143:2181(CONNECTING) 0] 2017-06-08 16:25:07,286 [myid:] - INFO  [main-SendThread(172.24.132.143:2181):ClientCnxn$SendThread@1299] - Session establishment complete on server 172.24.132.143/172.24.132.143:2181, sessionid = 0x25c86c7c3bf0000, negotiated timeout = 30000

WATCHER::

WatchedEvent state:SyncConnected type:None path:null

创建文件夹:

[zk: 172.24.132.143:2181(CONNECTED) 4] create /c1project c1project
Created /c1project
[zk: 172.24.132.143:2181(CONNECTED) 5] get /c1project c1project
c1project
cZxid = 0x100000002
ctime = Thu Jun 08 16:30:47 CST 2017
mZxid = 0x100000002
mtime = Thu Jun 08 16:30:47 CST 2017
pZxid = 0x100000002
cversion = 0
dataVersion = 0
aclVersion = 0
ephemeralOwner = 0x0
dataLength = 9
numChildren = 0

在集群的其他机子上能够查询到该文件,则说明 zookeeper 集群是创建成功了的。

storm 集群部署

apache-storm-1.0.0.tar.gz 解压到: /usr/local/

sudo tar -C /usr/local -xzf apache-storm-1.1.0.tar.gz

修改配置

添加如下几个主要参数就可以

storm.zookeeper.servers:
    - "172.24.132.142"
    - "172.24.132.143"
    - "172.24.132.173"

storm.zookeeper.port: 2181
storm.local.dir: "/usr/local/apache-storm-1.0.0/data"

nimbus.seeds: ["172.24.132.174"]

supervisor.slots.ports:
    - 6700
    - 6701
    - 6702
    - 6703
  • storm.zookeeper.serverszookeeper 集群的 IP
  • storm.zookeeper.portzookeeper 集群的端口,如果不是默认端口 2181 则需要设置
  • nimbus.seeds:可以作为 nimbus 的机子

拷贝配置完成的软件

将配置修改完成的软件拷贝到其他机子上:

scp -r apache-storm-1.0.0 172.24.132.142:/usr/local/

启动 nimbus 和 supervisor

nimbussupervisor 可以部署在同一台机子,但是建议分开,避免相互影响。
172.24.132.174 后台运行 nimbus

bin/storm nimbus >/dev/null 2>&1 &

172.24.132.142 172.24.132.143后台运行 supervisor

bin/storm supervisor >/dev/null 2>&1 &

172.24.132.174 后台运行 storm ui
storm ui 得要在 nimbus 机子上运行,不能够在 supervisor 机子上运行

bin/storm ui >/dev/null 2>&1 &

测试 storm 集群

使用 storm 自带测试例子测试,从 github 下载工程到本地:

git clone https://github.com/apache/storm.git

拉取对应版本的分支,本次部署使用分支 1.0.x-branch

git checkout 1.0.x-branch

进入目录 storm/examples/storm-starter,打包:

mvn package

打包很有可能失败,往往是各种的 jar 包无法下载,可以借助 IDE,将需要的依赖下载到本地。本次部署一直无法下载的 kafka-avro-serializer 1.0,可以通过如下连接直接下载,kafka-avro-serializer 1.0,下载完成的 jar 包得要放到 .m2\repository\io\confluent\kafka-avro-serializer\1.0 下。
生成目录:storm\examples\storm-starter\target,其下的 storm-starter-1.0.2.jar 可以作为测试 jar
执行命令:

bin/storm jar /usr/local/apache-storm-1.0.0/storm-starter-1.0.2.jar org.apache.storm.starter.ExclamationTopology et

ettopology 的名字,任意,但是不能够省略。

[root@CLTQ-132-174 apache-storm-1.0.0]# bin/storm jar /usr/local/apache-storm-1.0.0/storm-starter-1.0.2.jar org.apache.storm.starter.ExclamationTopology et
Running: /usr/local/lifecycle/jdk1.8.0_91/bin/java -client -Ddaemon.name= -Dstorm.options= -Dstorm.home=/usr/local/apache-storm-1.0.0 -Dstorm.log.dir=/usr/local/apache-storm-1.0.0/logs -Djava.library.path=/usr/local/lib:/opt/local/lib:/usr/lib -Dstorm.conf.file= -cp /usr/local/apache-storm-1.0.0/storm-starter-1.0.2.jar:/usr/local/apache-storm-1.0.0/lib/servlet-api-2.5.jar:/usr/local/apache-storm-1.0.0/lib/clojure-1.7.0.jar:/usr/local/apache-storm-1.0.0/lib/slf4j-api-1.7.7.jar:/usr/local/apache-storm-1.0.0/lib/asm-5.0.3.jar:/usr/local/apache-storm-1.0.0/lib/kryo-3.0.3.jar:/usr/local/apache-storm-1.0.0/lib/log4j-core-2.1.jar:/usr/local/apache-storm-1.0.0/lib/log4j-over-slf4j-1.6.6.jar:/usr/local/apache-storm-1.0.0/lib/storm-rename-hack-1.0.0.jar:/usr/local/apache-storm-1.0.0/lib/objenesis-2.1.jar:/usr/local/apache-storm-1.0.0/lib/reflectasm-1.10.1.jar:/usr/local/apache-storm-1.0.0/lib/storm-core-1.0.0.jar:/usr/local/apache-storm-1.0.0/lib/minlog-1.3.0.jar:/usr/local/apache-storm-1.0.0/lib/log4j-slf4j-impl-2.1.jar:/usr/local/apache-storm-1.0.0/lib/log4j-api-2.1.jar:/usr/local/apache-storm-1.0.0/lib/disruptor-3.3.2.jar:/usr/local/apache-storm-1.0.0/storm-starter-1.0.2.jar:/usr/local/apache-storm-1.0.0/conf:/usr/local/apache-storm-1.0.0/bin -Dstorm.jar=/usr/local/apache-storm-1.0.0/storm-starter-1.0.2.jar org.apache.storm.starter.ExclamationTopology et
531  [main] INFO  o.a.s.StormSubmitter - Generated ZooKeeper secret payload for MD5-digest: -7107387084739244238:-5556405776831141841
583  [main] INFO  o.a.s.s.a.AuthUtils - Got AutoCreds []
624  [main] INFO  o.a.s.StormSubmitter - Uploading topology jar /usr/local/apache-storm-1.0.0/storm-starter-1.0.2.jar to assigned location: /usr/local/apache-storm-1.0.0/data/nimbus/inbox/stormjar-1ee74fb2-7356-4e0c-8f97-f0c71ff4c884.jar
Start uploading file '/usr/local/apache-storm-1.0.0/storm-starter-1.0.2.jar' to '/usr/local/apache-storm-1.0.0/data/nimbus/inbox/stormjar-1ee74fb2-7356-4e0c-8f97-f0c71ff4c884.jar' (73376663 bytes)
[==================================================] 73376663 / 73376663
File '/usr/local/apache-storm-1.0.0/storm-starter-1.0.2.jar' uploaded to '/usr/local/apache-storm-1.0.0/data/nimbus/inbox/stormjar-1ee74fb2-7356-4e0c-8f97-f0c71ff4c884.jar' (73376663 bytes)
1029 [main] INFO  o.a.s.StormSubmitter - Successfully uploaded topology jar to assigned location: /usr/local/apache-storm-1.0.0/data/nimbus/inbox/stormjar-1ee74fb2-7356-4e0c-8f97-f0c71ff4c884.jar
1029 [main] INFO  o.a.s.StormSubmitter - Submitting topology et in distributed mode with conf {"storm.zookeeper.topology.auth.scheme":"digest","storm.zookeeper.topology.auth.payload":"-7107387084739244238:-5556405776831141841","topology.workers":3,"topology.debug":true}
1471 [main] INFO  o.a.s.StormSubmitter - Finished submitting topology: et

错误

Failed to Sync Supervisor

16373 [Thread-10] ERROR o.a.s.d.s.ReadClusterState - Failed to Sync Supervisor
java.lang.RuntimeException: java.lang.InterruptedException
        at org.apache.storm.utils.Utils.wrapInRuntime(Utils.java:1531) ~[storm-core-1.1.0.jar:1.1.0]
        at org.apache.storm.zookeeper.zookeeper.getChildren(zookeeper.java:265) ~[storm-core-1.1.0.jar:1.1.0]
        at org.apache.storm.cluster.ZKStateStorage.get_children(ZKStateStorage.java:174) ~[storm-core-1.1.0.jar:1.1.0]
        at org.apache.storm.cluster.StormClusterStateImpl.assignments(StormClusterStateImpl.java:153) ~[storm-core-1.1.0.jar:1.1.0]
        at org.apache.storm.daemon.supervisor.ReadClusterState.run(ReadClusterState.java:126) [storm-core-1.1.0.jar:1.1.0]
        at org.apache.storm.event.EventManagerImp$1.run(EventManagerImp.java:54) [storm-core-1.1.0.jar:1.1.0]
Caused by: java.lang.InterruptedException
        at java.lang.Object.wait(Native Method) ~[?:1.8.0_91]
        at java.lang.Object.wait(Object.java:502) ~[?:1.8.0_91]
        at org.apache.storm.shade.org.apache.zookeeper.ClientCnxn.submitRequest(ClientCnxn.java:1342) ~[storm-core-1.1.0.jar:1.1.0]
        at org.apache.storm.shade.org.apache.zookeeper.ZooKeeper.getChildren(ZooKeeper.java:1588) ~[storm-core-1.1.0.jar:1.1.0]
        at org.apache.storm.shade.org.apache.zookeeper.ZooKeeper.getChildren(ZooKeeper.java:1625) ~[storm-core-1.1.0.jar:1.1.0]
        at org.apache.storm.shade.org.apache.curator.framework.imps.GetChildrenBuilderImpl$3.call(GetChildrenBuilderImpl.java:226) ~[storm-core-1.1.0.jar:1.1.0]
        at org.apache.storm.shade.org.apache.curator.framework.imps.GetChildrenBuilderImpl$3.call(GetChildrenBuilderImpl.java:219) ~[storm-core-1.1.0.jar:1.1.0]
        at org.apache.storm.shade.org.apache.curator.RetryLoop.callWithRetry(RetryLoop.java:109) ~[storm-core-1.1.0.jar:1.1.0]
        at org.apache.storm.shade.org.apache.curator.framework.imps.GetChildrenBuilderImpl.pathInForeground(GetChildrenBuilderImpl.java:216) ~[storm-core-1.1.0.jar:1.1.0]
        at org.apache.storm.shade.org.apache.curator.framework.imps.GetChildrenBuilderImpl.forPath(GetChildrenBuilderImpl.java:207) ~[storm-core-1.1.0.jar:1.1.0]
        at org.apache.storm.shade.org.apache.curator.framework.imps.GetChildrenBuilderImpl.forPath(GetChildrenBuilderImpl.java:40) ~[storm-core-1.1.0.jar:1.1.0]
        at org.apache.storm.zookeeper.zookeeper.getChildren(zookeeper.java:260) ~[storm-core-1.1.0.jar:1.1.0]
        ... 4 more

部署的 storm 服务器版本为 1.1.0,而提交给 storm 跑的 jar 包为:storm-starter-1.0.2.jar。版本不对应导致上面的问题。应该是 storm-core-1.1.0.jar 的代码与 storm-core-1.0.2.jar 相差较大,或者修改了通信的协议导致。将 storm 服务器版本修改为 1.0.0 即可解决问题

有多个 supervisor 但 storm ui 上只显示一个

具体现象就是启动了多个 supervisor,单在 ui 上只显示一个(也有可能是多个 supervisor 中的某几个看上去被“合并”了),kill 掉其中任意一个 supervisor,另一个就出现。
例如本例中有两个 supervisor172.24.132.143172.24.132.142,但是通过接口请求,每次都只会显示其中的一个,但是现实的机子是交替出现的:

curl -X GET \
  http://172.24.132.174:8080/api/v1/supervisor/summary

{
    "supervisors": [
        {
            "totalMem": 3072,
            "host": "CLTQ-132-142",
            "id": "26cdf80b-394e-47e8-a82a-ea78f82e7c22",
            "uptime": "14h 16m 17s",
            "totalCpu": 400,
            "usedCpu": 0,
            "logLink": "http://CLTQ-132-142:8000/daemonlog?file=supervisor.log",
            "usedMem": 2496,
            "slotsUsed": 3,
            "version": "1.0.0",
            "slotsTotal": 4,
            "uptimeSeconds": 51377
        }
    ],
    "schedulerDisplayResource": false,
    "logviewerPort": 8000
}

解决方案:storm.yaml 文件中有配置 storm.local.dir: "/usr/local/apache-storm-1.0.0/data"local.dir 所指目录,重启即可解决问题。原因是由于部署时通过 linux scp 命令直接分发软件到其他机子,残留了 local.dir 的东西,而 storm 是根据 local.dir 中的某一个或一些文件计算出一个 supervisor id 的。删除 local.dir 后,会重新生成 id

Could not find or load main class org.apache.storm.starter.ExclamationTopology

bin/storm jar /usr/local/apache-storm-1.0.0/storm-starter-1.0.2.jar org.apache.storm.starter.ExclamationTopology et

第一确保 storm-starter-1.0.2.jar 的路径是正确的;第二保证 packagename.ExclamationTopology,包名packagename 与 类名 ExclamationTopology 是正确的

参考文档

  1. Documentation
  2. Setting up a Storm Cluster
  3. storm ui显示supervisor个数与实际不符的解决
  4. Storm安装教程_CentOS6.4/Storm0.9.6
  5. Storm实战 (1) storm1.0.0集群安装
  6. Storm配置项详解
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