ubuntu12.04+storm0.9.2 分布式集群的搭建

ubuntu12.04+storm0.9.2 分布式集群的搭建

目录

[TOC]

一、什么是STORM?

  STORM是一个开源框架,来自Twitter公司,其目标是大数据流的实时处理。STORM可以可靠地处理无限的数据流,实时处理Hadoop的批任务。

  对比Hadoop的批处理,Storm是个实时的、分布式以及具备高容错的计算系统。同Hadoop一样Storm也可以处理大批量的数据,然而Storm在保证高可靠性的前提下还可以让处理进行的更加实时;也就是说,所有的信息都会被处理。Storm同样还具备容错和分布计算这些特性,这就让Storm可以扩展到不同的机器上进行大批量的数据处理。他同样还有以下的这些特性:

  • 易于扩展。对于扩展,你只需要添加机器和改变对应的topology(拓扑)设置。Storm使用Hadoop Zookeeper进行集群协调,这样可以充分的保证大型集群的良好运行。

  • 每条信息的处理都可以得到保证。

  • Storm集群管理简易。

  • Storm的容错机能:一旦topology递交,Storm会一直运行它直到topology被废除或者被关闭。而在执行中出现错误时,也会由Storm重新分配任务。

  • 尽管通常使用Java,Storm中的topology可以用任何语言设计。

  为什么 Storm 比 Hadoop 快?

  storm的网络直传、内存计算,其时延必然比hadoop的通过hdfs传输低得多;当计算模型比较适合流式时,storm的流式处理,省去了批处理的收集数据的时间;因为storm是服务型的作业,也省去了作业调度的时延。所以从时延上来看,storm要快于hadoop。

  Storm 术语解释

  Storm的术语包括 Stream、 Spout、 Bolt、 Task、 Worker、 Stream Grouping和 Topology。 Stream是被处理的数据。 Sprout是数据源。 Bolt处理数据。 Task是运行于 Spout或 Bolt中的 线程。 Worker是运行这些线程的进程。 Stream Grouping规定了 Bolt接收什么东西作为输入数据。数据可以随机分配(术语为 Shuffle),或者根据字段值分配(术语为 Fields),或者 广播(术语为 All),或者总是发给一个 Task(术语为 Global),也可以不关心该数据(术语为 None),或者由自定义逻辑来决定(术语为 Direct)。 Topology是由

  • Topologies 用于封装一个实时计算应用程序的逻辑,类似于 Hadoop的 MapReduce,下面是一个Topology内部Spout和Bolt之间的数据流关系:
  • Stream 消息流,是一个没有边界的tuple序列,这些tuples会被以一种分布式的方式并行地创建和处理。 在Topology定义时,需要为每个Bolt指定接收什么样的Stream作为其输入(注:Spout并不需要接收Stream,只会发射Stream)。

  • Spouts 消息源,是消息生产者,他会从一个外部源读取数据并向topology里面面发出消息:tuple
    Bolts 消息处理者,所有的消息处理逻辑被封装在bolts里面,处理输入的数据流并产生输出的新数据流,可执行过滤,聚合,查询数据库等操作

  • Task 每一个Spout和Bolt会被当作很多task在整个集群里面执行,每一个task对应到一个线程.

  • Stream groupings 消息分发策略,定义一个Topology的其中一步是定义每个tuple接受什么样的流作为输入,stream grouping就是用来定义一个stream应该如果分配给Bolts们.

  • stream grouping分类
    • Shuffle Grouping: 随机分组, 随机派发stream里面的tuple, 保证每个bolt接收到的tuple数目相同.
    • Fields Grouping:按字段分组, 比如按userid来分组, 具有同样userid的tuple会被分到相同的Bolts, 而不同的userid则会被分配到不同的Bolts.
    • All Grouping: 广播发送, 对于每一个tuple, 所有的Bolts都会收到.
    • Global Grouping: 全局分组,这个tuple被分配到storm中的一个bolt的其中一个task.再具体一点就是分配给id值最低的那个task.
    • Non Grouping: 不分组,意思是说stream不关心到底谁会收到它的tuple.目前他和Shuffle grouping是一样的效果,有点不同的是storm会把这个bolt放到这个bolt的订阅者同一个线程去执行.
    • Direct Grouping: 直接分组,这是一种比较特别的分组方法,用这种分组意味着消息的发送者举鼎由消息接收者的哪个task处理这个消息.只有被声明为Direct Stream的消息流可以声明这种分组方法.而且这种消息tuple必须使用emitDirect方法来发射.消息处理者可以通过TopologyContext来或者处理它的消息的taskid (OutputCollector.emit方法也会返回taskid)

  

二、STORM的官方网站在哪里?

  http://storm.incubator.apache.org/

  

三、在哪里下载?需要哪些组件的支持?

  Storm0.9.2在下面的地址可以下载:
  http://www.apache.org/dyn/closer.cgi/incubator/storm/apache-storm-0.9.2-incubating/apache-storm-0.9.2-incubating.tar.gz

  1)、根据官方文档描述,主要依赖于JDK和Python。
  Next you need to install Storm’s dependencies on Nimbus and the workermachines. These are:
Java 6
Python 2.6.6
  2)、Zookeeper集群的依赖
  在之前的文章《ubuntu12.04+hadoop2.2.0+zookeeper3.4.5+hbase0.96.2+hive0.13.1分布式环境部署》中有写安装过程,这里就不再描述。

四、如何安装?

  1)、解压下载到的apache-storm-0.9.2-incubating.zip

  2)、编辑storm.yaml配置文件

### ldir
storm.local.dir: "/home/hadoop/storm-0.9.2-incubating/ldir"

### zookeeper
storm.zookeeper.servers:
    - "m1"
    - "m2"
    - "s1"
    - "s2"

### nimbus host
nimbus.host: "m1"

### ui.* configs are for the master
ui.port: 8081 # 我这里修改了storm的ui端口

########### These MUST be filled in for a storm configuration
# storm.zookeeper.servers:
#     - "server1"
#     - "server2"
# 
# nimbus.host: "nimbus"
# 
# 
# ##### These may optionally be filled in:
#    
## List of custom serializations
# topology.kryo.register:
#     - org.mycompany.MyType
#     - org.mycompany.MyType2: org.mycompany.MyType2Serializer
#
## List of custom kryo decorators
# topology.kryo.decorators:
#     - org.mycompany.MyDecorator
#
## Locations of the drpc servers
# drpc.servers:
#     - "server1"
#     - "server2"

## Metrics Consumers
# topology.metrics.consumer.register:
#   - class: "backtype.storm.metric.LoggingMetricsConsumer"
#     parallelism.hint: 1
#   - class: "org.mycompany.MyMetricsConsumer"
#     parallelism.hint: 1
#     argument:
#       - endpoint: "metrics-collector.mycompany.org"

  3)、将m1下的storm的目录复制到其它发服务器下去

root@m1:/home/hadoop# scp -r /home/hadoop/storm-0.9.2-incubating root@m2:/home/hadoop
root@m1:/home/hadoop# scp -r /home/hadoop/storm-0.9.2-incubating root@s1:/home/hadoop
root@m1:/home/hadoop# scp -r /home/hadoop/storm-0.9.2-incubating root@s2:/home/hadoop

  4)、在m1上启动Nimbus

root@m1:/home/hadoop/storm-0.9.2-incubating# /home/hadoop/storm-0.9.2-incubating/bin/storm nimbus &
[1] 1171
root@m1:/home/hadoop/storm-0.9.2-incubating# Running: /usr/lib/jvm/java-7-oracle/bin/java -server -Dstorm.options= -Dstorm.home=/home/hadoop/storm-0.9.2-incubating -Djava.library.path=/usr/local/lib:/opt/local/lib:/usr/lib -Dstorm.conf.file= -cp /home/hadoop/storm-0.9.2-incubating/idoall_storm.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-logging-1.1.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-devel-0.3.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/clout-1.0.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/math.numeric-tower-0.0.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/httpcore-4.3.2.jar:/home/hadoop/storm-0.9.2-incubating/lib/core.incubator-0.1.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/netty-3.6.3.Final.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-servlet-0.3.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/logback-classic-1.0.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/joda-time-2.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/carbonite-1.4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-lang-2.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/servlet-api-2.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/netty-3.2.2.Final.jar:/home/hadoop/storm-0.9.2-incubating/lib/curator-client-2.4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/guava-13.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/compojure-1.1.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/clojure-1.5.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/httpclient-4.3.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/clj-stacktrace-0.2.4.jar:/home/hadoop/storm-0.9.2-incubating/lib/tools.macro-0.1.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/log4j-over-slf4j-1.6.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/chill-java-0.3.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/jgrapht-core-0.9.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-jetty-adapter-0.3.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-io-2.4.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-fileupload-1.2.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-core-1.1.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/reflectasm-1.07-shaded.jar:/home/hadoop/storm-0.9.2-incubating/lib/clj-time-0.4.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/tools.cli-0.2.4.jar:/home/hadoop/storm-0.9.2-incubating/lib/jetty-6.1.26.jar:/home/hadoop/storm-0.9.2-incubating/lib/disruptor-2.10.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/hiccup-0.3.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/json-simple-1.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/curator-framework-2.4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/kryo-2.21.jar:/home/hadoop/storm-0.9.2-incubating/lib/slf4j-api-1.6.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/objenesis-1.2.jar:/home/hadoop/storm-0.9.2-incubating/lib/asm-4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/jline-2.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/logback-core-1.0.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-codec-1.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/servlet-api-2.5-20081211.jar:/home/hadoop/storm-0.9.2-incubating/lib/jetty-util-6.1.26.jar:/home/hadoop/storm-0.9.2-incubating/lib/tools.logging-0.2.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/storm-core-0.9.2-incubating.jar:/home/hadoop/storm-0.9.2-incubating/lib/minlog-1.2.jar:/home/hadoop/storm-0.9.2-incubating/lib/zookeeper-3.4.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-exec-1.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/snakeyaml-1.11.jar:/home/hadoop/storm-0.9.2-incubating/conf -Xmx1024m -Dlogfile.name=nimbus.log -Dlogback.configurationFile=/home/hadoop/storm-0.9.2-incubating/logback/cluster.xml backtype.storm.daemon.nimbus

  5)、在s1、s2上启动Supervisor

root@s1:/home/hadoop# /home/hadoop/storm-0.9.2-incubating/bin/storm supervisor &
[1] 31158
root@s1:/home/hadoop# Running: /usr/lib/jvm/java-7-oracle/bin/java -server -Dstorm.options= -Dstorm.home=/home/hadoop/storm-0.9.2-incubating -Djava.library.path=/usr/local/lib:/opt/local/lib:/usr/lib -Dstorm.conf.file= -cp /home/hadoop/storm-0.9.2-incubating/lib/commons-logging-1.1.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-devel-0.3.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/clout-1.0.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/math.numeric-tower-0.0.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/httpcore-4.3.2.jar:/home/hadoop/storm-0.9.2-incubating/lib/core.incubator-0.1.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/netty-3.6.3.Final.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-servlet-0.3.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/logback-classic-1.0.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/joda-time-2.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/carbonite-1.4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-lang-2.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/servlet-api-2.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/netty-3.2.2.Final.jar:/home/hadoop/storm-0.9.2-incubating/lib/curator-client-2.4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/guava-13.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/compojure-1.1.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/clojure-1.5.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/httpclient-4.3.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/clj-stacktrace-0.2.4.jar:/home/hadoop/storm-0.9.2-incubating/lib/tools.macro-0.1.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/log4j-over-slf4j-1.6.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/chill-java-0.3.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/jgrapht-core-0.9.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-jetty-adapter-0.3.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-io-2.4.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-fileupload-1.2.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-core-1.1.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/reflectasm-1.07-shaded.jar:/home/hadoop/storm-0.9.2-incubating/lib/clj-time-0.4.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/tools.cli-0.2.4.jar:/home/hadoop/storm-0.9.2-incubating/lib/jetty-6.1.26.jar:/home/hadoop/storm-0.9.2-incubating/lib/disruptor-2.10.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/hiccup-0.3.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/json-simple-1.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/curator-framework-2.4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/kryo-2.21.jar:/home/hadoop/storm-0.9.2-incubating/lib/slf4j-api-1.6.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/objenesis-1.2.jar:/home/hadoop/storm-0.9.2-incubating/lib/asm-4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/jline-2.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/logback-core-1.0.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-codec-1.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/servlet-api-2.5-20081211.jar:/home/hadoop/storm-0.9.2-incubating/lib/jetty-util-6.1.26.jar:/home/hadoop/storm-0.9.2-incubating/lib/tools.logging-0.2.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/storm-core-0.9.2-incubating.jar:/home/hadoop/storm-0.9.2-incubating/lib/minlog-1.2.jar:/home/hadoop/storm-0.9.2-incubating/lib/zookeeper-3.4.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-exec-1.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/snakeyaml-1.11.jar:/home/hadoop/storm-0.9.2-incubating/conf -Xmx256m -Dlogfile.name=supervisor.log -Dlogback.configurationFile=/home/hadoop/storm-0.9.2-incubating/logback/cluster.xml backtype.storm.daemon.supervisor

------上面的代码是s1上的---------------------下面的代码是s2上的-------------------

root@s2:/home/hadoop# /home/hadoop/storm-0.9.2-incubating/bin/storm supervisor &
[1] 32676
root@s2:/home/hadoop# Running: /usr/lib/jvm/java-7-oracle/bin/java -server -Dstorm.options= -Dstorm.home=/home/hadoop/storm-0.9.2-incubating -Djava.library.path=/usr/local/lib:/opt/local/lib:/usr/lib -Dstorm.conf.file= -cp /home/hadoop/storm-0.9.2-incubating/lib/commons-logging-1.1.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-devel-0.3.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/clout-1.0.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/math.numeric-tower-0.0.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/httpcore-4.3.2.jar:/home/hadoop/storm-0.9.2-incubating/lib/core.incubator-0.1.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/netty-3.6.3.Final.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-servlet-0.3.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/logback-classic-1.0.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/joda-time-2.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/carbonite-1.4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-lang-2.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/servlet-api-2.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/netty-3.2.2.Final.jar:/home/hadoop/storm-0.9.2-incubating/lib/curator-client-2.4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/guava-13.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/compojure-1.1.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/clojure-1.5.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/httpclient-4.3.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/clj-stacktrace-0.2.4.jar:/home/hadoop/storm-0.9.2-incubating/lib/tools.macro-0.1.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/log4j-over-slf4j-1.6.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/chill-java-0.3.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/jgrapht-core-0.9.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-jetty-adapter-0.3.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-io-2.4.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-fileupload-1.2.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-core-1.1.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/reflectasm-1.07-shaded.jar:/home/hadoop/storm-0.9.2-incubating/lib/clj-time-0.4.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/tools.cli-0.2.4.jar:/home/hadoop/storm-0.9.2-incubating/lib/jetty-6.1.26.jar:/home/hadoop/storm-0.9.2-incubating/lib/disruptor-2.10.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/hiccup-0.3.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/json-simple-1.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/curator-framework-2.4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/kryo-2.21.jar:/home/hadoop/storm-0.9.2-incubating/lib/slf4j-api-1.6.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/objenesis-1.2.jar:/home/hadoop/storm-0.9.2-incubating/lib/asm-4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/jline-2.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/logback-core-1.0.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-codec-1.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/servlet-api-2.5-20081211.jar:/home/hadoop/storm-0.9.2-incubating/lib/jetty-util-6.1.26.jar:/home/hadoop/storm-0.9.2-incubating/lib/tools.logging-0.2.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/storm-core-0.9.2-incubating.jar:/home/hadoop/storm-0.9.2-incubating/lib/minlog-1.2.jar:/home/hadoop/storm-0.9.2-incubating/lib/zookeeper-3.4.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-exec-1.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/snakeyaml-1.11.jar:/home/hadoop/storm-0.9.2-incubating/conf -Xmx256m -Dlogfile.name=supervisor.log -Dlogback.configurationFile=/home/hadoop/storm-0.9.2-incubating/logback/cluster.xml backtype.storm.daemon.supervisor

  6)、在m1上启动Storm UI

root@m1:/home/hadoop# /home/hadoop/storm-0.9.2-incubating/bin/storm ui &
[1] 1221
root@m1:/home/hadoop# Running: /usr/lib/jvm/java-7-oracle/bin/java -server -Dstorm.options= -Dstorm.home=/home/hadoop/storm-0.9.2-incubating -Djava.library.path=/usr/local/lib:/opt/local/lib:/usr/lib -Dstorm.conf.file= -cp /home/hadoop/storm-0.9.2-incubating/idoall_storm.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-logging-1.1.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-devel-0.3.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/clout-1.0.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/math.numeric-tower-0.0.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/httpcore-4.3.2.jar:/home/hadoop/storm-0.9.2-incubating/lib/core.incubator-0.1.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/netty-3.6.3.Final.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-servlet-0.3.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/logback-classic-1.0.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/joda-time-2.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/carbonite-1.4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-lang-2.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/servlet-api-2.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/netty-3.2.2.Final.jar:/home/hadoop/storm-0.9.2-incubating/lib/curator-client-2.4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/guava-13.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/compojure-1.1.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/clojure-1.5.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/httpclient-4.3.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/clj-stacktrace-0.2.4.jar:/home/hadoop/storm-0.9.2-incubating/lib/tools.macro-0.1.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/log4j-over-slf4j-1.6.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/chill-java-0.3.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/jgrapht-core-0.9.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-jetty-adapter-0.3.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-io-2.4.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-fileupload-1.2.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-core-1.1.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/reflectasm-1.07-shaded.jar:/home/hadoop/storm-0.9.2-incubating/lib/clj-time-0.4.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/tools.cli-0.2.4.jar:/home/hadoop/storm-0.9.2-incubating/lib/jetty-6.1.26.jar:/home/hadoop/storm-0.9.2-incubating/lib/disruptor-2.10.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/hiccup-0.3.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/json-simple-1.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/curator-framework-2.4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/kryo-2.21.jar:/home/hadoop/storm-0.9.2-incubating/lib/slf4j-api-1.6.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/objenesis-1.2.jar:/home/hadoop/storm-0.9.2-incubating/lib/asm-4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/jline-2.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/logback-core-1.0.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-codec-1.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/servlet-api-2.5-20081211.jar:/home/hadoop/storm-0.9.2-incubating/lib/jetty-util-6.1.26.jar:/home/hadoop/storm-0.9.2-incubating/lib/tools.logging-0.2.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/storm-core-0.9.2-incubating.jar:/home/hadoop/storm-0.9.2-incubating/lib/minlog-1.2.jar:/home/hadoop/storm-0.9.2-incubating/lib/zookeeper-3.4.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-exec-1.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/snakeyaml-1.11.jar:/home/hadoop/storm-0.9.2-incubating:/home/hadoop/storm-0.9.2-incubating/conf -Xmx768m -Dlogfile.name=ui.log -Dlogback.configurationFile=/home/hadoop/storm-0.9.2-incubating/logback/cluster.xml backtype.storm.ui.core

  在浏览器打开:http://m1:8081/index.html,可以看到结果

  7)、Zookeeper下查看是否有对应storm的目录,在下面的第29行,可以看出zookeeper已经管理storm了。

root@m1:/home/hadoop/storm-0.9.2-incubating# /home/hadoop/zookeeper-3.4.5/bin/zkCli.sh
Connecting to localhost:2181
2014-08-02 12:54:04,172 [myid:] - INFO  [main:Environment@100] - Client environment:zookeeper.version=3.4.5-1392090, built on 09/30/2012 17:52 GMT
2014-08-02 12:54:04,178 [myid:] - INFO  [main:Environment@100] - Client environment:host.name=m1
2014-08-02 12:54:04,179 [myid:] - INFO  [main:Environment@100] - Client environment:java.version=1.7.0_65
2014-08-02 12:54:04,179 [myid:] - INFO  [main:Environment@100] - Client environment:java.vendor=Oracle Corporation
2014-08-02 12:54:04,180 [myid:] - INFO  [main:Environment@100] - Client environment:java.home=/usr/lib/jvm/java-7-oracle/jre
2014-08-02 12:54:04,180 [myid:] - INFO  [main:Environment@100] - Client environment:java.class.path=/home/hadoop/zookeeper-3.4.5/bin/../build/classes:/home/hadoop/zookeeper-3.4.5/bin/../build/lib/*.jar:/home/hadoop/zookeeper-3.4.5/bin/../lib/slf4j-log4j12-1.6.1.jar:/home/hadoop/zookeeper-3.4.5/bin/../lib/slf4j-api-1.6.1.jar:/home/hadoop/zookeeper-3.4.5/bin/../lib/netty-3.2.2.Final.jar:/home/hadoop/zookeeper-3.4.5/bin/../lib/log4j-1.2.15.jar:/home/hadoop/zookeeper-3.4.5/bin/../lib/jline-0.9.94.jar:/home/hadoop/zookeeper-3.4.5/bin/../zookeeper-3.4.5.jar:/home/hadoop/zookeeper-3.4.5/bin/../src/java/lib/*.jar:/home/hadoop/zookeeper-3.4.5/bin/../conf:/usr/lib/jvm/java-7-oracle/lib
2014-08-02 12:54:04,181 [myid:] - INFO  [main:Environment@100] - Client environment:java.library.path=:/usr/local/lib:/usr/java/packages/lib/amd64:/usr/lib64:/lib64:/lib:/usr/lib
2014-08-02 12:54:04,181 [myid:] - INFO  [main:Environment@100] - Client environment:java.io.tmpdir=/tmp
2014-08-02 12:54:04,182 [myid:] - INFO  [main:Environment@100] - Client environment:java.compiler=<NA>
2014-08-02 12:54:04,182 [myid:] - INFO  [main:Environment@100] - Client environment:os.name=Linux
2014-08-02 12:54:04,183 [myid:] - INFO  [main:Environment@100] - Client environment:os.arch=amd64
2014-08-02 12:54:04,183 [myid:] - INFO  [main:Environment@100] - Client environment:os.version=3.11.0-15-generic
2014-08-02 12:54:04,184 [myid:] - INFO  [main:Environment@100] - Client environment:user.name=root
2014-08-02 12:54:04,184 [myid:] - INFO  [main:Environment@100] - Client environment:user.home=/root
2014-08-02 12:54:04,185 [myid:] - INFO  [main:Environment@100] - Client environment:user.dir=/home/hadoop/storm-0.9.2-incubating
2014-08-02 12:54:04,187 [myid:] - INFO  [main:ZooKeeper@438] - Initiating client connection, connectString=localhost:2181 sessionTimeout=30000 watcher=org.apache.zookeeper.ZooKeeperMain$MyWatcher@19b1ebe5
2014-08-02 12:54:04,210 [myid:] - INFO  [main-SendThread(localhost:2181):ClientCnxn$SendThread@966] - Opening socket connection to server localhost/127.0.0.1:2181. Will not attempt to authenticate using SASL (unknown error)
Welcome to ZooKeeper!
2014-08-02 12:54:04,233 [myid:] - INFO  [main-SendThread(localhost:2181):ClientCnxn$SendThread@849] - Socket connection established to localhost/127.0.0.1:2181, initiating session
JLine support is enabled
2014-08-02 12:54:04,260 [myid:] - INFO  [main-SendThread(localhost:2181):ClientCnxn$SendThread@1207] - Session establishment complete on server localhost/127.0.0.1:2181, sessionid = 0x14794a964e20006, negotiated timeout = 30000

WATCHER::

WatchedEvent state:SyncConnected type:None path:null
[zk: localhost:2181(CONNECTED) 0] ls /
[storm, hadoop-ha, hbase, zookeeper]
[zk: localhost:2181(CONNECTED) 1] quit
Quitting...
2014-08-02 12:54:11,130 [myid:] - INFO  [main-EventThread:ClientCnxn$EventThread@509] - EventThread shut down
2014-08-02 12:54:11,131 [myid:] - INFO  [main:ZooKeeper@684] - Session: 0x14794a964e20006 closed
root@m1:/home/hadoop/storm-0.9.2-incubating#

  8)、storm的测试,将《mac10.9下eclipse的storm开发环境搭建》一文章中的Eclipse项目,打包导出为idoall_storm.jar,并上传到storm的根目录

root@m1:/home/hadoop/storm-0.9.2-incubating# ll
总用量 140
drwxr-xr-x 11 root   root    4096 Aug  2 12:51 ./
drwxr-xr-x 39 hadoop hadoop  4096 Aug  1 14:38 ../
drwxr-xr-x  2 root   root    4096 Aug  1 14:38 bin/
-rw-r--r--  1    502 staff  34239 Jun 13 08:46 CHANGELOG.md
drwxr-xr-x  2 root   root    4096 Aug  2 12:31 conf/
-rw-r--r--  1    502 staff    538 Mar 13 11:17 DISCLAIMER
drwxr-xr-x  3    502 staff   4096 May  6 03:13 examples/
drwxr-xr-x  3 root   root    4096 Aug  1 14:38 external/
-rw-r--r--  1 root   root    8984 Aug  2 11:25 idoall_storm.jar
drwxr-xr-x  3 root   root    4096 Aug  2 12:51 ldir/
drwxr-xr-x  2 root   root    4096 Aug  1 14:38 lib/
-rw-r--r--  1    502 staff  22822 Jun 12 04:07 LICENSE
drwxr-xr-x  2 root   root    4096 Aug  1 14:38 logback/
drwxr-xr-x  2 root   root    4096 Aug  1 15:07 logs/
-rw-r--r--  1    502 staff    981 Jun 11 01:10 NOTICE
drwxr-xr-x  5 root   root    4096 Aug  1 14:38 public/
-rw-r--r--  1    502 staff   7445 Jun 10 02:24 README.markdown
-rw-r--r--  1    502 staff     17 Jun 17 00:22 RELEASE
-rw-r--r--  1    502 staff   3581 May 30 00:20 SECURITY.md
root@m1:/home/hadoop/storm-0.9.2-incubating# /home/hadoop/storm-0.9.2-incubating/bin/storm jar idoall_storm.jar storm.starter.WordCountTopology word_count
Running: /usr/lib/jvm/java-7-oracle/bin/java -client -Dstorm.options= -Dstorm.home=/home/hadoop/storm-0.9.2-incubating -Djava.library.path=/usr/local/lib:/opt/local/lib:/usr/lib -Dstorm.conf.file= -cp /home/hadoop/storm-0.9.2-incubating/idoall_storm.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-logging-1.1.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-devel-0.3.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/clout-1.0.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/math.numeric-tower-0.0.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/httpcore-4.3.2.jar:/home/hadoop/storm-0.9.2-incubating/lib/core.incubator-0.1.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/netty-3.6.3.Final.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-servlet-0.3.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/logback-classic-1.0.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/joda-time-2.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/carbonite-1.4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-lang-2.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/servlet-api-2.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/netty-3.2.2.Final.jar:/home/hadoop/storm-0.9.2-incubating/lib/curator-client-2.4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/guava-13.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/compojure-1.1.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/clojure-1.5.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/httpclient-4.3.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/clj-stacktrace-0.2.4.jar:/home/hadoop/storm-0.9.2-incubating/lib/tools.macro-0.1.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/log4j-over-slf4j-1.6.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/chill-java-0.3.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/jgrapht-core-0.9.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-jetty-adapter-0.3.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-io-2.4.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-fileupload-1.2.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/ring-core-1.1.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/reflectasm-1.07-shaded.jar:/home/hadoop/storm-0.9.2-incubating/lib/clj-time-0.4.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/tools.cli-0.2.4.jar:/home/hadoop/storm-0.9.2-incubating/lib/jetty-6.1.26.jar:/home/hadoop/storm-0.9.2-incubating/lib/disruptor-2.10.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/hiccup-0.3.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/json-simple-1.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/curator-framework-2.4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/kryo-2.21.jar:/home/hadoop/storm-0.9.2-incubating/lib/slf4j-api-1.6.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/objenesis-1.2.jar:/home/hadoop/storm-0.9.2-incubating/lib/asm-4.0.jar:/home/hadoop/storm-0.9.2-incubating/lib/jline-2.11.jar:/home/hadoop/storm-0.9.2-incubating/lib/logback-core-1.0.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-codec-1.6.jar:/home/hadoop/storm-0.9.2-incubating/lib/servlet-api-2.5-20081211.jar:/home/hadoop/storm-0.9.2-incubating/lib/jetty-util-6.1.26.jar:/home/hadoop/storm-0.9.2-incubating/lib/tools.logging-0.2.3.jar:/home/hadoop/storm-0.9.2-incubating/lib/storm-core-0.9.2-incubating.jar:/home/hadoop/storm-0.9.2-incubating/lib/minlog-1.2.jar:/home/hadoop/storm-0.9.2-incubating/lib/zookeeper-3.4.5.jar:/home/hadoop/storm-0.9.2-incubating/lib/commons-exec-1.1.jar:/home/hadoop/storm-0.9.2-incubating/lib/snakeyaml-1.11.jar:idoall_storm.jar:/home/hadoop/storm-0.9.2-incubating/conf:/home/hadoop/storm-0.9.2-incubating/bin -Dstorm.jar=idoall_storm.jar storm.starter.WordCountTopology word_count
500  [main] INFO  backtype.storm.StormSubmitter - Jar not uploaded to master yet. Submitting jar...
516  [main] INFO  backtype.storm.StormSubmitter - Uploading topology jar idoall_storm.jar to assigned location: /home/hadoop/storm-0.9.2-incubating/ldir/nimbus/inbox/stormjar-8a07e8d6-ac9d-4347-ac3a-321906349567.jar
533  [main] INFO  backtype.storm.StormSubmitter - Successfully uploaded topology jar to assigned location: /home/hadoop/storm-0.9.2-incubating/ldir/nimbus/inbox/stormjar-8a07e8d6-ac9d-4347-ac3a-321906349567.jar
534  [main] INFO  backtype.storm.StormSubmitter - Submitting topology word_count in distributed mode with conf {"topology.workers":3,"topology.debug":true}
1057 [main] INFO  backtype.storm.StormSubmitter - Finished submitting topology: word_count
root@m1:/home/hadoop/storm-0.9.2-incubating#

这时再打开浏览器http://m1:8081/index.html,可以看到我们刚才提产的代码已经在集群中显示了。

五、FAQ

  1)过程中发现storm ui显示supervisor个数与实际不符的解决  

  解决方法:在删除了local dir,重启后恢复了。

  参考资料:storm ui显示supervisor个数与实际不符的解决

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