From 6ab8c69bf64d26858598a0bbf09e386a696322ea Mon Sep 17 00:00:00 2001 From: Adam Overa Date: Mon, 1 Jul 2024 16:52:04 -0400 Subject: [PATCH 01/10] Create a Realtime Data Stream with Apache Storm --- .../index.md | 402 ++++++++++++++++++ 1 file changed, 402 insertions(+) create mode 100644 docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md diff --git a/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md new file mode 100644 index 00000000000..3532dc466fa --- /dev/null +++ b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md @@ -0,0 +1,402 @@ +--- +slug: process-streams-in-realtime-with-apache-storm +title: "Create a Realtime Data Stream with Apache Storm" +title_meta: "Process Streams in Realtime With Apache Storm" +description: "Two to three sentences describing your guide." +authors: ["Martin Heller"] +contributors: ["Martin Heller"] +published: 2024-07-01 +keywords: ['realtime stream processing','apache storm 2.5','distributed realtime','computation system','apache storm rabbitmq integration','apache storm kafka integration','apache storm kestrel integration'] +license: '[CC BY-ND 4.0](https://creativecommons.org/licenses/by-nd/4.0)' +external_resources: +- '[Link Title 1](http://www.example.com)' +- '[Link Title 2](http://www.example.net)' +--- + +This guide explains Apache Storm, and how to create a real-time data stream with it on Linode. + +## What is Apache Storm? + +[Apache Storm](https://storm.apache.org/) is a distributed stream processing computation framework written predominantly in Clojure, which is a dynamic and functional dialect of the Lisp programming language on the Java platform. In Storm, a *stream* is an unbounded sequence of tuples. Storm processes and creates streams in parallel, in a distributed fashion. + +A *topology* is a graph of spouts and bolts that are connected with stream groupings; topologies define the logic that processes streams. A *spout* is a source of streams in a topology. *Bolts* perform all processing in topologies. + +Storm integrates with many other systems and libraries, including Apache Kafka, Apache Cassandra, Redis, Amazon Kinesis, Kestrel, RabbitMQ (an open-source message-broker software) / AMQP (Advanced Message Queuing Protocol, the core protocol for RabbitMQ), and JMS (Java Message Service). + +## Apache Storm Components + +These are Storm’s components. + +### Tuples + +Storm uses tuples as its main data structure, which are named lists of values of any type. Tuples are dynamically typed and have helper methods to retrieve field values without casting. Storm needs to know how to serialize all tuple values, which it can do for primitives, strings, and byte arrays by default. Other types require a custom serializer. + +### Topologies + +A Storm topology is a package of logic for a real-time application. It's similar to a MapReduce job but runs indefinitely, unlike MapReduce which finishes eventually. A Storm topology is a graph of spouts and bolts connected by stream groupings, as shown in the diagram below. + +[Web Editor: Please use the diagram in the link.] +A Storm Topology. Source: https://storm.apache.org/ + +### Streams + +A stream is a sequence of tuples that is processed in parallel and can contain various data types. A stream has a specified schema that names the fields in the stream's tuples, and can be given a custom ID. + +### Spouts, bolts and nodes + +A spout is a source of streams in a Storm topology. It reads tuples from an external source and emits them into the topology. Spouts can be either reliable or unreliable. Reliable spouts have the capability to replay a tuple if it fails to be processed, whereas unreliable spouts forget about the tuple as soon as it is emitted. + +Bolts are the components in Storm that perform processing tasks. They perform various operations such as filtering, aggregations, joins, and talking to databases. Bolts can transform streams, although complex transformations often require multiple bolts. + +Apache Storm has two types of nodes, Nimbus (master node), and Supervisor (worker node). Nimbus is the central component of Storm and is responsible for running Storm topologies, analyzing the topology, and determining which tasks to execute. + +The Supervisor node manages worker processes, monitors their health, restarts them if necessary, and ensures they're running correctly. It receives heartbeats from workers, reports to Nimbus, distributes tasks, and handles communication between workers and Nimbus. It acts as a bridge between Nimbus and workers, ensuring tasks are executed correctly and Nimbus has up-to-date task status. + +## Defining bolts in other languages + +To define [bolts](https://storm.apache.org/releases/2.5.0/Concepts.html) in other languages, use the [multi-language protocol](https://storm.apache.org/releases/current/Multilang-protocol.html). Storm is designed to use the language-independent [Thrift](https://thrift.apache.org/) protocol, so this isn’t a big stretch. Support for multiple languages in Storm is implemented using the **ShellBolt**, **ShellSpout**, and **ShellProcess** classes. These classes implement the **IBolt** and **ISpout** interfaces and use the **ProcessBuilder** class in Java to execute scripts or programs via the shell. The **ShellBolt** class and **IBolt** interface are the ones relevant to bolts. There are additional considerations if you are [using non-JVM languages](https://storm.apache.org/releases/current/Using-non-JVM-languages-with-Storm.html). + +## Guarantee Message Processing + +Storm offers you several levels of [guaranteed message processing](https://storm.apache.org/releases/current/Guaranteeing-message-processing.html), including *best effort*, and *at least once*. To process a message exactly once, use the [Trident](https://storm.apache.org/releases/current/Trident-tutorial.html) interface on top of Storm. + +## How to Create a Message Stream with Apache Storm + +Before creating your message stream, [install Apache Storm on Linode](https://www.linode.com/docs/guides/big-data-in-the-linode-cloud-streaming-data-processing-with-apache-storm/). For additional information about installing a cluster, consult the official [Storm setup guide](https://storm.apache.org/releases/2.5.0/Setting-up-a-Storm-cluster.html). You should also [install Storm locally](https://storm.apache.org/releases/2.5.0/Local-mode.html) to simulate a cluster for development and testing purposes. + +For this guide, install a Java Development Kit on your local machine. One good site for downloading a JDK is [Adoptium](https://adoptium.net/), which offers prebuilt OpenJDK versions for Linux, macOS, and Windows. The latest stable version of OpenJDK (Temurin 17 as of this writing) works. If you prefer Java 8, download the Oracle version from [Java.com](https://www.java.com/en/download/help/download_options.html). + +Even though Storm is written in Java, Python, C, JavaScript, and Clojure, you don't need to install Clojure or C for the purposes of this guide, as you can [download pre-compiled Storm releases](https://storm.apache.org/downloads.html') for your local development environment. Java and Clojure both compile to Java byte-code, so Storm releases contain numerous JAR files in their **/lib** folders. + +### Generate a Personal Access/API Token + +Follow these [instructions](https://www.linode.com/docs/products/tools/api/guides/manage-api-tokens/) to accomplish this. Start by dropping down the menu under your handle at the top right of the Linode console page, and pick **API Tokens** from the **My Profile** section of the dropdown. Then click on **Create a Personal Access Token**, name your token, and save it to your local machine. + +### Set up a Local Development Environment + +Download the latest Storm release [here](https://storm.apache.org/downloads.html), then unpack it. (This guide uses Storm 2.5.0; yours might be later.) Add the unpacked **/bin** directory to your PATH. On a MacBook Pro, that requires adding these lines to **.zprofile**: +#Set PATH for Storm +export PATH="/Users/martinheller/Downloads/apache-storm-2.5.0/bin:$PATH" + +Open a shell and test the installation: +% storm version + +This local version allows you to interact with your remote cluster, once you have created it and saved your configuration locally. + +### Create Instances for Zookeeper, Nimbus, and Storm Workers + +[Create](https://www.linode.com/docs/products/compute/compute-instances/guides/create/) one 2 GB/1 CPU instance to use for a Zookeeper node, one 4 GB/2 CPU instance to use for a Nimbus node, and two 4 GB/2 CPU instances to use for Storm supervisor (worker) nodes. You can expand the cluster later. + +Use descriptive labels for the instances, for example storm-zoo, storm-nimbus, storm-super-1, and storm-super -2. You can also add the tag "storm" to each instance. + +Pick the Akamai region that is closest to you, or to the bulk of your users, [as measured by ping times](https://www.linode.com/speed-test/) or, when you are targeting your user population, geographically. This guide's closest region is Newark. + +The guide also uses Ubuntu 22.04 LTS. Select the newest long-term support (LTS) version of Ubuntu available when you are going through this guide. + +To avoid filling out the whole instance creation form four times, click on "Create Using Command Line" and edit the generated command line in a programming editor or IDE to cover the four instances. If you prefer the GUI, you can also use the ["Clone"](https://www.linode.com/docs/products/compute/compute-instances/guides/clone-instance/) button in the dropdown near the top right of the first instance’s status page to create the subsequent machines while avoiding reentry of some of the details. You can change the instance labels and plans as you go. + +Once you can connect to your new nodes via SSH, note all the IP addresses and what role each plays, as shown in the screenshot below, and continue with the next section of this guide. + +Downloading the list of instances as a CSV and using the link below and at the right of the list, is a quick way to grab the IP addresses and labels. + +https://www.dropbox.com/scl/fi/6c74tfax820104mqru3nj/storm-instances-Screenshot-2023-10-02-at-1.36.58-PM.png?rlkey=96zkvhhyati87t5kciu0gn6md&dl=0 + +List of Linode instances for a Storm cluster. You need the public IP addresses (4th column) and the labels (1st column) to configure the cluster. If you have many irrelevant instances showing, you can filter the display by the label or by the tag "storm". This view also shows you the status of your instances. + +### Install, Configure, Start, and Test Zookeeper, Nimbus, and Storm + +The cluster you’re building is sufficient for development and testing, but is not up to production standards. You can expand it later with all the necessary redundancies; for example, additional instances for Zookeeper and Nimbus, and supervision; for example, using [**supervisord**](http://supervisord.org/). + +#### Install Zookeeper + +Connect to storm-zoo from a terminal on your local machine using **ssh**. Your IP address is going to vary, consult your list and make a directory for the Zookeeper download. + +For a Windows machine, you can run **scp** and **ssh** in cmd.exe, PowerShell, or Windows Terminal, as long as OpenSSH is installed. If you need to install OpenSSH, go to *Settings* > *Apps* > *Optional Features* and select the *OpenSSH client*. + +% ssh root@96.126.104.147 +root@96.126.104.147's password: +Welcome to Ubuntu 22.04.3 LTS (GNU/Linux 5.15.0-83-generic x86_64) +root@localhost:~# mkdir zoo +root@localhost:~# cd zoo/ +root@localhost:~/zoo# pwd +/root/zoo + +*Download* Zookeeper to your local machine. Start by browsing to the [Zookeeper release page](https://zookeeper.apache.org/releases.html), click the link to the latest stable release, and download that file to your local machine. Then *upload* it to storm-zoo, using a separate terminal session. Note the need for a colon between the IP address and the path in the remote destination in the **scp** command. + +Downloads % scp apache-zookeeper-3.8.2-bin.tar.gz root@96.126.104.147:/root/zoo/ +root@96.126.104.147's password: +apache-zookeeper-3.8.2-bin.tar.gz 100% 13MB 11.6MB/s 00:01 + +Unpack (untar) Zookeeper on storm-zoo: + +root@localhost:~/zoo# ls -l +total 13028 +-rw-r--r-- 1 root root 13338235 Sep 29 15:15 apache-zookeeper-3.8.2-bin.tar.gz +root@localhost:~/zoo# tar -zxvf apache-zookeeper-3.8.2-bin.tar.gz +apache-zookeeper-3.8.2-bin/docs/ +apache-zookeeper-3.8.2-bin/docs/images/ +apache-zookeeper-3.8.2-bin/docs/skin/ +apache-zookeeper-3.8.2-bin/docs/images/2pc.jpg +apache-zookeeper-3.8.2-bin/docs/images/bk-overview.jpg +apache-zookeeper-3.8.2-bin/docs/images/favicon.ico +apache-zookeeper-3.8.2-bin/docs/images/state_dia.dia +apache-zookeeper-3.8.2-bin/docs/images/state_dia.jpg +… +root@localhost:~/zoo# ls +apache-zookeeper-3.8.2-bin apache-zookeeper-3.8.2-bin.tar.gz +root@localhost:~/zoo# ls apache-zookeeper-3.8.2-bin +bin conf docs lib LICENSE.txt NOTICE.txt README.md README_packaging.md + +Create a Zookeeper configuration file, `apache-zookeeper-3.8.2-bin/conf/zoo.cfg` in your storm-zoo instance, with the following contents: + +```file +tickTime=2000 +dataDir=/var/zookeeper +clientPort=2181 +``` + +The **nano** editor is convenient for this task. Copy and paste the three lines above. + +You also need to create the **/var/zookeeper** directory for data: +root@localhost:~/zoo# mkdir /var/zookeeper + +Install Java: +root@localhost:~/zoo/# sudo apt-get update +Hit:1 http://mirrors.linode.com/ubuntu jammy InRelease +Get:2 http://mirrors.linode.com/ubuntu jammy-updates InRelease +Get:3 http://mirrors.linode.com/ubuntu jammy-backports InRelease +... +root@localhost:~/zoo/# sudo apt-get install default-jdk +Reading package lists... Done +Building dependency tree... Done +Reading state information... Done +The following additional packages will be installed: + alsa-topology-conf alsa-ucm-conf at-spi2-core ca-certificates-java dconf-gsettings-backend dconf-service default-jdk-headless default-jre +... +root@localhost:~/zoo/# java --version +openjdk 11.0.20.1 2023-08-24 +OpenJDK Runtime Environment (build 11.0.20.1+1-post-Ubuntu-0ubuntu122.04) +OpenJDK 64-Bit Server VM (build 11.0.20.1+1-post-Ubuntu-0ubuntu122.04, mixed mode, sharing) + +Start Zookeeper: +root@localhost:~/zoo# apache-zookeeper-3.8.2-bin/bin/zkServer.sh start +/usr/bin/java +ZooKeeper JMX enabled by default +Using config: /root/zoo/apache-zookeeper-3.8.2-bin/bin/../conf/zoo.cfg +Starting zookeeper ... STARTED + +This single-server Zookeeper instance works for development and test purposes. To make this production-ready, upgrade to a [replicated Zookeeper](https://zookeeper.apache.org/doc/r3.3.3/zookeeperStarted.html#sc_RunningReplicatedZooKeeper) cluster and clone the instance, using a slightly longer config file on each node, and setting myid files on each node. Next, implement Zookeeper maintenance and supervision on each node, so that, for example, the servers don’t run out of storage because they fill up with old snapshots and log files, and so that you can detect when Zookeeper fails. + +#### Install Java on Nimbus and worker machines + +Python is listed as a prerequisite for Storm. Since Ubuntu 22.04 has Python 3.10.12 installed by default, you’re all set for Python. + +Installing Java is something you’ve already done for the storm-zoo instance. Now you need to do it for the other three instances: + +root@localhost:~/zoo/# sudo apt-get update +Hit:1 http://mirrors.linode.com/ubuntu jammy InRelease +Get:2 http://mirrors.linode.com/ubuntu jammy-updates InRelease +Get:3 http://mirrors.linode.com/ubuntu jammy-backports InRelease +... +root@localhost:~/zoo/# sudo apt-get install default-jdk +Reading package lists... Done +Building dependency tree... Done +Reading state information... Done +The following additional packages will be installed: + alsa-topology-conf alsa-ucm-conf at-spi2-core ca-certificates-java dconf-gsettings-backend dconf-service default-jdk-headless default-jre +... +root@localhost:~/zoo/# java --version +openjdk 11.0.20.1 2023-08-24 +OpenJDK Runtime Environment (build 11.0.20.1+1-post-Ubuntu-0ubuntu122.04) +OpenJDK 64-Bit Server VM (build 11.0.20.1+1-post-Ubuntu-0ubuntu122.04, mixed mode, sharing) + +#### Download and extract a Storm release to Nimbus and worker machines + +Since you have the latest Storm tarball to your local machine, use **scp** to upload it to all three instances; use the /tmp directory on each server. +Downloads % scp apache-storm-2.5.0.tar.gz root@17.104.210.138:/tmp + +Once the tarballs are present, you can unpack (detar) them all: +root@localhost:~# mkdir storm +root@localhost:~# cd storm/ +root@localhost:~/storm# tar -zxvf /tmp/apache-storm-2.5.0.tar.gz + +On each instance, you should be able to list the Storm installation: +root@localhost:~/storm# ls apache-storm-2.5.0/ +bin external lib-tools licenses README.markdown +conf extlib lib-webapp log4j2 RELEASE +DEPENDENCY-LICENSES extlib-daemon lib-worker NOTICE SECURITY.md +examples lib LICENSE public + +#### Edit the storm configuration and upload to all instances + +You already have a Storm installation on your local machine, so you can edit the **conf/storm.yaml** file locally. As discussed [here](https://github.com/apache/storm/blob/master/docs/Setting-up-a-Storm-cluster.md#fill-in-mandatory-configurations-into-stormyaml), you need to specify the actual Zookeeper IP address(es), a local directory for state (for example the **/root/storm** directory you created in the previous step, or a separate **/var/storm** directory), the Nimbus IP address(es), and optionally the ports for Storm workers to use. The default is 4 workers. The Storm supervisor nodes register themselves with Zookeeper when they run, and the Nimbus nodes query Zookeeper. +For this guide’s cluster, the active lines in the YAML file are: +storm.zookeeper.servers: + - "96.126.104.147" +nimbus.seeds: ["97.107.130.44"] +storm.local.dir: "/root/storm" + +Your IP addresses are going to be different than these. + +Use **scp** to upload the completed YAML file to the **/root/storm/apache-storm-2.5.0/conf/** directory on each of the three instances that are going to run Storm. + +Downloads % scp apache-storm-2.5.0/conf/storm.yaml root@97.107.130.44:/root/storm/apache-storm-2.5.0/conf + +After the three uploads, change the local directory specification on your local machine, for example to **~/Downloads/storm**, and create the corresponding directory. + +#### (Optional) Install a Supervisor Daemon on the Nodes + +[Supervisor](http://supervisord.org/index.html), one of a handful of programs that can start, stop, and automatically restart other processes on Linux and Unix systems, including macOS, is a good choice that ensures Zookeeper and Storm restart when they crash. + +To install it on your Ubuntu servers: + +Connect to each server as **root** with **ssh**. + +root@localhost:~# apt install python3-pip +root@localhost:~# pip install supervisor + +An alternative method is to install **supervisor** with **apt**. This has the advantage of integration with Ubuntu, and the disadvantage that it may install an older version. + +To configure **supervisord**, create a **supervisord.conf** in [one of the supported directories](http://supervisord.org/configuration.html) and add the Storm or Zookeeper executable to the **program** section, depending on which is installed on that particular instance. [Running supervisord](http://supervisord.org/running.html) starts the server program. Relevant command lines are listed in the next section. + +Despite similar names, Supervisor (**supervisord**) and Storm Supervisor (**/bin/storm supervisor**) are completely different. + +#### Start Storm (optionally under Supervision) + +On the two storm-super instances, the command to run Storm as a supervisor daemon is: +root@localhost:~# storm/apache-storm-2.5.0/bin/storm supervisor& + +Use ctrl-d to logout and get back your local terminal’s command line. + +On the storm-nimbus instance, the command to run Storm as a nimbus daemon is: +root@localhost:~# storm/apache-storm-2.5.0/bin/storm nimbus& +Use ctrl-d to logout and get back your local terminal’s command line. + +You can optionally run the Storm UI web server on the storm-nimbus instance: +root@localhost:~# storm/apache-storm-2.5.0/bin/storm ui& + +The web site created by this command defaults to port 8080 and shows the status of the cluster, as in the screenshot below. +https://www.dropbox.com/scl/fi/zjnn1sxi0e4wtbbao4gfd/storm-ui-Screenshot-2023-10-03-at-12.34.04-PM.png?rlkey=059l0dr493ksihxfi41ymeoni&dl=0 + +#### Storm UI prior to uploading topologies + +To run Storm [under supervision](https://github.com/apache/storm/blob/master/docs/Setting-up-a-Storm-cluster.md#launch-daemons-under-supervision-using-storm-script-and-a-supervisor-of-your-choice), which is preferred for production with **supervisord**, the command line(s) given above (without the trailing ‘&’) is/are the entry/entries to use under **program-storm** in the **supervisord.conf** file. If you chose a different supervisor program than **supervisord**, such as **systemd** (already installed in Ubuntu 22.04) or [**monit**](https://mmonit.com/monit/), consult the documentation for that program. + +### Create the Message Stream Locally + +The screenshot above shows no topologies, and therefore has no message streams. You can fix this. + +The [storm-starter](https://github.com/apache/storm/blob/master/examples/storm-starter/README.markdown) sample, which is in your **apache-storm-/examples/** directory, contains a variety of Storm topologies, ranging from a very simple, one-spout/two bolt example called **ExclamationTopology.java** to more complicated examples. Review these then move up a directory to the other Storm examples. + +If Apache [Maven](https://maven.apache.org/) or [IntelliJ IDEA](https://www.jetbrains.com/idea/) are not installed on your local machine, install the latest stable release of Maven, by downloading the archive, unpacking it, and adding its bin directory to your path. You may need to restart your terminal window to see the update. Test it with: +~ % mvn -v + +Get basic documentation with: +~ % mvn -h + +You can now build a Storm "Uber-Jar" locally. Your **cd** command depends on your current directory, the Storm version, and where you unpacked the **apache-storm-** archive. +~ % cd Downloads/apache-storm-2.5.0/examples/storm-starter +m storm-starter % mvn package +[INFO] Scanning for projects... +Downloading from central: https://repo.maven.apache.org/maven2/org/apache/storm/storm/2.5.0/storm-2.5.0.pom +Downloaded from central: https://repo.maven.apache.org/maven2/org/apache/storm/storm/2.5.0/storm-2.5.0.pom (69 kB at 310 kB/s) +Downloading from central: https://repo1.maven.org/maven2/org/apache/apache/30/apache-30.pom +Downloaded from central: https://repo1.maven.org/maven2/org/apache/apache/30/apache-30.pom (23 kB at 352 kB/s) +Downloading from central: https://repo.maven.apache.org/maven2/com/theoryinpractise/clojure-maven-plugin/1.8.4/clojure-maven-plugin-1.8.4.pom +Downloaded from central: https://repo.maven.apache.org/maven2/com/theoryinpractise/clojure-maven-plugin/1.8.4/clojure-maven-plugin-1.8.4.pom (10 kB at 785 kB/s) +Downloading from central: https://repo.maven.apache.org/maven2/org/apache/maven/plugin-tools/maven-plugin-annotations/3.6.0/maven-plugin-annotations-3.6.0.pom + +You find the JAR file you built at **examples/storm-starter/target/storm-starter-.jar**. + +### A Basic Topology + +There are quite a few samples in the Storm repository, most in Java and some that use other languages. The simplest, [**ExclamationTopology.java**](https://github.com/apache/storm/blob/master/examples/storm-starter/src/jvm/org/apache/storm/starter/ExclamationTopology.java), follows. The **run** method of **ExclamationTopology** defines the topology and sets a few parameters. The **execute** method of **ExclamationBolt** adds three exclamation marks to the word received. + +/** + * 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.storm.starter; + +import java.util.Map; +import org.apache.storm.task.OutputCollector; +import org.apache.storm.task.TopologyContext; +import org.apache.storm.testing.TestWordSpout; +import org.apache.storm.topology.ConfigurableTopology; +import org.apache.storm.topology.OutputFieldsDeclarer; +import org.apache.storm.topology.TopologyBuilder; +import org.apache.storm.topology.base.BaseRichBolt; +import org.apache.storm.tuple.Fields; +import org.apache.storm.tuple.Tuple; +import org.apache.storm.tuple.Values; + +/** + * This is a basic example of a Storm topology. + */ +public class ExclamationTopology extends ConfigurableTopology { + + public static void main(String[] args) throws Exception { + ConfigurableTopology.start(new ExclamationTopology(), args); + } + + @Override + protected int run(String[] args) { + TopologyBuilder builder = new TopologyBuilder(); + + builder.setSpout("word", new TestWordSpout(), 10); + builder.setBolt("exclaim1", new ExclamationBolt(), 3).shuffleGrouping("word"); + builder.setBolt("exclaim2", new ExclamationBolt(), 2).shuffleGrouping("exclaim1"); + + conf.setDebug(true); + + String topologyName = "test"; + + conf.setNumWorkers(3); + + if (args != null && args.length > 0) { + topologyName = args[0]; + } + + return submit(topologyName, conf, builder); + } + + public static class ExclamationBolt extends BaseRichBolt { + OutputCollector collector; + + @Override + public void prepare(Map conf, TopologyContext context, OutputCollector collector) { + this.collector = collector; + } + + @Override + public void execute(Tuple tuple) { + collector.emit(tuple, new Values(tuple.getString(0) + "!!!")); + collector.ack(tuple); + } + + @Override + public void declareOutputFields(OutputFieldsDeclarer declarer) { + declarer.declare(new Fields("word")); + } + + } +} + +### Upload to your Storm Cluster and Test + +The [**storm jar** command](https://github.com/apache/storm/blob/master/examples/storm-starter/README.markdown#packaging-storm-starter-for-use-on-a-storm-cluster) allows you to pick a topology from the uberjar and submit that to your cluster, or to run it locally with the **-local** flag. For example: +storm-starter % storm jar target/storm-starter-*.jar org.apache.storm.starter.RollingTopWords production-topology + +If you get an error similar to "`Could not find leader nimbus from seed hosts [97.107.130.44]. Did you specify a valid list of nimbus hosts for config nimbus.seeds?`", one possible fix is to restart Zookeeper. Another is to go into your Linode console and enable port 6627 in the firewall for the **storm-nimbus** instance, or to edit your local **storm.yaml** file to have the correct list of Nimbus seed(s). You may need to restart the Nimbus program on the **storm-nimbus** instance. That’s one of the reasons to run Nimbus, and all other Storm components, under supervision. + +## Conclusion + +You can create a Storm cluster on Linode using four or more instances. You can define Storm topologies on your local machine, build an "uberjar" from them using Maven, and upload specific topologies from the JAR file to your cluster using the **storm jar** command. \ No newline at end of file From 66702c93f3364e6635332056e98c137ad2204f0c Mon Sep 17 00:00:00 2001 From: Adam Overa Date: Wed, 10 Jul 2024 14:46:06 -0400 Subject: [PATCH 02/10] Tech Edit 1 --- ci/vale/dictionary.txt | 4 + .../index.md | 719 ++++++++++++------ .../storm-flow.png | Bin 0 -> 59688 bytes .../storm-instances.png | Bin 0 -> 132717 bytes .../storm-ui.png | Bin 0 -> 215084 bytes 5 files changed, 471 insertions(+), 252 deletions(-) create mode 100644 docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/storm-flow.png create mode 100644 docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/storm-instances.png create mode 100644 docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/storm-ui.png diff --git a/ci/vale/dictionary.txt b/ci/vale/dictionary.txt index 9bfdff2d262..328238cc445 100644 --- a/ci/vale/dictionary.txt +++ b/ci/vale/dictionary.txt @@ -21,6 +21,7 @@ adhoc adminpack adnanh adodb +adoptium aes ag agentless @@ -1235,6 +1236,7 @@ kickbans kickstarter killall kinect +kinesis kinser kitchensalt klei @@ -2255,6 +2257,7 @@ sentdex sentora seo serializable +serializer serv server1 serverless @@ -2482,6 +2485,7 @@ techdocs techland telecom teleporting +temurin tensorflow terrahelp terraria diff --git a/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md index 3532dc466fa..304c4d5cf91 100644 --- a/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md +++ b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md @@ -13,305 +13,516 @@ external_resources: - '[Link Title 2](http://www.example.net)' --- -This guide explains Apache Storm, and how to create a real-time data stream with it on Linode. +This guide explains Apache Storm and how to create a real-time data stream with it on Akamai Compute. -## What is Apache Storm? +## What Is Apache Storm? -[Apache Storm](https://storm.apache.org/) is a distributed stream processing computation framework written predominantly in Clojure, which is a dynamic and functional dialect of the Lisp programming language on the Java platform. In Storm, a *stream* is an unbounded sequence of tuples. Storm processes and creates streams in parallel, in a distributed fashion. +[Apache Storm](https://storm.apache.org/) is a distributed stream processing computation framework. It is primarily written in Clojure, a dynamic and functional dialect of the Lisp programming language on the Java platform. Storm integrates with various systems and libraries, including Apache Kafka, Apache Cassandra, Redis, Amazon Kinesis, Kestrel, RabbitMQ/Advanced Message Queuing Protocol (AMQP), and Java Message Service (JMS). -A *topology* is a graph of spouts and bolts that are connected with stream groupings; topologies define the logic that processes streams. A *spout* is a source of streams in a topology. *Bolts* perform all processing in topologies. +### Apache Storm Components -Storm integrates with many other systems and libraries, including Apache Kafka, Apache Cassandra, Redis, Amazon Kinesis, Kestrel, RabbitMQ (an open-source message-broker software) / AMQP (Advanced Message Queuing Protocol, the core protocol for RabbitMQ), and JMS (Java Message Service). +The sections below describe each of Apache Storm’s component terminology in detail: -## Apache Storm Components +#### Tuples -These are Storm’s components. +Storm uses *tuples* as its main data structure, which are named lists of values of any type. Tuples are dynamically typed and have helper methods to retrieve field values without casting. Storm needs to know how to serialize all tuple values, which it can do for primitives, strings, and byte arrays by default. Other types require a custom serializer. -### Tuples +#### Topologies -Storm uses tuples as its main data structure, which are named lists of values of any type. Tuples are dynamically typed and have helper methods to retrieve field values without casting. Storm needs to know how to serialize all tuple values, which it can do for primitives, strings, and byte arrays by default. Other types require a custom serializer. +A Storm *topology* is a package of logic for a real-time application. It's similar to a MapReduce job but runs indefinitely, unlike MapReduce which finishes eventually. A Storm topology is a graph of spouts and bolts connected by stream groupings, as shown in the diagram below: -### Topologies +![A Storm Topology.](storm-flow.png) -A Storm topology is a package of logic for a real-time application. It's similar to a MapReduce job but runs indefinitely, unlike MapReduce which finishes eventually. A Storm topology is a graph of spouts and bolts connected by stream groupings, as shown in the diagram below. +#### Streams -[Web Editor: Please use the diagram in the link.] -A Storm Topology. Source: https://storm.apache.org/ +A *stream* is a sequence of tuples that is processed in parallel and can contain various data types. A stream has a specified schema that names the fields in the stream's tuples and can be given a custom ID. -### Streams +#### Spouts -A stream is a sequence of tuples that is processed in parallel and can contain various data types. A stream has a specified schema that names the fields in the stream's tuples, and can be given a custom ID. +A *spout* is a source of streams in a topology. It reads tuples from an external source and emits them into the topology. Spouts can be either reliable or unreliable. Reliable spouts can replay a tuple if it fails to be processed, whereas unreliable spouts forget the tuple as soon as it is emitted. -### Spouts, bolts and nodes +#### Bolts -A spout is a source of streams in a Storm topology. It reads tuples from an external source and emits them into the topology. Spouts can be either reliable or unreliable. Reliable spouts have the capability to replay a tuple if it fails to be processed, whereas unreliable spouts forget about the tuple as soon as it is emitted. +*Bolts* are the components in Storm that perform processing tasks. They perform various operations such as filtering, aggregations, joins, and talking to databases. Bolts can transform streams, although complex transformations often require multiple bolts. -Bolts are the components in Storm that perform processing tasks. They perform various operations such as filtering, aggregations, joins, and talking to databases. Bolts can transform streams, although complex transformations often require multiple bolts. +#### Nodes -Apache Storm has two types of nodes, Nimbus (master node), and Supervisor (worker node). Nimbus is the central component of Storm and is responsible for running Storm topologies, analyzing the topology, and determining which tasks to execute. +Apache Storm has two types of *nodes*: -The Supervisor node manages worker processes, monitors their health, restarts them if necessary, and ensures they're running correctly. It receives heartbeats from workers, reports to Nimbus, distributes tasks, and handles communication between workers and Nimbus. It acts as a bridge between Nimbus and workers, ensuring tasks are executed correctly and Nimbus has up-to-date task status. +- **Nimbus** (master node) is the central component of Storm and is responsible for running Storm topologies, analyzing the topology, and determining which tasks to execute. -## Defining bolts in other languages +- **Supervisor** (worker node) manages worker processes, monitors their health, restarts them if necessary, and ensures they're running correctly. It receives heartbeats from workers, reports to Nimbus, distributes tasks, and handles communication between workers and Nimbus. It acts as a bridge between Nimbus and workers, ensuring tasks are executed correctly and Nimbus has up-to-date task status. -To define [bolts](https://storm.apache.org/releases/2.5.0/Concepts.html) in other languages, use the [multi-language protocol](https://storm.apache.org/releases/current/Multilang-protocol.html). Storm is designed to use the language-independent [Thrift](https://thrift.apache.org/) protocol, so this isn’t a big stretch. Support for multiple languages in Storm is implemented using the **ShellBolt**, **ShellSpout**, and **ShellProcess** classes. These classes implement the **IBolt** and **ISpout** interfaces and use the **ProcessBuilder** class in Java to execute scripts or programs via the shell. The **ShellBolt** class and **IBolt** interface are the ones relevant to bolts. There are additional considerations if you are [using non-JVM languages](https://storm.apache.org/releases/current/Using-non-JVM-languages-with-Storm.html). +{{< note >}} +## Defining Bolts in Other Languages + +To define [bolts](https://storm.apache.org/releases/2.5.0/Concepts.html) in other languages, use the [multi-language protocol](https://storm.apache.org/releases/current/Multilang-protocol.html). Storm is designed to use the language-independent [Thrift](https://thrift.apache.org/) protocol. Support for multiple languages is implemented using the `ShellBolt`, `ShellSpout`, and `ShellProcess` classes. These classes implement the `IBolt` and `ISpout` interfaces and use the `ProcessBuilder` class in Java to execute scripts or programs via the shell. The `ShellBolt` class and `IBolt` interface are specifically relevant to bolts. There are additional considerations if [using non-JVM languages](https://storm.apache.org/releases/current/Using-non-JVM-languages-with-Storm.html). ## Guarantee Message Processing -Storm offers you several levels of [guaranteed message processing](https://storm.apache.org/releases/current/Guaranteeing-message-processing.html), including *best effort*, and *at least once*. To process a message exactly once, use the [Trident](https://storm.apache.org/releases/current/Trident-tutorial.html) interface on top of Storm. +Storm offers several levels of [guaranteed message processing](https://storm.apache.org/releases/current/Guaranteeing-message-processing.html), including *best effort*, and *at least once*. To process a message exactly once, use the [Trident](https://storm.apache.org/releases/current/Trident-tutorial.html) interface on top of Storm. ## How to Create a Message Stream with Apache Storm -Before creating your message stream, [install Apache Storm on Linode](https://www.linode.com/docs/guides/big-data-in-the-linode-cloud-streaming-data-processing-with-apache-storm/). For additional information about installing a cluster, consult the official [Storm setup guide](https://storm.apache.org/releases/2.5.0/Setting-up-a-Storm-cluster.html). You should also [install Storm locally](https://storm.apache.org/releases/2.5.0/Local-mode.html) to simulate a cluster for development and testing purposes. +Before creating your message stream, [install Apache Storm on Linode](/docs/guides/big-data-in-the-linode-cloud-streaming-data-processing-with-apache-storm/). For additional information about installing a cluster, consult the official [Storm setup guide](https://storm.apache.org/releases/2.5.0/Setting-up-a-Storm-cluster.html). You should also [install Storm locally](https://storm.apache.org/releases/2.5.0/Local-mode.html) to simulate a cluster for development and testing purposes. + +For this guide, install a Java Development Kit on your local machine. [Adoptium](https://adoptium.net/) offers prebuilt OpenJDK versions for Linux, macOS, and Windows. The latest stable version of OpenJDK (Temurin 17 as of this writing) works. If you prefer Java 8, download the Oracle version from [Java.com](https://www.java.com/en/download/help/download_options.html). + +Although Storm is written in Java, Python, C, JavaScript, and Clojure, you do not need to install Clojure or C for the purposes of this guide. Instead, you can [download pre-compiled Storm releases](https://storm.apache.org/downloads.html') for your local development environment. Since Java and Clojure both compile to Java bytecode, Storm releases contain numerous JAR files in their `/lib` folders. +{{< /note >}} + +## Before You Begin + +1. If you do not already have a virtual machine to use, create a Compute Instance with at least 4 GB of memory. See our [Getting Started with Linode](/docs/products/platform/get-started/) and [Creating a Compute Instance](/docs/products/compute/compute-instances/guides/create/) guides. + +1. Follow our [Setting Up and Securing a Compute Instance](/docs/products/compute/compute-instances/guides/set-up-and-secure/) guide to update your system. You may also wish to set the timezone, configure your hostname, create a limited user account, and harden SSH access. + +1. Follow these [instructions](/docs/products/tools/api/guides/manage-api-tokens/) to generate a personal access/API Token. + +{{< note >}} +This guide is written for a non-root user. Commands that require elevated privileges are prefixed with `sudo`. If you’re not familiar with the `sudo` command, see the [Users and Groups](/docs/guides/linux-users-and-groups/) guide. +{{< /note >}} + +## Set up a Local Development Environment + +1. Install a Java Development Kit on your local machine: + + ```command + sudo apt install default-jdk + ``` + +1. Download the latest Storm release [here](https://storm.apache.org/downloads.html). This guide uses Storm version `2.6.2` though yours may be more recent. + + ```command + wget https://dlcdn.apache.org/storm/apache-storm-2.6.2/apache-storm-2.6.2.tar.gz + ``` + +1. Unpack the downloaded archive: + + ```command + tar -xzf apache-storm-2.6.2.tar.gz + ``` + +1. Open your `.bashrc` file to add the unpacked `/bin` directory to your PATH: + + ```command + nano ~/.bashrc + ``` + + {{< note >}} + On macOS, that requires adding these lines to `.zprofile`. + {{< /note >}} + + Append the following contents to the end of the file: + + ```file {title="~/.bashrc"} + #Set PATH for Storm + export PATH="~/apache-storm-2.6.2/bin:$PATH" + ``` + + When done, press CTRL+X, followed by Y then Enter to save the file and exit `nano`. + +1. Apply the changes to `.bashrc`: + + ```command + source ~/.bashrc + ``` + +1. Open a shell and test the installation: + + ```command + storm version + ``` + + The version number should be located towards the middle of the output: + + ```output + ... + Storm 2.6.2 + ... + ``` + +This local version allows you to interact with your remote cluster once you have created it and saved your configuration locally. + +## Create Zookeeper, Nimbus, and Storm Supervisor (Worker) Instances + +Follow the instructions in our [Creating a Compute Instance](/docs/products/compute/compute-instances/guides/create/) guide to create four nodes: one for Zookeeper, one for Nimbus, and two Storm supervisors (workers). Use the following settings: + +1. Under **Images**, select the newest Long-Term Support (LTS) version of Ubuntu available for all nodes. The examples in this guide use **Ubuntu 24.04 LTS**. + +1. Choose the **Region** that is closest to you, or to the bulk of your users [as measured by ping times](https://www.linode.com/speed-test/) or geographic proximity. The examples in this guide use **Miami**. + +1. Under **Linode Plan**, open the **Shared CPU** tab and [create](/docs/products/compute/compute-instances/guides/create/) the following plans for each node: + + - **Zookeeper Node**: Linode 2 GB + - **Nimbus Node**: Linode 4 GB + - **Storm Supervisor Node 1**: Linode 4 GB + - **Storm Supervisor Node 2**: Linode 4 GB + + You can always expand the cluster later. + +1. Enter descriptive **Linode Label** for the instances. The examples in this guide use: -For this guide, install a Java Development Kit on your local machine. One good site for downloading a JDK is [Adoptium](https://adoptium.net/), which offers prebuilt OpenJDK versions for Linux, macOS, and Windows. The latest stable version of OpenJDK (Temurin 17 as of this writing) works. If you prefer Java 8, download the Oracle version from [Java.com](https://www.java.com/en/download/help/download_options.html). + - **Zookeeper Node**: `storm-zoo` + - **Nimbus Node**: `storm-nimbus` + - **Storm Supervisor Node 1**: `storm-super-1` + - **Storm Supervisor Node 2**: `storm-super-2` -Even though Storm is written in Java, Python, C, JavaScript, and Clojure, you don't need to install Clojure or C for the purposes of this guide, as you can [download pre-compiled Storm releases](https://storm.apache.org/downloads.html') for your local development environment. Java and Clojure both compile to Java byte-code, so Storm releases contain numerous JAR files in their **/lib** folders. +1. **Optional**: If you have other active Linodes, you may want to enter a tag such as `storm` under **Add Tags** to better differentiate these from your other Linodes. -### Generate a Personal Access/API Token + {{< note >}} + To avoid filling out the whole instance creation form four times, click on **Create Using Command Line** and edit the generated command line in a programming editor or IDE to cover the four instances. -Follow these [instructions](https://www.linode.com/docs/products/tools/api/guides/manage-api-tokens/) to accomplish this. Start by dropping down the menu under your handle at the top right of the Linode console page, and pick **API Tokens** from the **My Profile** section of the dropdown. Then click on **Create a Personal Access Token**, name your token, and save it to your local machine. + Alternatively, open the first instance, click the **...** button in the upper right and choose [**Clone**](https://www.linode.com/docs/products/compute/compute-instances/guides/clone-instance/) in the dropdown to create the subsequent machines. This avoids reentering most of the details while you can change the **Linode Label** and **Linode Plan** for each. + {{< /note >}} -### Set up a Local Development Environment +1. Before continuing, take note of the **Public IP Address** (4th column) and corresponding **Label** (1st column) for each node, as shown in the screenshot below: -Download the latest Storm release [here](https://storm.apache.org/downloads.html), then unpack it. (This guide uses Storm 2.5.0; yours might be later.) Add the unpacked **/bin** directory to your PATH. On a MacBook Pro, that requires adding these lines to **.zprofile**: -#Set PATH for Storm -export PATH="/Users/martinheller/Downloads/apache-storm-2.5.0/bin:$PATH" + ![List of Linode instances for a Storm cluster.](storm-instances.png) -Open a shell and test the installation: -% storm version + This view also shows the current status of the instances. -This local version allows you to interact with your remote cluster, once you have created it and saved your configuration locally. + {{< note >}} + If you have many irrelevant instances showing, you can filter the display by the tag `storm`. + {{< /note >}} -### Create Instances for Zookeeper, Nimbus, and Storm Workers + {{< note >}} + For a quick way to grab the IP addresses and labels, click **Download CSV** to download the list of instances as a CSV file. + {{< /note >}} -[Create](https://www.linode.com/docs/products/compute/compute-instances/guides/create/) one 2 GB/1 CPU instance to use for a Zookeeper node, one 4 GB/2 CPU instance to use for a Nimbus node, and two 4 GB/2 CPU instances to use for Storm supervisor (worker) nodes. You can expand the cluster later. +1. Verify that you can connect to your new nodes via SSH. Be sure to replace {{< placeholder "IP_ADDRESS">}} with the **Public IP Address** of each node: -Use descriptive labels for the instances, for example storm-zoo, storm-nimbus, storm-super-1, and storm-super -2. You can also add the tag "storm" to each instance. + ```command + ssh root@{{< placeholder "IP_ADDRESS">}} + ``` -Pick the Akamai region that is closest to you, or to the bulk of your users, [as measured by ping times](https://www.linode.com/speed-test/) or, when you are targeting your user population, geographically. This guide's closest region is Newark. +## Install Java on All Nodes -The guide also uses Ubuntu 22.04 LTS. Select the newest long-term support (LTS) version of Ubuntu available when you are going through this guide. +Both Python and Java are prerequisites for Storm. Fortunately, Ubuntu 24.04 LTS already has Python 3.10.12 installed by default. Follow the steps below to install Java on all four instances: -To avoid filling out the whole instance creation form four times, click on "Create Using Command Line" and edit the generated command line in a programming editor or IDE to cover the four instances. If you prefer the GUI, you can also use the ["Clone"](https://www.linode.com/docs/products/compute/compute-instances/guides/clone-instance/) button in the dropdown near the top right of the first instance’s status page to create the subsequent machines while avoiding reentry of some of the details. You can change the instance labels and plans as you go. +1. First, update the package manager: -Once you can connect to your new nodes via SSH, note all the IP addresses and what role each plays, as shown in the screenshot below, and continue with the next section of this guide. + ```command {title="storm-zoo, storm-nimbus, storm-super-1, and storm-super-2"} + apt update + ``` -Downloading the list of instances as a CSV and using the link below and at the right of the list, is a quick way to grab the IP addresses and labels. +1. Now install Java: -https://www.dropbox.com/scl/fi/6c74tfax820104mqru3nj/storm-instances-Screenshot-2023-10-02-at-1.36.58-PM.png?rlkey=96zkvhhyati87t5kciu0gn6md&dl=0 + ```command {title="storm-zoo, storm-nimbus, storm-super-1, and storm-super-2"} + apt install default-jdk + ``` -List of Linode instances for a Storm cluster. You need the public IP addresses (4th column) and the labels (1st column) to configure the cluster. If you have many irrelevant instances showing, you can filter the display by the label or by the tag "storm". This view also shows you the status of your instances. +1. Verify the Java installation and display the installed version: -### Install, Configure, Start, and Test Zookeeper, Nimbus, and Storm + ```command {title="storm-zoo, storm-nimbus, storm-super-1, and storm-super-2"} + java --version + ``` + + ```output + openjdk 21.0.3 2024-04-16 + OpenJDK Runtime Environment (build 21.0.3+9-Ubuntu-1ubuntu1) + OpenJDK 64-Bit Server VM (build 21.0.3+9-Ubuntu-1ubuntu1, mixed mode, sharing) + ``` + +## Install, Configure, Start, and Test Zookeeper, Nimbus, and Storm The cluster you’re building is sufficient for development and testing, but is not up to production standards. You can expand it later with all the necessary redundancies; for example, additional instances for Zookeeper and Nimbus, and supervision; for example, using [**supervisord**](http://supervisord.org/). -#### Install Zookeeper - -Connect to storm-zoo from a terminal on your local machine using **ssh**. Your IP address is going to vary, consult your list and make a directory for the Zookeeper download. - -For a Windows machine, you can run **scp** and **ssh** in cmd.exe, PowerShell, or Windows Terminal, as long as OpenSSH is installed. If you need to install OpenSSH, go to *Settings* > *Apps* > *Optional Features* and select the *OpenSSH client*. - -% ssh root@96.126.104.147 -root@96.126.104.147's password: -Welcome to Ubuntu 22.04.3 LTS (GNU/Linux 5.15.0-83-generic x86_64) -root@localhost:~# mkdir zoo -root@localhost:~# cd zoo/ -root@localhost:~/zoo# pwd -/root/zoo - -*Download* Zookeeper to your local machine. Start by browsing to the [Zookeeper release page](https://zookeeper.apache.org/releases.html), click the link to the latest stable release, and download that file to your local machine. Then *upload* it to storm-zoo, using a separate terminal session. Note the need for a colon between the IP address and the path in the remote destination in the **scp** command. - -Downloads % scp apache-zookeeper-3.8.2-bin.tar.gz root@96.126.104.147:/root/zoo/ -root@96.126.104.147's password: -apache-zookeeper-3.8.2-bin.tar.gz 100% 13MB 11.6MB/s 00:01 - -Unpack (untar) Zookeeper on storm-zoo: - -root@localhost:~/zoo# ls -l -total 13028 --rw-r--r-- 1 root root 13338235 Sep 29 15:15 apache-zookeeper-3.8.2-bin.tar.gz -root@localhost:~/zoo# tar -zxvf apache-zookeeper-3.8.2-bin.tar.gz -apache-zookeeper-3.8.2-bin/docs/ -apache-zookeeper-3.8.2-bin/docs/images/ -apache-zookeeper-3.8.2-bin/docs/skin/ -apache-zookeeper-3.8.2-bin/docs/images/2pc.jpg -apache-zookeeper-3.8.2-bin/docs/images/bk-overview.jpg -apache-zookeeper-3.8.2-bin/docs/images/favicon.ico -apache-zookeeper-3.8.2-bin/docs/images/state_dia.dia -apache-zookeeper-3.8.2-bin/docs/images/state_dia.jpg -… -root@localhost:~/zoo# ls -apache-zookeeper-3.8.2-bin apache-zookeeper-3.8.2-bin.tar.gz -root@localhost:~/zoo# ls apache-zookeeper-3.8.2-bin -bin conf docs lib LICENSE.txt NOTICE.txt README.md README_packaging.md - -Create a Zookeeper configuration file, `apache-zookeeper-3.8.2-bin/conf/zoo.cfg` in your storm-zoo instance, with the following contents: +## Install Zookeeper -```file -tickTime=2000 -dataDir=/var/zookeeper -clientPort=2181 -``` +Follow the steps in this section to install Zookeeper on the `storm-zoo` instance. + +1. Use `ssh` to connect to the `storm-zoo` instance from a terminal on your local machine, but replace {{< placeholder "storm-zoo_IP_ADDRESS" >}} with the actual public IP address of the `storm-zoo` instance: + + ```command {title="Local Machine"} + ssh root@{{< placeholder "storm-zoo_IP_ADDRESS" >}} + ``` + + {{< note >}} + For a Windows machine, you can run `scp` and `ssh` in cmd.exe, PowerShell, or Windows Terminal, as long as OpenSSH is installed. If you need to install OpenSSH, go to **Settings** > **Apps** > **Optional Features** and select the **OpenSSH client**. + {{< /note >}} + +1. Create and change into the `zoo` directory, then print the current working directory: + + ```command {title="storm-zoo"} + mkdir zoo + cd zoo + pwd + ``` + + ```output + /root/zoo + ``` + +1. Use `wget` to download ZooKeeper the latest stable version available on the [ZooKeeper release page](https://zookeeper.apache.org/releases.html). The examples in this guide use ZooKeeper version `3.9.2`: + + ```command {title="storm-zoo"} + wget https://dlcdn.apache.org/zookeeper/zookeeper-3.9.2/apache-zookeeper-3.9.2-bin.tar.gz + ``` + + ```output + ... + 2024-07-02 16:51:54 (194 MB/s) - ‘apache-zookeeper-3.9.2-bin.tar.gz’ saved [20213309/20213309] + ``` + +1. Confirm the ZooKeeper download: + + ```command {title="storm-zoo"} + ls -l + ``` + + ```output + total 19740 + -rw-r--r-- 1 root root 20213309 Feb 12 21:24 apache-zookeeper-3.9.2-bin.tar.gz + ``` + +1. Unpack the Zookeeper tarball: + + ```command {title="storm-zoo"} + tar -zxvf apache-zookeeper-3.9.2-bin.tar.gz + ``` + + ```output + ... + apache-zookeeper-3.9.2-bin/lib/snappy-java-1.1.10.5.jar + ``` + +1. Verify that the archive file is now unpacked: + + ```command {title="storm-zoo"} + ls + ``` + + ```output + apache-zookeeper-3.9.2-bin apache-zookeeper-3.9.2-bin.tar.gz + ``` + +1. List the contents of the newly unpacked `apache-zookeeper-3.9.2-bin` folder: + + ```command + ls apache-zookeeper-3.9.2-bin + ``` + + ```output + bin conf docs lib LICENSE.txt NOTICE.txt README.md README_packaging.md + ``` + +1. Create a ZooKeeper configuration file, `apache-zookeeper-3.9.2-bin/conf/zoo.cfg`: + + ```command {title="storm-zoo"} + nano apache-zookeeper-3.9.2-bin/conf/zoo.cfg + ``` + + Give the file the following three lines as content: + + ```file {title="apache-zookeeper-3.9.2-bin/conf/zoo.cfg"} + tickTime=2000 + dataDir=/var/zookeeper + clientPort=2181 + ``` + + When done, press CTRL+X, followed by Y then Enter to save the file and exit `nano`. + +1. Also create the `/var/zookeeper` directory for data: + + ```command {title="storm-zoo"} + mkdir /var/zookeeper + ``` + +1. Start ZooKeeper: + + ```command {title="storm-zoo"} + apache-zookeeper-3.9.2-bin/bin/zkServer.sh start + ``` + + ```output + /usr/bin/java + ZooKeeper JMX enabled by default + Using config: /root/zoo/apache-zookeeper-3.9.2-bin/bin/../conf/zoo.cfg + Starting zookeeper ... STARTED + ``` + +{{< note >}} +This single-server Zookeeper instance works for development and test purposes. For production, upgrade to a [replicated Zookeeper](https://zookeeper.apache.org/doc/r3.3.3/zookeeperStarted.html#sc_RunningReplicatedZooKeeper) cluster by cloning the instance using slightly longer configuration files and setting `myid` files on each node. Also, implement Zookeeper maintenance and supervision on each node to detect Zookeeper failures and prevent issues such as servers running out of storage due to old snapshots and log files. +{{< /note >}} + +## Set Up Storm on Nimbus and Storm Supervisor Instances + +1. Since you already have the latest Storm tarball to your local machine, use `scp` to upload it to the `/tmp` directory of all three instances: + + ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} + scp apache-storm-2.6.6.tar.gz root@17.104.210.138:/tmp + ``` + + ```command + wget https://dlcdn.apache.org/storm/apache-storm-2.6.2/apache-storm-2.6.2.tar.gz + ``` + +1. Once the tarballs are present, you can unpack (untar) them all: + + ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} + mkdir storm + cd storm + tar -zxvf ~/apache-storm-2.6.2.tar.gz + ``` + +1. On each instance, you should be able to list the Storm installation: + + ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} + ls apache-storm-2.6.2 + ``` + + ```output + bin external lib-tools licenses README.markdown + conf extlib lib-webapp log4j2 RELEASE + DEPENDENCY-LICENSES extlib-daemon lib-worker NOTICE SECURITY.md + examples lib LICENSE public + ``` + +## Edit the Storm Configuration and Upload to All Instances + +You already have a Storm installation on your local machine, so you can edit the `conf/storm.yaml` file locally. + +1. Open the `storm.yaml` file on your local machine: + + ```command {title="Local Machine"} + nano conf/storm.yaml + ``` + + For this guide’s cluster, the active lines in the YAML file are: + + ```file {title="conf/storm.yaml"} + storm.zookeeper.servers: + - "96.126.104.147" + nimbus.seeds: ["97.107.130.44"] + storm.local.dir: "/root/storm" + ``` + + Be sure to replace {{< placeholder "storm-zoo_IP_ADDRESS" >}} with the actual IP address for your `storm-zoo` instance and {{< placeholder "storm-nimbus_IP_ADDRESS" >}} with the actual IP address for your `storm-nimbus` instance. + + This defines the ZooKeeper and Nimbus instances IP addresses and sets the `/root/storm` directory you created earlier for state. Alternatively, you could set a separate `/var/storm` directory. You can optionally specify the ports for Storm workers to use. The default is `4` workers. The Storm supervisor nodes register themselves with ZooKeeper when they run, and the Nimbus nodes query Zookeeper. Refer to the [Storm Setup Guide](https://github.com/apache/storm/blob/master/docs/Setting-up-a-Storm-cluster.md#fill-in-mandatory-configurations-into-stormyaml) for more details. + +1. Use `scp` from your local machine to upload the completed YAML file to the `/root/storm/apache-storm-2.5.0/conf/` directory on each of the three instances Storm: + + ```command {title="Local Machine"} + scp apache-storm-2.6.2/conf/storm.yaml root@{{< placeholder "storm-nimbus_IP_ADDRESS" >}}:/root/storm/apache-storm-2.6.2/conf + ``` + + ```command {title="Local Machine"} + scp apache-storm-2.6.2/conf/storm.yaml root@{{< placeholder "storm-super-1_IP_ADDRESS" >}}:/root/storm/apache-storm-2.6.2/conf + ``` + + ```command {title="Local Machine"} + scp apache-storm-2.6.2/conf/storm.yaml root@{{< placeholder "storm-super-2_IP_ADDRESS" >}}:/root/storm/apache-storm-2.6.2/conf + ``` + +## Optional: Install a Supervisor Daemon on the Nodes + +[`supervisor`](http://supervisord.org/index.html) is a program that can start, stop, and automatically restart other processes on Linux and Unix systems, including macOS. It ensures that Zookeeper and Storm restart if they crash. + +Follow the steps below to install Supervisor on your Ubuntu 24.04 LTS servers: + +1. Connect to each server as `root` with `ssh`. + +1. Install the `python3-pip` package: + + ```command {title="storm-zoo, storm-nimbus, storm-super-1, storm-super-2"} + apt install python3-pip + ``` + +1. Use `pip` to install `supervisor`: + + ```command {title="storm-zoo, storm-nimbus, storm-super-1, storm-super-2"} + pip install supervisor + ``` + + {{< note >}} + Alternatively, install `supervisor` with `apt`. This has the advantage of integration with Ubuntu, but it may install an older version than `pip`. + {{< /note >}} + +1. To configure `supervisord`, create a `supervisord.conf` file in [one of the supported directories](http://supervisord.org/configuration.html). Common directories include `/etc/supervisord.com and add the Storm or Zookeeper executable to the **program** section, depending on which is installed on that particular instance. [Running supervisord](http://supervisord.org/running.html) starts the server program. Relevant command lines are listed in the next section. -The **nano** editor is convenient for this task. Copy and paste the three lines above. - -You also need to create the **/var/zookeeper** directory for data: -root@localhost:~/zoo# mkdir /var/zookeeper - -Install Java: -root@localhost:~/zoo/# sudo apt-get update -Hit:1 http://mirrors.linode.com/ubuntu jammy InRelease -Get:2 http://mirrors.linode.com/ubuntu jammy-updates InRelease -Get:3 http://mirrors.linode.com/ubuntu jammy-backports InRelease -... -root@localhost:~/zoo/# sudo apt-get install default-jdk -Reading package lists... Done -Building dependency tree... Done -Reading state information... Done -The following additional packages will be installed: - alsa-topology-conf alsa-ucm-conf at-spi2-core ca-certificates-java dconf-gsettings-backend dconf-service default-jdk-headless default-jre -... -root@localhost:~/zoo/# java --version -openjdk 11.0.20.1 2023-08-24 -OpenJDK Runtime Environment (build 11.0.20.1+1-post-Ubuntu-0ubuntu122.04) -OpenJDK 64-Bit Server VM (build 11.0.20.1+1-post-Ubuntu-0ubuntu122.04, mixed mode, sharing) - -Start Zookeeper: -root@localhost:~/zoo# apache-zookeeper-3.8.2-bin/bin/zkServer.sh start -/usr/bin/java -ZooKeeper JMX enabled by default -Using config: /root/zoo/apache-zookeeper-3.8.2-bin/bin/../conf/zoo.cfg -Starting zookeeper ... STARTED - -This single-server Zookeeper instance works for development and test purposes. To make this production-ready, upgrade to a [replicated Zookeeper](https://zookeeper.apache.org/doc/r3.3.3/zookeeperStarted.html#sc_RunningReplicatedZooKeeper) cluster and clone the instance, using a slightly longer config file on each node, and setting myid files on each node. Next, implement Zookeeper maintenance and supervision on each node, so that, for example, the servers don’t run out of storage because they fill up with old snapshots and log files, and so that you can detect when Zookeeper fails. - -#### Install Java on Nimbus and worker machines - -Python is listed as a prerequisite for Storm. Since Ubuntu 22.04 has Python 3.10.12 installed by default, you’re all set for Python. - -Installing Java is something you’ve already done for the storm-zoo instance. Now you need to do it for the other three instances: - -root@localhost:~/zoo/# sudo apt-get update -Hit:1 http://mirrors.linode.com/ubuntu jammy InRelease -Get:2 http://mirrors.linode.com/ubuntu jammy-updates InRelease -Get:3 http://mirrors.linode.com/ubuntu jammy-backports InRelease -... -root@localhost:~/zoo/# sudo apt-get install default-jdk -Reading package lists... Done -Building dependency tree... Done -Reading state information... Done -The following additional packages will be installed: - alsa-topology-conf alsa-ucm-conf at-spi2-core ca-certificates-java dconf-gsettings-backend dconf-service default-jdk-headless default-jre -... -root@localhost:~/zoo/# java --version -openjdk 11.0.20.1 2023-08-24 -OpenJDK Runtime Environment (build 11.0.20.1+1-post-Ubuntu-0ubuntu122.04) -OpenJDK 64-Bit Server VM (build 11.0.20.1+1-post-Ubuntu-0ubuntu122.04, mixed mode, sharing) - -#### Download and extract a Storm release to Nimbus and worker machines - -Since you have the latest Storm tarball to your local machine, use **scp** to upload it to all three instances; use the /tmp directory on each server. -Downloads % scp apache-storm-2.5.0.tar.gz root@17.104.210.138:/tmp - -Once the tarballs are present, you can unpack (detar) them all: -root@localhost:~# mkdir storm -root@localhost:~# cd storm/ -root@localhost:~/storm# tar -zxvf /tmp/apache-storm-2.5.0.tar.gz - -On each instance, you should be able to list the Storm installation: -root@localhost:~/storm# ls apache-storm-2.5.0/ -bin external lib-tools licenses README.markdown -conf extlib lib-webapp log4j2 RELEASE -DEPENDENCY-LICENSES extlib-daemon lib-worker NOTICE SECURITY.md -examples lib LICENSE public - -#### Edit the storm configuration and upload to all instances - -You already have a Storm installation on your local machine, so you can edit the **conf/storm.yaml** file locally. As discussed [here](https://github.com/apache/storm/blob/master/docs/Setting-up-a-Storm-cluster.md#fill-in-mandatory-configurations-into-stormyaml), you need to specify the actual Zookeeper IP address(es), a local directory for state (for example the **/root/storm** directory you created in the previous step, or a separate **/var/storm** directory), the Nimbus IP address(es), and optionally the ports for Storm workers to use. The default is 4 workers. The Storm supervisor nodes register themselves with Zookeeper when they run, and the Nimbus nodes query Zookeeper. -For this guide’s cluster, the active lines in the YAML file are: -storm.zookeeper.servers: - - "96.126.104.147" -nimbus.seeds: ["97.107.130.44"] -storm.local.dir: "/root/storm" - -Your IP addresses are going to be different than these. - -Use **scp** to upload the completed YAML file to the **/root/storm/apache-storm-2.5.0/conf/** directory on each of the three instances that are going to run Storm. - -Downloads % scp apache-storm-2.5.0/conf/storm.yaml root@97.107.130.44:/root/storm/apache-storm-2.5.0/conf - -After the three uploads, change the local directory specification on your local machine, for example to **~/Downloads/storm**, and create the corresponding directory. - -#### (Optional) Install a Supervisor Daemon on the Nodes - -[Supervisor](http://supervisord.org/index.html), one of a handful of programs that can start, stop, and automatically restart other processes on Linux and Unix systems, including macOS, is a good choice that ensures Zookeeper and Storm restart when they crash. - -To install it on your Ubuntu servers: - -Connect to each server as **root** with **ssh**. - -root@localhost:~# apt install python3-pip -root@localhost:~# pip install supervisor - -An alternative method is to install **supervisor** with **apt**. This has the advantage of integration with Ubuntu, and the disadvantage that it may install an older version. - -To configure **supervisord**, create a **supervisord.conf** in [one of the supported directories](http://supervisord.org/configuration.html) and add the Storm or Zookeeper executable to the **program** section, depending on which is installed on that particular instance. [Running supervisord](http://supervisord.org/running.html) starts the server program. Relevant command lines are listed in the next section. - Despite similar names, Supervisor (**supervisord**) and Storm Supervisor (**/bin/storm supervisor**) are completely different. -#### Start Storm (optionally under Supervision) +#### Start Storm (Optionally under Supervision) + +1. On the two `storm-super` instances, the command to run Storm as a supervisor daemon is: + + ```command + storm/apache-storm-2.5.0/bin/storm supervisor& + ``` + + Use CTRL+D to logout and get back your local terminal’s command line. + +1. On the `storm-nimbus` instance, the command to run Storm as a nimbus daemon is: + + ```command + storm/apache-storm-2.5.0/bin/storm nimbus& + ``` -On the two storm-super instances, the command to run Storm as a supervisor daemon is: -root@localhost:~# storm/apache-storm-2.5.0/bin/storm supervisor& + Use CTRL+D to logout and get back your local terminal’s command line. -Use ctrl-d to logout and get back your local terminal’s command line. - -On the storm-nimbus instance, the command to run Storm as a nimbus daemon is: -root@localhost:~# storm/apache-storm-2.5.0/bin/storm nimbus& -Use ctrl-d to logout and get back your local terminal’s command line. - -You can optionally run the Storm UI web server on the storm-nimbus instance: -root@localhost:~# storm/apache-storm-2.5.0/bin/storm ui& + {{< note >}} + You can optionally run the Storm UI web server on the storm-nimbus instance: -The web site created by this command defaults to port 8080 and shows the status of the cluster, as in the screenshot below. -https://www.dropbox.com/scl/fi/zjnn1sxi0e4wtbbao4gfd/storm-ui-Screenshot-2023-10-03-at-12.34.04-PM.png?rlkey=059l0dr493ksihxfi41ymeoni&dl=0 + ```command + storm/apache-storm-2.5.0/bin/storm ui& + ``` + {{< /note >}} -#### Storm UI prior to uploading topologies - -To run Storm [under supervision](https://github.com/apache/storm/blob/master/docs/Setting-up-a-Storm-cluster.md#launch-daemons-under-supervision-using-storm-script-and-a-supervisor-of-your-choice), which is preferred for production with **supervisord**, the command line(s) given above (without the trailing ‘&’) is/are the entry/entries to use under **program-storm** in the **supervisord.conf** file. If you chose a different supervisor program than **supervisord**, such as **systemd** (already installed in Ubuntu 22.04) or [**monit**](https://mmonit.com/monit/), consult the documentation for that program. +1. The web site created by this command defaults to port `8080` and shows the status of the cluster, as in the screenshot below: + + ![The Storm UI.](storm-ui.png) + +#### Storm UI Prior to Uploading Topologies + +To run Storm [under supervision](https://github.com/apache/storm/blob/master/docs/Setting-up-a-Storm-cluster.md#launch-daemons-under-supervision-using-storm-script-and-a-supervisor-of-your-choice), which is preferred for production with **supervisord**, the command line(s) given above (without the trailing `&`) is/are the entry/entries to use under **program-storm** in the **supervisord.conf** file. If you chose a different supervisor program than **supervisord**, such as **systemd** (already installed in Ubuntu 22.04) or [**monit**](https://mmonit.com/monit/), consult the documentation for that program. ### Create the Message Stream Locally The screenshot above shows no topologies, and therefore has no message streams. You can fix this. -The [storm-starter](https://github.com/apache/storm/blob/master/examples/storm-starter/README.markdown) sample, which is in your **apache-storm-/examples/** directory, contains a variety of Storm topologies, ranging from a very simple, one-spout/two bolt example called **ExclamationTopology.java** to more complicated examples. Review these then move up a directory to the other Storm examples. +The [`storm-starter`](https://github.com/apache/storm/blob/master/examples/storm-starter/README.markdown) sample, which is in your **apache-storm-/examples/** directory, contains a variety of Storm topologies, ranging from a very simple, one-spout/two bolt example called **ExclamationTopology.java** to more complicated examples. Review these then move up a directory to the other Storm examples. If Apache [Maven](https://maven.apache.org/) or [IntelliJ IDEA](https://www.jetbrains.com/idea/) are not installed on your local machine, install the latest stable release of Maven, by downloading the archive, unpacking it, and adding its bin directory to your path. You may need to restart your terminal window to see the update. Test it with: -~ % mvn -v - -Get basic documentation with: -~ % mvn -h - -You can now build a Storm "Uber-Jar" locally. Your **cd** command depends on your current directory, the Storm version, and where you unpacked the **apache-storm-** archive. -~ % cd Downloads/apache-storm-2.5.0/examples/storm-starter -m storm-starter % mvn package -[INFO] Scanning for projects... -Downloading from central: https://repo.maven.apache.org/maven2/org/apache/storm/storm/2.5.0/storm-2.5.0.pom -Downloaded from central: https://repo.maven.apache.org/maven2/org/apache/storm/storm/2.5.0/storm-2.5.0.pom (69 kB at 310 kB/s) -Downloading from central: https://repo1.maven.org/maven2/org/apache/apache/30/apache-30.pom -Downloaded from central: https://repo1.maven.org/maven2/org/apache/apache/30/apache-30.pom (23 kB at 352 kB/s) -Downloading from central: https://repo.maven.apache.org/maven2/com/theoryinpractise/clojure-maven-plugin/1.8.4/clojure-maven-plugin-1.8.4.pom -Downloaded from central: https://repo.maven.apache.org/maven2/com/theoryinpractise/clojure-maven-plugin/1.8.4/clojure-maven-plugin-1.8.4.pom (10 kB at 785 kB/s) -Downloading from central: https://repo.maven.apache.org/maven2/org/apache/maven/plugin-tools/maven-plugin-annotations/3.6.0/maven-plugin-annotations-3.6.0.pom - -You find the JAR file you built at **examples/storm-starter/target/storm-starter-.jar**. - + +1. ???: + + ```command + mvn -v + ``` + +1. Get basic documentation with: + + ```command + mvn -h + ``` + +1. You can now build a Storm "Uber-Jar" locally. Your **cd** command depends on your current directory, the Storm version, and where you unpacked the `apache-storm-{{< placeholder "STORM_VERISON" >}}` archive. + + ```command + cd Downloads/apache-storm-2.5.0/examples/storm-starter + m storm-starter % mvn package + ``` + + ```output + [INFO] Scanning for projects... + Downloading from central: https://repo.maven.apache.org/maven2/org/apache/storm/storm/2.5.0/storm-2.5.0.pom + Downloaded from central: https://repo.maven.apache.org/maven2/org/apache/storm/storm/2.5.0/storm-2.5.0.pom (69 kB at 310 kB/s) + Downloading from central: https://repo1.maven.org/maven2/org/apache/apache/30/apache-30.pom + Downloaded from central: https://repo1.maven.org/maven2/org/apache/apache/30/apache-30.pom (23 kB at 352 kB/s) + Downloading from central: https://repo.maven.apache.org/maven2/com/theoryinpractise/clojure-maven-plugin/1.8.4/clojure-maven-plugin-1.8.4.pom + Downloaded from central: https://repo.maven.apache.org/maven2/com/theoryinpractise/clojure-maven-plugin/1.8.4/clojure-maven-plugin-1.8.4.pom (10 kB at 785 kB/s) + Downloading from central: https://repo.maven.apache.org/maven2/org/apache/maven/plugin-tools/maven-plugin-annotations/3.6.0/maven-plugin-annotations-3.6.0.pom + ``` + +You find the JAR file you built at `examples/storm-starter/target/storm-starter-{{< placeholder "STORM_VERSION">}}.jar`. + ### A Basic Topology There are quite a few samples in the Storm repository, most in Java and some that use other languages. The simplest, [**ExclamationTopology.java**](https://github.com/apache/storm/blob/master/examples/storm-starter/src/jvm/org/apache/storm/starter/ExclamationTopology.java), follows. The **run** method of **ExclamationTopology** defines the topology and sets a few parameters. The **execute** method of **ExclamationBolt** adds three exclamation marks to the word received. - + +```file /** * 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 @@ -323,9 +534,9 @@ There are quite a few samples in the Storm repository, most in Java and some tha * 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.storm.starter; - + import java.util.Map; import org.apache.storm.task.OutputCollector; import org.apache.storm.task.TopologyContext; @@ -337,64 +548,68 @@ import org.apache.storm.topology.base.BaseRichBolt; import org.apache.storm.tuple.Fields; import org.apache.storm.tuple.Tuple; import org.apache.storm.tuple.Values; - + /** * This is a basic example of a Storm topology. */ public class ExclamationTopology extends ConfigurableTopology { - + public static void main(String[] args) throws Exception { ConfigurableTopology.start(new ExclamationTopology(), args); } - + @Override protected int run(String[] args) { TopologyBuilder builder = new TopologyBuilder(); - + builder.setSpout("word", new TestWordSpout(), 10); builder.setBolt("exclaim1", new ExclamationBolt(), 3).shuffleGrouping("word"); builder.setBolt("exclaim2", new ExclamationBolt(), 2).shuffleGrouping("exclaim1"); - + conf.setDebug(true); - + String topologyName = "test"; - + conf.setNumWorkers(3); - + if (args != null && args.length > 0) { topologyName = args[0]; } - + return submit(topologyName, conf, builder); } - + public static class ExclamationBolt extends BaseRichBolt { OutputCollector collector; - + @Override public void prepare(Map conf, TopologyContext context, OutputCollector collector) { this.collector = collector; } - + @Override public void execute(Tuple tuple) { collector.emit(tuple, new Values(tuple.getString(0) + "!!!")); collector.ack(tuple); } - + @Override public void declareOutputFields(OutputFieldsDeclarer declarer) { declarer.declare(new Fields("word")); } - + } } - -### Upload to your Storm Cluster and Test +``` + +### Upload to Your Storm Cluster and Test The [**storm jar** command](https://github.com/apache/storm/blob/master/examples/storm-starter/README.markdown#packaging-storm-starter-for-use-on-a-storm-cluster) allows you to pick a topology from the uberjar and submit that to your cluster, or to run it locally with the **-local** flag. For example: + +```command storm-starter % storm jar target/storm-starter-*.jar org.apache.storm.starter.RollingTopWords production-topology - +``` + If you get an error similar to "`Could not find leader nimbus from seed hosts [97.107.130.44]. Did you specify a valid list of nimbus hosts for config nimbus.seeds?`", one possible fix is to restart Zookeeper. Another is to go into your Linode console and enable port 6627 in the firewall for the **storm-nimbus** instance, or to edit your local **storm.yaml** file to have the correct list of Nimbus seed(s). You may need to restart the Nimbus program on the **storm-nimbus** instance. 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2001 From: Adam Overa Date: Tue, 6 Aug 2024 11:41:08 -0400 Subject: [PATCH 03/10] Tech Edit 2 --- .../index.md | 610 ++++++------------ .../storm-instances.png | Bin 132717 -> 0 bytes .../storm-ui-wordcount-topology.png | Bin 0 -> 124789 bytes .../storm-ui.png | Bin 215084 -> 120889 bytes 4 files changed, 192 insertions(+), 418 deletions(-) delete mode 100644 docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/storm-instances.png create mode 100644 docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/storm-ui-wordcount-topology.png diff --git a/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md index 304c4d5cf91..b5d06ff1317 100644 --- a/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md +++ b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md @@ -2,211 +2,99 @@ slug: process-streams-in-realtime-with-apache-storm title: "Create a Realtime Data Stream with Apache Storm" title_meta: "Process Streams in Realtime With Apache Storm" -description: "Two to three sentences describing your guide." +description: "Explore the world of real-time stream processing with Apache Storm. This guide covers the essentials of configuring Zookeeper, Nimbus, and Supervisor nodes." authors: ["Martin Heller"] contributors: ["Martin Heller"] published: 2024-07-01 keywords: ['realtime stream processing','apache storm 2.5','distributed realtime','computation system','apache storm rabbitmq integration','apache storm kafka integration','apache storm kestrel integration'] license: '[CC BY-ND 4.0](https://creativecommons.org/licenses/by-nd/4.0)' -external_resources: -- '[Link Title 1](http://www.example.com)' -- '[Link Title 2](http://www.example.net)' --- -This guide explains Apache Storm and how to create a real-time data stream with it on Akamai Compute. +[Apache Storm](https://storm.apache.org/) is a distributed stream processing computation framework. It integrates with various systems and libraries, including Apache Kafka, Apache Cassandra, Redis, Amazon Kinesis, Kestrel, RabbitMQ/Advanced Message Queuing Protocol (AMQP), and Java Message Service (JMS). -## What Is Apache Storm? +This guide explains what Apache Storm is and how to create a real-time data stream with it. -[Apache Storm](https://storm.apache.org/) is a distributed stream processing computation framework. It is primarily written in Clojure, a dynamic and functional dialect of the Lisp programming language on the Java platform. Storm integrates with various systems and libraries, including Apache Kafka, Apache Cassandra, Redis, Amazon Kinesis, Kestrel, RabbitMQ/Advanced Message Queuing Protocol (AMQP), and Java Message Service (JMS). +## Apache Storm Components -### Apache Storm Components +This section describes the key components and terminology used in Apache Storm: -The sections below describe each of Apache Storm’s component terminology in detail: +- **Tuples**: In Storm, *tuples* serve as the main data structure. Tuples are named lists that can contain any type of values and are dynamically typed. They have helper methods to retrieve field values without casting. By default, Storm can serialize tuple values for primitives, strings, and byte arrays, though a custom serializer is needed for other types. -#### Tuples +- **Topologies**: A Storm *topology* is the logical framework for a real-time application. It functions similarly to a MapReduce job, but is designed to run indefinitely. Topologies are composed of spouts and bolts connected by stream groupings, as illustrated in the diagram below: -Storm uses *tuples* as its main data structure, which are named lists of values of any type. Tuples are dynamically typed and have helper methods to retrieve field values without casting. Storm needs to know how to serialize all tuple values, which it can do for primitives, strings, and byte arrays by default. Other types require a custom serializer. + ![A Storm Topology.](storm-flow.png) -#### Topologies +- **Streams**: A *stream* is a sequence of tuples processed in parallel, capable of containing various data types. Each stream has a defined schema that specifies the fields within its tuples and can be assigned a unique ID. -A Storm *topology* is a package of logic for a real-time application. It's similar to a MapReduce job but runs indefinitely, unlike MapReduce which finishes eventually. A Storm topology is a graph of spouts and bolts connected by stream groupings, as shown in the diagram below: +- **Spouts**: A *spout* acts as a source of streams in a topology. It reads tuples from an external source and emits them into the topology. Spouts are categorized as either reliable or unreliable. Reliable spouts have the capability to replay a tuple if it fails to be processed, whereas unreliable spouts do not retain the tuple after it is emitted. -![A Storm Topology.](storm-flow.png) +- **Bolts**: *Bolts* perform the processing tasks in Storm. They perform various operations, including filtering, aggregations, joins, and interactions with databases. Bolts can transform streams, and complex transformations often involve multiple bolts working together. -#### Streams +- **Nodes**: Apache Storm consists of two primary types of *nodes*: -A *stream* is a sequence of tuples that is processed in parallel and can contain various data types. A stream has a specified schema that names the fields in the stream's tuples and can be given a custom ID. + - **Nimbus** (Master Node): The central component responsible for running Storm topologies. Nimbus analyzes the topology and determines which tasks to execute. -#### Spouts - -A *spout* is a source of streams in a topology. It reads tuples from an external source and emits them into the topology. Spouts can be either reliable or unreliable. Reliable spouts can replay a tuple if it fails to be processed, whereas unreliable spouts forget the tuple as soon as it is emitted. - -#### Bolts - -*Bolts* are the components in Storm that perform processing tasks. They perform various operations such as filtering, aggregations, joins, and talking to databases. Bolts can transform streams, although complex transformations often require multiple bolts. - -#### Nodes - -Apache Storm has two types of *nodes*: - -- **Nimbus** (master node) is the central component of Storm and is responsible for running Storm topologies, analyzing the topology, and determining which tasks to execute. - -- **Supervisor** (worker node) manages worker processes, monitors their health, restarts them if necessary, and ensures they're running correctly. It receives heartbeats from workers, reports to Nimbus, distributes tasks, and handles communication between workers and Nimbus. It acts as a bridge between Nimbus and workers, ensuring tasks are executed correctly and Nimbus has up-to-date task status. - -{{< note >}} -## Defining Bolts in Other Languages - -To define [bolts](https://storm.apache.org/releases/2.5.0/Concepts.html) in other languages, use the [multi-language protocol](https://storm.apache.org/releases/current/Multilang-protocol.html). Storm is designed to use the language-independent [Thrift](https://thrift.apache.org/) protocol. Support for multiple languages is implemented using the `ShellBolt`, `ShellSpout`, and `ShellProcess` classes. These classes implement the `IBolt` and `ISpout` interfaces and use the `ProcessBuilder` class in Java to execute scripts or programs via the shell. The `ShellBolt` class and `IBolt` interface are specifically relevant to bolts. There are additional considerations if [using non-JVM languages](https://storm.apache.org/releases/current/Using-non-JVM-languages-with-Storm.html). - -## Guarantee Message Processing - -Storm offers several levels of [guaranteed message processing](https://storm.apache.org/releases/current/Guaranteeing-message-processing.html), including *best effort*, and *at least once*. To process a message exactly once, use the [Trident](https://storm.apache.org/releases/current/Trident-tutorial.html) interface on top of Storm. - -## How to Create a Message Stream with Apache Storm - -Before creating your message stream, [install Apache Storm on Linode](/docs/guides/big-data-in-the-linode-cloud-streaming-data-processing-with-apache-storm/). For additional information about installing a cluster, consult the official [Storm setup guide](https://storm.apache.org/releases/2.5.0/Setting-up-a-Storm-cluster.html). You should also [install Storm locally](https://storm.apache.org/releases/2.5.0/Local-mode.html) to simulate a cluster for development and testing purposes. - -For this guide, install a Java Development Kit on your local machine. [Adoptium](https://adoptium.net/) offers prebuilt OpenJDK versions for Linux, macOS, and Windows. The latest stable version of OpenJDK (Temurin 17 as of this writing) works. If you prefer Java 8, download the Oracle version from [Java.com](https://www.java.com/en/download/help/download_options.html). - -Although Storm is written in Java, Python, C, JavaScript, and Clojure, you do not need to install Clojure or C for the purposes of this guide. Instead, you can [download pre-compiled Storm releases](https://storm.apache.org/downloads.html') for your local development environment. Since Java and Clojure both compile to Java bytecode, Storm releases contain numerous JAR files in their `/lib` folders. -{{< /note >}} + - **Supervisor** (Worker Node): This node manages worker processes, monitors their health, restarts them if necessary, and ensures they are running correctly. It receives heartbeats from workers, reports to Nimbus, distributes tasks, and facilitates communication between workers and Nimbus. The Supervisor acts as a bridge between Nimbus and workers, ensuring tasks are executed correctly and keeping Nimbus updated on task status. ## Before You Begin -1. If you do not already have a virtual machine to use, create a Compute Instance with at least 4 GB of memory. See our [Getting Started with Linode](/docs/products/platform/get-started/) and [Creating a Compute Instance](/docs/products/compute/compute-instances/guides/create/) guides. +1. Follow the instructions in our [Creating a Compute Instance](/docs/products/compute/compute-instances/guides/create/) guide. Use the following settings to create the four necessary instances to run an Apache Storm cluster: one for ZooKeeper, one for Nimbus, and two Storm Supervisors: -1. Follow our [Setting Up and Securing a Compute Instance](/docs/products/compute/compute-instances/guides/set-up-and-secure/) guide to update your system. You may also wish to set the timezone, configure your hostname, create a limited user account, and harden SSH access. + - **Images**: Select the newest Long Term Support (LTS) version of Ubuntu available for all nodes. The examples in this guide use **Ubuntu 24.04 LTS**. -1. Follow these [instructions](/docs/products/tools/api/guides/manage-api-tokens/) to generate a personal access/API Token. + - **Region**: Choose the closest to you, or to the bulk of your users [as measured by ping times](https://www.linode.com/speed-test/) or geographic proximity. The examples in this guide use **Miami**. -{{< note >}} -This guide is written for a non-root user. Commands that require elevated privileges are prefixed with `sudo`. If you’re not familiar with the `sudo` command, see the [Users and Groups](/docs/guides/linux-users-and-groups/) guide. -{{< /note >}} + - **Linode Plan**: Open the **Shared CPU** tab and [create](/docs/products/compute/compute-instances/guides/create/) the following plans for each node: -## Set up a Local Development Environment + - **ZooKeeper Node**: Linode 2 GB + - **Nimbus Node**: Linode 4 GB + - **Storm Supervisor Node 1**: Linode 4 GB + - **Storm Supervisor Node 2**: Linode 4 GB -1. Install a Java Development Kit on your local machine: + - **Linode Label** Enter a descriptive label for the instances. The examples in this guide use: - ```command - sudo apt install default-jdk - ``` - -1. Download the latest Storm release [here](https://storm.apache.org/downloads.html). This guide uses Storm version `2.6.2` though yours may be more recent. + - **ZooKeeper Node**: `storm-zoo` + - **Nimbus Node**: `storm-nimbus` + - **Storm Supervisor Node 1**: `storm-super-1` + - **Storm Supervisor Node 2**: `storm-super-2` - ```command - wget https://dlcdn.apache.org/storm/apache-storm-2.6.2/apache-storm-2.6.2.tar.gz - ``` +1. Before continuing, take note of the **Public IP Address** for each node. -1. Unpack the downloaded archive: +1. Verify that you can connect to your new instances via SSH. Be sure to replace the {{< placeholder "IP_ADDRESS" >}} placeholders with the **Public IP Address** of the appropriate instance: - ```command - tar -xzf apache-storm-2.6.2.tar.gz - ``` - -1. Open your `.bashrc` file to add the unpacked `/bin` directory to your PATH: - - ```command - nano ~/.bashrc - ``` - - {{< note >}} - On macOS, that requires adding these lines to `.zprofile`. - {{< /note >}} - - Append the following contents to the end of the file: - - ```file {title="~/.bashrc"} - #Set PATH for Storm - export PATH="~/apache-storm-2.6.2/bin:$PATH" + ```command {title="Local Machine"} + ssh root@{{< placeholder "storm-zoo_IP_ADDRESS" >}} ``` - When done, press CTRL+X, followed by Y then Enter to save the file and exit `nano`. - -1. Apply the changes to `.bashrc`: - - ```command - source ~/.bashrc + ```command {title="Local Machine"} + ssh root@{{< placeholder "storm-nimbus_IP_ADDRESS" >}} ``` -1. Open a shell and test the installation: - - ```command - storm version + ```command {title="Local Machine"} + ssh root@{{< placeholder "storm-super-1_IP_ADDRESS" >}} ``` - The version number should be located towards the middle of the output: - - ```output - ... - Storm 2.6.2 - ... + ```command {title="Local Machine"} + ssh root@{{< placeholder "storm-super-2_IP_ADDRESS" >}} ``` -This local version allows you to interact with your remote cluster once you have created it and saved your configuration locally. - -## Create Zookeeper, Nimbus, and Storm Supervisor (Worker) Instances - -Follow the instructions in our [Creating a Compute Instance](/docs/products/compute/compute-instances/guides/create/) guide to create four nodes: one for Zookeeper, one for Nimbus, and two Storm supervisors (workers). Use the following settings: - -1. Under **Images**, select the newest Long-Term Support (LTS) version of Ubuntu available for all nodes. The examples in this guide use **Ubuntu 24.04 LTS**. - -1. Choose the **Region** that is closest to you, or to the bulk of your users [as measured by ping times](https://www.linode.com/speed-test/) or geographic proximity. The examples in this guide use **Miami**. - -1. Under **Linode Plan**, open the **Shared CPU** tab and [create](/docs/products/compute/compute-instances/guides/create/) the following plans for each node: - - - **Zookeeper Node**: Linode 2 GB - - **Nimbus Node**: Linode 4 GB - - **Storm Supervisor Node 1**: Linode 4 GB - - **Storm Supervisor Node 2**: Linode 4 GB - - You can always expand the cluster later. - -1. Enter descriptive **Linode Label** for the instances. The examples in this guide use: - - - **Zookeeper Node**: `storm-zoo` - - **Nimbus Node**: `storm-nimbus` - - **Storm Supervisor Node 1**: `storm-super-1` - - **Storm Supervisor Node 2**: `storm-super-2` - -1. **Optional**: If you have other active Linodes, you may want to enter a tag such as `storm` under **Add Tags** to better differentiate these from your other Linodes. - - {{< note >}} - To avoid filling out the whole instance creation form four times, click on **Create Using Command Line** and edit the generated command line in a programming editor or IDE to cover the four instances. - - Alternatively, open the first instance, click the **...** button in the upper right and choose [**Clone**](https://www.linode.com/docs/products/compute/compute-instances/guides/clone-instance/) in the dropdown to create the subsequent machines. This avoids reentering most of the details while you can change the **Linode Label** and **Linode Plan** for each. - {{< /note >}} - -1. Before continuing, take note of the **Public IP Address** (4th column) and corresponding **Label** (1st column) for each node, as shown in the screenshot below: - - ![List of Linode instances for a Storm cluster.](storm-instances.png) - - This view also shows the current status of the instances. - - {{< note >}} - If you have many irrelevant instances showing, you can filter the display by the tag `storm`. - {{< /note >}} - - {{< note >}} - For a quick way to grab the IP addresses and labels, click **Download CSV** to download the list of instances as a CSV file. - {{< /note >}} - -1. Verify that you can connect to your new nodes via SSH. Be sure to replace {{< placeholder "IP_ADDRESS">}} with the **Public IP Address** of each node: - - ```command - ssh root@{{< placeholder "IP_ADDRESS">}} - ``` +{{< note >}} +The example cluster in this guide is sufficient for development and testing, but is not up to production standards. You can expand it later with all the necessary redundancies such as additional ZooKeeper and Nimbus instances, and tools like [**supervisord**](http://supervisord.org/). +{{< /note >}} ## Install Java on All Nodes -Both Python and Java are prerequisites for Storm. Fortunately, Ubuntu 24.04 LTS already has Python 3.10.12 installed by default. Follow the steps below to install Java on all four instances: +Both Python and Java are prerequisites for Storm and ZooKeeper. Fortunately, Ubuntu 24.04 LTS comes with Python `3.12.3` installed by default, so you only need to install Java. Follow the steps below to install Java on all four instances. -1. First, update the package manager: +1. Update the package manager and upgrade the packages, then reboot the instances: ```command {title="storm-zoo, storm-nimbus, storm-super-1, and storm-super-2"} - apt update + apt update && apt upgrade && reboot ``` -1. Now install Java: +1. Once the reboots are complete, reconnect to each instance via SSH. + +1. Install a Java Development Kit (JDK): ```command {title="storm-zoo, storm-nimbus, storm-super-1, and storm-super-2"} apt install default-jdk @@ -219,103 +107,42 @@ Both Python and Java are prerequisites for Storm. Fortunately, Ubuntu 24.04 LTS ``` ```output - openjdk 21.0.3 2024-04-16 - OpenJDK Runtime Environment (build 21.0.3+9-Ubuntu-1ubuntu1) - OpenJDK 64-Bit Server VM (build 21.0.3+9-Ubuntu-1ubuntu1, mixed mode, sharing) - ``` - -## Install, Configure, Start, and Test Zookeeper, Nimbus, and Storm - -The cluster you’re building is sufficient for development and testing, but is not up to production standards. You can expand it later with all the necessary redundancies; for example, additional instances for Zookeeper and Nimbus, and supervision; for example, using [**supervisord**](http://supervisord.org/). - -## Install Zookeeper - -Follow the steps in this section to install Zookeeper on the `storm-zoo` instance. - -1. Use `ssh` to connect to the `storm-zoo` instance from a terminal on your local machine, but replace {{< placeholder "storm-zoo_IP_ADDRESS" >}} with the actual public IP address of the `storm-zoo` instance: - - ```command {title="Local Machine"} - ssh root@{{< placeholder "storm-zoo_IP_ADDRESS" >}} - ``` - - {{< note >}} - For a Windows machine, you can run `scp` and `ssh` in cmd.exe, PowerShell, or Windows Terminal, as long as OpenSSH is installed. If you need to install OpenSSH, go to **Settings** > **Apps** > **Optional Features** and select the **OpenSSH client**. - {{< /note >}} - -1. Create and change into the `zoo` directory, then print the current working directory: - - ```command {title="storm-zoo"} - mkdir zoo - cd zoo - pwd - ``` - - ```output - /root/zoo + openjdk 21.0.4 2024-07-16 + OpenJDK Runtime Environment (build 21.0.4+7-Ubuntu-1ubuntu224.04) + OpenJDK 64-Bit Server VM (build 21.0.4+7-Ubuntu-1ubuntu224.04, mixed mode, sharing) ``` -1. Use `wget` to download ZooKeeper the latest stable version available on the [ZooKeeper release page](https://zookeeper.apache.org/releases.html). The examples in this guide use ZooKeeper version `3.9.2`: - - ```command {title="storm-zoo"} - wget https://dlcdn.apache.org/zookeeper/zookeeper-3.9.2/apache-zookeeper-3.9.2-bin.tar.gz - ``` - - ```output - ... - 2024-07-02 16:51:54 (194 MB/s) - ‘apache-zookeeper-3.9.2-bin.tar.gz’ saved [20213309/20213309] - ``` - -1. Confirm the ZooKeeper download: - - ```command {title="storm-zoo"} - ls -l - ``` +## Install ZooKeeper - ```output - total 19740 - -rw-r--r-- 1 root root 20213309 Feb 12 21:24 apache-zookeeper-3.9.2-bin.tar.gz - ``` +Follow the steps in this section to install ZooKeeper on the `storm-zoo` instance. -1. Unpack the Zookeeper tarball: +1. Use `wget` to download the latest stable version of ZooKeeper available on the [ZooKeeper release page](https://zookeeper.apache.org/releases.html). The examples in this guide use ZooKeeper version `3.9.2`, though yours may be newer, so adjust the commands below accordingly: ```command {title="storm-zoo"} - tar -zxvf apache-zookeeper-3.9.2-bin.tar.gz + wget https://dlcdn.apache.org/zookeeper/zookeeper-{{< placeholder "3.9.2" >}}/apache-zookeeper-{{< placeholder "3.9.2" >}}-bin.tar.gz ``` - ```output - ... - apache-zookeeper-3.9.2-bin/lib/snappy-java-1.1.10.5.jar - ``` - -1. Verify that the archive file is now unpacked: +1. Unpack the ZooKeeper tarball: ```command {title="storm-zoo"} - ls + tar -zxvf apache-zookeeper-{{< placeholder "3.9.2" >}}-bin.tar.gz ``` - ```output - apache-zookeeper-3.9.2-bin apache-zookeeper-3.9.2-bin.tar.gz - ``` - -1. List the contents of the newly unpacked `apache-zookeeper-3.9.2-bin` folder: +1. Move the extracted directory to `/opt/zookeeper`: ```command - ls apache-zookeeper-3.9.2-bin - ``` - - ```output - bin conf docs lib LICENSE.txt NOTICE.txt README.md README_packaging.md + mv apache-zookeeper-{{< placeholder "3.9.2" >}}-bin /opt/zookeeper ``` -1. Create a ZooKeeper configuration file, `apache-zookeeper-3.9.2-bin/conf/zoo.cfg`: +1. Create a `zoo.cfg` ZooKeeper configuration file: ```command {title="storm-zoo"} - nano apache-zookeeper-3.9.2-bin/conf/zoo.cfg + nano /opt/zookeeper/conf/zoo.cfg ``` Give the file the following three lines as content: - ```file {title="apache-zookeeper-3.9.2-bin/conf/zoo.cfg"} + ```file {title="/opt/zookeeper/conf/zoo.cfg"} tickTime=2000 dataDir=/var/zookeeper clientPort=2181 @@ -323,7 +150,7 @@ Follow the steps in this section to install Zookeeper on the `storm-zoo` instanc When done, press CTRL+X, followed by Y then Enter to save the file and exit `nano`. -1. Also create the `/var/zookeeper` directory for data: +1. Create the `/var/zookeeper` directory for data: ```command {title="storm-zoo"} mkdir /var/zookeeper @@ -332,286 +159,233 @@ Follow the steps in this section to install Zookeeper on the `storm-zoo` instanc 1. Start ZooKeeper: ```command {title="storm-zoo"} - apache-zookeeper-3.9.2-bin/bin/zkServer.sh start + /opt/zookeeper/bin/zkServer.sh start ``` ```output /usr/bin/java ZooKeeper JMX enabled by default - Using config: /root/zoo/apache-zookeeper-3.9.2-bin/bin/../conf/zoo.cfg + Using config: /opt/zookeeper/bin/../conf/zoo.cfg Starting zookeeper ... STARTED ``` {{< note >}} -This single-server Zookeeper instance works for development and test purposes. For production, upgrade to a [replicated Zookeeper](https://zookeeper.apache.org/doc/r3.3.3/zookeeperStarted.html#sc_RunningReplicatedZooKeeper) cluster by cloning the instance using slightly longer configuration files and setting `myid` files on each node. Also, implement Zookeeper maintenance and supervision on each node to detect Zookeeper failures and prevent issues such as servers running out of storage due to old snapshots and log files. +This single-server ZooKeeper instance is suitable for development and testing purposes. For production, upgrade to a [replicated ZooKeeper cluster](https://zookeeper.apache.org/doc/r3.3.3/zookeeperStarted.html#sc_RunningReplicatedZooKeeper). + +It's also important to implement regular maintenance and supervision on each node. This helps to detect ZooKeeper failures and prevent issues such as running out of storage due to old snapshots and log files. {{< /note >}} -## Set Up Storm on Nimbus and Storm Supervisor Instances +## Set Up Storm on Nimbus and Supervisor Instances -1. Since you already have the latest Storm tarball to your local machine, use `scp` to upload it to the `/tmp` directory of all three instances: +This section sets up Apache Storm on the `storm-nimbus`, `storm-super-1`, and `storm-super-2` instances. - ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} - scp apache-storm-2.6.6.tar.gz root@17.104.210.138:/tmp - ``` +1. Download the [latest Storm release](https://storm.apache.org/downloads.html) on each instance. This guide uses Storm version `2.6.3` though yours may be more recent, so adust the commands accordingly. - ```command - wget https://dlcdn.apache.org/storm/apache-storm-2.6.2/apache-storm-2.6.2.tar.gz + ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} + wget https://dlcdn.apache.org/storm/apache-storm-{{< placeholder "2.6.3" >}}/apache-storm-{{< placeholder "2.6.3" >}}.tar.gz ``` -1. Once the tarballs are present, you can unpack (untar) them all: +1. Once the Storm tarballs are present, unpack them: ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} - mkdir storm - cd storm - tar -zxvf ~/apache-storm-2.6.2.tar.gz + tar -zxvf ~/apache-storm-{{< placeholder "2.6.3" >}}.tar.gz ``` -1. On each instance, you should be able to list the Storm installation: +1. Move the extracted directories to `/opt/storm`: ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} - ls apache-storm-2.6.2 - ``` - - ```output - bin external lib-tools licenses README.markdown - conf extlib lib-webapp log4j2 RELEASE - DEPENDENCY-LICENSES extlib-daemon lib-worker NOTICE SECURITY.md - examples lib LICENSE public + mv apache-storm-{{< placeholder "2.6.3" >}} /opt/storm ``` -## Edit the Storm Configuration and Upload to All Instances - -You already have a Storm installation on your local machine, so you can edit the `conf/storm.yaml` file locally. - -1. Open the `storm.yaml` file on your local machine: +1. Open your `.bashrc` file: ```command {title="Local Machine"} - nano conf/storm.yaml + nano ~/.bashrc ``` - For this guide’s cluster, the active lines in the YAML file are: + Append the following lines the end of the file to add Storm's `bin` directory to your PATH: - ```file {title="conf/storm.yaml"} - storm.zookeeper.servers: - - "96.126.104.147" - nimbus.seeds: ["97.107.130.44"] - storm.local.dir: "/root/storm" + ```file + #Set PATH for Storm + export PATH="/opt/storm/bin:$PATH" ``` - Be sure to replace {{< placeholder "storm-zoo_IP_ADDRESS" >}} with the actual IP address for your `storm-zoo` instance and {{< placeholder "storm-nimbus_IP_ADDRESS" >}} with the actual IP address for your `storm-nimbus` instance. - - This defines the ZooKeeper and Nimbus instances IP addresses and sets the `/root/storm` directory you created earlier for state. Alternatively, you could set a separate `/var/storm` directory. You can optionally specify the ports for Storm workers to use. The default is `4` workers. The Storm supervisor nodes register themselves with ZooKeeper when they run, and the Nimbus nodes query Zookeeper. Refer to the [Storm Setup Guide](https://github.com/apache/storm/blob/master/docs/Setting-up-a-Storm-cluster.md#fill-in-mandatory-configurations-into-stormyaml) for more details. + When done, press CTRL+X, followed by Y then Enter to save the file and exit `nano`. -1. Use `scp` from your local machine to upload the completed YAML file to the `/root/storm/apache-storm-2.5.0/conf/` directory on each of the three instances Storm: +1. Apply the changes to `.bashrc`: ```command {title="Local Machine"} - scp apache-storm-2.6.2/conf/storm.yaml root@{{< placeholder "storm-nimbus_IP_ADDRESS" >}}:/root/storm/apache-storm-2.6.2/conf + source ~/.bashrc ``` - ```command {title="Local Machine"} - scp apache-storm-2.6.2/conf/storm.yaml root@{{< placeholder "storm-super-1_IP_ADDRESS" >}}:/root/storm/apache-storm-2.6.2/conf - ``` +1. Verify the Storm installation by checking the version: - ```command {title="Local Machine"} - scp apache-storm-2.6.2/conf/storm.yaml root@{{< placeholder "storm-super-2_IP_ADDRESS" >}}:/root/storm/apache-storm-2.6.2/conf + ```command + storm version ``` -## Optional: Install a Supervisor Daemon on the Nodes - -[`supervisor`](http://supervisord.org/index.html) is a program that can start, stop, and automatically restart other processes on Linux and Unix systems, including macOS. It ensures that Zookeeper and Storm restart if they crash. + ```output + Running: java -client -Ddaemon.name= -Dstorm.options= -Dstorm.home=/opt/storm -Dstorm.log.dir=/opt/storm/logs -Djava.library.path=/usr/local/lib:/opt/local/lib:/usr/lib:/usr/lib64 -Dstorm.conf.file= -cp /opt/storm/*:/opt/storm/lib/*:/opt/storm/extlib/*:/opt/storm/extlib-daemon/*:/opt/storm/conf org.apache.storm.utils.VersionInfo + Storm 2.6.3 + URL https://github.com/apache/storm.git -r 72f95026501fec6dcd85a8383fb4767db47d3a5b + Branch v2.6.3 + Compiled by rui on 2024-07-16T14:21Z + From source with checksum 4efe8317e462162b8d2b4a63978c4a6 + ``` -Follow the steps below to install Supervisor on your Ubuntu 24.04 LTS servers: +## Edit the Storm Configuration on Nimbus and Supervisor Instances -1. Connect to each server as `root` with `ssh`. +The `storm.yaml` configuration file specifies the local directory for Storm's operation and defines the connection settings for ZooKeeper and Nimbus. -1. Install the `python3-pip` package: +1. Open the `storm.yaml` file on the `storm-nimbus`, `storm-super-1`, and `storm-super-2` instances: - ```command {title="storm-zoo, storm-nimbus, storm-super-1, storm-super-2"} - apt install python3-pip + ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} + nano /opt/storm/conf/storm.yaml ``` -1. Use `pip` to install `supervisor`: + Add the following lines to the end of the file. Replace {{< placeholder "storm-zoo_IP_ADDRESS" >}} with the actual IP address for your `storm-zoo` instance and {{< placeholder "storm-nimbus_IP_ADDRESS" >}} with the actual IP address for your `storm-nimbus` instance. - ```command {title="storm-zoo, storm-nimbus, storm-super-1, storm-super-2"} - pip install supervisor + ```file {title="conf/storm.yaml"} + storm.zookeeper.servers: + - "{{< placeholder "storm-zoo_IP_ADDRESS" >}}" + nimbus.seeds: ["{{< placeholder "storm-nimbus_IP_ADDRESS" >}}"] + storm.local.dir: "/var/storm" ``` - {{< note >}} - Alternatively, install `supervisor` with `apt`. This has the advantage of integration with Ubuntu, but it may install an older version than `pip`. - {{< /note >}} - -1. To configure `supervisord`, create a `supervisord.conf` file in [one of the supported directories](http://supervisord.org/configuration.html). Common directories include `/etc/supervisord.com and add the Storm or Zookeeper executable to the **program** section, depending on which is installed on that particular instance. [Running supervisord](http://supervisord.org/running.html) starts the server program. Relevant command lines are listed in the next section. - -Despite similar names, Supervisor (**supervisord**) and Storm Supervisor (**/bin/storm supervisor**) are completely different. + This defines the IP addresses of the ZooKeeper and Nimbus instances and sets the `/var/storm` directory for Storm's state and temporary files. Refer to the [Storm Setup Guide](https://github.com/apache/storm/blob/master/docs/Setting-up-a-Storm-cluster.md#fill-in-mandatory-configurations-into-stormyaml) for more details. -#### Start Storm (Optionally under Supervision) + When done, press CTRL+X, followed by Y then Enter to save the file and exit `nano`. -1. On the two `storm-super` instances, the command to run Storm as a supervisor daemon is: +1. Create the `/var/storm` directory for Storm's application data: - ```command - storm/apache-storm-2.5.0/bin/storm supervisor& + ```command {title="storm-zoo"} + mkdir /var/storm ``` - Use CTRL+D to logout and get back your local terminal’s command line. +## Start Storm -1. On the `storm-nimbus` instance, the command to run Storm as a nimbus daemon is: +1. On the `storm-super-1` and `storm-super-2` instances, execute the following command to run Storm as a Supervisor daemon: - ```command - storm/apache-storm-2.5.0/bin/storm nimbus& + ```command {title="storm-super-1 & storm-super-2"} + /opt/storm/bin/storm supervisor & ``` - Use CTRL+D to logout and get back your local terminal’s command line. - - {{< note >}} - You can optionally run the Storm UI web server on the storm-nimbus instance: +1. On the `storm-nimbus` instance, execute the following command to run Storm as a nimbus daemon: - ```command - storm/apache-storm-2.5.0/bin/storm ui& + ```command {title="storm-nimbus"} + /opt/storm/bin/storm nimbus & ``` - {{< /note >}} -1. The web site created by this command defaults to port `8080` and shows the status of the cluster, as in the screenshot below: - - ![The Storm UI.](storm-ui.png) +1. Also run the Storm UI web server on the `storm-nimbus` instance: -#### Storm UI Prior to Uploading Topologies + ```command {title="storm-nimbus"} + /opt/storm/bin/storm ui & + ``` -To run Storm [under supervision](https://github.com/apache/storm/blob/master/docs/Setting-up-a-Storm-cluster.md#launch-daemons-under-supervision-using-storm-script-and-a-supervisor-of-your-choice), which is preferred for production with **supervisord**, the command line(s) given above (without the trailing `&`) is/are the entry/entries to use under **program-storm** in the **supervisord.conf** file. If you chose a different supervisor program than **supervisord**, such as **systemd** (already installed in Ubuntu 22.04) or [**monit**](https://mmonit.com/monit/), consult the documentation for that program. + {{< note >}} + When done, you can press CTRL+D to logout and return to your local machine's command line. + {{< /note >}} -### Create the Message Stream Locally +1. Open a web browser on your local machine and navigate to port `8080` of the `storm-nimbus` instance's public IP address: -The screenshot above shows no topologies, and therefore has no message streams. You can fix this. + ```command {title="Local Machine"} + http://{{< placeholder "storm-nimbus_IP_ADDRESS" >}}:8080 + ``` -The [`storm-starter`](https://github.com/apache/storm/blob/master/examples/storm-starter/README.markdown) sample, which is in your **apache-storm-/examples/** directory, contains a variety of Storm topologies, ranging from a very simple, one-spout/two bolt example called **ExclamationTopology.java** to more complicated examples. Review these then move up a directory to the other Storm examples. + The web site at that address shows the status of the cluster: -If Apache [Maven](https://maven.apache.org/) or [IntelliJ IDEA](https://www.jetbrains.com/idea/) are not installed on your local machine, install the latest stable release of Maven, by downloading the archive, unpacking it, and adding its bin directory to your path. You may need to restart your terminal window to see the update. Test it with: + ![The Storm UI.](storm-ui.png) -1. ???: +## Create the Message Stream - ```command - mvn -v - ``` +The screenshot above shows no topologies, and therefore has no message streams. The [`storm-starter`](https://github.com/apache/storm/blob/master/examples/storm-starter/README.markdown) sample, located in the `apache-storm-{{< placeholder "2.6.3" >}}/examples/` directory, can solve this. It contains a variety of Storm topologies, ranging from a very simple example called `WordCount`, to far more complicated examples. -1. Get basic documentation with: +1. Use `wget` to download the latest version of [Apache Maven](https://maven.apache.org/) to the `storm-nimbus` instance. This guide uses Maven version 3.9.8, though yours may be newer. - ```command - mvn -h + ```command {title="storm-nimbus"} + wget https://dlcdn.apache.org/maven/maven-3/{{< placeholder "3.9.8" >}}/binaries/apache-maven-{{< placeholder "3.9.8" >}}-bin.tar.gz ``` -1. You can now build a Storm "Uber-Jar" locally. Your **cd** command depends on your current directory, the Storm version, and where you unpacked the `apache-storm-{{< placeholder "STORM_VERISON" >}}` archive. +1. Unpack the downloaded archive file: - ```command - cd Downloads/apache-storm-2.5.0/examples/storm-starter - m storm-starter % mvn package + ```command {title="storm-nimbus"} + tar xzvf apache-maven-3.9.8-bin.tar.gz ``` - ```output - [INFO] Scanning for projects... - Downloading from central: https://repo.maven.apache.org/maven2/org/apache/storm/storm/2.5.0/storm-2.5.0.pom - Downloaded from central: https://repo.maven.apache.org/maven2/org/apache/storm/storm/2.5.0/storm-2.5.0.pom (69 kB at 310 kB/s) - Downloading from central: https://repo1.maven.org/maven2/org/apache/apache/30/apache-30.pom - Downloaded from central: https://repo1.maven.org/maven2/org/apache/apache/30/apache-30.pom (23 kB at 352 kB/s) - Downloading from central: https://repo.maven.apache.org/maven2/com/theoryinpractise/clojure-maven-plugin/1.8.4/clojure-maven-plugin-1.8.4.pom - Downloaded from central: https://repo.maven.apache.org/maven2/com/theoryinpractise/clojure-maven-plugin/1.8.4/clojure-maven-plugin-1.8.4.pom (10 kB at 785 kB/s) - Downloading from central: https://repo.maven.apache.org/maven2/org/apache/maven/plugin-tools/maven-plugin-annotations/3.6.0/maven-plugin-annotations-3.6.0.pom - ``` +1. Move the extracted directory to `/opt/maven`: -You find the JAR file you built at `examples/storm-starter/target/storm-starter-{{< placeholder "STORM_VERSION">}}.jar`. - -### A Basic Topology - -There are quite a few samples in the Storm repository, most in Java and some that use other languages. The simplest, [**ExclamationTopology.java**](https://github.com/apache/storm/blob/master/examples/storm-starter/src/jvm/org/apache/storm/starter/ExclamationTopology.java), follows. The **run** method of **ExclamationTopology** defines the topology and sets a few parameters. The **execute** method of **ExclamationBolt** adds three exclamation marks to the word received. + ```command {title="storm-nimbus"} + sudo mv apache-maven-{{< placeholder "3.9.8" >}} /opt/maven + ``` -```file -/** - * 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. - */ +1. Open your `.bashrc` file: -package org.apache.storm.starter; + ```command {title="storm-nimbus"} + nano ~/.bashrc + ``` -import java.util.Map; -import org.apache.storm.task.OutputCollector; -import org.apache.storm.task.TopologyContext; -import org.apache.storm.testing.TestWordSpout; -import org.apache.storm.topology.ConfigurableTopology; -import org.apache.storm.topology.OutputFieldsDeclarer; -import org.apache.storm.topology.TopologyBuilder; -import org.apache.storm.topology.base.BaseRichBolt; -import org.apache.storm.tuple.Fields; -import org.apache.storm.tuple.Tuple; -import org.apache.storm.tuple.Values; + Add Maven's `bin` directory to your PATH: -/** - * This is a basic example of a Storm topology. - */ -public class ExclamationTopology extends ConfigurableTopology { + ```file {title=".bashrc"} + #Set PATH for Maven + export PATH="/opt/maven/bin:$PATH" + ``` - public static void main(String[] args) throws Exception { - ConfigurableTopology.start(new ExclamationTopology(), args); - } + When done, press CTRL+X, followed by Y then Enter to save the file and exit `nano`. - @Override - protected int run(String[] args) { - TopologyBuilder builder = new TopologyBuilder(); +1. Apply the changes to `.bashrc`: - builder.setSpout("word", new TestWordSpout(), 10); - builder.setBolt("exclaim1", new ExclamationBolt(), 3).shuffleGrouping("word"); - builder.setBolt("exclaim2", new ExclamationBolt(), 2).shuffleGrouping("exclaim1"); + ```command {title="storm-nimbus"} + source ~/.bashrc + ``` - conf.setDebug(true); +1. Verify the Maven installation by checking the version: - String topologyName = "test"; + ```command {title="storm-nimbus"} + mvn -v + ``` - conf.setNumWorkers(3); + ```output + Apache Maven 3.9.8 (36645f6c9b5079805ea5009217e36f2cffd34256) + Maven home: /home/aovera/apache-maven-3.9.8 + Java version: 21.0.4, vendor: Ubuntu, runtime: /usr/lib/jvm/java-21-openjdk-amd64 + Default locale: en_US, platform encoding: UTF-8 + OS name: "linux", version: "6.8.0-39-generic", arch: "amd64", family: "unix" + ``` - if (args != null && args.length > 0) { - topologyName = args[0]; - } +1. Issue the following commands to change into the `/opt/storm/examples/storm-starter` directory and build a Storm "uber JAR": - return submit(topologyName, conf, builder); - } + ```command {title="storm-nimbus"} + cd /opt/storm/examples/storm-starter + mvn package + ``` - public static class ExclamationBolt extends BaseRichBolt { - OutputCollector collector; + Wait a few minutes and you should see a success message towards the bottom of the output: - @Override - public void prepare(Map conf, TopologyContext context, OutputCollector collector) { - this.collector = collector; - } + ```output + ... + [INFO] BUILD SUCCESS + ... + ``` - @Override - public void execute(Tuple tuple) { - collector.emit(tuple, new Values(tuple.getString(0) + "!!!")); - collector.ack(tuple); - } + The JAR file you built is located at `/opt/storm/examples/storm-starter/target/storm-starter-{{< placeholder "2.6.3">}}.jar`. - @Override - public void declareOutputFields(OutputFieldsDeclarer declarer) { - declarer.declare(new Fields("word")); - } +## Submit the Example Topology - } -} -``` +The [`storm jar` command](https://github.com/apache/storm/blob/master/examples/storm-starter/README.markdown#packaging-storm-starter-for-use-on-a-storm-cluster) allows you to choose a topology from the "uber JAR" and submit that to your cluster. -### Upload to Your Storm Cluster and Test +1. Use the following command on the `storm-nimbus` instance to submit the `WordCount` topology: -The [**storm jar** command](https://github.com/apache/storm/blob/master/examples/storm-starter/README.markdown#packaging-storm-starter-for-use-on-a-storm-cluster) allows you to pick a topology from the uberjar and submit that to your cluster, or to run it locally with the **-local** flag. For example: + ```command {title="storm-nimbus"} + storm jar /opt/storm/examples/storm-starter/target/storm-starter-{{< placeholder "2.6.3">}}.jar org.apache.storm.starter.WordCountTopology WordCount + ``` -```command -storm-starter % storm jar target/storm-starter-*.jar org.apache.storm.starter.RollingTopWords production-topology -``` +1. Return to your Web browser refresh the page located at port `8080` of the `storm-nimbus` instance: -If you get an error similar to "`Could not find leader nimbus from seed hosts [97.107.130.44]. Did you specify a valid list of nimbus hosts for config nimbus.seeds?`", one possible fix is to restart Zookeeper. Another is to go into your Linode console and enable port 6627 in the firewall for the **storm-nimbus** instance, or to edit your local **storm.yaml** file to have the correct list of Nimbus seed(s). You may need to restart the Nimbus program on the **storm-nimbus** instance. That’s one of the reasons to run Nimbus, and all other Storm components, under supervision. + ```commqand {title="Local Machine"} + http://{{< placeholder "storm-nimbus_IP_ADDRESS" >}}:8080 + ``` -## Conclusion + The Storm UI page should now show **WordCount** under the **Topology Summary** section: -You can create a Storm cluster on Linode using four or more instances. 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Date: Tue, 6 Aug 2024 11:46:37 -0400 Subject: [PATCH 04/10] CI Tests Fix 1 --- .../process-streams-in-realtime-with-apache-storm/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md index b5d06ff1317..946b1fc0670 100644 --- a/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md +++ b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md @@ -247,7 +247,7 @@ The `storm.yaml` configuration file specifies the local directory for Storm's op ```file {title="conf/storm.yaml"} storm.zookeeper.servers: - - "{{< placeholder "storm-zoo_IP_ADDRESS" >}}" + - "{{< placeholder "storm-zoo_IP_ADDRESS" >}}" nimbus.seeds: ["{{< placeholder "storm-nimbus_IP_ADDRESS" >}}"] storm.local.dir: "/var/storm" ``` From 160bf01a38c96dca29d88633b642094029e04a28 Mon Sep 17 00:00:00 2001 From: John Dutton Date: Wed, 30 Oct 2024 11:38:59 -0400 Subject: [PATCH 05/10] initial copy edit and terminology addition --- .../index.md | 146 +++++++++--------- 1 file changed, 72 insertions(+), 74 deletions(-) diff --git a/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md index 946b1fc0670..9d50dcdbd74 100644 --- a/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md +++ b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md @@ -12,11 +12,9 @@ license: '[CC BY-ND 4.0](https://creativecommons.org/licenses/by-nd/4.0)' [Apache Storm](https://storm.apache.org/) is a distributed stream processing computation framework. It integrates with various systems and libraries, including Apache Kafka, Apache Cassandra, Redis, Amazon Kinesis, Kestrel, RabbitMQ/Advanced Message Queuing Protocol (AMQP), and Java Message Service (JMS). -This guide explains what Apache Storm is and how to create a real-time data stream with it. +This guide discusses key concepts and terminology associated with Apache Storm, and includes instructions for using it to create a real-time data stream. -## Apache Storm Components - -This section describes the key components and terminology used in Apache Storm: +## Apache Storm Components & Terminology - **Tuples**: In Storm, *tuples* serve as the main data structure. Tuples are named lists that can contain any type of values and are dynamically typed. They have helper methods to retrieve field values without casting. By default, Storm can serialize tuple values for primitives, strings, and byte arrays, though a custom serializer is needed for other types. @@ -26,81 +24,87 @@ This section describes the key components and terminology used in Apache Storm: - **Streams**: A *stream* is a sequence of tuples processed in parallel, capable of containing various data types. Each stream has a defined schema that specifies the fields within its tuples and can be assigned a unique ID. -- **Spouts**: A *spout* acts as a source of streams in a topology. It reads tuples from an external source and emits them into the topology. Spouts are categorized as either reliable or unreliable. Reliable spouts have the capability to replay a tuple if it fails to be processed, whereas unreliable spouts do not retain the tuple after it is emitted. +- **Spouts**: A *spout* acts as a source of streams in a topology. It reads tuples from an external source and emits them into the topology. Spouts are categorized as either "reliable" or "unreliable". Reliable spouts have the capability to replay a tuple if it fails to be processed, whereas unreliable spouts do not retain the tuple after it is emitted. -- **Bolts**: *Bolts* perform the processing tasks in Storm. They perform various operations, including filtering, aggregations, joins, and interactions with databases. Bolts can transform streams, and complex transformations often involve multiple bolts working together. +- **Bolts**: *Bolts* perform the processing tasks in Storm, including filtering, aggregations, joins, and interactions with databases. Bolts can transform streams, and complex transformations often involve multiple bolts working together. - **Nodes**: Apache Storm consists of two primary types of *nodes*: - **Nimbus** (Master Node): The central component responsible for running Storm topologies. Nimbus analyzes the topology and determines which tasks to execute. - - **Supervisor** (Worker Node): This node manages worker processes, monitors their health, restarts them if necessary, and ensures they are running correctly. It receives heartbeats from workers, reports to Nimbus, distributes tasks, and facilitates communication between workers and Nimbus. The Supervisor acts as a bridge between Nimbus and workers, ensuring tasks are executed correctly and keeping Nimbus updated on task status. + - **Supervisor** (Worker Node): This node manages worker processes, monitors their health, ensures they are running correctly, and restarts them if necessary. It receives heartbeats from workers, reports to Nimbus, distributes tasks, and facilitates communication between workers and Nimbus. The Supervisor acts as a bridge between Nimbus and workers, ensuring tasks are executed correctly and keeping Nimbus updated on task status. -## Before You Begin +- **ZooKeeper**: [Apache ZooKeeper](https://zookeeper.apache.org/) acts as a centralized server that helps manage and coordinate services for distributed applications. In this guide, ZooKeeper is installed on a separate, single node, however [ZooKeeper clusters](https://zookeeper.apache.org/doc/r3.3.3/zookeeperAdmin.html) can be configured for larger workloads. -1. Follow the instructions in our [Creating a Compute Instance](/docs/products/compute/compute-instances/guides/create/) guide. Use the following settings to create the four necessary instances to run an Apache Storm cluster: one for ZooKeeper, one for Nimbus, and two Storm Supervisors: +## Cluster Setup - - **Images**: Select the newest Long Term Support (LTS) version of Ubuntu available for all nodes. The examples in this guide use **Ubuntu 24.04 LTS**. +Using the instructions in our [Creating a Compute Instance](/docs/products/compute/compute-instances/guides/create/) guide and specifications below, create the **four** necessary instances to run an Apache Storm cluster: one for ZooKeeper, one for Nimbus, and two Storm Supervisors - - **Region**: Choose the closest to you, or to the bulk of your users [as measured by ping times](https://www.linode.com/speed-test/) or geographic proximity. The examples in this guide use **Miami**. +- **Images**: Use the latest Long Term Support (LTS) version of Ubuntu available for all nodes. The examples in this guide use **Ubuntu 24.04 LTS**. - - **Linode Plan**: Open the **Shared CPU** tab and [create](/docs/products/compute/compute-instances/guides/create/) the following plans for each node: +- **Region**: Choose the geographic region best suited for your use case. The examples in this guide use the **Miami** (`us-mia`) region. - - **ZooKeeper Node**: Linode 2 GB - - **Nimbus Node**: Linode 4 GB - - **Storm Supervisor Node 1**: Linode 4 GB - - **Storm Supervisor Node 2**: Linode 4 GB +- **Linode Plan**: Below are the minimum specifications recommended for each node: - - **Linode Label** Enter a descriptive label for the instances. The examples in this guide use: + - **ZooKeeper Node**: Linode Shared 2 GB + - **Nimbus Node**: Linode Shared 4 GB + - **Storm Supervisor Node 1**: Linode Shared 4 GB + - **Storm Supervisor Node 2**: Linode Shared 4 GB - - **ZooKeeper Node**: `storm-zoo` - - **Nimbus Node**: `storm-nimbus` - - **Storm Supervisor Node 1**: `storm-super-1` - - **Storm Supervisor Node 2**: `storm-super-2` +- **Linode Label** Enter a descriptive label for each instance. The examples in this guide use the following: -1. Before continuing, take note of the **Public IP Address** for each node. + - **ZooKeeper Node**: `storm-zoo` + - **Nimbus Node**: `storm-nimbus` + - **Storm Supervisor Node 1**: `storm-super-1` + - **Storm Supervisor Node 2**: `storm-super-2` -1. Verify that you can connect to your new instances via SSH. Be sure to replace the {{< placeholder "IP_ADDRESS" >}} placeholders with the **Public IP Address** of the appropriate instance: +Once deployed, connect to your new instances via SSH using separate terminal sessions on your local machine. Replace each {{< placeholder "IP_ADDRESS" >}} with the **Public IP Address** of the respective instance: - ```command {title="Local Machine"} - ssh root@{{< placeholder "storm-zoo_IP_ADDRESS" >}} - ``` +```command {title="Local machine to ZooKeeper instance"} +ssh root@{{< placeholder "storm-zoo_IP_ADDRESS" >}} +``` - ```command {title="Local Machine"} - ssh root@{{< placeholder "storm-nimbus_IP_ADDRESS" >}} - ``` +```command {title="Local machine to Numbus instance"} +ssh root@{{< placeholder "storm-nimbus_IP_ADDRESS" >}} +``` - ```command {title="Local Machine"} - ssh root@{{< placeholder "storm-super-1_IP_ADDRESS" >}} - ``` +```command {title="Local machine to Supervisor Node 1"} +ssh root@{{< placeholder "storm-super-1_IP_ADDRESS" >}} +``` - ```command {title="Local Machine"} - ssh root@{{< placeholder "storm-super-2_IP_ADDRESS" >}} - ``` +```command {title="Local machine to Supervisor Node 2"} +ssh root@{{< placeholder "storm-super-2_IP_ADDRESS" >}} +``` -{{< note >}} -The example cluster in this guide is sufficient for development and testing, but is not up to production standards. You can expand it later with all the necessary redundancies such as additional ZooKeeper and Nimbus instances, and tools like [**supervisord**](http://supervisord.org/). +{{< note title="This cluster is recommended for testing environments" >}} +The example cluster in this guide is recommended for development and testing, but it is **not** recommended for production systems. It can be expanded later using the necessary redundancies such as additional ZooKeeper and Nimbus instances, and tools like [**supervisord**](http://supervisord.org/). {{< /note >}} -## Install Java on All Nodes +## Install Java On All Nodes + +Both Python and Java are prerequisites for Storm and ZooKeeper. Ubuntu 24.04 LTS comes with Python `3.12.3` installed by default, but Java must be installed. -Both Python and Java are prerequisites for Storm and ZooKeeper. Fortunately, Ubuntu 24.04 LTS comes with Python `3.12.3` installed by default, so you only need to install Java. Follow the steps below to install Java on all four instances. +On each deployed instance, follow the steps below to install Java. -1. Update the package manager and upgrade the packages, then reboot the instances: +1. Update the package manager, upgrade the packages, and reboot the instance: ```command {title="storm-zoo, storm-nimbus, storm-super-1, and storm-super-2"} apt update && apt upgrade && reboot ``` -1. Once the reboots are complete, reconnect to each instance via SSH. +1. One the reboot is complete, reconnect to the instance via SSH from your local machine: + + ```command {title="Local machine to each instance"} + ssh root@{{< placeholder "IP_ADDRESS" >}} + ``` -1. Install a Java Development Kit (JDK): +1. Install the Java Development Kit (JDK): ```command {title="storm-zoo, storm-nimbus, storm-super-1, and storm-super-2"} apt install default-jdk ``` -1. Verify the Java installation and display the installed version: +1. Display the installed version to verifiy the Java installation: ```command {title="storm-zoo, storm-nimbus, storm-super-1, and storm-super-2"} java --version @@ -116,7 +120,7 @@ Both Python and Java are prerequisites for Storm and ZooKeeper. Fortunately, Ubu Follow the steps in this section to install ZooKeeper on the `storm-zoo` instance. -1. Use `wget` to download the latest stable version of ZooKeeper available on the [ZooKeeper release page](https://zookeeper.apache.org/releases.html). The examples in this guide use ZooKeeper version `3.9.2`, though yours may be newer, so adjust the commands below accordingly: +1. Use `wget` to download the latest stable version of ZooKeeper available on the [ZooKeeper release page](https://zookeeper.apache.org/releases.html). The examples in this guide use ZooKeeper version `3.9.2`. If necessary, adjust the commands below according to your version: ```command {title="storm-zoo"} wget https://dlcdn.apache.org/zookeeper/zookeeper-{{< placeholder "3.9.2" >}}/apache-zookeeper-{{< placeholder "3.9.2" >}}-bin.tar.gz @@ -140,7 +144,7 @@ Follow the steps in this section to install ZooKeeper on the `storm-zoo` instanc nano /opt/zookeeper/conf/zoo.cfg ``` - Give the file the following three lines as content: + Give the file the following content, and save your changes: ```file {title="/opt/zookeeper/conf/zoo.cfg"} tickTime=2000 @@ -148,8 +152,6 @@ Follow the steps in this section to install ZooKeeper on the `storm-zoo` instanc clientPort=2181 ``` - When done, press CTRL+X, followed by Y then Enter to save the file and exit `nano`. - 1. Create the `/var/zookeeper` directory for data: ```command {title="storm-zoo"} @@ -169,17 +171,17 @@ Follow the steps in this section to install ZooKeeper on the `storm-zoo` instanc Starting zookeeper ... STARTED ``` -{{< note >}} -This single-server ZooKeeper instance is suitable for development and testing purposes. For production, upgrade to a [replicated ZooKeeper cluster](https://zookeeper.apache.org/doc/r3.3.3/zookeeperStarted.html#sc_RunningReplicatedZooKeeper). +{{< note title="Use a ZooKeeper cluster for production environments" >}} +The single-server ZooKeeper instance in this guide is suitable for development and testing purposes. For production, it is recommended to upgrade to a [replicated ZooKeeper cluster](https://zookeeper.apache.org/doc/r3.3.3/zookeeperStarted.html#sc_RunningReplicatedZooKeeper). -It's also important to implement regular maintenance and supervision on each node. This helps to detect ZooKeeper failures and prevent issues such as running out of storage due to old snapshots and log files. +To help ZooKeeper detect failures and prevent issues, it is important to implement regular maintenance and supervision on each individual node. For example, this can help avoid problems like running out of storage due to old snapshots and log files. {{< /note >}} ## Set Up Storm on Nimbus and Supervisor Instances -This section sets up Apache Storm on the `storm-nimbus`, `storm-super-1`, and `storm-super-2` instances. +This section provides instructions for downloading and installing Apache Storm on the `storm-nimbus`, `storm-super-1`, and `storm-super-2` instances. -1. Download the [latest Storm release](https://storm.apache.org/downloads.html) on each instance. This guide uses Storm version `2.6.3` though yours may be more recent, so adust the commands accordingly. +1. Download the [latest Storm release](https://storm.apache.org/downloads.html) on each specified instance. This guide uses Storm version `2.6.3`. If necessary, adjust your commands accordingly. ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} wget https://dlcdn.apache.org/storm/apache-storm-{{< placeholder "2.6.3" >}}/apache-storm-{{< placeholder "2.6.3" >}}.tar.gz @@ -197,24 +199,22 @@ This section sets up Apache Storm on the `storm-nimbus`, `storm-super-1`, and `s mv apache-storm-{{< placeholder "2.6.3" >}} /opt/storm ``` -1. Open your `.bashrc` file: +1. In a separate terminal session on your local machine, open your `.bashrc` file: - ```command {title="Local Machine"} + ```command {title="Local machine"} nano ~/.bashrc ``` - Append the following lines the end of the file to add Storm's `bin` directory to your PATH: + Append the following lines the end of the file to add Storm's `bin` directory to your PATH. Save your changes when complete: ```file #Set PATH for Storm export PATH="/opt/storm/bin:$PATH" ``` - When done, press CTRL+X, followed by Y then Enter to save the file and exit `nano`. + Apply the changes to `.bashrc`: -1. Apply the changes to `.bashrc`: - - ```command {title="Local Machine"} + ```command {title="Local machine"} source ~/.bashrc ``` @@ -243,7 +243,7 @@ The `storm.yaml` configuration file specifies the local directory for Storm's op nano /opt/storm/conf/storm.yaml ``` - Add the following lines to the end of the file. Replace {{< placeholder "storm-zoo_IP_ADDRESS" >}} with the actual IP address for your `storm-zoo` instance and {{< placeholder "storm-nimbus_IP_ADDRESS" >}} with the actual IP address for your `storm-nimbus` instance. + Add the following lines to the end of the file. Replace {{< placeholder "storm-zoo_IP_ADDRESS" >}} with the IP address for your `storm-zoo` instance and {{< placeholder "storm-nimbus_IP_ADDRESS" >}} with the IP address for your `storm-nimbus` instance. ```file {title="conf/storm.yaml"} storm.zookeeper.servers: @@ -254,9 +254,9 @@ The `storm.yaml` configuration file specifies the local directory for Storm's op This defines the IP addresses of the ZooKeeper and Nimbus instances and sets the `/var/storm` directory for Storm's state and temporary files. Refer to the [Storm Setup Guide](https://github.com/apache/storm/blob/master/docs/Setting-up-a-Storm-cluster.md#fill-in-mandatory-configurations-into-stormyaml) for more details. - When done, press CTRL+X, followed by Y then Enter to save the file and exit `nano`. + When done, save your changes. -1. Create the `/var/storm` directory for Storm's application data: +1. On your `storm-zoo` instance, create the `/var/storm` directory for Storm's application data: ```command {title="storm-zoo"} mkdir /var/storm @@ -276,19 +276,17 @@ The `storm.yaml` configuration file specifies the local directory for Storm's op /opt/storm/bin/storm nimbus & ``` -1. Also run the Storm UI web server on the `storm-nimbus` instance: + While on the `storm-nimbus` instance, run the Storm UI web server: ```command {title="storm-nimbus"} /opt/storm/bin/storm ui & ``` - {{< note >}} - When done, you can press CTRL+D to logout and return to your local machine's command line. - {{< /note >}} + Press CTRL+D to logout and return to your local machine's command line. 1. Open a web browser on your local machine and navigate to port `8080` of the `storm-nimbus` instance's public IP address: - ```command {title="Local Machine"} + ```command {title="Local machine"} http://{{< placeholder "storm-nimbus_IP_ADDRESS" >}}:8080 ``` @@ -298,9 +296,9 @@ The `storm.yaml` configuration file specifies the local directory for Storm's op ## Create the Message Stream -The screenshot above shows no topologies, and therefore has no message streams. The [`storm-starter`](https://github.com/apache/storm/blob/master/examples/storm-starter/README.markdown) sample, located in the `apache-storm-{{< placeholder "2.6.3" >}}/examples/` directory, can solve this. It contains a variety of Storm topologies, ranging from a very simple example called `WordCount`, to far more complicated examples. +The site above shows no topologies, and therefore has no message streams. The [`storm-starter`](https://github.com/apache/storm/blob/master/examples/storm-starter/README.markdown) sample, located in the `apache-storm-{{< placeholder "2.6.3" >}}/examples/` directory, can solve this. It contains a variety of Storm topologies, including one titled `WordCount` that is used as an example below. -1. Use `wget` to download the latest version of [Apache Maven](https://maven.apache.org/) to the `storm-nimbus` instance. This guide uses Maven version 3.9.8, though yours may be newer. +1. On the `storm-nimbus` instance, use `wget` to download the latest version of [Apache Maven](https://maven.apache.org/). This guide uses Maven version `3.9.8`. ```command {title="storm-nimbus"} wget https://dlcdn.apache.org/maven/maven-3/{{< placeholder "3.9.8" >}}/binaries/apache-maven-{{< placeholder "3.9.8" >}}-bin.tar.gz @@ -360,7 +358,7 @@ The screenshot above shows no topologies, and therefore has no message streams. mvn package ``` - Wait a few minutes and you should see a success message towards the bottom of the output: + After a few minutes, you should see a success message towards the bottom of the output: ```output ... @@ -372,17 +370,17 @@ The screenshot above shows no topologies, and therefore has no message streams. ## Submit the Example Topology -The [`storm jar` command](https://github.com/apache/storm/blob/master/examples/storm-starter/README.markdown#packaging-storm-starter-for-use-on-a-storm-cluster) allows you to choose a topology from the "uber JAR" and submit that to your cluster. +The [`storm jar`](https://github.com/apache/storm/blob/master/examples/storm-starter/README.markdown#packaging-storm-starter-for-use-on-a-storm-cluster) command allows you to choose a topology from the "uber JAR" and submit that to your cluster. -1. Use the following command on the `storm-nimbus` instance to submit the `WordCount` topology: +1. On the `storm-nimbus` instance, use the following command to submit the `WordCount` topology: ```command {title="storm-nimbus"} storm jar /opt/storm/examples/storm-starter/target/storm-starter-{{< placeholder "2.6.3">}}.jar org.apache.storm.starter.WordCountTopology WordCount ``` -1. Return to your Web browser refresh the page located at port `8080` of the `storm-nimbus` instance: +1. On your local machine, return to your web browser and refresh the page located at port `8080` of the `storm-nimbus` instance: - ```commqand {title="Local Machine"} + ```command {title="Local machine"} http://{{< placeholder "storm-nimbus_IP_ADDRESS" >}}:8080 ``` From ddde70388021bb86436b3583d0614afab7bc51f0 Mon Sep 17 00:00:00 2001 From: John Dutton Date: Wed, 30 Oct 2024 11:40:47 -0400 Subject: [PATCH 06/10] typo fix --- .../process-streams-in-realtime-with-apache-storm/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md index 9d50dcdbd74..5451bd85dc9 100644 --- a/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md +++ b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md @@ -104,7 +104,7 @@ On each deployed instance, follow the steps below to install Java. apt install default-jdk ``` -1. Display the installed version to verifiy the Java installation: +1. Display the installed version to verify the Java installation: ```command {title="storm-zoo, storm-nimbus, storm-super-1, and storm-super-2"} java --version From 0daf391e6eefe97c5312b2eac51f63ef0220f847 Mon Sep 17 00:00:00 2001 From: Adam Overa Date: Wed, 30 Oct 2024 20:05:48 -0400 Subject: [PATCH 07/10] Tech Edit 3 --- .../index.md | 75 +++++++++---------- 1 file changed, 35 insertions(+), 40 deletions(-) diff --git a/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md index 5451bd85dc9..67a556da377 100644 --- a/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md +++ b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md @@ -38,11 +38,11 @@ This guide discusses key concepts and terminology associated with Apache Storm, ## Cluster Setup -Using the instructions in our [Creating a Compute Instance](/docs/products/compute/compute-instances/guides/create/) guide and specifications below, create the **four** necessary instances to run an Apache Storm cluster: one for ZooKeeper, one for Nimbus, and two Storm Supervisors +Using the instructions in our [Creating a Compute Instance](/docs/products/compute/compute-instances/guides/create/) guide and specifications below, create the **four** necessary instances to run an Apache Storm cluster (one for ZooKeeper, one for Nimbus, and two Storm Supervisors): - **Images**: Use the latest Long Term Support (LTS) version of Ubuntu available for all nodes. The examples in this guide use **Ubuntu 24.04 LTS**. -- **Region**: Choose the geographic region best suited for your use case. The examples in this guide use the **Miami** (`us-mia`) region. +- **Region**: Choose the geographic region best suited for your use case. The examples in this guide use the **Miami** (`us-mia`) region. - **Linode Plan**: Below are the minimum specifications recommended for each node: @@ -120,22 +120,22 @@ On each deployed instance, follow the steps below to install Java. Follow the steps in this section to install ZooKeeper on the `storm-zoo` instance. -1. Use `wget` to download the latest stable version of ZooKeeper available on the [ZooKeeper release page](https://zookeeper.apache.org/releases.html). The examples in this guide use ZooKeeper version `3.9.2`. If necessary, adjust the commands below according to your version: +1. Use `wget` to download the latest stable version of ZooKeeper available on the [ZooKeeper release page](https://zookeeper.apache.org/releases.html). The examples in this guide use ZooKeeper version `3.8.4`. If necessary, adjust the commands below according to your version: ```command {title="storm-zoo"} - wget https://dlcdn.apache.org/zookeeper/zookeeper-{{< placeholder "3.9.2" >}}/apache-zookeeper-{{< placeholder "3.9.2" >}}-bin.tar.gz + wget https://dlcdn.apache.org/zookeeper/zookeeper-{{< placeholder "3.8.4" >}}/apache-zookeeper-{{< placeholder "3.8.4" >}}-bin.tar.gz ``` 1. Unpack the ZooKeeper tarball: ```command {title="storm-zoo"} - tar -zxvf apache-zookeeper-{{< placeholder "3.9.2" >}}-bin.tar.gz + tar -zxvf apache-zookeeper-{{< placeholder "3.8.4" >}}-bin.tar.gz ``` 1. Move the extracted directory to `/opt/zookeeper`: - ```command - mv apache-zookeeper-{{< placeholder "3.9.2" >}}-bin /opt/zookeeper + ```command {title="storm-zoo"} + mv apache-zookeeper-{{< placeholder "3.8.4" >}}-bin /opt/zookeeper ``` 1. Create a `zoo.cfg` ZooKeeper configuration file: @@ -181,56 +181,56 @@ To help ZooKeeper detect failures and prevent issues, it is important to impleme This section provides instructions for downloading and installing Apache Storm on the `storm-nimbus`, `storm-super-1`, and `storm-super-2` instances. -1. Download the [latest Storm release](https://storm.apache.org/downloads.html) on each specified instance. This guide uses Storm version `2.6.3`. If necessary, adjust your commands accordingly. +1. Download the [latest Storm release](https://storm.apache.org/downloads.html) on each specified instance. This guide uses Storm version `2.7.0`. If necessary, adjust your commands accordingly. ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} - wget https://dlcdn.apache.org/storm/apache-storm-{{< placeholder "2.6.3" >}}/apache-storm-{{< placeholder "2.6.3" >}}.tar.gz + wget https://dlcdn.apache.org/storm/apache-storm-{{< placeholder "2.7.0" >}}/apache-storm-{{< placeholder "2.7.0" >}}.tar.gz ``` 1. Once the Storm tarballs are present, unpack them: ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} - tar -zxvf ~/apache-storm-{{< placeholder "2.6.3" >}}.tar.gz + tar -zxvf apache-storm-{{< placeholder "2.7.0" >}}.tar.gz ``` 1. Move the extracted directories to `/opt/storm`: ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} - mv apache-storm-{{< placeholder "2.6.3" >}} /opt/storm + mv apache-storm-{{< placeholder "2.7.0" >}} /opt/storm ``` -1. In a separate terminal session on your local machine, open your `.bashrc` file: +1. Open your `.bashrc` file: - ```command {title="Local machine"} + ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} nano ~/.bashrc ``` Append the following lines the end of the file to add Storm's `bin` directory to your PATH. Save your changes when complete: - ```file + ```file {title="~/.bashrc"} #Set PATH for Storm export PATH="/opt/storm/bin:$PATH" ``` Apply the changes to `.bashrc`: - ```command {title="Local machine"} + ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} source ~/.bashrc ``` 1. Verify the Storm installation by checking the version: - ```command + ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} storm version ``` ```output Running: java -client -Ddaemon.name= -Dstorm.options= -Dstorm.home=/opt/storm -Dstorm.log.dir=/opt/storm/logs -Djava.library.path=/usr/local/lib:/opt/local/lib:/usr/lib:/usr/lib64 -Dstorm.conf.file= -cp /opt/storm/*:/opt/storm/lib/*:/opt/storm/extlib/*:/opt/storm/extlib-daemon/*:/opt/storm/conf org.apache.storm.utils.VersionInfo - Storm 2.6.3 - URL https://github.com/apache/storm.git -r 72f95026501fec6dcd85a8383fb4767db47d3a5b - Branch v2.6.3 - Compiled by rui on 2024-07-16T14:21Z - From source with checksum 4efe8317e462162b8d2b4a63978c4a6 + Storm 2.7.0 + URL https://{{< placeholder "TOKEN" >}}@github.com/apache/storm.git -r b95a7f25a114ae7fb9c23cbc2979d3cfff09fa73 + Branch v2.7.0 + Compiled by rui on 2024-10-11T17:28Z + From source with checksum dcefb62616ea3f989d583d962257084 ``` ## Edit the Storm Configuration on Nimbus and Supervisor Instances @@ -256,6 +256,8 @@ The `storm.yaml` configuration file specifies the local directory for Storm's op When done, save your changes. +### ??? + 1. On your `storm-zoo` instance, create the `/var/storm` directory for Storm's application data: ```command {title="storm-zoo"} @@ -270,20 +272,13 @@ The `storm.yaml` configuration file specifies the local directory for Storm's op /opt/storm/bin/storm supervisor & ``` -1. On the `storm-nimbus` instance, execute the following command to run Storm as a nimbus daemon: +1. On the `storm-nimbus` instance, execute the following commands to run Storm as a nimbus daemon and run the Storm UI web server: ```command {title="storm-nimbus"} /opt/storm/bin/storm nimbus & - ``` - - While on the `storm-nimbus` instance, run the Storm UI web server: - - ```command {title="storm-nimbus"} /opt/storm/bin/storm ui & ``` - Press CTRL+D to logout and return to your local machine's command line. - 1. Open a web browser on your local machine and navigate to port `8080` of the `storm-nimbus` instance's public IP address: ```command {title="Local machine"} @@ -296,24 +291,24 @@ The `storm.yaml` configuration file specifies the local directory for Storm's op ## Create the Message Stream -The site above shows no topologies, and therefore has no message streams. The [`storm-starter`](https://github.com/apache/storm/blob/master/examples/storm-starter/README.markdown) sample, located in the `apache-storm-{{< placeholder "2.6.3" >}}/examples/` directory, can solve this. It contains a variety of Storm topologies, including one titled `WordCount` that is used as an example below. +The site above shows no topologies, and therefore has no message streams. The [`storm-starter`](https://github.com/apache/storm/blob/master/examples/storm-starter/README.markdown) sample, located in the `apache-storm-{{< placeholder "2.7.0" >}}/examples/` directory, can solve this. It contains a variety of Storm topologies, including one titled `WordCount` that is used as an example below. -1. On the `storm-nimbus` instance, use `wget` to download the latest version of [Apache Maven](https://maven.apache.org/). This guide uses Maven version `3.9.8`. +1. On the `storm-nimbus` instance, use `wget` to download the latest version of [Apache Maven](https://maven.apache.org/). This guide uses Maven version `3.9.9`. ```command {title="storm-nimbus"} - wget https://dlcdn.apache.org/maven/maven-3/{{< placeholder "3.9.8" >}}/binaries/apache-maven-{{< placeholder "3.9.8" >}}-bin.tar.gz + wget https://dlcdn.apache.org/maven/maven-3/{{< placeholder "3.9.9" >}}/binaries/apache-maven-{{< placeholder "3.9.9" >}}-bin.tar.gz ``` 1. Unpack the downloaded archive file: ```command {title="storm-nimbus"} - tar xzvf apache-maven-3.9.8-bin.tar.gz + tar xzvf apache-maven-3.9.9-bin.tar.gz ``` 1. Move the extracted directory to `/opt/maven`: ```command {title="storm-nimbus"} - sudo mv apache-maven-{{< placeholder "3.9.8" >}} /opt/maven + sudo mv apache-maven-{{< placeholder "3.9.9" >}} /opt/maven ``` 1. Open your `.bashrc` file: @@ -324,7 +319,7 @@ The site above shows no topologies, and therefore has no message streams. The [` Add Maven's `bin` directory to your PATH: - ```file {title=".bashrc"} + ```file {title="~/.bashrc"} #Set PATH for Maven export PATH="/opt/maven/bin:$PATH" ``` @@ -344,11 +339,11 @@ The site above shows no topologies, and therefore has no message streams. The [` ``` ```output - Apache Maven 3.9.8 (36645f6c9b5079805ea5009217e36f2cffd34256) - Maven home: /home/aovera/apache-maven-3.9.8 + Apache Maven 3.9.9 (8e8579a9e76f7d015ee5ec7bfcdc97d260186937) + Maven home: /opt/maven Java version: 21.0.4, vendor: Ubuntu, runtime: /usr/lib/jvm/java-21-openjdk-amd64 Default locale: en_US, platform encoding: UTF-8 - OS name: "linux", version: "6.8.0-39-generic", arch: "amd64", family: "unix" + OS name: "linux", version: "6.8.0-47-generic", arch: "amd64", family: "unix" ``` 1. Issue the following commands to change into the `/opt/storm/examples/storm-starter` directory and build a Storm "uber JAR": @@ -366,7 +361,7 @@ The site above shows no topologies, and therefore has no message streams. The [` ... ``` - The JAR file you built is located at `/opt/storm/examples/storm-starter/target/storm-starter-{{< placeholder "2.6.3">}}.jar`. + The JAR file you built is located at `/opt/storm/examples/storm-starter/target/storm-starter-{{< placeholder "2.7.0">}}.jar`. ## Submit the Example Topology @@ -375,7 +370,7 @@ The [`storm jar`](https://github.com/apache/storm/blob/master/examples/storm-sta 1. On the `storm-nimbus` instance, use the following command to submit the `WordCount` topology: ```command {title="storm-nimbus"} - storm jar /opt/storm/examples/storm-starter/target/storm-starter-{{< placeholder "2.6.3">}}.jar org.apache.storm.starter.WordCountTopology WordCount + storm jar /opt/storm/examples/storm-starter/target/storm-starter-{{< placeholder "2.7.0">}}.jar org.apache.storm.starter.WordCountTopology WordCount ``` 1. On your local machine, return to your web browser and refresh the page located at port `8080` of the `storm-nimbus` instance: From 37fa0a1e168f7604b60a2349728c13d29d06364c Mon Sep 17 00:00:00 2001 From: Adam Overa Date: Wed, 30 Oct 2024 20:39:02 -0400 Subject: [PATCH 08/10] Typo Fix 1 --- .../process-streams-in-realtime-with-apache-storm/index.md | 2 -- 1 file changed, 2 deletions(-) diff --git a/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md index 67a556da377..b17065193a0 100644 --- a/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md +++ b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md @@ -256,8 +256,6 @@ The `storm.yaml` configuration file specifies the local directory for Storm's op When done, save your changes. -### ??? - 1. On your `storm-zoo` instance, create the `/var/storm` directory for Storm's application data: ```command {title="storm-zoo"} From 4752ea5ca9a542c5116a0593c3f8cf3c4d5e8b92 Mon Sep 17 00:00:00 2001 From: Adam Overa Date: Thu, 31 Oct 2024 11:07:45 -0400 Subject: [PATCH 09/10] Tech Edit 4 --- .../index.md | 126 ++++++------------ .../storm-ui-wordcount-topology.png | Bin 124789 -> 123224 bytes .../storm-ui.png | Bin 120889 -> 119433 bytes 3 files changed, 42 insertions(+), 84 deletions(-) diff --git a/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md index b17065193a0..023287cb06a 100644 --- a/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md +++ b/docs/guides/applications/big-data/process-streams-in-realtime-with-apache-storm/index.md @@ -36,45 +36,33 @@ This guide discusses key concepts and terminology associated with Apache Storm, - **ZooKeeper**: [Apache ZooKeeper](https://zookeeper.apache.org/) acts as a centralized server that helps manage and coordinate services for distributed applications. In this guide, ZooKeeper is installed on a separate, single node, however [ZooKeeper clusters](https://zookeeper.apache.org/doc/r3.3.3/zookeeperAdmin.html) can be configured for larger workloads. -## Cluster Setup +## Before You Begin -Using the instructions in our [Creating a Compute Instance](/docs/products/compute/compute-instances/guides/create/) guide and specifications below, create the **four** necessary instances to run an Apache Storm cluster (one for ZooKeeper, one for Nimbus, and two Storm Supervisors): +1. Using the instructions in our [Creating a Compute Instance](/docs/products/compute/compute-instances/guides/create/) guide and specifications below, create the **four** necessary instances to run an Apache Storm cluster (one for ZooKeeper, one for Nimbus, and two Storm Supervisors): -- **Images**: Use the latest Long Term Support (LTS) version of Ubuntu available for all nodes. The examples in this guide use **Ubuntu 24.04 LTS**. + - **Images**: Use the latest Long Term Support (LTS) version of Ubuntu available for all nodes. The examples in this guide use **Ubuntu 24.04 LTS**. -- **Region**: Choose the geographic region best suited for your use case. The examples in this guide use the **Miami** (`us-mia`) region. + - **Region**: Choose the geographic region best suited for your use case. The examples in this guide use the **Miami** (`us-mia`) region. -- **Linode Plan**: Below are the minimum specifications recommended for each node: + - **Linode Plan**: Below are the minimum specifications recommended for each node: - - **ZooKeeper Node**: Linode Shared 2 GB - - **Nimbus Node**: Linode Shared 4 GB - - **Storm Supervisor Node 1**: Linode Shared 4 GB - - **Storm Supervisor Node 2**: Linode Shared 4 GB + - **ZooKeeper Node**: Linode Shared 2 GB + - **Nimbus Node**: Linode Shared 4 GB + - **Storm Supervisor Node 1**: Linode Shared 4 GB + - **Storm Supervisor Node 2**: Linode Shared 4 GB -- **Linode Label** Enter a descriptive label for each instance. The examples in this guide use the following: + - **Linode Label** Enter a descriptive label for each instance. The examples in this guide use the following: - - **ZooKeeper Node**: `storm-zoo` - - **Nimbus Node**: `storm-nimbus` - - **Storm Supervisor Node 1**: `storm-super-1` - - **Storm Supervisor Node 2**: `storm-super-2` + - **ZooKeeper Node**: `storm-zoo` + - **Nimbus Node**: `storm-nimbus` + - **Storm Supervisor Node 1**: `storm-super-1` + - **Storm Supervisor Node 2**: `storm-super-2` -Once deployed, connect to your new instances via SSH using separate terminal sessions on your local machine. Replace each {{< placeholder "IP_ADDRESS" >}} with the **Public IP Address** of the respective instance: +1. Once deployed, follow our [Setting Up and Securing a Compute Instance](/docs/products/compute/compute-instances/guides/set-up-and-secure/) guide to update your system. You may also wish to set the timezone, configure your hostname, create a limited user account, and harden SSH access. -```command {title="Local machine to ZooKeeper instance"} -ssh root@{{< placeholder "storm-zoo_IP_ADDRESS" >}} -``` - -```command {title="Local machine to Numbus instance"} -ssh root@{{< placeholder "storm-nimbus_IP_ADDRESS" >}} -``` - -```command {title="Local machine to Supervisor Node 1"} -ssh root@{{< placeholder "storm-super-1_IP_ADDRESS" >}} -``` - -```command {title="Local machine to Supervisor Node 2"} -ssh root@{{< placeholder "storm-super-2_IP_ADDRESS" >}} -``` +{{< note >}} +This guide is written for a non-root user. Commands that require elevated privileges are prefixed with `sudo`. If you’re not familiar with the `sudo` command, see the [Users and Groups](/docs/guides/linux-users-and-groups/) guide. +{{< /note >}} {{< note title="This cluster is recommended for testing environments" >}} The example cluster in this guide is recommended for development and testing, but it is **not** recommended for production systems. It can be expanded later using the necessary redundancies such as additional ZooKeeper and Nimbus instances, and tools like [**supervisord**](http://supervisord.org/). @@ -86,22 +74,10 @@ Both Python and Java are prerequisites for Storm and ZooKeeper. Ubuntu 24.04 LTS On each deployed instance, follow the steps below to install Java. -1. Update the package manager, upgrade the packages, and reboot the instance: - - ```command {title="storm-zoo, storm-nimbus, storm-super-1, and storm-super-2"} - apt update && apt upgrade && reboot - ``` - -1. One the reboot is complete, reconnect to the instance via SSH from your local machine: - - ```command {title="Local machine to each instance"} - ssh root@{{< placeholder "IP_ADDRESS" >}} - ``` - 1. Install the Java Development Kit (JDK): ```command {title="storm-zoo, storm-nimbus, storm-super-1, and storm-super-2"} - apt install default-jdk + sudo apt install default-jdk ``` 1. Display the installed version to verify the Java installation: @@ -132,42 +108,36 @@ Follow the steps in this section to install ZooKeeper on the `storm-zoo` instanc tar -zxvf apache-zookeeper-{{< placeholder "3.8.4" >}}-bin.tar.gz ``` -1. Move the extracted directory to `/opt/zookeeper`: - - ```command {title="storm-zoo"} - mv apache-zookeeper-{{< placeholder "3.8.4" >}}-bin /opt/zookeeper - ``` - 1. Create a `zoo.cfg` ZooKeeper configuration file: ```command {title="storm-zoo"} - nano /opt/zookeeper/conf/zoo.cfg + nano ~/apache-zookeeper-{{< placeholder "3.8.4" >}}-bin/conf/zoo.cfg ``` Give the file the following content, and save your changes: ```file {title="/opt/zookeeper/conf/zoo.cfg"} tickTime=2000 - dataDir=/var/zookeeper + dataDir=~/apache-zookeeper-{{< placeholder "3.8.4" >}}-bin/data clientPort=2181 ``` 1. Create the `/var/zookeeper` directory for data: ```command {title="storm-zoo"} - mkdir /var/zookeeper + mkdir ~/apache-zookeeper-{{< placeholder "3.8.4" >}}-bin/data ``` 1. Start ZooKeeper: ```command {title="storm-zoo"} - /opt/zookeeper/bin/zkServer.sh start + ~/apache-zookeeper-{{< placeholder "3.8.4" >}}-bin/bin/zkServer.sh start ``` ```output /usr/bin/java ZooKeeper JMX enabled by default - Using config: /opt/zookeeper/bin/../conf/zoo.cfg + Using config: /home/{{< placeholder "USERNAME" >}}/apache-zookeeper-{{< placeholder "3.8.4" >}}-bin/bin/../conf/zoo.cfg Starting zookeeper ... STARTED ``` @@ -193,12 +163,6 @@ This section provides instructions for downloading and installing Apache Storm o tar -zxvf apache-storm-{{< placeholder "2.7.0" >}}.tar.gz ``` -1. Move the extracted directories to `/opt/storm`: - - ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} - mv apache-storm-{{< placeholder "2.7.0" >}} /opt/storm - ``` - 1. Open your `.bashrc` file: ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} @@ -209,7 +173,7 @@ This section provides instructions for downloading and installing Apache Storm o ```file {title="~/.bashrc"} #Set PATH for Storm - export PATH="/opt/storm/bin:$PATH" + export PATH="$HOME/apache-storm-{{< placeholder "2.7.0" >}}/bin:$PATH" ``` Apply the changes to `.bashrc`: @@ -225,10 +189,10 @@ This section provides instructions for downloading and installing Apache Storm o ``` ```output - Running: java -client -Ddaemon.name= -Dstorm.options= -Dstorm.home=/opt/storm -Dstorm.log.dir=/opt/storm/logs -Djava.library.path=/usr/local/lib:/opt/local/lib:/usr/lib:/usr/lib64 -Dstorm.conf.file= -cp /opt/storm/*:/opt/storm/lib/*:/opt/storm/extlib/*:/opt/storm/extlib-daemon/*:/opt/storm/conf org.apache.storm.utils.VersionInfo - Storm 2.7.0 + Running: java -client -Ddaemon.name= -Dstorm.options= -Dstorm.home=/home/{{< placeholder "USERNAME" >}}/apache-storm-{{< placeholder "2.7.0" >}} -Dstorm.log.dir=/home/{{< placeholder "USERNAME" >}}/apache-storm-{{< placeholder "2.7.0" >}}/logs -Djava.library.path=/usr/local/lib:/opt/local/lib:/usr/lib:/usr/lib64 -Dstorm.conf.file= -cp /home/{{< placeholder "USERNAME" >}}/apache-storm-{{< placeholder "2.7.0" >}}/*:/home/{{< placeholder "USERNAME" >}}/apache-storm-{{< placeholder "2.7.0" >}}/lib/*:/home/{{< placeholder "USERNAME" >}}/apache-storm-{{< placeholder "2.7.0" >}}/extlib/*:/home/{{< placeholder "USERNAME" >}}/apache-storm-{{< placeholder "2.7.0" >}}/extlib-daemon/*:/home/{{< placeholder "USERNAME" >}}/apache-storm-{{< placeholder "2.7.0" >}}/conf org.apache.storm.utils.VersionInfo + Storm {{< placeholder "2.7.0" >}} URL https://{{< placeholder "TOKEN" >}}@github.com/apache/storm.git -r b95a7f25a114ae7fb9c23cbc2979d3cfff09fa73 - Branch v2.7.0 + Branch v{{< placeholder "2.7.0" >}} Compiled by rui on 2024-10-11T17:28Z From source with checksum dcefb62616ea3f989d583d962257084 ``` @@ -240,7 +204,7 @@ The `storm.yaml` configuration file specifies the local directory for Storm's op 1. Open the `storm.yaml` file on the `storm-nimbus`, `storm-super-1`, and `storm-super-2` instances: ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} - nano /opt/storm/conf/storm.yaml + nano ~/apache-storm-{{< placeholder "2.7.0" >}}/conf/storm.yaml ``` Add the following lines to the end of the file. Replace {{< placeholder "storm-zoo_IP_ADDRESS" >}} with the IP address for your `storm-zoo` instance and {{< placeholder "storm-nimbus_IP_ADDRESS" >}} with the IP address for your `storm-nimbus` instance. @@ -249,17 +213,17 @@ The `storm.yaml` configuration file specifies the local directory for Storm's op storm.zookeeper.servers: - "{{< placeholder "storm-zoo_IP_ADDRESS" >}}" nimbus.seeds: ["{{< placeholder "storm-nimbus_IP_ADDRESS" >}}"] - storm.local.dir: "/var/storm" + storm.local.dir: "~/apache-data" ``` This defines the IP addresses of the ZooKeeper and Nimbus instances and sets the `/var/storm` directory for Storm's state and temporary files. Refer to the [Storm Setup Guide](https://github.com/apache/storm/blob/master/docs/Setting-up-a-Storm-cluster.md#fill-in-mandatory-configurations-into-stormyaml) for more details. When done, save your changes. -1. On your `storm-zoo` instance, create the `/var/storm` directory for Storm's application data: +1. On your `storm-zoo` instance, create the `~/storm-data` directory for Storm's application data: ```command {title="storm-zoo"} - mkdir /var/storm + mkdir ~/storm-data ``` ## Start Storm @@ -267,14 +231,14 @@ The `storm.yaml` configuration file specifies the local directory for Storm's op 1. On the `storm-super-1` and `storm-super-2` instances, execute the following command to run Storm as a Supervisor daemon: ```command {title="storm-super-1 & storm-super-2"} - /opt/storm/bin/storm supervisor & + storm supervisor & ``` 1. On the `storm-nimbus` instance, execute the following commands to run Storm as a nimbus daemon and run the Storm UI web server: ```command {title="storm-nimbus"} - /opt/storm/bin/storm nimbus & - /opt/storm/bin/storm ui & + storm nimbus & + storm ui & ``` 1. Open a web browser on your local machine and navigate to port `8080` of the `storm-nimbus` instance's public IP address: @@ -300,13 +264,7 @@ The site above shows no topologies, and therefore has no message streams. The [` 1. Unpack the downloaded archive file: ```command {title="storm-nimbus"} - tar xzvf apache-maven-3.9.9-bin.tar.gz - ``` - -1. Move the extracted directory to `/opt/maven`: - - ```command {title="storm-nimbus"} - sudo mv apache-maven-{{< placeholder "3.9.9" >}} /opt/maven + tar xzvf apache-maven-{{< placeholder "3.9.9" >}}-bin.tar.gz ``` 1. Open your `.bashrc` file: @@ -319,7 +277,7 @@ The site above shows no topologies, and therefore has no message streams. The [` ```file {title="~/.bashrc"} #Set PATH for Maven - export PATH="/opt/maven/bin:$PATH" + export PATH="$HOME/apache-maven-{{< placeholder "3.9.9" >}}/bin:$PATH" ``` When done, press CTRL+X, followed by Y then Enter to save the file and exit `nano`. @@ -338,16 +296,16 @@ The site above shows no topologies, and therefore has no message streams. The [` ```output Apache Maven 3.9.9 (8e8579a9e76f7d015ee5ec7bfcdc97d260186937) - Maven home: /opt/maven + Maven home: /home/{{< placeholder "USERNAME" >}}/apache-maven-3.9.9 Java version: 21.0.4, vendor: Ubuntu, runtime: /usr/lib/jvm/java-21-openjdk-amd64 Default locale: en_US, platform encoding: UTF-8 OS name: "linux", version: "6.8.0-47-generic", arch: "amd64", family: "unix" ``` -1. Issue the following commands to change into the `/opt/storm/examples/storm-starter` directory and build a Storm "uber JAR": +1. Issue the following commands to change into the `~/apache-storm-2.7.0/examples/storm-starter` directory and build a Storm "uber JAR": ```command {title="storm-nimbus"} - cd /opt/storm/examples/storm-starter + cd ~/apache-storm-{{< placeholder "2.7.0" >}}/examples/storm-starter mvn package ``` @@ -359,7 +317,7 @@ The site above shows no topologies, and therefore has no message streams. The [` ... ``` - The JAR file you built is located at `/opt/storm/examples/storm-starter/target/storm-starter-{{< placeholder "2.7.0">}}.jar`. + The JAR file you built is located at `~/apache-storm-{{< placeholder "2.7.0" >}}/examples/storm-starter/target/storm-starter-{{< placeholder "2.7.0">}}.jar`. ## Submit the Example Topology @@ -368,7 +326,7 @@ The [`storm jar`](https://github.com/apache/storm/blob/master/examples/storm-sta 1. On the `storm-nimbus` instance, use the following command to submit the `WordCount` topology: ```command {title="storm-nimbus"} - storm jar /opt/storm/examples/storm-starter/target/storm-starter-{{< placeholder "2.7.0">}}.jar org.apache.storm.starter.WordCountTopology WordCount + storm jar ~/apache-storm-{{< placeholder "2.7.0" >}}/examples/storm-starter/target/storm-starter-{{< placeholder "2.7.0">}}.jar org.apache.storm.starter.WordCountTopology WordCount ``` 1. 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It can be expanded later using the necessary redundancies such as additional ZooKeeper and Nimbus instances, as well as tools like [**supervisord**](http://supervisord.org/). +{{< /note >}} + 1. Using the instructions in our [Creating a Compute Instance](/docs/products/compute/compute-instances/guides/create/) guide and specifications below, create the **four** necessary instances to run an Apache Storm cluster (one for ZooKeeper, one for Nimbus, and two Storm Supervisors): - **Images**: Use the latest Long Term Support (LTS) version of Ubuntu available for all nodes. The examples in this guide use **Ubuntu 24.04 LTS**. @@ -51,7 +55,7 @@ This guide discusses key concepts and terminology associated with Apache Storm, - **Storm Supervisor Node 1**: Linode Shared 4 GB - **Storm Supervisor Node 2**: Linode Shared 4 GB - - **Linode Label** Enter a descriptive label for each instance. The examples in this guide use the following: + - **Linode Label**: Enter a descriptive label for each instance. The examples in this guide use the following: - **ZooKeeper Node**: `storm-zoo` - **Nimbus Node**: `storm-nimbus` @@ -64,13 +68,9 @@ This guide discusses key concepts and terminology associated with Apache Storm, This guide is written for a non-root user. Commands that require elevated privileges are prefixed with `sudo`. If you’re not familiar with the `sudo` command, see the [Users and Groups](/docs/guides/linux-users-and-groups/) guide. {{< /note >}} -{{< note title="This cluster is recommended for testing environments" >}} -The example cluster in this guide is recommended for development and testing, but it is **not** recommended for production systems. It can be expanded later using the necessary redundancies such as additional ZooKeeper and Nimbus instances, and tools like [**supervisord**](http://supervisord.org/). -{{< /note >}} - ## Install Java On All Nodes -Both Python and Java are prerequisites for Storm and ZooKeeper. Ubuntu 24.04 LTS comes with Python `3.12.3` installed by default, but Java must be installed. +Both Python and Java are prerequisites for Storm and ZooKeeper. Ubuntu 24.04 LTS comes with Python version 3.12.3 installed by default, but Java must be installed manually. On each deployed instance, follow the steps below to install Java. @@ -96,7 +96,7 @@ On each deployed instance, follow the steps below to install Java. Follow the steps in this section to install ZooKeeper on the `storm-zoo` instance. -1. Use `wget` to download the latest stable version of ZooKeeper available on the [ZooKeeper release page](https://zookeeper.apache.org/releases.html). The examples in this guide use ZooKeeper version `3.8.4`. If necessary, adjust the commands below according to your version: +1. Use `wget` to download the latest stable version of ZooKeeper available on the [ZooKeeper release page](https://zookeeper.apache.org/releases.html). The examples in this guide use ZooKeeper version 3.8.4. If necessary, adjust the commands below according to your version: ```command {title="storm-zoo"} wget https://dlcdn.apache.org/zookeeper/zookeeper-{{< placeholder "3.8.4" >}}/apache-zookeeper-{{< placeholder "3.8.4" >}}-bin.tar.gz @@ -122,7 +122,7 @@ Follow the steps in this section to install ZooKeeper on the `storm-zoo` instanc clientPort=2181 ``` -1. Create the `/var/zookeeper` directory for data: +1. Create the `~/apache-zookeeper-{{< placeholder "3.8.4" >}}-bin/data` directory for data storage: ```command {title="storm-zoo"} mkdir ~/apache-zookeeper-{{< placeholder "3.8.4" >}}-bin/data @@ -151,7 +151,7 @@ To help ZooKeeper detect failures and prevent issues, it is important to impleme This section provides instructions for downloading and installing Apache Storm on the `storm-nimbus`, `storm-super-1`, and `storm-super-2` instances. -1. Download the [latest Storm release](https://storm.apache.org/downloads.html) on each specified instance. This guide uses Storm version `2.7.0`. If necessary, adjust your commands accordingly. +1. Download the [latest Storm release](https://storm.apache.org/downloads.html) on each specified instance. This guide uses Storm version 2.7.0. If necessary, adjust the commands for your version of Storm. ```command {title="storm-nimbus, storm-super-1, and storm-super-2"} wget https://dlcdn.apache.org/storm/apache-storm-{{< placeholder "2.7.0" >}}/apache-storm-{{< placeholder "2.7.0" >}}.tar.gz @@ -255,7 +255,7 @@ The `storm.yaml` configuration file specifies the local directory for Storm's op The site above shows no topologies, and therefore has no message streams. The [`storm-starter`](https://github.com/apache/storm/blob/master/examples/storm-starter/README.markdown) sample, located in the `apache-storm-{{< placeholder "2.7.0" >}}/examples/` directory, can solve this. It contains a variety of Storm topologies, including one titled `WordCount` that is used as an example below. -1. On the `storm-nimbus` instance, use `wget` to download the latest version of [Apache Maven](https://maven.apache.org/). This guide uses Maven version `3.9.9`. +1. On the `storm-nimbus` instance, use `wget` to download the latest version of [Apache Maven](https://maven.apache.org/). This guide uses Maven version 3.9.9. ```command {title="storm-nimbus"} wget https://dlcdn.apache.org/maven/maven-3/{{< placeholder "3.9.9" >}}/binaries/apache-maven-{{< placeholder "3.9.9" >}}-bin.tar.gz @@ -273,15 +273,13 @@ The site above shows no topologies, and therefore has no message streams. The [` nano ~/.bashrc ``` - Add Maven's `bin` directory to your PATH: + Add Maven's `bin` directory to your PATH, and save your changes: ```file {title="~/.bashrc"} #Set PATH for Maven export PATH="$HOME/apache-maven-{{< placeholder "3.9.9" >}}/bin:$PATH" ``` - When done, press CTRL+X, followed by Y then Enter to save the file and exit `nano`. - 1. Apply the changes to `.bashrc`: ```command {title="storm-nimbus"} @@ -302,7 +300,7 @@ The site above shows no topologies, and therefore has no message streams. The [` OS name: "linux", version: "6.8.0-47-generic", arch: "amd64", family: "unix" ``` -1. Issue the following commands to change into the `~/apache-storm-2.7.0/examples/storm-starter` directory and build a Storm "uber JAR": +1. Issue the following commands to change into the `~/apache-storm-{{< placeholder "2.7.0" >}}/examples/storm-starter` directory and build a Storm "uber JAR": ```command {title="storm-nimbus"} cd ~/apache-storm-{{< placeholder "2.7.0" >}}/examples/storm-starter

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