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spark-core-spark-and-cluster-managers.html
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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no">
<title>Apache Spark™ Workshop | Spark Core | Spark and Cluster Managers</title>
<meta name="description" content="Apache Spark™ Workshop | Spark Core | Spark and Cluster Managers">
<meta name="author" content="Jacek Laskowski">
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© <a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2019 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a>
</footer>
</div>
<div class="slides">
<section class="intro" data-transition="zoom" id="home">
<p>
<img width="12%" style="background:none; border:none; box-shadow:none;" data-src="images/spark-logo.png">
<img width="6%" src="images/jacek_laskowski_20141201_512px.png" style="border: 0">
</p>
<h1 style="font-size: 3.17em;">Spark and Cluster Managers</h1>
<h3>Apache Spark 2.4.1 / Spark Core</h3>
<h4 style="font-size: smaller;">
<a href="https://twitter.com/jaceklaskowski">@jaceklaskowski</a> / <a href="https://stackoverflow.com/users/1305344/jacek-laskowski">StackOverflow</a> / <a href="https://github.com/jaceklaskowski">GitHub</a>
<br>
The "Internals" Books: <a href="https://bit.ly/apache-spark-internals">Apache Spark</a> / <a href="https://bit.ly/spark-sql-internals">Spark SQL</a> / <a href="https://bit.ly/spark-structured-streaming">Spark Structured Streaming</a>
</h4>
</section>
<section id="agenda">
<h2>Agenda</h2>
<ol>
<li><a href="#/driver-executors">Spark Application = The Driver + Executors</a></li>
<li><a href="#/master-url">Master URL</a></li>
<li><a href="#/deploy-mode">Deploy Mode</a></li>
<li><a href="#/spark-submit">spark-submit Command-Line Tool</a></li>
<li><a href="#/spark-standalone">Spark Standalone</a></li>
<li><a href="#/pluggable-cluster-managers">ExternalClusterManager - Pluggable Cluster Managers</a></li>
<li><a href="#/spark-yarn">Spark on YARN</a></li>
<li><a href="#/spark-mesos">Spark on Mesos</a></li>
</ol>
</section>
<section id="driver-executors">
<h2>Spark Application = The Driver + Executors</h2>
<ol>
<li>A <b>Spark application</b> consists of the driver and executors (and your code, too!)</li>
<li>Switch to <a href="https://bit.ly/apache-spark-internals">The Internals of Apache Spark</a>
<ul>
<li><a href="https://jaceklaskowski.gitbooks.io/mastering-apache-spark/content/spark-architecture.html">Spark Architecture</a></li>
</ul>
</li>
</ol>
</section>
<section id="master-url">
<h2>Master URL</h2>
<ol>
<li><b>Master URL</b> points at the cluster manager to deploy your Spark application to.</li>
<li>Switch to <a href="https://bit.ly/apache-spark-internals">The Internals of Apache Spark</a>
<ul>
<li><a href="https://jaceklaskowski.gitbooks.io/mastering-apache-spark/content/spark-deployment-environments.html">Deployment Environments — Run Modes</a></li>
</ul>
</li>
</ol>
</section>
<section id="deploy-mode">
<h2>Deploy Mode</h2>
<ol>
<li><b>Deploy mode</b> specifies the location of where the driver executes when deployed to a deployment environment</li>
<li>Switch to <a href="https://bit.ly/apache-spark-internals">The Internals of Apache Spark</a>
<ul>
<li><a href="https://jaceklaskowski.gitbooks.io/mastering-apache-spark/content/spark-deploy-mode.html">Deploy Mode</a></li>
</ul>
</li>
</ol>
</section>
<section id="spark-submit">
<h2>spark-submit Command-Line Tool</h2>
<ol>
<li><b>spark-submit</b> shell script allows you to manage your Spark applications.</li>
<li>Switch to <a href="https://bit.ly/apache-spark-internals">The Internals of Apache Spark</a>
<ul>
<li><a href="https://jaceklaskowski.gitbooks.io/mastering-apache-spark/content/spark-submit.html">Spark Submit — spark-submit shell script</a></li>
</ul>
</li>
</ol>
</section>
<section id="spark-standalone">
<h2>Spark Standalone</h2>
<ol>
<li><b>Spark Standalone</b> is Spark's own built-in clustered environment.</li>
<li>Switch to <a href="https://bit.ly/apache-spark-internals">The Internals of Apache Spark</a>
<ul>
<li><a href="https://jaceklaskowski.gitbooks.io/mastering-apache-spark/content/spark-standalone.html">Spark Standalone cluster</a></li>
<li><a href="https://jaceklaskowski.gitbooks.io/mastering-apache-spark/content/exercises/spark-exercise-standalone-master-ha.html">Exercise: Spark Standalone - Using ZooKeeper for High-Availability of Master</a></li>
</ul>
</li>
</ol>
</section>
<section id="pluggable-cluster-managers">
<h2>ExternalClusterManager — Pluggable Cluster Managers</h2>
<ol>
<li><b>ExternalClusterManager</b> is a contract for pluggable cluster managers.</li>
<li>Switch to <a href="https://bit.ly/apache-spark-internals">The Internals of Apache Spark</a>
<ul>
<li><a href="https://jaceklaskowski.gitbooks.io/mastering-apache-spark/content/spark-ExternalClusterManager.html">ExternalClusterManager — Pluggable Cluster Managers</a></li>
</ul>
</li>
</ol>
</section>
<section>
<section id="spark-yarn">
<h2>Spark on YARN (1 of 2)</h2>
<ol>
<li><b>Hadoop YARN</b> is the Resource Negotiator from Apache Hadoop project.</li>
<li>Switch to <a href="https://bit.ly/apache-spark-internals">The Internals of Apache Spark</a>
<ul>
<li><a href="https://jaceklaskowski.gitbooks.io/mastering-apache-spark/content/yarn/">Spark on YARN</a></li>
</ul>
</li>
</ol>
</section>
<section>
<h2>Spark on YARN (2 of 2)</h2>
<img src="images/yarn_architecture.gif" alt="Apache Hadoop YARN" style="background:none; border:none; box-shadow:none;" />
<small>From <a href="http://hadoop.apache.org/docs/current/hadoop-yarn/hadoop-yarn-site/YARN.html">the official documentation of Apache Hadoop YARN</a></small>
</section>
</section>
<section>
<section id="spark-mesos">
<h2>Spark on Mesos (1 of 2)</h2>
<ol>
<li><b>Apache Mesos</b> is a distributed systems kernel with API's for
resource management and scheduling across entire datacenter and cloud environments.</li>
<li>Switch to <a href="https://bit.ly/apache-spark-internals">The Internals of Apache Spark</a>
<ul>
<li><a href="https://jaceklaskowski.gitbooks.io/mastering-apache-spark/content/spark-mesos/spark-mesos.html">Spark on Mesos</a></li>
</ul>
</li>
</ol>
</section>
<section>
<h2>Spark on Mesos (2 of 2)</h2>
<img src="images/mesos-architecture.jpg" width="65%" alt="Apache Mesos" style="background:none; border:none; box-shadow:none;" />
<small>From <a href="http://mesos.apache.org/documentation/latest/architecture/">the official documentation of Apache Mesos</a></small>
</section>
</section>
<section id="recap">
<h2>Recap</h2>
<ol>
<li><a href="#/driver-executors">Spark Application = The Driver + Executors</a></li>
<li><a href="#/master-url">Master URL</a></li>
<li><a href="#/deploy-mode">Deploy Mode</a></li>
<li><a href="#/spark-submit">spark-submit Command-Line Tool</a></li>
<li><a href="#/spark-standalone">Spark Standalone</a></li>
<li><a href="#/pluggable-cluster-managers">ExternalClusterManager - Pluggable Cluster Managers</a></li>
<li><a href="#/spark-yarn">Spark on YARN</a></li>
<li><a href="#/spark-mesos">Spark on Mesos</a></li>
</ol>
</section>
<section style="text-align: left" data-markdown id="questions">
<textarea data-template>
# Questions?
* Read [The Internals of Apache Spark](https://bit.ly/apache-spark-internals)
* Read [The Internals of Spark SQL](https://bit.ly/spark-sql-internals)
* Read [The Internals of Spark Structured Streaming](https://bit.ly/spark-structured-streaming)
* Follow [@jaceklaskowski](https://twitter.com/jaceklaskowski) on twitter
* Upvote [my questions and answers on StackOverflow](http://stackoverflow.com/users/1305344/jacek-laskowski)
</textarea>
</section>
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