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| <h1 class="title">Building Spark</h1> |
| |
| |
| <ul id="markdown-toc"> |
| <li><a href="#setting-up-mavens-memory-usage">Setting up Maven’s Memory Usage</a></li> |
| <li><a href="#specifying-the-hadoop-version">Specifying the Hadoop Version</a></li> |
| <li><a href="#building-with-hive-and-jdbc-support">Building With Hive and JDBC Support</a></li> |
| <li><a href="#building-for-scala-211">Building for Scala 2.11</a></li> |
| <li><a href="#spark-tests-in-maven">Spark Tests in Maven</a></li> |
| <li><a href="#continuous-compilation">Continuous Compilation</a></li> |
| <li><a href="#building-spark-with-intellij-idea-or-eclipse">Building Spark with IntelliJ IDEA or Eclipse</a></li> |
| <li><a href="#building-spark-debian-packages">Building Spark Debian Packages</a></li> |
| <li><a href="#running-java-8-test-suites">Running Java 8 Test Suites</a></li> |
| <li><a href="#building-for-pyspark-on-yarn">Building for PySpark on YARN</a></li> |
| <li><a href="#packaging-without-hadoop-dependencies-for-yarn">Packaging without Hadoop Dependencies for YARN</a></li> |
| <li><a href="#building-with-sbt">Building with SBT</a></li> |
| <li><a href="#testing-with-sbt">Testing with SBT</a></li> |
| <li><a href="#speeding-up-compilation-with-zinc">Speeding up Compilation with Zinc</a></li> |
| </ul> |
| |
| <p>Building Spark using Maven requires Maven 3.0.4 or newer and Java 6+.</p> |
| |
| <p><strong>Note:</strong> Building Spark with Java 7 or later can create JAR files that may not be |
| readable with early versions of Java 6, due to the large number of files in the JAR |
| archive. Build with Java 6 if this is an issue for your deployment.</p> |
| |
| <h1 id="setting-up-mavens-memory-usage">Setting up Maven’s Memory Usage</h1> |
| |
| <p>You’ll need to configure Maven to use more memory than usual by setting <code>MAVEN_OPTS</code>. We recommend the following settings:</p> |
| |
| <div class="highlight"><pre><code class="language-bash" data-lang="bash"><span class="nb">export </span><span class="nv">MAVEN_OPTS</span><span class="o">=</span><span class="s2">"-Xmx2g -XX:MaxPermSize=512M -XX:ReservedCodeCacheSize=512m"</span></code></pre></div> |
| |
| <p>If you don’t run this, you may see errors like the following:</p> |
| |
| <pre><code>[INFO] Compiling 203 Scala sources and 9 Java sources to /Users/me/Development/spark/core/target/scala-2.10/classes... |
| [ERROR] PermGen space -> [Help 1] |
| |
| [INFO] Compiling 203 Scala sources and 9 Java sources to /Users/me/Development/spark/core/target/scala-2.10/classes... |
| [ERROR] Java heap space -> [Help 1] |
| </code></pre> |
| |
| <p>You can fix this by setting the <code>MAVEN_OPTS</code> variable as discussed before.</p> |
| |
| <p><strong>Note:</strong> <em>For Java 8 and above this step is not required.</em></p> |
| |
| <h1 id="specifying-the-hadoop-version">Specifying the Hadoop Version</h1> |
| |
| <p>Because HDFS is not protocol-compatible across versions, if you want to read from HDFS, you’ll need to build Spark against the specific HDFS version in your environment. You can do this through the “hadoop.version” property. If unset, Spark will build against Hadoop 1.0.4 by default. Note that certain build profiles are required for particular Hadoop versions:</p> |
| |
| <table class="table"> |
| <thead> |
| <tr><th>Hadoop version</th><th>Profile required</th></tr> |
| </thead> |
| <tbody> |
| <tr><td>0.23.x</td><td>hadoop-0.23</td></tr> |
| <tr><td>1.x to 2.1.x</td><td>(none)</td></tr> |
| <tr><td>2.2.x</td><td>hadoop-2.2</td></tr> |
| <tr><td>2.3.x</td><td>hadoop-2.3</td></tr> |
| <tr><td>2.4.x</td><td>hadoop-2.4</td></tr> |
| </tbody> |
| </table> |
| |
| <p>For Apache Hadoop versions 1.x, Cloudera CDH “mr1” distributions, and other Hadoop versions without YARN, use:</p> |
| |
| <div class="highlight"><pre><code class="language-bash" data-lang="bash"><span class="c"># Apache Hadoop 1.2.1</span> |
| mvn -Dhadoop.version<span class="o">=</span>1.2.1 -DskipTests clean package |
| |
| <span class="c"># Cloudera CDH 4.2.0 with MapReduce v1</span> |
| mvn -Dhadoop.version<span class="o">=</span>2.0.0-mr1-cdh4.2.0 -DskipTests clean package |
| |
| <span class="c"># Apache Hadoop 0.23.x</span> |
| mvn -Phadoop-0.23 -Dhadoop.version<span class="o">=</span>0.23.7 -DskipTests clean package</code></pre></div> |
| |
| <p>For Apache Hadoop 2.x, 0.23.x, Cloudera CDH, and other Hadoop versions with YARN, you can enable the “yarn-alpha” or “yarn” profile and optionally set the “yarn.version” property if it is different from “hadoop.version”. The additional build profile required depends on the YARN version:</p> |
| |
| <table class="table"> |
| <thead> |
| <tr><th>YARN version</th><th>Profile required</th></tr> |
| </thead> |
| <tbody> |
| <tr><td>0.23.x to 2.1.x</td><td>yarn-alpha (Deprecated.)</td></tr> |
| <tr><td>2.2.x and later</td><td>yarn</td></tr> |
| </tbody> |
| </table> |
| |
| <p>Note: Support for YARN-alpha API’s will be removed in Spark 1.3 (see SPARK-3445).</p> |
| |
| <p>Examples:</p> |
| |
| <div class="highlight"><pre><code class="language-bash" data-lang="bash"><span class="c"># Apache Hadoop 2.0.5-alpha</span> |
| mvn -Pyarn-alpha -Dhadoop.version<span class="o">=</span>2.0.5-alpha -DskipTests clean package |
| |
| <span class="c"># Cloudera CDH 4.2.0</span> |
| mvn -Pyarn-alpha -Dhadoop.version<span class="o">=</span>2.0.0-cdh4.2.0 -DskipTests clean package |
| |
| <span class="c"># Apache Hadoop 0.23.x</span> |
| mvn -Pyarn-alpha -Phadoop-0.23 -Dhadoop.version<span class="o">=</span>0.23.7 -DskipTests clean package |
| |
| <span class="c"># Apache Hadoop 2.2.X</span> |
| mvn -Pyarn -Phadoop-2.2 -Dhadoop.version<span class="o">=</span>2.2.0 -DskipTests clean package |
| |
| <span class="c"># Apache Hadoop 2.3.X</span> |
| mvn -Pyarn -Phadoop-2.3 -Dhadoop.version<span class="o">=</span>2.3.0 -DskipTests clean package |
| |
| <span class="c"># Apache Hadoop 2.4.X or 2.5.X</span> |
| mvn -Pyarn -Phadoop-2.4 -Dhadoop.version<span class="o">=</span>VERSION -DskipTests clean package |
| |
| Versions of Hadoop after 2.5.X may or may not work with the -Phadoop-2.4 profile <span class="o">(</span>they were |
| released after this version of Spark<span class="o">)</span>. |
| |
| <span class="c"># Different versions of HDFS and YARN.</span> |
| mvn -Pyarn-alpha -Phadoop-2.3 -Dhadoop.version<span class="o">=</span>2.3.0 -Dyarn.version<span class="o">=</span>0.23.7 -DskipTests clean package</code></pre></div> |
| |
| <h1 id="building-with-hive-and-jdbc-support">Building With Hive and JDBC Support</h1> |
| <p>To enable Hive integration for Spark SQL along with its JDBC server and CLI, |
| add the <code>-Phive</code> and <code>Phive-thriftserver</code> profiles to your existing build options. |
| By default Spark will build with Hive 0.13.1 bindings. You can also build for |
| Hive 0.12.0 using the <code>-Phive-0.12.0</code> profile.</p> |
| |
| <div class="highlight"><pre><code class="language-bash" data-lang="bash"><span class="c"># Apache Hadoop 2.4.X with Hive 13 support</span> |
| mvn -Pyarn -Phadoop-2.4 -Dhadoop.version<span class="o">=</span>2.4.0 -Phive -Phive-thriftserver -DskipTests clean package |
| |
| <span class="c"># Apache Hadoop 2.4.X with Hive 12 support</span> |
| mvn -Pyarn -Phadoop-2.4 -Dhadoop.version<span class="o">=</span>2.4.0 -Phive -Phive-0.12.0 -Phive-thriftserver -DskipTests clean package</code></pre></div> |
| |
| <h1 id="building-for-scala-211">Building for Scala 2.11</h1> |
| <p>To produce a Spark package compiled with Scala 2.11, use the <code>-Dscala-2.11</code> property:</p> |
| |
| <pre><code>dev/change-version-to-2.11.sh |
| mvn -Pyarn -Phadoop-2.4 -Dscala-2.11 -DskipTests clean package |
| </code></pre> |
| |
| <p>Scala 2.11 support in Spark is experimental and does not support a few features. |
| Specifically, Spark’s external Kafka library and JDBC component are not yet |
| supported in Scala 2.11 builds.</p> |
| |
| <h1 id="spark-tests-in-maven">Spark Tests in Maven</h1> |
| |
| <p>Tests are run by default via the <a href="http://www.scalatest.org/user_guide/using_the_scalatest_maven_plugin">ScalaTest Maven plugin</a>. </p> |
| |
| <p>Some of the tests require Spark to be packaged first, so always run <code>mvn package</code> with <code>-DskipTests</code> the first time. The following is an example of a correct (build, test) sequence:</p> |
| |
| <pre><code>mvn -Pyarn -Phadoop-2.3 -DskipTests -Phive -Phive-thriftserver clean package |
| mvn -Pyarn -Phadoop-2.3 -Phive -Phive-thriftserver test |
| </code></pre> |
| |
| <p>The ScalaTest plugin also supports running only a specific test suite as follows:</p> |
| |
| <pre><code>mvn -Dhadoop.version=... -DwildcardSuites=org.apache.spark.repl.ReplSuite test |
| </code></pre> |
| |
| <h1 id="continuous-compilation">Continuous Compilation</h1> |
| |
| <p>We use the scala-maven-plugin which supports incremental and continuous compilation. E.g.</p> |
| |
| <pre><code>mvn scala:cc |
| </code></pre> |
| |
| <p>should run continuous compilation (i.e. wait for changes). However, this has not been tested |
| extensively. A couple of gotchas to note: |
| * it only scans the paths <code>src/main</code> and <code>src/test</code> (see |
| <a href="http://scala-tools.org/mvnsites/maven-scala-plugin/usage_cc.html">docs</a>), so it will only work |
| from within certain submodules that have that structure. |
| * you’ll typically need to run <code>mvn install</code> from the project root for compilation within |
| specific submodules to work; this is because submodules that depend on other submodules do so via |
| the <code>spark-parent</code> module).</p> |
| |
| <p>Thus, the full flow for running continuous-compilation of the <code>core</code> submodule may look more like: |
| <code> |
| $ mvn install |
| $ cd core |
| $ mvn scala:cc |
| </code></p> |
| |
| <h1 id="building-spark-with-intellij-idea-or-eclipse">Building Spark with IntelliJ IDEA or Eclipse</h1> |
| |
| <p>For help in setting up IntelliJ IDEA or Eclipse for Spark development, and troubleshooting, refer to the |
| <a href="https://cwiki.apache.org/confluence/display/SPARK/Contributing+to+Spark#ContributingtoSpark-IDESetup">wiki page for IDE setup</a>.</p> |
| |
| <h1 id="building-spark-debian-packages">Building Spark Debian Packages</h1> |
| |
| <p>The Maven build includes support for building a Debian package containing the assembly ‘fat-jar’, PySpark, and the necessary scripts and configuration files. This can be created by specifying the following:</p> |
| |
| <pre><code>mvn -Pdeb -DskipTests clean package |
| </code></pre> |
| |
| <p>The debian package can then be found under assembly/target. We added the short commit hash to the file name so that we can distinguish individual packages built for SNAPSHOT versions.</p> |
| |
| <h1 id="running-java-8-test-suites">Running Java 8 Test Suites</h1> |
| |
| <p>Running only Java 8 tests and nothing else.</p> |
| |
| <pre><code>mvn install -DskipTests -Pjava8-tests |
| </code></pre> |
| |
| <p>Java 8 tests are run when <code>-Pjava8-tests</code> profile is enabled, they will run in spite of <code>-DskipTests</code>. |
| For these tests to run your system must have a JDK 8 installation. |
| If you have JDK 8 installed but it is not the system default, you can set JAVA_HOME to point to JDK 8 before running the tests.</p> |
| |
| <h1 id="building-for-pyspark-on-yarn">Building for PySpark on YARN</h1> |
| |
| <p>PySpark on YARN is only supported if the jar is built with Maven. Further, there is a known problem |
| with building this assembly jar on Red Hat based operating systems (see <a href="https://issues.apache.org/jira/browse/SPARK-1753">SPARK-1753</a>). If you wish to |
| run PySpark on a YARN cluster with Red Hat installed, we recommend that you build the jar elsewhere, |
| then ship it over to the cluster. We are investigating the exact cause for this.</p> |
| |
| <h1 id="packaging-without-hadoop-dependencies-for-yarn">Packaging without Hadoop Dependencies for YARN</h1> |
| |
| <p>The assembly jar produced by <code>mvn package</code> will, by default, include all of Spark’s dependencies, including Hadoop and some of its ecosystem projects. On YARN deployments, this causes multiple versions of these to appear on executor classpaths: the version packaged in the Spark assembly and the version on each node, included with yarn.application.classpath. The <code>hadoop-provided</code> profile builds the assembly without including Hadoop-ecosystem projects, like ZooKeeper and Hadoop itself. </p> |
| |
| <h1 id="building-with-sbt">Building with SBT</h1> |
| |
| <p>Maven is the official recommendation for packaging Spark, and is the “build of reference”. |
| But SBT is supported for day-to-day development since it can provide much faster iterative |
| compilation. More advanced developers may wish to use SBT.</p> |
| |
| <p>The SBT build is derived from the Maven POM files, and so the same Maven profiles and variables |
| can be set to control the SBT build. For example:</p> |
| |
| <pre><code>sbt/sbt -Pyarn -Phadoop-2.3 assembly |
| </code></pre> |
| |
| <h1 id="testing-with-sbt">Testing with SBT</h1> |
| |
| <p>Some of the tests require Spark to be packaged first, so always run <code>sbt/sbt assembly</code> the first time. The following is an example of a correct (build, test) sequence:</p> |
| |
| <pre><code>sbt/sbt -Pyarn -Phadoop-2.3 -Phive -Phive-thriftserver assembly |
| sbt/sbt -Pyarn -Phadoop-2.3 -Phive -Phive-thriftserver test |
| </code></pre> |
| |
| <p>To run only a specific test suite as follows:</p> |
| |
| <pre><code>sbt/sbt -Pyarn -Phadoop-2.3 -Phive -Phive-thriftserver "test-only org.apache.spark.repl.ReplSuite" |
| </code></pre> |
| |
| <p>To run test suites of a specific sub project as follows:</p> |
| |
| <pre><code>sbt/sbt -Pyarn -Phadoop-2.3 -Phive -Phive-thriftserver core/test |
| </code></pre> |
| |
| <h1 id="speeding-up-compilation-with-zinc">Speeding up Compilation with Zinc</h1> |
| |
| <p><a href="https://github.com/typesafehub/zinc">Zinc</a> is a long-running server version of SBT’s incremental |
| compiler. When run locally as a background process, it speeds up builds of Scala-based projects |
| like Spark. Developers who regularly recompile Spark with Maven will be the most interested in |
| Zinc. The project site gives instructions for building and running <code>zinc</code>; OS X users can |
| install it using <code>brew install zinc</code>.</p> |
| |
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