| <!DOCTYPE html> |
| <html lang="en"> |
| <head> |
| <meta charset="utf-8"> |
| <meta http-equiv="X-UA-Compatible" content="IE=edge"> |
| <meta name="viewport" content="width=device-width, initial-scale=1.0"> |
| |
| <title> |
| Spark Release 0.7.3 | Apache Spark |
| |
| </title> |
| |
| |
| |
| |
| |
| <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.0.2/dist/css/bootstrap.min.css" rel="stylesheet" |
| integrity="sha384-EVSTQN3/azprG1Anm3QDgpJLIm9Nao0Yz1ztcQTwFspd3yD65VohhpuuCOmLASjC" crossorigin="anonymous"> |
| <link rel="preconnect" href="https://fonts.googleapis.com"> |
| <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin> |
| <link href="https://fonts.googleapis.com/css2?family=DM+Sans:ital,wght@0,400;0,500;0,700;1,400;1,500;1,700&Courier+Prime:wght@400;700&display=swap" rel="stylesheet"> |
| <link href="/css/custom.css" rel="stylesheet"> |
| <!-- Code highlighter CSS --> |
| <link href="/css/pygments-default.css" rel="stylesheet"> |
| <link rel="icon" href="/favicon.ico" type="image/x-icon"> |
| |
| <!-- Matomo --> |
| <script> |
| var _paq = window._paq = window._paq || []; |
| /* tracker methods like "setCustomDimension" should be called before "trackPageView" */ |
| _paq.push(["disableCookies"]); |
| _paq.push(['trackPageView']); |
| _paq.push(['enableLinkTracking']); |
| (function() { |
| var u="https://analytics.apache.org/"; |
| _paq.push(['setTrackerUrl', u+'matomo.php']); |
| _paq.push(['setSiteId', '40']); |
| var d=document, g=d.createElement('script'), s=d.getElementsByTagName('script')[0]; |
| g.async=true; g.src=u+'matomo.js'; s.parentNode.insertBefore(g,s); |
| })(); |
| </script> |
| <!-- End Matomo Code --> |
| </head> |
| <body class="global"> |
| <nav class="navbar navbar-expand-lg navbar-dark p-0 px-4" style="background: #1D6890;"> |
| <a class="navbar-brand" href="/"> |
| <img src="/images/spark-logo-rev.svg" alt="" width="141" height="72"> |
| </a> |
| <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbarContent" |
| aria-controls="navbarContent" aria-expanded="false" aria-label="Toggle navigation"> |
| <span class="navbar-toggler-icon"></span> |
| </button> |
| <div class="collapse navbar-collapse col-md-12 col-lg-auto pt-4" id="navbarContent"> |
| |
| <ul class="navbar-nav me-auto"> |
| <li class="nav-item"> |
| <a class="nav-link active" aria-current="page" href="/downloads.html">Download</a> |
| </li> |
| <li class="nav-item dropdown"> |
| <a class="nav-link dropdown-toggle" href="#" id="libraries" role="button" data-bs-toggle="dropdown" |
| aria-expanded="false"> |
| Libraries |
| </a> |
| <ul class="dropdown-menu" aria-labelledby="libraries"> |
| <li><a class="dropdown-item" href="/sql/">SQL and DataFrames</a></li> |
| <li><a class="dropdown-item" href="/spark-connect/">Spark Connect</a></li> |
| <li><a class="dropdown-item" href="/streaming/">Spark Streaming</a></li> |
| <li><a class="dropdown-item" href="/mllib/">MLlib (machine learning)</a></li> |
| <li><a class="dropdown-item" href="/graphx/">GraphX (graph)</a></li> |
| <li> |
| <hr class="dropdown-divider"> |
| </li> |
| <li><a class="dropdown-item" href="/third-party-projects.html">Third-Party Projects</a></li> |
| </ul> |
| </li> |
| <li class="nav-item dropdown"> |
| <a class="nav-link dropdown-toggle" href="#" id="documentation" role="button" data-bs-toggle="dropdown" |
| aria-expanded="false"> |
| Documentation |
| </a> |
| <ul class="dropdown-menu" aria-labelledby="documentation"> |
| <li><a class="dropdown-item" href="/docs/latest/">Latest Release</a></li> |
| <li><a class="dropdown-item" href="/documentation.html">Older Versions and Other Resources</a></li> |
| <li><a class="dropdown-item" href="/faq.html">Frequently Asked Questions</a></li> |
| </ul> |
| </li> |
| <li class="nav-item"> |
| <a class="nav-link active" aria-current="page" href="/examples.html">Examples</a> |
| </li> |
| <li class="nav-item dropdown"> |
| <a class="nav-link dropdown-toggle" href="#" id="community" role="button" data-bs-toggle="dropdown" |
| aria-expanded="false"> |
| Community |
| </a> |
| <ul class="dropdown-menu" aria-labelledby="community"> |
| <li><a class="dropdown-item" href="/community.html">Mailing Lists & Resources</a></li> |
| <li><a class="dropdown-item" href="/contributing.html">Contributing to Spark</a></li> |
| <li><a class="dropdown-item" href="/improvement-proposals.html">Improvement Proposals (SPIP)</a> |
| </li> |
| <li><a class="dropdown-item" href="https://issues.apache.org/jira/browse/SPARK">Issue Tracker</a> |
| </li> |
| <li><a class="dropdown-item" href="/powered-by.html">Powered By</a></li> |
| <li><a class="dropdown-item" href="/committers.html">Project Committers</a></li> |
| <li><a class="dropdown-item" href="/history.html">Project History</a></li> |
| </ul> |
| </li> |
| <li class="nav-item dropdown"> |
| <a class="nav-link dropdown-toggle" href="#" id="developers" role="button" data-bs-toggle="dropdown" |
| aria-expanded="false"> |
| Developers |
| </a> |
| <ul class="dropdown-menu" aria-labelledby="developers"> |
| <li><a class="dropdown-item" href="/developer-tools.html">Useful Developer Tools</a></li> |
| <li><a class="dropdown-item" href="/versioning-policy.html">Versioning Policy</a></li> |
| <li><a class="dropdown-item" href="/release-process.html">Release Process</a></li> |
| <li><a class="dropdown-item" href="/security.html">Security</a></li> |
| </ul> |
| </li> |
| </ul> |
| <ul class="navbar-nav ml-auto"> |
| <li class="nav-item dropdown"> |
| <a class="nav-link dropdown-toggle" href="#" id="apacheFoundation" role="button" |
| data-bs-toggle="dropdown" aria-expanded="false"> |
| Apache Software Foundation |
| </a> |
| <ul class="dropdown-menu" aria-labelledby="apacheFoundation"> |
| <li><a class="dropdown-item" href="https://www.apache.org/">Apache Homepage</a></li> |
| <li><a class="dropdown-item" href="https://www.apache.org/licenses/">License</a></li> |
| <li><a class="dropdown-item" |
| href="https://www.apache.org/foundation/sponsorship.html">Sponsorship</a></li> |
| <li><a class="dropdown-item" href="https://www.apache.org/foundation/thanks.html">Thanks</a></li> |
| <li><a class="dropdown-item" href="https://www.apache.org/security/">Security</a></li> |
| <li><a class="dropdown-item" href="https://www.apache.org/events/current-event">Event</a></li> |
| </ul> |
| </li> |
| </ul> |
| </div> |
| </nav> |
| |
| <div class="container"> |
| <div class="row mt-4"> |
| <div class="col-12 col-md-9"> |
| <h2>Spark Release 0.7.3</h2> |
| |
| |
| <p>Spark 0.7.3 is a maintenance release with several bug fixes, performance fixes, and new features. You can download it as a <a href="http://spark-project.org/download/spark-0.7.3-sources.tgz">source package</a> (4 MB tar.gz) or get prebuilt packages for <a href="http://spark-project.org/download/spark-0.7.3-prebuilt-hadoop1.tgz">Hadoop 1 / CDH3</a> or for <a href="http://spark-project.org/download/spark-0.7.3-prebuilt-cdh4.tgz">CDH 4</a> (61 MB tar.gz).</p> |
| |
| <p>We recommend that all users update to this maintenance release.</p> |
| |
| <p>The improvements in this release include:</p> |
| |
| <ul> |
| <li><b>New "add JARs" functionality in Spark shell:</b> Users of <code>spark-shell</code> can now set the <code>ADD_JARS</code> environment variable to add a list of JARs to their clusters; these will also be sent to workers.</li> |
| <li><b>Windows fixes:</b> Spark standalone clusters now properly kill executors when a job ends or fails. In addition, adding JAR paths with backslashes will now work correctly.</li> |
| <li><b>Streaming API fixes:</b> The Kafka and Twitter APIs for Spark Streaming have been updated. In the Twitter case, this is to deal with the username/password authentication method being disabled in by Twitter, while in the Kafka case, it is to allow receiving messages other than strings. Note that these are breaking API changes as the Streaming API is still in alpha.</li> |
| <li><b>Python performance:</b> Spark's mechanism for spawning Python VMs has been improved to do so faster when the JVM has a large heap size, speeding up the Python API.</li> |
| <li><b>Mesos fixes:</b> JARs added to your job will now be on the classpath when deserializing task results in Mesos.</li> |
| <li><b>Error reporting:</b> Better error reporting for non-serializable exceptions and overly large task results.</li> |
| <li><b>Examples:</b> Added an example of stateful stream processing with <code>updateStateByKey</code>.</li> |
| <li><b>Build:</b> Spark Streaming no longer depends on the Twitter4J repo, which should allow it to build in China.</li> |
| <li><b>Bug fixes</b> in <code>foldByKey</code>, streaming <code>count</code>, statistics methods, documentation, and web UI.</li> |
| </ul> |
| |
| <p>The following people contributed to this release:</p> |
| |
| <ul> |
| <li>Charles Reiss (Mesos)</li> |
| <li>Christoph Grothaus (Windows spawn fixes)</li> |
| <li>Christopher Nguyen (bug fixes)</li> |
| <li>James Phillpotts (Twitter input stream)</li> |
| <li>Jey Kottalam (Python performance)</li> |
| <li>Josh Rosen (usability)</li> |
| <li>Konstantin Boudnik (build)</li> |
| <li>Mark Hamstra (build)</li> |
| <li>Matei Zaharia (Windows, docs, ADD_JARS, Python, streaming)</li> |
| <li>Patrick Wendell (usability)</li> |
| <li>Tathagata Das (streaming fixes)</li> |
| <li>Jerry Shao (bug fixes)</li> |
| <li>S. Kumar (examples)</li> |
| <li>Sean McNamara (Kafka input streams, streaming fixes)</li> |
| </ul> |
| |
| |
| <p> |
| <br/> |
| <a href="/news/">Spark News Archive</a> |
| </p> |
| |
| </div> |
| <div class="col-12 col-md-3"> |
| <div class="news" style="margin-bottom: 20px;"> |
| <h5>Latest News</h5> |
| <ul class="list-unstyled"> |
| |
| <li><a href="/news/spark-3-5-1-released.html">Spark 3.5.1 released</a> |
| <span class="small">(Feb 23, 2024)</span></li> |
| |
| <li><a href="/news/spark-3-3-4-released.html">Spark 3.3.4 released</a> |
| <span class="small">(Dec 16, 2023)</span></li> |
| |
| <li><a href="/news/spark-3-4-2-released.html">Spark 3.4.2 released</a> |
| <span class="small">(Nov 30, 2023)</span></li> |
| |
| <li><a href="/news/spark-3-5-0-released.html">Spark 3.5.0 released</a> |
| <span class="small">(Sep 13, 2023)</span></li> |
| |
| </ul> |
| <p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p> |
| </div> |
| <div style="text-align:center; margin-bottom: 20px;"> |
| <a href="https://www.apache.org/events/current-event.html"> |
| <img src="https://www.apache.org/events/current-event-234x60.png" style="max-width: 100%;"/> |
| </a> |
| </div> |
| <div class="hidden-xs hidden-sm"> |
| <a href="/downloads.html" class="btn btn-cta btn-lg d-grid" style="margin-bottom: 30px;"> |
| Download Spark |
| </a> |
| <p style="font-size: 16px; font-weight: 500; color: #555;"> |
| Built-in Libraries: |
| </p> |
| <ul class="list-none"> |
| <li><a href="/sql/">SQL and DataFrames</a></li> |
| <li><a href="/streaming/">Spark Streaming</a></li> |
| <li><a href="/mllib/">MLlib (machine learning)</a></li> |
| <li><a href="/graphx/">GraphX (graph)</a></li> |
| </ul> |
| <a href="/third-party-projects.html">Third-Party Projects</a> |
| </div> |
| </div> |
| </div> |
| |
| |
| |
| <footer class="small"> |
| <hr> |
| Apache Spark, Spark, Apache, the Apache feather logo, and the Apache Spark project logo are either registered |
| trademarks or trademarks of The Apache Software Foundation in the United States and other countries. |
| See guidance on use of Apache Spark <a href="/trademarks.html">trademarks</a>. |
| All other marks mentioned may be trademarks or registered trademarks of their respective owners. |
| Copyright © 2018 The Apache Software Foundation, Licensed under the |
| <a href="https://www.apache.org/licenses/">Apache License, Version 2.0</a>. |
| </footer> |
| </div> |
| |
| <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.0.2/dist/js/bootstrap.bundle.min.js" |
| integrity="sha384-MrcW6ZMFYlzcLA8Nl+NtUVF0sA7MsXsP1UyJoMp4YLEuNSfAP+JcXn/tWtIaxVXM" |
| crossorigin="anonymous"></script> |
| <script src="https://code.jquery.com/jquery.js"></script> |
| <script src="/js/lang-tabs.js"></script> |
| <script src="/js/downloads.js"></script> |
| </body> |
| </html> |
