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    <h2>Spark Release 1.3.1</h2>


<p>Spark 1.3.1 is a maintenance release containing stability fixes. This release is based on the <a href="https://github.com/apache/spark/tree/branch-1.3">branch-1.3</a> maintenance branch of Spark. We recommend all 1.3.0 users to upgrade to this stable release. Contributions to this release came from 60 developers.</p>

<p>To download Spark 1.3.1 visit the <a href="/downloads.html">downloads</a> page.</p>

<h3 id="fixes">Fixes</h3>
<p>Spark 1.3.1 contains several bug fixes in Spark SQL and assorted fixes in other components. Some of the more important fixes are highlighted below. You can visit the <a href="https://issues.apache.org/jira/issues/?jql=project%20%3D%20SPARK%20AND%20fixVersion%20%3D%201.3.1%20ORDER%20BY%20priority%2C%20component">Spark issue tracker</a> for the full list of fixes.</p>

<h4 id="spark-sql">Spark SQL</h4>
<ul>
  <li>Unable to use reserved words in DDL (<a href="http://issues.apache.org/jira/browse/SPARK-6250">SPARK-6250</a>)</li>
  <li>Parquet no longer caches metadata (<a href="http://issues.apache.org/jira/browse/SPARK-6575">SPARK-6575</a>)</li>
  <li>Bug when joining two Parquet tables (<a href="http://issues.apache.org/jira/browse/SPARK-6851">SPARK-6851</a>)</li>
  <li>Unable to read parquet data generated by Spark 1.1.1 (<a href="http://issues.apache.org/jira/browse/SPARK-6315">SPARK-6315</a>)</li>
  <li>Parquet data source may use wrong Hadoop FileSystem (<a href="http://issues.apache.org/jira/browse/SPARK-6330">SPARK-6330</a>)</li>
</ul>

<h4 id="spark-streaming">Spark Streaming</h4>
<ul>
  <li>Potential for data loss during WAL recovery (<a href="http://issues.apache.org/jira/browse/SPARK-6222">SPARK-6222</a>)</li>
</ul>

<h4 id="pyspark">PySpark</h4>
<ul>
  <li>Potential program hang when calling collect (<a href="http://issues.apache.org/jira/browse/SPARK-6667">SPARK-6667</a>)</li>
</ul>

<h4 id="spark-core">Spark Core</h4>
<ul>
  <li>Thread safety issue in Netty shuffle (<a href="http://issues.apache.org/jira/browse/SPARK-6578">SPARK-6578</a>)</li>
  <li>Memory leak in output committer map (<a href="http://issues.apache.org/jira/browse/SPARK-6737">SPARK-6737</a>)</li>
  <li>Unable to perform fetch file when local directories run NFS (<a href="http://issues.apache.org/jira/browse/SPARK-6313">SPARK-6313</a>)</li>
  <li>NPE when cancelling and using mix of job groups (<a href="http://issues.apache.org/jira/browse/SPARK-6414">SPARK-6414</a>)</li>
</ul>

<h3 id="contributors">Contributors</h3>
<p>The following developers contributed to this release:</p>

<ul>
  <li>Adam Budde &#8211; Bug fixes in SQL</li>
  <li>Andrew Or &#8211; Bug fixes in Core</li>
  <li>Andrey Zagrebin &#8211; Improvement in SQL</li>
  <li>Bill Chambers &#8211; Documentation in Core</li>
  <li>Cheng Lian &#8211; Bug fixes and improvement in SQL</li>
  <li>Chet Mancini &#8211; Improvements in Core and SQL</li>
  <li>Christophe Preaud &#8211; Documentation in Core and YARN</li>
  <li>Daoyuan Wang &#8211; New features in SQL</li>
  <li>Davies Liu &#8211; Improvements in PySpark and SQL; bug fixes in tests, PySpark, and SQL; improvement in SQL</li>
  <li>Dean Chen &#8211; Bug fixes in Core</li>
  <li>Doing Done &#8211; Bug fixes in Core and SQL</li>
  <li>Hung Lin &#8211; Bug fixes in scheduler</li>
  <li>Ilya Ganelin &#8211; Improvements in Core</li>
  <li>Imran Rashid &#8211; Bug fixes in Core</li>
  <li>Iulian Dragos &#8211; Bug fixes in Core</li>
  <li>Jayson Sunshine &#8211; Documentation in Core</li>
  <li>Jeremy Freeman &#8211; Bug fixes in Streaming and MLlib</li>
  <li>Jongyoul Lee &#8211; Improvements in Mesos; bug fixes in Core</li>
  <li>Joseph K. Bradley &#8211; Documentation in PySpark, Streaming, SQL, MLlib, and Core</li>
  <li>Josh Rosen &#8211; Improvements in Core; bug fixes in Java API, Core, scheduler, and Streaming</li>
  <li>Kai Sasaki &#8211; Documentation in Core and MLlib; bug fixes in MLlib and PySpark</li>
  <li>Kalle Jepsen &#8211; Improvements in PySpark</li>
  <li>Kamil Smuga &#8211; Bug fixes in Core and PySpark</li>
  <li>Kay Ousterhout &#8211; Bug fixes in Core, tests, and Web UI</li>
  <li>Kevin (Sangwoo) Kim &#8211; Bug fixes in Core</li>
  <li>Kousuke Saruta &#8211; Improvements in Streaming and tests</li>
  <li>Lev Khomich &#8211; Improvements in Core</li>
  <li>Liang-Chi Hsieh &#8211; Bug fixes in SQL</li>
  <li>Liangliang Gu &#8211; Bug fixes in spark submit</li>
  <li>Lomig Megard &#8211; Documentation in Core</li>
  <li>Marcelo Vanzin &#8211; Bug fixes in Core and YARN</li>
  <li>Matt Aasted &#8211; Bug fixes in EC2</li>
  <li>Michael Armbrust &#8211; Improvements in SQL; documentation in Core; bug fixes in SQL; improvement in Core and SQL</li>
  <li>Michael Griffiths &#8211; Bug fixes in Windows and Core</li>
  <li>Milan Straka &#8211; Bug fixes in PySpark</li>
  <li>Nan Zhu &#8211; Bug fixes in Core and SQL</li>
  <li>Nathan McCarthy &#8211; Bug fixes in Core</li>
  <li>Pei-Lun Lee &#8211; Bug fixes in SQL</li>
  <li>Peter Parente &#8211; Improvements in Core</li>
  <li>Peter Rudenko &#8211; Documentation in Core</li>
  <li>Reynold Xin &#8211; Improvements in Core; documentation in Core; bug fixes in Core; improvement in SQL</li>
  <li>Sean Owen &#8211; Bug fixes in Core, tests, and SQL</li>
  <li>Shixiong Zhu &#8211; Bug fixes in Core</li>
  <li>Tathagata Das &#8211; Improvements in Core and Streaming; bug fixes in Streaming</li>
  <li>Thomas Graves &#8211; Bug fixes in Core</li>
  <li>Tijo Thomas &#8211; Bug fixes in Core and SQL</li>
  <li>Venkata Ramana Gollamudi &#8211; Bug fixes in SQL</li>
  <li>Vinod KC &#8211; Bug fixes in Core and SQL</li>
  <li>Volodymyr Lyubinets &#8211; Improvements and bug fixes in SQL</li>
  <li>Xiangrui Meng &#8211; New features in MLlib and PySpark; bug fixes in PySpark, MLlib, and SQL; documentation in Core and MLlib</li>
  <li>Yadong Qi &#8211; Improvements in SQL</li>
  <li>Yanbo Liang &#8211; Bug fixes in MLlib and SQL</li>
  <li>Yash Datta &#8211; Improvements in SQL</li>
  <li>Yin Huai &#8211; Improvements and bug fixes in SQL</li>
  <li>Yp Cat &#8211; Bug fixes in SQL</li>
  <li>Yu ISHIKAWA &#8211; Improvements in MLlib</li>
  <li>Yuri Saito &#8211; Bug fixes in SQL</li>
  <li>Zhang, Liye &#8211; Bug fixes in Core and Web UI</li>
  <li>Zhichao Li &#8211; Bug fixes in Streaming and Web UI</li>
  <li>Zhichao Zhang &#8211; Documentation in Core</li>
</ul>

<p><em>Thanks to everyone who contributed!</em></p>



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