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+<?xml version='1.0' encoding='UTF-8'?>
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.1//EN" "http://www.w3.org/TR/xhtml11/DTD/xhtml11.dtd">
+<html>
+ <head>
+ <title>spark</title>
+ <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+
+ <link type="text/css" media="screen" rel="stylesheet" href="../lib/template.css" />
+ <script type="text/javascript" src="../lib/jquery.js"></script>
+ <script type="text/javascript" src="../lib/jquery-ui.js"></script>
+ <script type="text/javascript" src="../lib/template.js"></script>
+ <script type="text/javascript" src="../lib/tools.tooltip.js"></script>
+
+ </head>
+ <body onload="sh_highlightDocument('../lib/', '.min.js');" class="value">
+ <div id="definition">
+ <img src="../lib/package_big.png" />
+
+ <h1>spark</h1>
+ </div>
+
+ <h4 class="signature" id="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">package</span>
+ </span>
+ <span class="symbol">
+ <span class="name">spark</span>
+ </span>
+ </h4>
+
+ <div class="fullcommenttop" id="comment"><div class="comment cmt"><p>Core Spark functionality. <a name="spark.SparkContext" class="extype" href="SparkContext.html">SparkContext</a> serves as the main entry point to Spark, while
+<a name="spark.RDD" class="extype" href="RDD.html">RDD</a> is the data type representing a distributed collection, and provides most
+parallel operations.</p><p>In addition, <a name="spark.PairRDDFunctions" class="extype" href="PairRDDFunctions.html">PairRDDFunctions</a> contains operations available only on RDDs of key-value
+pairs, such as <code>groupByKey</code> and <code>join</code>; <a name="spark.DoubleRDDFunctions" class="extype" href="DoubleRDDFunctions.html">DoubleRDDFunctions</a> contains operations
+available only on RDDs of Doubles; and <a name="spark.SequenceFileRDDFunctions" class="extype" href="SequenceFileRDDFunctions.html">SequenceFileRDDFunctions</a> contains operations
+available on RDDs that can be saved as SequenceFiles. These operations are automatically
+available on any RDD of the right type (e.g. RDD[(Int, Int)] through implicit conversions when
+you <code>import spark.SparkContext._</code>.
+</p></div></div>
+
+
+ <div id="mbrsel">
+ <div id="textfilter"><span class="pre"></span><span class="input"><input accesskey="/" type="text" /></span><span class="post"></span></div>
+
+
+ <div id="visbl">
+ <span class="filtertype">Visibility</span>
+ <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+ </div>
+ </div>
+
+ <div id="template">
+ <div id="allMembers">
+
+
+ <div class="types members" id="types">
+ <h3>Type Members</h3>
+ <ol><li visbl="pub" name="spark.Accumulable" data-isabs="false">
+ <a id="Accumulable:Accumulable[R, T]"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="Accumulable.html"><span class="name">Accumulable</span></a><span class="tparams">[<span name="R">R</span>, <span name="T">T</span>]</span><span class="result"> extends Serializable</span>
+ </span>
+ </h4>
+ <p class="comment cmt">A datatype that can be accumulated, i.</p>
+ </li><li visbl="pub" name="spark.AccumulableParam" data-isabs="true">
+ <a id="AccumulableParam:AccumulableParam[R, T]"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">trait</span>
+ </span>
+ <span class="symbol">
+ <a href="AccumulableParam.html"><span class="name">AccumulableParam</span></a><span class="tparams">[<span name="R">R</span>, <span name="T">T</span>]</span><span class="result"> extends Serializable</span>
+ </span>
+ </h4>
+ <p class="comment cmt">Helper object defining how to accumulate values of a particular type.</p>
+ </li><li visbl="pub" name="spark.Accumulator" data-isabs="false">
+ <a id="Accumulator:Accumulator[T]"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="Accumulator.html"><span class="name">Accumulator</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends Accumulable[T, T]</span>
+ </span>
+ </h4>
+ <p class="comment cmt">A simpler value of <a name="spark.Accumulable" class="extype" href="Accumulable.html">Accumulable</a> where the result type being accumulated is the same
+as the types of elements being merged.</p>
+ </li><li visbl="pub" name="spark.AccumulatorParam" data-isabs="true">
+ <a id="AccumulatorParam:AccumulatorParam[T]"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">trait</span>
+ </span>
+ <span class="symbol">
+ <a href="AccumulatorParam.html"><span class="name">AccumulatorParam</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends AccumulableParam[T, T]</span>
+ </span>
+ </h4>
+ <p class="comment cmt">A simpler version of <a name="spark.AccumulableParam" class="extype" href="AccumulableParam.html">AccumulableParam</a> where the only datatype you can add in is the same type
+as the accumulated value.</p>
+ </li><li visbl="pub" name="spark.Aggregator" data-isabs="false">
+ <a id="Aggregator:Aggregator[K, V, C]"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">case class</span>
+ </span>
+ <span class="symbol">
+ <a href="Aggregator.html"><span class="name">Aggregator</span></a><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>, <span name="C">C</span>]</span><span class="params">(<span name="createCombiner">createCombiner: (V) ⇒ C</span>, <span name="mergeValue">mergeValue: (C, V) ⇒ C</span>, <span name="mergeCombiners">mergeCombiners: (C, C) ⇒ C</span>)</span><span class="result"> extends Product with Serializable</span>
+ </span>
+ </h4>
+ <p class="comment cmt">A set of functions used to aggregate data.</p>
+ </li><li visbl="pub" name="spark.Dependency" data-isabs="true">
+ <a id="Dependency:Dependency[T]"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier">abstract </span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="Dependency.html"><span class="name">Dependency</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends Serializable</span>
+ </span>
+ </h4>
+ <p class="comment cmt">Base class for dependencies.</p>
+ </li><li visbl="pub" name="spark.DoubleRDDFunctions" data-isabs="false">
+ <a id="DoubleRDDFunctions:DoubleRDDFunctions"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="DoubleRDDFunctions.html"><span class="name">DoubleRDDFunctions</span></a><span class="result"> extends Logging with Serializable</span>
+ </span>
+ </h4>
+ <p class="comment cmt">Extra functions available on RDDs of Doubles through an implicit conversion.</p>
+ </li><li visbl="pub" name="spark.HashPartitioner" data-isabs="false">
+ <a id="HashPartitioner:HashPartitioner"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="HashPartitioner.html"><span class="name">HashPartitioner</span></a><span class="result"> extends Partitioner</span>
+ </span>
+ </h4>
+ <p class="comment cmt">A <a name="spark.Partitioner" class="extype" href="Partitioner.html">Partitioner</a> that implements hash-based partitioning using Java's <code>Object.hashCode</code>.</p>
+ </li><li visbl="pub" name="spark.JavaSerializer" data-isabs="false">
+ <a id="JavaSerializer:JavaSerializer"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="JavaSerializer.html"><span class="name">JavaSerializer</span></a><span class="result"> extends Serializer</span>
+ </span>
+ </h4>
+ <p class="comment cmt">A Spark serializer that uses Java's built-in serialization.</p>
+ </li><li visbl="pub" name="spark.KryoRegistrator" data-isabs="true">
+ <a id="KryoRegistrator:KryoRegistrator"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">trait</span>
+ </span>
+ <span class="symbol">
+ <a href="KryoRegistrator.html"><span class="name">KryoRegistrator</span></a><span class="result"> extends AnyRef</span>
+ </span>
+ </h4>
+ <p class="comment cmt">Interface implemented by clients to register their classes with Kryo when using Kryo
+serialization.</p>
+ </li><li visbl="pub" name="spark.KryoSerializer" data-isabs="false">
+ <a id="KryoSerializer:KryoSerializer"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="KryoSerializer.html"><span class="name">KryoSerializer</span></a><span class="result"> extends Serializer with Logging</span>
+ </span>
+ </h4>
+ <p class="comment cmt">A Spark serializer that uses the <a href="http://code.google.com/p/kryo/wiki/V1Documentation">Kryo 1.x library</a>.</p>
+ </li><li visbl="pub" name="spark.Logging" data-isabs="true">
+ <a id="Logging:Logging"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">trait</span>
+ </span>
+ <span class="symbol">
+ <a href="Logging.html"><span class="name">Logging</span></a><span class="result"> extends AnyRef</span>
+ </span>
+ </h4>
+ <p class="comment cmt">Utility trait for classes that want to log data.</p>
+ </li><li visbl="pub" name="spark.NarrowDependency" data-isabs="true">
+ <a id="NarrowDependency:NarrowDependency[T]"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier">abstract </span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="NarrowDependency.html"><span class="name">NarrowDependency</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends Dependency[T]</span>
+ </span>
+ </h4>
+ <p class="comment cmt">Base class for dependencies where each partition of the parent RDD is used by at most one
+partition of the child RDD.</p>
+ </li><li visbl="pub" name="spark.OneToOneDependency" data-isabs="false">
+ <a id="OneToOneDependency:OneToOneDependency[T]"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="OneToOneDependency.html"><span class="name">OneToOneDependency</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends NarrowDependency[T]</span>
+ </span>
+ </h4>
+ <p class="comment cmt">Represents a one-to-one dependency between partitions of the parent and child RDDs.</p>
+ </li><li visbl="pub" name="spark.OrderedRDDFunctions" data-isabs="false">
+ <a id="OrderedRDDFunctions:OrderedRDDFunctions[K, V]"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="OrderedRDDFunctions.html"><span class="name">OrderedRDDFunctions</span></a><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="result"> extends Logging with Serializable</span>
+ </span>
+ </h4>
+ <p class="comment cmt">Extra functions available on RDDs of (key, value) pairs where the key is sortable through
+an implicit conversion.</p>
+ </li><li visbl="pub" name="spark.PairRDDFunctions" data-isabs="false">
+ <a id="PairRDDFunctions:PairRDDFunctions[K, V]"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="PairRDDFunctions.html"><span class="name">PairRDDFunctions</span></a><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="result"> extends Logging with HadoopMapReduceUtil with Serializable</span>
+ </span>
+ </h4>
+ <p class="comment cmt">Extra functions available on RDDs of (key, value) pairs through an implicit conversion.</p>
+ </li><li visbl="pub" name="spark.Partition" data-isabs="true">
+ <a id="Partition:Partition"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">trait</span>
+ </span>
+ <span class="symbol">
+ <a href="Partition.html"><span class="name">Partition</span></a><span class="result"> extends Serializable</span>
+ </span>
+ </h4>
+ <p class="comment cmt">A partition of an RDD.</p>
+ </li><li visbl="pub" name="spark.Partitioner" data-isabs="true">
+ <a id="Partitioner:Partitioner"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier">abstract </span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="Partitioner.html"><span class="name">Partitioner</span></a><span class="result"> extends Serializable</span>
+ </span>
+ </h4>
+ <p class="comment cmt">An object that defines how the elements in a key-value pair RDD are partitioned by key.</p>
+ </li><li visbl="pub" name="spark.RDD" data-isabs="true">
+ <a id="RDD:RDD[T]"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier">abstract </span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="RDD.html"><span class="name">RDD</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends Serializable with Logging</span>
+ </span>
+ </h4>
+ <p class="comment cmt">A Resilient Distributed Dataset (RDD), the basic abstraction in Spark.</p>
+ </li><li visbl="pub" name="spark.RangeDependency" data-isabs="false">
+ <a id="RangeDependency:RangeDependency[T]"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="RangeDependency.html"><span class="name">RangeDependency</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends NarrowDependency[T]</span>
+ </span>
+ </h4>
+ <p class="comment cmt">Represents a one-to-one dependency between ranges of partitions in the parent and child RDDs.</p>
+ </li><li visbl="pub" name="spark.RangePartitioner" data-isabs="false">
+ <a id="RangePartitioner:RangePartitioner[K, V]"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="RangePartitioner.html"><span class="name">RangePartitioner</span></a><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="result"> extends Partitioner</span>
+ </span>
+ </h4>
+ <p class="comment cmt">A <a name="spark.Partitioner" class="extype" href="Partitioner.html">Partitioner</a> that partitions sortable records by range into roughly equal ranges.</p>
+ </li><li visbl="pub" name="spark.SequenceFileRDDFunctions" data-isabs="false">
+ <a id="SequenceFileRDDFunctions:SequenceFileRDDFunctions[K, V]"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="SequenceFileRDDFunctions.html"><span class="name">SequenceFileRDDFunctions</span></a><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="result"> extends Logging with Serializable</span>
+ </span>
+ </h4>
+ <p class="comment cmt">Extra functions available on RDDs of (key, value) pairs to create a Hadoop SequenceFile,
+through an implicit conversion.</p>
+ </li><li visbl="pub" name="spark.SerializableWritable" data-isabs="false">
+ <a id="SerializableWritable:SerializableWritable[T]"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="SerializableWritable.html"><span class="name">SerializableWritable</span></a><span class="tparams">[<span name="T">T &lt;: Writable</span>]</span><span class="result"> extends Serializable</span>
+ </span>
+ </h4>
+
+ </li><li visbl="pub" name="spark.ShuffleDependency" data-isabs="false">
+ <a id="ShuffleDependency:ShuffleDependency[K, V]"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="ShuffleDependency.html"><span class="name">ShuffleDependency</span></a><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="result"> extends Dependency[(K, V)]</span>
+ </span>
+ </h4>
+ <p class="comment cmt">Represents a dependency on the output of a shuffle stage.</p>
+ </li><li visbl="pub" name="spark.SparkContext" data-isabs="false">
+ <a id="SparkContext:SparkContext"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="SparkContext.html"><span class="name">SparkContext</span></a><span class="result"> extends Logging</span>
+ </span>
+ </h4>
+ <p class="comment cmt">Main entry point for Spark functionality.</p>
+ </li><li visbl="pub" name="spark.SparkEnv" data-isabs="false">
+ <a id="SparkEnv:SparkEnv"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="SparkEnv.html"><span class="name">SparkEnv</span></a><span class="result"> extends AnyRef</span>
+ </span>
+ </h4>
+ <p class="comment cmt">Holds all the runtime environment objects for a running Spark instance (either master or worker),
+including the serializer, Akka actor system, block manager, map output tracker, etc.</p>
+ </li><li visbl="pub" name="spark.SparkException" data-isabs="false">
+ <a id="SparkException:SparkException"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="SparkException.html"><span class="name">SparkException</span></a><span class="result"> extends Exception</span>
+ </span>
+ </h4>
+
+ </li><li visbl="pub" name="spark.SparkFiles" data-isabs="false">
+ <a id="SparkFiles:SparkFiles"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="SparkFiles.html"><span class="name">SparkFiles</span></a><span class="result"> extends AnyRef</span>
+ </span>
+ </h4>
+
+ </li><li visbl="pub" name="spark.TaskContext" data-isabs="false">
+ <a id="TaskContext:TaskContext"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">class</span>
+ </span>
+ <span class="symbol">
+ <a href="TaskContext.html"><span class="name">TaskContext</span></a><span class="result"> extends Serializable</span>
+ </span>
+ </h4>
+
+ </li></ol>
+ </div>
+
+
+
+ <div class="values members" id="values">
+ <h3>Value Members</h3>
+ <ol><li visbl="pub" name="spark.Partitioner" data-isabs="false">
+ <a id="Partitioner:Partitioner"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">object</span>
+ </span>
+ <span class="symbol">
+ <a href="Partitioner$.html"><span class="name">Partitioner</span></a><span class="result"> extends Serializable</span>
+ </span>
+ </h4>
+
+ </li><li visbl="pub" name="spark.SparkContext" data-isabs="false">
+ <a id="SparkContext:SparkContext"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">object</span>
+ </span>
+ <span class="symbol">
+ <a href="SparkContext$.html"><span class="name">SparkContext</span></a><span class="result"> extends AnyRef</span>
+ </span>
+ </h4>
+ <p class="comment cmt">The SparkContext object contains a number of implicit conversions and parameters for use with
+various Spark features.</p>
+ </li><li visbl="pub" name="spark.SparkEnv" data-isabs="false">
+ <a id="SparkEnv:SparkEnv"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">object</span>
+ </span>
+ <span class="symbol">
+ <a href="SparkEnv$.html"><span class="name">SparkEnv</span></a><span class="result"> extends Logging</span>
+ </span>
+ </h4>
+
+ </li><li visbl="pub" name="spark.SparkFiles" data-isabs="false">
+ <a id="SparkFiles:SparkFiles"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">object</span>
+ </span>
+ <span class="symbol">
+ <a href="SparkFiles$.html"><span class="name">SparkFiles</span></a><span class="result"> extends </span>
+ </span>
+ </h4>
+
+ </li><li visbl="pub" name="spark.api" data-isabs="false">
+ <a id="api:api"></a>
+ <h4 class="signature">
+ <span class="modifier_kind">
+ <span class="modifier"></span>
+ <span class="kind">package</span>
+ </span>
+ <span class="symbol">
+ <a href="api/package.html"><span class="name">api</span></a>
+ </span>
+ </h4>
+
+ </li><li visbl="pub" name="spark.broadcast" data-isabs="false">
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