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<p class="shortcomment cmt">Core Spark functionality.</p><div class="fullcomment"><div class="comment cmt"><p>Core Spark functionality. <a href="SparkContext.html" class="extype" name="org.apache.spark.SparkContext">org.apache.spark.SparkContext</a> serves as the main entry point to
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and provides most parallel operations.</p><p>In addition, <a href="rdd/PairRDDFunctions.html" class="extype" name="org.apache.spark.rdd.PairRDDFunctions">org.apache.spark.rdd.PairRDDFunctions</a> contains operations available only on RDDs
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<p class="shortcomment cmt">RDD-based machine learning APIs (in maintenance mode).</p><div class="fullcomment"><div class="comment cmt"><p>RDD-based machine learning APIs (in maintenance mode).</p><p>The <code>spark.mllib</code> package is in maintenance mode as of the Spark 2.0.0 release to encourage
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And once we reach feature parity, this package will be deprecated.
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<p class="shortcomment cmt">Support for approximate results.</p><div class="fullcomment"><div class="comment cmt"><p>Support for approximate results. This provides convenient api and also implementation for
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<p class="shortcomment cmt">Provides several RDD implementations.</p><div class="fullcomment"><div class="comment cmt"><p>Provides several RDD implementations. See <a href="rdd/RDD.html" class="extype" name="org.apache.spark.rdd.RDD">org.apache.spark.rdd.RDD</a>.
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<p class="shortcomment cmt">Pluggable serializers for RDD and shuffle data.</p><div class="fullcomment"><div class="comment cmt"><p>Pluggable serializers for RDD and shuffle data.
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<p class="shortcomment cmt">Allows the execution of relational queries, including those expressed in SQL using Spark.</p>
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<p class="shortcomment cmt">Spark Streaming functionality.</p><div class="fullcomment"><div class="comment cmt"><p>Spark Streaming functionality. <a href="streaming/StreamingContext.html" class="extype" name="org.apache.spark.streaming.StreamingContext">org.apache.spark.streaming.StreamingContext</a> serves as the main
entry point to Spark Streaming, while <a href="streaming/dstream/DStream.html" class="extype" name="org.apache.spark.streaming.dstream.DStream">org.apache.spark.streaming.dstream.DStream</a> is the data
type representing a continuous sequence of RDDs, representing a continuous stream of data.</p><p>In addition, <a href="streaming/dstream/PairDStreamFunctions.html" class="extype" name="org.apache.spark.streaming.dstream.PairDStreamFunctions">org.apache.spark.streaming.dstream.PairDStreamFunctions</a> contains operations
available only on DStreams
of key-value pairs, such as <code>groupByKey</code> and <code>reduceByKey</code>. These operations are automatically
available on any DStream of the right type (e.g. DStream[(Int, Int)] through implicit
conversions.</p><p>For the Java API of Spark Streaming, take a look at the
<a href="streaming/api/java/JavaStreamingContext.html" class="extype" name="org.apache.spark.streaming.api.java.JavaStreamingContext">org.apache.spark.streaming.api.java.JavaStreamingContext</a> which serves as the entry point, and
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<a href="streaming/api/java/JavaPairDStream.html" class="extype" name="org.apache.spark.streaming.api.java.JavaPairDStream">org.apache.spark.streaming.api.java.JavaPairDStream</a> which have the DStream functionality.
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<div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Core Spark functionality. <a href="SparkContext.html" class="extype" name="org.apache.spark.SparkContext">org.apache.spark.SparkContext</a> serves as the main entry point to
Spark, while <a href="rdd/RDD.html" class="extype" name="org.apache.spark.rdd.RDD">org.apache.spark.rdd.RDD</a> is the data type representing a distributed collection,
and provides most parallel operations.</p><p>In addition, <a href="rdd/PairRDDFunctions.html" class="extype" name="org.apache.spark.rdd.PairRDDFunctions">org.apache.spark.rdd.PairRDDFunctions</a> contains operations available only on RDDs
of key-value pairs, such as <code>groupByKey</code> and <code>join</code>; <a href="rdd/DoubleRDDFunctions.html" class="extype" name="org.apache.spark.rdd.DoubleRDDFunctions">org.apache.spark.rdd.DoubleRDDFunctions</a>
contains operations available only on RDDs of Doubles; and
<a href="rdd/SequenceFileRDDFunctions.html" class="extype" name="org.apache.spark.rdd.SequenceFileRDDFunctions">org.apache.spark.rdd.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.</p><p>Java programmers should reference the <a href="api/java/index.html" class="extype" name="org.apache.spark.api.java">org.apache.spark.api.java</a> package
for Spark programming APIs in Java.</p><p>Classes and methods marked with <span class="experimental badge" style="float: none;">
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Spark project. These are subject to change or removal in minor releases.</p><p>Classes and methods marked with <span class="developer badge" style="float: none;">
Developer API</span> are intended for advanced users want to extend Spark through lower
level interfaces. These are subject to changes or removal in minor releases.
</p></div><dl class="attributes block"> <dt>Source</dt><dd><a href="https://github.com/apache/spark/tree/v3.3.4/core/src/main/scala/org/apache/spark/package.scala" target="_blank">package.scala</a></dd></dl><div class="toggleContainer block">
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<p class="shortcomment cmt">:: DeveloperApi ::
A set of functions used to aggregate data.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
A set of functions used to aggregate data.
</p></div><dl class="paramcmts block"><dt class="param">createCombiner</dt><dd class="cmt"><p>function to create the initial value of the aggregation.</p></dd><dt class="param">mergeValue</dt><dd class="cmt"><p>function to merge a new value into the aggregation result.</p></dd><dt class="param">mergeCombiners</dt><dd class="cmt"><p>function to merge outputs from multiple mergeValue function.</p></dd></dl><dl class="attributes block"> <dt>Annotations</dt><dd>
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<p class="shortcomment cmt">:: Experimental ::
A <a href="TaskContext.html" class="extype" name="org.apache.spark.TaskContext">TaskContext</a> with extra contextual info and tooling for tasks in a barrier stage.</p><div class="fullcomment"><div class="comment cmt"><p>:: Experimental ::
A <a href="TaskContext.html" class="extype" name="org.apache.spark.TaskContext">TaskContext</a> with extra contextual info and tooling for tasks in a barrier stage.
Use <a href="BarrierTaskContext$.html#get():org.apache.spark.BarrierTaskContext" class="extmbr" name="org.apache.spark.BarrierTaskContext#get">BarrierTaskContext#get</a> to obtain the barrier context for a running barrier task.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@Experimental</span><span class="args">()</span>
<span class="name">@Since</span><span class="args">(<span>
<span class="symbol">&quot;2.4.0&quot;</span>
</span>)</span>
</dd></dl></div>
</li><li name="org.apache.spark.BarrierTaskInfo" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="BarrierTaskInfoextendsAnyRef"></a><a id="BarrierTaskInfo:BarrierTaskInfo"></a>
<span class="permalink">
<a href="../../../org/apache/spark/BarrierTaskInfo.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title=":: Experimental :: Carries all task infos of a barrier task." href="BarrierTaskInfo.html"><span class="name">BarrierTaskInfo</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
</span>
<p class="shortcomment cmt">:: Experimental ::
Carries all task infos of a barrier task.</p><div class="fullcomment"><div class="comment cmt"><p>:: Experimental ::
Carries all task infos of a barrier task.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@Experimental</span><span class="args">()</span>
<span class="name">@Since</span><span class="args">(<span>
<span class="symbol">&quot;2.4.0&quot;</span>
</span>)</span>
</dd></dl></div>
</li><li name="org.apache.spark.ComplexFutureAction" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="ComplexFutureAction[T]extendsFutureAction[T]"></a><a id="ComplexFutureAction[T]:ComplexFutureAction[T]"></a>
<span class="permalink">
<a href="../../../org/apache/spark/ComplexFutureAction.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title="A FutureAction for actions that could trigger multiple Spark jobs." href="ComplexFutureAction.html"><span class="name">ComplexFutureAction</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends <a href="FutureAction.html" class="extype" name="org.apache.spark.FutureAction">FutureAction</a>[<span class="extype" name="org.apache.spark.ComplexFutureAction.T">T</span>]</span>
</span>
<p class="shortcomment cmt">A <a href="FutureAction.html" class="extype" name="org.apache.spark.FutureAction">FutureAction</a> for actions that could trigger multiple Spark jobs.</p><div class="fullcomment"><div class="comment cmt"><p>A <a href="FutureAction.html" class="extype" name="org.apache.spark.FutureAction">FutureAction</a> for actions that could trigger multiple Spark jobs. Examples include take,
takeSample. Cancellation works by setting the cancelled flag to true and cancelling any pending
jobs.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.ContextAwareIterator" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="ContextAwareIterator[+T]extendsIterator[T]"></a><a id="ContextAwareIterator[+T]:ContextAwareIterator[T]"></a>
<span class="permalink">
<a href="../../../org/apache/spark/ContextAwareIterator.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: A TaskContext aware iterator." href="ContextAwareIterator.html"><span class="name">ContextAwareIterator</span></a><span class="tparams">[<span name="T">+T</span>]</span><span class="result"> extends <span class="extype" name="scala.Iterator">Iterator</span>[<span class="extype" name="org.apache.spark.ContextAwareIterator.T">T</span>]</span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
A TaskContext aware iterator.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
A TaskContext aware iterator.</p><p>As the Python evaluation consumes the parent iterator in a separate thread,
it could consume more data from the parent even after the task ends and the parent is closed.
If an off-heap access exists in the parent iterator, it could cause segmentation fault
which crashes the executor.
Thus, we should use <a href="ContextAwareIterator.html" class="extype" name="org.apache.spark.ContextAwareIterator">ContextAwareIterator</a> to stop consuming after the task ends.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd><dt>Since</dt><dd><p>3.1.0</p></dd></dl></div>
</li><li name="org.apache.spark.Dependency" visbl="pub" class="indented0 " data-isabs="true" fullComment="yes" group="Ungrouped">
<a id="Dependency[T]extendsSerializable"></a><a id="Dependency[T]:Dependency[T]"></a>
<span class="permalink">
<a href="../../../org/apache/spark/Dependency.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier">abstract </span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: Base class for dependencies." href="Dependency.html"><span class="name">Dependency</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
Base class for dependencies.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
Base class for dependencies.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.ExceptionFailure" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="ExceptionFailureextendsTaskFailedReasonwithProductwithSerializable"></a><a id="ExceptionFailure:ExceptionFailure"></a>
<span class="permalink">
<a href="../../../org/apache/spark/ExceptionFailure.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">case class</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: Task failed due to a runtime exception." href="ExceptionFailure.html"><span class="name">ExceptionFailure</span></a><span class="params">(<span name="className">className: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="description">description: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="stackTrace">stackTrace: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.StackTraceElement">StackTraceElement</span>]</span>, <span name="fullStackTrace">fullStackTrace: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="exceptionWrapper">exceptionWrapper: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ThrowableSerializationWrapper">ThrowableSerializationWrapper</span>]</span>, <span name="accumUpdates">accumUpdates: <span class="extype" name="scala.Seq">Seq</span>[<a href="scheduler/AccumulableInfo.html" class="extype" name="org.apache.spark.scheduler.AccumulableInfo">AccumulableInfo</a>] = <span class="symbol">Seq.empty</span></span>, <span name="accums">accums: <span class="extype" name="scala.Seq">Seq</span>[<a href="util/AccumulatorV2.html" class="extype" name="org.apache.spark.util.AccumulatorV2">AccumulatorV2</a>[_, _]] = <span class="symbol">Nil</span></span>, <span name="metricPeaks">metricPeaks: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Long">Long</span>] = <span class="symbol">Seq.empty</span></span>)</span><span class="result"> extends <a href="TaskFailedReason.html" class="extype" name="org.apache.spark.TaskFailedReason">TaskFailedReason</a> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
Task failed due to a runtime exception.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
Task failed due to a runtime exception. This is the most common failure case and also captures
user program exceptions.</p><p><code>stackTrace</code> contains the stack trace of the exception itself. It still exists for backward
compatibility. It's better to use <code>this(e: Throwable, metrics: Option[TaskMetrics])</code> to
create <code>ExceptionFailure</code> as it will handle the backward compatibility properly.</p><p><code>fullStackTrace</code> is a better representation of the stack trace because it contains the whole
stack trace including the exception and its causes</p><p><code>exception</code> is the actual exception that caused the task to fail. It may be <code>None</code> in
the case that the exception is not in fact serializable. If a task fails more than
once (due to retries), <code>exception</code> is that one that caused the last failure.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.ExecutorLostFailure" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="ExecutorLostFailureextendsTaskFailedReasonwithProductwithSerializable"></a><a id="ExecutorLostFailure:ExecutorLostFailure"></a>
<span class="permalink">
<a href="../../../org/apache/spark/ExecutorLostFailure.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">case class</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: The task failed because the executor that it was running on was lost." href="ExecutorLostFailure.html"><span class="name">ExecutorLostFailure</span></a><span class="params">(<span name="execId">execId: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="exitCausedByApp">exitCausedByApp: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="reason">reason: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result"> extends <a href="TaskFailedReason.html" class="extype" name="org.apache.spark.TaskFailedReason">TaskFailedReason</a> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
The task failed because the executor that it was running on was lost.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
The task failed because the executor that it was running on was lost. This may happen because
the task crashed the JVM.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.FetchFailed" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="FetchFailedextendsTaskFailedReasonwithProductwithSerializable"></a><a id="FetchFailed:FetchFailed"></a>
<span class="permalink">
<a href="../../../org/apache/spark/FetchFailed.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">case class</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: Task failed to fetch shuffle data from a remote node." href="FetchFailed.html"><span class="name">FetchFailed</span></a><span class="params">(<span name="bmAddress">bmAddress: <a href="storage/BlockManagerId.html" class="extype" name="org.apache.spark.storage.BlockManagerId">BlockManagerId</a></span>, <span name="shuffleId">shuffleId: <span class="extype" name="scala.Int">Int</span></span>, <span name="mapId">mapId: <span class="extype" name="scala.Long">Long</span></span>, <span name="mapIndex">mapIndex: <span class="extype" name="scala.Int">Int</span></span>, <span name="reduceId">reduceId: <span class="extype" name="scala.Int">Int</span></span>, <span name="message">message: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result"> extends <a href="TaskFailedReason.html" class="extype" name="org.apache.spark.TaskFailedReason">TaskFailedReason</a> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
Task failed to fetch shuffle data from a remote node.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
Task failed to fetch shuffle data from a remote node. Probably means we have lost the remote
executors the task is trying to fetch from, and thus need to rerun the previous stage.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.FutureAction" visbl="pub" class="indented0 " data-isabs="true" fullComment="yes" group="Ungrouped">
<a id="FutureAction[T]extendsFuture[T]"></a><a id="FutureAction[T]:FutureAction[T]"></a>
<span class="permalink">
<a href="../../../org/apache/spark/FutureAction.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">trait</span>
</span>
<span class="symbol">
<a title="A future for the result of an action to support cancellation." href="FutureAction.html"><span class="name">FutureAction</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends <span class="extype" name="scala.concurrent.Future">Future</span>[<span class="extype" name="org.apache.spark.FutureAction.T">T</span>]</span>
</span>
<p class="shortcomment cmt">A future for the result of an action to support cancellation.</p><div class="fullcomment"><div class="comment cmt"><p>A future for the result of an action to support cancellation. This is an extension of the
Scala Future interface to support cancellation.
</p></div></div>
</li><li name="org.apache.spark.HashPartitioner" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="HashPartitionerextendsPartitioner"></a><a id="HashPartitioner:HashPartitioner"></a>
<span class="permalink">
<a href="../../../org/apache/spark/HashPartitioner.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title="A org.apache.spark.Partitioner that implements hash-based partitioning using Java's Object.hashCode." href="HashPartitioner.html"><span class="name">HashPartitioner</span></a><span class="result"> extends <a href="Partitioner.html" class="extype" name="org.apache.spark.Partitioner">Partitioner</a></span>
</span>
<p class="shortcomment cmt">A <a href="Partitioner.html" class="extype" name="org.apache.spark.Partitioner">org.apache.spark.Partitioner</a> that implements hash-based partitioning using
Java's <code>Object.hashCode</code>.</p><div class="fullcomment"><div class="comment cmt"><p>A <a href="Partitioner.html" class="extype" name="org.apache.spark.Partitioner">org.apache.spark.Partitioner</a> that implements hash-based partitioning using
Java's <code>Object.hashCode</code>.</p><p>Java arrays have hashCodes that are based on the arrays' identities rather than their contents,
so attempting to partition an RDD[Array[_]] or RDD[(Array[_], _)] using a HashPartitioner will
produce an unexpected or incorrect result.
</p></div></div>
</li><li name="org.apache.spark.InterruptibleIterator" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="InterruptibleIterator[+T]extendsIterator[T]"></a><a id="InterruptibleIterator[+T]:InterruptibleIterator[T]"></a>
<span class="permalink">
<a href="../../../org/apache/spark/InterruptibleIterator.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: An iterator that wraps around an existing iterator to provide task killing functionality." href="InterruptibleIterator.html"><span class="name">InterruptibleIterator</span></a><span class="tparams">[<span name="T">+T</span>]</span><span class="result"> extends <span class="extype" name="scala.Iterator">Iterator</span>[<span class="extype" name="org.apache.spark.InterruptibleIterator.T">T</span>]</span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
An iterator that wraps around an existing iterator to provide task killing functionality.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
An iterator that wraps around an existing iterator to provide task killing functionality.
It works by checking the interrupted flag in <a href="TaskContext.html" class="extype" name="org.apache.spark.TaskContext">TaskContext</a>.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.JobExecutionStatus" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
<a id="JobExecutionStatusextendsEnum[org.apache.spark.JobExecutionStatus]"></a><a id="JobExecutionStatus:JobExecutionStatus"></a>
<span class="permalink">
<a href="../../../org/apache/spark/JobExecutionStatus.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier">sealed abstract final </span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title="" href="JobExecutionStatus.html"><span class="name">JobExecutionStatus</span></a><span class="result"> extends <span class="extype" name="java.lang.Enum">Enum</span>[<a href="JobExecutionStatus.html" class="extype" name="org.apache.spark.JobExecutionStatus">JobExecutionStatus</a>]</span>
</span>
</li><li name="org.apache.spark.JobSubmitter" visbl="pub" class="indented0 " data-isabs="true" fullComment="yes" group="Ungrouped">
<a id="JobSubmitterextendsAnyRef"></a><a id="JobSubmitter:JobSubmitter"></a>
<span class="permalink">
<a href="../../../org/apache/spark/JobSubmitter.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">trait</span>
</span>
<span class="symbol">
<a title="Handle via which a &quot;run&quot; function passed to a ComplexFutureAction can submit jobs for execution." href="JobSubmitter.html"><span class="name">JobSubmitter</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
</span>
<p class="shortcomment cmt">Handle via which a &quot;run&quot; function passed to a <a href="ComplexFutureAction.html" class="extype" name="org.apache.spark.ComplexFutureAction">ComplexFutureAction</a>
can submit jobs for execution.</p><div class="fullcomment"><div class="comment cmt"><p>Handle via which a &quot;run&quot; function passed to a <a href="ComplexFutureAction.html" class="extype" name="org.apache.spark.ComplexFutureAction">ComplexFutureAction</a>
can submit jobs for execution.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.NarrowDependency" visbl="pub" class="indented0 " data-isabs="true" fullComment="yes" group="Ungrouped">
<a id="NarrowDependency[T]extendsDependency[T]"></a><a id="NarrowDependency[T]:NarrowDependency[T]"></a>
<span class="permalink">
<a href="../../../org/apache/spark/NarrowDependency.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier">abstract </span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: Base class for dependencies where each partition of the child RDD depends on a small number of partitions of the parent RDD." href="NarrowDependency.html"><span class="name">NarrowDependency</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends <a href="Dependency.html" class="extype" name="org.apache.spark.Dependency">Dependency</a>[<span class="extype" name="org.apache.spark.NarrowDependency.T">T</span>]</span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
Base class for dependencies where each partition of the child RDD depends on a small number
of partitions of the parent RDD.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
Base class for dependencies where each partition of the child RDD depends on a small number
of partitions of the parent RDD. Narrow dependencies allow for pipelined execution.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.OneToOneDependency" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="OneToOneDependency[T]extendsNarrowDependency[T]"></a><a id="OneToOneDependency[T]:OneToOneDependency[T]"></a>
<span class="permalink">
<a href="../../../org/apache/spark/OneToOneDependency.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: Represents a one-to-one dependency between partitions of the parent and child RDDs." href="OneToOneDependency.html"><span class="name">OneToOneDependency</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends <a href="NarrowDependency.html" class="extype" name="org.apache.spark.NarrowDependency">NarrowDependency</a>[<span class="extype" name="org.apache.spark.OneToOneDependency.T">T</span>]</span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
Represents a one-to-one dependency between partitions of the parent and child RDDs.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
Represents a one-to-one dependency between partitions of the parent and child RDDs.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.Partition" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
<a id="PartitionextendsSerializable"></a><a id="Partition:Partition"></a>
<span class="permalink">
<a href="../../../org/apache/spark/Partition.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">trait</span>
</span>
<span class="symbol">
<a title="An identifier for a partition in an RDD." href="Partition.html"><span class="name">Partition</span></a><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
<p class="shortcomment cmt">An identifier for a partition in an RDD.</p>
</li><li name="org.apache.spark.Partitioner" visbl="pub" class="indented0 " data-isabs="true" fullComment="yes" group="Ungrouped">
<a id="PartitionerextendsSerializable"></a><a id="Partitioner:Partitioner"></a>
<span class="permalink">
<a href="../../../org/apache/spark/Partitioner.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier">abstract </span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title="An object that defines how the elements in a key-value pair RDD are partitioned by key." href="Partitioner.html"><span class="name">Partitioner</span></a><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
<p class="shortcomment cmt">An object that defines how the elements in a key-value pair RDD are partitioned by key.</p><div class="fullcomment"><div class="comment cmt"><p>An object that defines how the elements in a key-value pair RDD are partitioned by key.
Maps each key to a partition ID, from 0 to <code>numPartitions - 1</code>.</p><p>Note that, partitioner must be deterministic, i.e. it must return the same partition id given
the same partition key.
</p></div></div>
</li><li name="org.apache.spark.RangeDependency" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="RangeDependency[T]extendsNarrowDependency[T]"></a><a id="RangeDependency[T]:RangeDependency[T]"></a>
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<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: Represents a one-to-one dependency between ranges of partitions in the parent and child RDDs." href="RangeDependency.html"><span class="name">RangeDependency</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends <a href="NarrowDependency.html" class="extype" name="org.apache.spark.NarrowDependency">NarrowDependency</a>[<span class="extype" name="org.apache.spark.RangeDependency.T">T</span>]</span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
Represents a one-to-one dependency between ranges of partitions in the parent and child RDDs.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
Represents a one-to-one dependency between ranges of partitions in the parent and child RDDs.</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.RangePartitioner" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="RangePartitioner[K,V]extendsPartitioner"></a><a id="RangePartitioner[K,V]:RangePartitioner[K,V]"></a>
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</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title="A org.apache.spark.Partitioner that partitions sortable records by range into roughly equal ranges." 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 <a href="Partitioner.html" class="extype" name="org.apache.spark.Partitioner">Partitioner</a></span>
</span>
<p class="shortcomment cmt">A <a href="Partitioner.html" class="extype" name="org.apache.spark.Partitioner">org.apache.spark.Partitioner</a> that partitions sortable records by range into roughly
equal ranges.</p><div class="fullcomment"><div class="comment cmt"><p>A <a href="Partitioner.html" class="extype" name="org.apache.spark.Partitioner">org.apache.spark.Partitioner</a> that partitions sortable records by range into roughly
equal ranges. The ranges are determined by sampling the content of the RDD passed in.
</p></div><dl class="attributes block"> <dt>Note</dt><dd><span class="cmt"><p>The actual number of partitions created by the RangePartitioner might not be the same
as the <code>partitions</code> parameter, in the case where the number of sampled records is less than
the value of <code>partitions</code>.</p></span></dd></dl></div>
</li><li name="org.apache.spark.SerializableWritable" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="SerializableWritable[T&lt;:org.apache.hadoop.io.Writable]extendsSerializable"></a><a id="SerializableWritable[T&lt;:Writable]:SerializableWritable[T]"></a>
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<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title="" href="SerializableWritable.html"><span class="name">SerializableWritable</span></a><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.hadoop.io.Writable">Writable</span></span>]</span><span class="result"> extends <span class="extype" name="java.io.Serializable">Serializable</span></span>
</span>
<div class="fullcomment"><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.ShuffleDependency" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="ShuffleDependency[K,V,C]extendsDependency[Product2[K,V]]withLogging"></a><a id="ShuffleDependency[K,V,C]:ShuffleDependency[K,V,C]"></a>
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<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: Represents a dependency on the output of a shuffle stage." href="ShuffleDependency.html"><span class="name">ShuffleDependency</span></a><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>, <span name="C">C</span>]</span><span class="result"> extends <a href="Dependency.html" class="extype" name="org.apache.spark.Dependency">Dependency</a>[<span class="extype" name="scala.Product2">Product2</span>[<span class="extype" name="org.apache.spark.ShuffleDependency.K">K</span>, <span class="extype" name="org.apache.spark.ShuffleDependency.V">V</span>]] with <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
Represents a dependency on the output of a shuffle stage.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
Represents a dependency on the output of a shuffle stage. Note that in the case of shuffle,
the RDD is transient since we don't need it on the executor side.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.SimpleFutureAction" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="SimpleFutureAction[T]extendsFutureAction[T]"></a><a id="SimpleFutureAction[T]:SimpleFutureAction[T]"></a>
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</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title="A FutureAction holding the result of an action that triggers a single job." href="SimpleFutureAction.html"><span class="name">SimpleFutureAction</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends <a href="FutureAction.html" class="extype" name="org.apache.spark.FutureAction">FutureAction</a>[<span class="extype" name="org.apache.spark.SimpleFutureAction.T">T</span>]</span>
</span>
<p class="shortcomment cmt">A <a href="FutureAction.html" class="extype" name="org.apache.spark.FutureAction">FutureAction</a> holding the result of an action that triggers a single job.</p><div class="fullcomment"><div class="comment cmt"><p>A <a href="FutureAction.html" class="extype" name="org.apache.spark.FutureAction">FutureAction</a> holding the result of an action that triggers a single job. Examples include
count, collect, reduce.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.SparkConf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="SparkConfextendsCloneablewithLoggingwithSerializable"></a><a id="SparkConf:SparkConf"></a>
<span class="permalink">
<a href="../../../org/apache/spark/SparkConf.html" title="Permalink">
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</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title="Configuration for a Spark application." href="SparkConf.html"><span class="name">SparkConf</span></a><span class="result"> extends <span class="extype" name="scala.Cloneable">Cloneable</span> with <span class="extype" name="org.apache.spark.internal.Logging">Logging</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
<p class="shortcomment cmt">Configuration for a Spark application.</p><div class="fullcomment"><div class="comment cmt"><p>Configuration for a Spark application. Used to set various Spark parameters as key-value pairs.</p><p>Most of the time, you would create a SparkConf object with <code>new SparkConf()</code>, which will load
values from any <code>spark.*</code> Java system properties set in your application as well. In this case,
parameters you set directly on the <code>SparkConf</code> object take priority over system properties.</p><p>For unit tests, you can also call <code>new SparkConf(false)</code> to skip loading external settings and
get the same configuration no matter what the system properties are.</p><p>All setter methods in this class support chaining. For example, you can write
<code>new SparkConf().setMaster(&quot;local&quot;).setAppName(&quot;My app&quot;)</code>.
</p></div><dl class="attributes block"> <dt>Note</dt><dd><span class="cmt"><p>Once a SparkConf object is passed to Spark, it is cloned and can no longer be modified
by the user. Spark does not support modifying the configuration at runtime.</p></span></dd></dl></div>
</li><li name="org.apache.spark.SparkContext" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="SparkContextextendsLogging"></a><a id="SparkContext:SparkContext"></a>
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<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title="Main entry point for Spark functionality." href="SparkContext.html"><span class="name">SparkContext</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></span>
</span>
<p class="shortcomment cmt">Main entry point for Spark functionality.</p><div class="fullcomment"><div class="comment cmt"><p>Main entry point for Spark functionality. A SparkContext represents the connection to a Spark
cluster, and can be used to create RDDs, accumulators and broadcast variables on that cluster.
</p></div><dl class="attributes block"> <dt>Note</dt><dd><span class="cmt"><p>Only one <code>SparkContext</code> should be active per JVM. You must <code>stop()</code> the
active <code>SparkContext</code> before creating a new one.</p></span></dd></dl></div>
</li><li name="org.apache.spark.SparkEnv" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="SparkEnvextendsLogging"></a><a id="SparkEnv:SparkEnv"></a>
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<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: Holds all the runtime environment objects for a running Spark instance (either master or worker), including the serializer, RpcEnv, block manager, map output tracker, etc." href="SparkEnv.html"><span class="name">SparkEnv</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
Holds all the runtime environment objects for a running Spark instance (either master or worker),
including the serializer, RpcEnv, block manager, map output tracker, etc.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
Holds all the runtime environment objects for a running Spark instance (either master or worker),
including the serializer, RpcEnv, block manager, map output tracker, etc. Currently
Spark code finds the SparkEnv through a global variable, so all the threads can access the same
SparkEnv. It can be accessed by SparkEnv.get (e.g. after creating a SparkContext).
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.SparkException" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
<a id="SparkExceptionextendsExceptionwithSparkThrowable"></a><a id="SparkException:SparkException"></a>
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<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title="" href="SparkException.html"><span class="name">SparkException</span></a><span class="result"> extends <span class="extype" name="scala.Exception">Exception</span> with <a href="SparkThrowable.html" class="extype" name="org.apache.spark.SparkThrowable">SparkThrowable</a></span>
</span>
</li><li name="org.apache.spark.SparkExecutorInfo" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
<a id="SparkExecutorInfoextendsSerializable"></a><a id="SparkExecutorInfo:SparkExecutorInfo"></a>
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<span class="kind">trait</span>
</span>
<span class="symbol">
<a title="" href="SparkExecutorInfo.html"><span class="name">SparkExecutorInfo</span></a><span class="result"> extends <span class="extype" name="java.io.Serializable">Serializable</span></span>
</span>
</li><li name="org.apache.spark.SparkFirehoseListener" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="SparkFirehoseListenerextendsSparkListenerInterface"></a><a id="SparkFirehoseListener:SparkFirehoseListener"></a>
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<span class="kind">class</span>
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<span class="symbol">
<a title="" href="SparkFirehoseListener.html"><span class="name">SparkFirehoseListener</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.scheduler.SparkListenerInterface">SparkListenerInterface</span></span>
</span>
<div class="fullcomment"><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.SparkJobInfo" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
<a id="SparkJobInfoextendsSerializable"></a><a id="SparkJobInfo:SparkJobInfo"></a>
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<span class="modifier"></span>
<span class="kind">trait</span>
</span>
<span class="symbol">
<a title="" href="SparkJobInfo.html"><span class="name">SparkJobInfo</span></a><span class="result"> extends <span class="extype" name="java.io.Serializable">Serializable</span></span>
</span>
</li><li name="org.apache.spark.SparkStageInfo" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
<a id="SparkStageInfoextendsSerializable"></a><a id="SparkStageInfo:SparkStageInfo"></a>
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<span class="modifier"></span>
<span class="kind">trait</span>
</span>
<span class="symbol">
<a title="" href="SparkStageInfo.html"><span class="name">SparkStageInfo</span></a><span class="result"> extends <span class="extype" name="java.io.Serializable">Serializable</span></span>
</span>
</li><li name="org.apache.spark.SparkStatusTracker" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="SparkStatusTrackerextendsAnyRef"></a><a id="SparkStatusTracker:SparkStatusTracker"></a>
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<a href="../../../org/apache/spark/SparkStatusTracker.html" title="Permalink">
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</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title="Low-level status reporting APIs for monitoring job and stage progress." href="SparkStatusTracker.html"><span class="name">SparkStatusTracker</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
</span>
<p class="shortcomment cmt">Low-level status reporting APIs for monitoring job and stage progress.</p><div class="fullcomment"><div class="comment cmt"><p>Low-level status reporting APIs for monitoring job and stage progress.</p><p>These APIs intentionally provide very weak consistency semantics; consumers of these APIs should
be prepared to handle empty / missing information. For example, a job's stage ids may be known
but the status API may not have any information about the details of those stages, so
<code>getStageInfo</code> could potentially return <code>None</code> for a valid stage id.</p><p>To limit memory usage, these APIs only provide information on recent jobs / stages. These APIs
will provide information for the last <code>spark.ui.retainedStages</code> stages and
<code>spark.ui.retainedJobs</code> jobs.</p><p>NOTE: this class's constructor should be considered private and may be subject to change.
</p></div></div>
</li><li name="org.apache.spark.SparkThrowable" visbl="pub" class="indented0 " data-isabs="true" fullComment="yes" group="Ungrouped">
<a id="SparkThrowableextendsObject"></a><a id="SparkThrowable:SparkThrowable"></a>
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<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">trait</span>
</span>
<span class="symbol">
<a title="" href="SparkThrowable.html"><span class="name">SparkThrowable</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
</span>
<div class="fullcomment"><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@Evolving</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.TaskCommitDenied" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="TaskCommitDeniedextendsTaskFailedReasonwithProductwithSerializable"></a><a id="TaskCommitDenied:TaskCommitDenied"></a>
<span class="permalink">
<a href="../../../org/apache/spark/TaskCommitDenied.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">case class</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: Task requested the driver to commit, but was denied." href="TaskCommitDenied.html"><span class="name">TaskCommitDenied</span></a><span class="params">(<span name="jobID">jobID: <span class="extype" name="scala.Int">Int</span></span>, <span name="partitionID">partitionID: <span class="extype" name="scala.Int">Int</span></span>, <span name="attemptNumber">attemptNumber: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result"> extends <a href="TaskFailedReason.html" class="extype" name="org.apache.spark.TaskFailedReason">TaskFailedReason</a> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
Task requested the driver to commit, but was denied.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
Task requested the driver to commit, but was denied.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.TaskContext" visbl="pub" class="indented0 " data-isabs="true" fullComment="yes" group="Ungrouped">
<a id="TaskContextextendsSerializable"></a><a id="TaskContext:TaskContext"></a>
<span class="permalink">
<a href="../../../org/apache/spark/TaskContext.html" title="Permalink">
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</a>
</span>
<span class="modifier_kind">
<span class="modifier">abstract </span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title="Contextual information about a task which can be read or mutated during execution." href="TaskContext.html"><span class="name">TaskContext</span></a><span class="result"> extends <span class="extype" name="java.io.Serializable">Serializable</span></span>
</span>
<p class="shortcomment cmt">Contextual information about a task which can be read or mutated during
execution.</p><div class="fullcomment"><div class="comment cmt"><p>Contextual information about a task which can be read or mutated during
execution. To access the TaskContext for a running task, use:</p><pre>org.apache.spark.TaskContext.get()</pre></div></div>
</li><li name="org.apache.spark.TaskEndReason" visbl="pub" class="indented0 " data-isabs="true" fullComment="yes" group="Ungrouped">
<a id="TaskEndReasonextendsAnyRef"></a><a id="TaskEndReason:TaskEndReason"></a>
<span class="permalink">
<a href="../../../org/apache/spark/TaskEndReason.html" title="Permalink">
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</a>
</span>
<span class="modifier_kind">
<span class="modifier">sealed </span>
<span class="kind">trait</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: Various possible reasons why a task ended." href="TaskEndReason.html"><span class="name">TaskEndReason</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
Various possible reasons why a task ended.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
Various possible reasons why a task ended. The low-level TaskScheduler is supposed to retry
tasks several times for &quot;ephemeral&quot; failures, and only report back failures that require some
old stages to be resubmitted, such as shuffle map fetch failures.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.TaskFailedReason" visbl="pub" class="indented0 " data-isabs="true" fullComment="yes" group="Ungrouped">
<a id="TaskFailedReasonextendsTaskEndReason"></a><a id="TaskFailedReason:TaskFailedReason"></a>
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<a href="../../../org/apache/spark/TaskFailedReason.html" title="Permalink">
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</span>
<span class="modifier_kind">
<span class="modifier">sealed </span>
<span class="kind">trait</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: Various possible reasons why a task failed." href="TaskFailedReason.html"><span class="name">TaskFailedReason</span></a><span class="result"> extends <a href="TaskEndReason.html" class="extype" name="org.apache.spark.TaskEndReason">TaskEndReason</a></span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
Various possible reasons why a task failed.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
Various possible reasons why a task failed.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.TaskKilled" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="TaskKilledextendsTaskFailedReasonwithProductwithSerializable"></a><a id="TaskKilled:TaskKilled"></a>
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<span class="modifier"></span>
<span class="kind">case class</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: Task was killed intentionally and needs to be rescheduled." href="TaskKilled.html"><span class="name">TaskKilled</span></a><span class="params">(<span name="reason">reason: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="accumUpdates">accumUpdates: <span class="extype" name="scala.Seq">Seq</span>[<a href="scheduler/AccumulableInfo.html" class="extype" name="org.apache.spark.scheduler.AccumulableInfo">AccumulableInfo</a>] = <span class="symbol">Seq.empty</span></span>, <span name="accums">accums: <span class="extype" name="scala.Seq">Seq</span>[<a href="util/AccumulatorV2.html" class="extype" name="org.apache.spark.util.AccumulatorV2">AccumulatorV2</a>[_, _]] = <span class="symbol">Nil</span></span>, <span name="metricPeaks">metricPeaks: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Long">Long</span>] = <span class="symbol">Seq.empty</span></span>)</span><span class="result"> extends <a href="TaskFailedReason.html" class="extype" name="org.apache.spark.TaskFailedReason">TaskFailedReason</a> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
Task was killed intentionally and needs to be rescheduled.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
Task was killed intentionally and needs to be rescheduled.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.TaskKilledException" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="TaskKilledExceptionextendsRuntimeException"></a><a id="TaskKilledException:TaskKilledException"></a>
<span class="permalink">
<a href="../../../org/apache/spark/TaskKilledException.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">class</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: Exception thrown when a task is explicitly killed (i.e., task failure is expected)." href="TaskKilledException.html"><span class="name">TaskKilledException</span></a><span class="result"> extends <span class="extype" name="scala.RuntimeException">RuntimeException</span></span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
Exception thrown when a task is explicitly killed (i.e., task failure is expected).</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
Exception thrown when a task is explicitly killed (i.e., task failure is expected).
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li></ol>
</div>
<div class="values members">
<h3>Value Members</h3>
<ol>
<li name="org.apache.spark#SPARK_BRANCH" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
<a id="SPARK_BRANCH:String"></a>
<span class="permalink">
<a href="../../../org/apache/spark/index.html#SPARK_BRANCH:String" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">val</span>
</span>
<span class="symbol">
<span class="name">SPARK_BRANCH</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
</span>
</li><li name="org.apache.spark#SPARK_BUILD_DATE" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
<a id="SPARK_BUILD_DATE:String"></a>
<span class="permalink">
<a href="../../../org/apache/spark/index.html#SPARK_BUILD_DATE:String" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">val</span>
</span>
<span class="symbol">
<span class="name">SPARK_BUILD_DATE</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
</span>
</li><li name="org.apache.spark#SPARK_BUILD_USER" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
<a id="SPARK_BUILD_USER:String"></a>
<span class="permalink">
<a href="../../../org/apache/spark/index.html#SPARK_BUILD_USER:String" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">val</span>
</span>
<span class="symbol">
<span class="name">SPARK_BUILD_USER</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
</span>
</li><li name="org.apache.spark#SPARK_REPO_URL" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
<a id="SPARK_REPO_URL:String"></a>
<span class="permalink">
<a href="../../../org/apache/spark/index.html#SPARK_REPO_URL:String" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">val</span>
</span>
<span class="symbol">
<span class="name">SPARK_REPO_URL</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
</span>
</li><li name="org.apache.spark#SPARK_REVISION" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
<a id="SPARK_REVISION:String"></a>
<span class="permalink">
<a href="../../../org/apache/spark/index.html#SPARK_REVISION:String" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">val</span>
</span>
<span class="symbol">
<span class="name">SPARK_REVISION</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
</span>
</li><li name="org.apache.spark#SPARK_VERSION" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
<a id="SPARK_VERSION:String"></a>
<span class="permalink">
<a href="../../../org/apache/spark/index.html#SPARK_VERSION:String" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">val</span>
</span>
<span class="symbol">
<span class="name">SPARK_VERSION</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
</span>
</li><li name="org.apache.spark#SPARK_VERSION_SHORT" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
<a id="SPARK_VERSION_SHORT:String"></a>
<span class="permalink">
<a href="../../../org/apache/spark/index.html#SPARK_VERSION_SHORT:String" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">val</span>
</span>
<span class="symbol">
<span class="name">SPARK_VERSION_SHORT</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
</span>
</li><li name="org.apache.spark.BarrierTaskContext" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="BarrierTaskContext"></a><a id="BarrierTaskContext:BarrierTaskContext"></a>
<span class="permalink">
<a href="../../../org/apache/spark/BarrierTaskContext$.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">object</span>
</span>
<span class="symbol">
<a title="" href="BarrierTaskContext$.html"><span class="name">BarrierTaskContext</span></a><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
<div class="fullcomment"><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@Experimental</span><span class="args">()</span>
<span class="name">@Since</span><span class="args">(<span>
<span class="symbol">&quot;2.4.0&quot;</span>
</span>)</span>
</dd></dl></div>
</li><li name="org.apache.spark.Partitioner" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
<a id="Partitioner"></a><a id="Partitioner:Partitioner"></a>
<span class="permalink">
<a href="../../../org/apache/spark/Partitioner$.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">object</span>
</span>
<span class="symbol">
<a title="" href="Partitioner$.html"><span class="name">Partitioner</span></a><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
</li><li name="org.apache.spark.Resubmitted" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="Resubmitted"></a><a id="Resubmitted:Resubmitted"></a>
<span class="permalink">
<a href="../../../org/apache/spark/Resubmitted$.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">object</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: A org.apache.spark.scheduler.ShuffleMapTask that completed successfully earlier, but we lost the executor before the stage completed." href="Resubmitted$.html"><span class="name">Resubmitted</span></a><span class="result"> extends <a href="TaskFailedReason.html" class="extype" name="org.apache.spark.TaskFailedReason">TaskFailedReason</a> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
A <code>org.apache.spark.scheduler.ShuffleMapTask</code> that completed successfully earlier, but we
lost the executor before the stage completed.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
A <code>org.apache.spark.scheduler.ShuffleMapTask</code> that completed successfully earlier, but we
lost the executor before the stage completed. This means Spark needs to reschedule the task
to be re-executed on a different executor.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.SparkContext" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
<a id="SparkContext"></a><a id="SparkContext:SparkContext"></a>
<span class="permalink">
<a href="../../../org/apache/spark/SparkContext$.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">object</span>
</span>
<span class="symbol">
<a title="The SparkContext object contains a number of implicit conversions and parameters for use with various Spark features." href="SparkContext$.html"><span class="name">SparkContext</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></span>
</span>
<p class="shortcomment cmt">The SparkContext object contains a number of implicit conversions and parameters for use with
various Spark features.</p>
</li><li name="org.apache.spark.SparkEnv" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
<a id="SparkEnv"></a><a id="SparkEnv:SparkEnv"></a>
<span class="permalink">
<a href="../../../org/apache/spark/SparkEnv$.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">object</span>
</span>
<span class="symbol">
<a title="" href="SparkEnv$.html"><span class="name">SparkEnv</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></span>
</span>
</li><li name="org.apache.spark.SparkFiles" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
<a id="SparkFiles"></a><a id="SparkFiles:SparkFiles"></a>
<span class="permalink">
<a href="../../../org/apache/spark/SparkFiles$.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">object</span>
</span>
<span class="symbol">
<a title="Resolves paths to files added through SparkContext.addFile()." href="SparkFiles$.html"><span class="name">SparkFiles</span></a>
</span>
<p class="shortcomment cmt">Resolves paths to files added through <code>SparkContext.addFile()</code>.</p>
</li><li name="org.apache.spark.Success" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="Success"></a><a id="Success:Success"></a>
<span class="permalink">
<a href="../../../org/apache/spark/Success$.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">object</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: Task succeeded." href="Success$.html"><span class="name">Success</span></a><span class="result"> extends <a href="TaskEndReason.html" class="extype" name="org.apache.spark.TaskEndReason">TaskEndReason</a> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
Task succeeded.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
Task succeeded.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.TaskContext" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
<a id="TaskContext"></a><a id="TaskContext:TaskContext"></a>
<span class="permalink">
<a href="../../../org/apache/spark/TaskContext$.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">object</span>
</span>
<span class="symbol">
<a title="" href="TaskContext$.html"><span class="name">TaskContext</span></a><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
</li><li name="org.apache.spark.TaskResultLost" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="TaskResultLost"></a><a id="TaskResultLost:TaskResultLost"></a>
<span class="permalink">
<a href="../../../org/apache/spark/TaskResultLost$.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">object</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: The task finished successfully, but the result was lost from the executor's block manager before it was fetched." href="TaskResultLost$.html"><span class="name">TaskResultLost</span></a><span class="result"> extends <a href="TaskFailedReason.html" class="extype" name="org.apache.spark.TaskFailedReason">TaskFailedReason</a> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
The task finished successfully, but the result was lost from the executor's block manager before
it was fetched.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
The task finished successfully, but the result was lost from the executor's block manager before
it was fetched.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.UnknownReason" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
<a id="UnknownReason"></a><a id="UnknownReason:UnknownReason"></a>
<span class="permalink">
<a href="../../../org/apache/spark/UnknownReason$.html" title="Permalink">
<i class="material-icons"></i>
</a>
</span>
<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">object</span>
</span>
<span class="symbol">
<a title=":: DeveloperApi :: We don't know why the task ended -- for example, because of a ClassNotFound exception when deserializing the task result." href="UnknownReason$.html"><span class="name">UnknownReason</span></a><span class="result"> extends <a href="TaskFailedReason.html" class="extype" name="org.apache.spark.TaskFailedReason">TaskFailedReason</a> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
<p class="shortcomment cmt">:: DeveloperApi ::
We don't know why the task ended -- for example, because of a ClassNotFound exception when
deserializing the task result.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
We don't know why the task ended -- for example, because of a ClassNotFound exception when
deserializing the task result.
</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
<span class="name">@DeveloperApi</span><span class="args">()</span>
</dd></dl></div>
</li><li name="org.apache.spark.WritableConverter" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
<a id="WritableConverter"></a><a id="WritableConverter:WritableConverter"></a>
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<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">object</span>
</span>
<span class="symbol">
<a title="" href="WritableConverter$.html"><span class="name">WritableConverter</span></a><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
</li><li name="org.apache.spark.WritableFactory" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
<a id="WritableFactory"></a><a id="WritableFactory:WritableFactory"></a>
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<span class="modifier_kind">
<span class="modifier"></span>
<span class="kind">object</span>
</span>
<span class="symbol">
<a title="" href="WritableFactory$.html"><span class="name">WritableFactory</span></a><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
</span>
</li>
</ol>
</div>
</div>
<div id="inheritedMembers">
<div class="parent" name="scala.AnyRef">
<h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
</div><div class="parent" name="scala.Any">
<h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
</div>
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<div id="groupedMembers">
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<h3>Ungrouped</h3>
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