[spark-website] branch asf-site updated: Add docs for Apache Spark 2.3.4

[we...@apache.org]

This is an automated email from the ASF dual-hosted git repository.

wenchen pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/spark-website.git


The following commit(s) were added to refs/heads/asf-site by this push:
     new 8aa1175  Add docs for Apache Spark 2.3.4
8aa1175 is described below

commit 8aa1175f99847d71c6bffe63018c6d9ff4a4dc61
Author: Wenchen Fan <we...@apache.org>
AuthorDate: Mon Sep 9 09:17:35 2019 +0000

    Add docs for Apache Spark 2.3.4
---
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 ...b0336c5cbd9dc9f294c4104ead6d18285ab5eb.svn-base |  2992 ++
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 ...2c746def7dacaf91e02d33b1f6ec81fb52e758.svn-base |  2885 ++
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 .../docs/2.3.4/_site/api/java/serialized-form.html | 16913 ++++++
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 .../api/python/_modules/pyspark/ml/evaluation.html |   505 +
 .../api/python/_modules/pyspark/ml/feature.html    |  3805 ++
 .../_site/api/python/_modules/pyspark/ml/fpm.html  |   319 +
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 .../api/python/_modules/pyspark/ml/linalg.html     |  1247 +
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 site/docs/2.3.4/_site/api/python/_static/file.png  |   Bin 0 -> 286 bytes
 .../2.3.4/_site/api/python/_static/jquery-3.4.1.js | 10598 ++++
 site/docs/2.3.4/_site/api/python/_static/jquery.js |     2 +
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 .../_site/api/python/_static/underscore-1.3.1.js   |   999 +
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 site/docs/2.3.4/_site/api/python/index.html        |   180 +
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 site/docs/2.3.4/_site/api/python/pyspark.html      |  2859 +
 site/docs/2.3.4/_site/api/python/pyspark.ml.html   | 34516 +++++++++++++
 .../docs/2.3.4/_site/api/python/pyspark.mllib.html |  8054 +++
 site/docs/2.3.4/_site/api/python/pyspark.sql.html  |  9869 ++++
 .../2.3.4/_site/api/python/pyspark.streaming.html  |  1149 +
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 site/docs/2.3.4/_site/api/scala/lib/jquery.js      |     2 +
 .../2.3.4/_site/api/scala/lib/jquery.layout.js     |  5486 ++
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 .../api/scala/org/apache/spark/SparkContext$.html  |   828 +
 .../api/scala/org/apache/spark/SparkContext.html   |  2885 ++
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 .../_site/api/scala/org/apache/spark/SparkEnv.html |   991 +
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 .../org/apache/spark/api/java/JavaPairRDD.html     |  3908 ++
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 .../apache/spark/graphx/PartitionStrategy$.html    |   608 +
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 .../scala/org/apache/spark/graphx/VertexRDD$.html  |   569 +
 .../scala/org/apache/spark/graphx/VertexRDD.html   |  2969 ++
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 .../org/apache/spark/graphx/impl/EdgeRDDImpl.html  |  2749 +
 .../org/apache/spark/graphx/impl/GraphImpl$.html   |   580 +
 .../org/apache/spark/graphx/impl/GraphImpl.html    |  1132 +
 .../apache/spark/graphx/impl/VertexRDDImpl.html    |  2961 ++
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 .../apache/spark/graphx/lib/LabelPropagation$.html |   505 +
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 .../scala/org/apache/spark/ml/PipelineModel$.html  |   544 +
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 .../org/apache/spark/ml/attribute/Attribute.html   |   720 +
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 .../apache/spark/ml/attribute/AttributeGroup.html  |   788 +
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 .../apache/spark/ml/attribute/AttributeType.html   |   507 +
 .../spark/ml/attribute/BinaryAttribute$.html       |   530 +
 .../apache/spark/ml/attribute/BinaryAttribute.html |   769 +
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 .../spark/ml/attribute/NominalAttribute.html       |   929 +
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 .../spark/ml/attribute/NumericAttribute.html       |   939 +
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 .../DecisionTreeClassificationModel$.html          |   544 +
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 .../ml/classification/DecisionTreeClassifier.html  |  2468 +
 .../ml/classification/GBTClassificationModel$.html |   544 +
 .../ml/classification/GBTClassificationModel.html  |  2992 ++
 .../spark/ml/classification/GBTClassifier$.html    |   563 +
 .../spark/ml/classification/GBTClassifier.html     |  2777 +
 .../apache/spark/ml/classification/LinearSVC$.html |   540 +
 .../apache/spark/ml/classification/LinearSVC.html  |  2308 +
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 .../spark/ml/classification/LinearSVCModel.html    |  2220 +
 .../ml/classification/LogisticRegression$.html     |   540 +
 .../ml/classification/LogisticRegression.html      |  2948 ++
 .../classification/LogisticRegressionModel$.html   |   544 +
 .../ml/classification/LogisticRegressionModel.html |  2885 ++
 .../classification/LogisticRegressionSummary.html  |   972 +
 .../LogisticRegressionTrainingSummary.html         |  1022 +
 .../MultilayerPerceptronClassificationModel$.html  |   544 +
 .../MultilayerPerceptronClassificationModel.html   |  2043 +
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+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+        <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>
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+      <div id="template">
+        <div id="allMembers">
+        
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+        
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="org.apache.spark.api.java" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="java"></a>
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+      <span class="modifier_kind">
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+<!-- NewPage -->
+<html lang="en">
+<head>
+<!-- Generated by javadoc (1.8.0_222) on Mon Aug 26 09:33:26 UTC 2019 -->
+<title>SparkStatusTracker (Spark 2.3.4 JavaDoc)</title>
+<meta name="date" content="2019-08-26">
+<link rel="stylesheet" type="text/css" href="../../../stylesheet.css" title="Style">
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+var rowColor = "rowColor";
+var tableTab = "tableTab";
+var activeTableTab = "activeTableTab";
+</script>
+<noscript>
+<div>JavaScript is disabled on your browser.</div>
+</noscript>
+<!-- ========= START OF TOP NAVBAR ======= -->
+<div class="topNav"><a name="navbar.top">
+<!--   -->
+</a>
+<div class="skipNav"><a href="#skip.navbar.top" title="Skip navigation links">Skip navigation links</a></div>
+<a name="navbar.top.firstrow">
+<!--   -->
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+<ul class="navList" title="Navigation">
+<li><a href="../../../overview-summary.html">Overview</a></li>
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+<!-- ======== START OF CLASS DATA ======== -->
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+<div class="subTitle">org.apache.spark</div>
+<h2 title="Class SparkStatusTracker" class="title">Class SparkStatusTracker</h2>
+</div>
+<div class="contentContainer">
+<ul class="inheritance">
+<li>Object</li>
+<li>
+<ul class="inheritance">
+<li>org.apache.spark.SparkStatusTracker</li>
+</ul>
+</li>
+</ul>
+<div class="description">
+<ul class="blockList">
+<li class="blockList">
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+<br>
+<pre>public class <span class="typeNameLabel">SparkStatusTracker</span>
+extends Object</pre>
+<div class="block">Low-level status reporting APIs for monitoring job and stage progress.
+ <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>
+ 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>
+ NOTE: this class's constructor should be considered private and may be subject to change.</div>
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+<caption><span id="t0" class="activeTableTab"><span>All Methods</span><span class="tabEnd">&nbsp;</span></span><span id="t2" class="tableTab"><span><a href="javascript:show(2);">Instance Methods</a></span><span class="tabEnd">&nbsp;</span></span><span id="t4" class="tableTab"><span><a href="javascript:show(8);">Concrete Methods</a></span><span class="tabEnd">&nbsp;</span></span></caption>
+<tr>
+<th class="colFirst" scope="col">Modifier and Type</th>
+<th class="colLast" scope="col">Method and Description</th>
+</tr>
+<tr id="i0" class="altColor">
+<td class="colFirst"><code>int[]</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../org/apache/spark/SparkStatusTracker.html#getActiveJobIds--">getActiveJobIds</a></span>()</code>
+<div class="block">Returns an array containing the ids of all active jobs.</div>
+</td>
+</tr>
+<tr id="i1" class="rowColor">
+<td class="colFirst"><code>int[]</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../org/apache/spark/SparkStatusTracker.html#getActiveStageIds--">getActiveStageIds</a></span>()</code>
+<div class="block">Returns an array containing the ids of all active stages.</div>
+</td>
+</tr>
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+<td class="colFirst"><code><a href="../../../org/apache/spark/SparkExecutorInfo.html" title="interface in org.apache.spark">SparkExecutorInfo</a>[]</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../org/apache/spark/SparkStatusTracker.html#getExecutorInfos--">getExecutorInfos</a></span>()</code>
+<div class="block">Returns information of all known executors, including host, port, cacheSize, numRunningTasks.</div>
+</td>
+</tr>
+<tr id="i3" class="rowColor">
+<td class="colFirst"><code>int[]</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../org/apache/spark/SparkStatusTracker.html#getJobIdsForGroup-java.lang.String-">getJobIdsForGroup</a></span>(String&nbsp;jobGroup)</code>
+<div class="block">Return a list of all known jobs in a particular job group.</div>
+</td>
+</tr>
+<tr id="i4" class="altColor">
+<td class="colFirst"><code>scala.Option&lt;<a href="../../../org/apache/spark/SparkJobInfo.html" title="interface in org.apache.spark">SparkJobInfo</a>&gt;</code></td>
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+<div class="block">Returns job information, or <code>None</code> if the job info could not be found or was garbage collected.</div>
+</td>
+</tr>
+<tr id="i5" class="rowColor">
+<td class="colFirst"><code>scala.Option&lt;<a href="../../../org/apache/spark/SparkStageInfo.html" title="interface in org.apache.spark">SparkStageInfo</a>&gt;</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../org/apache/spark/SparkStatusTracker.html#getStageInfo-int-">getStageInfo</a></span>(int&nbsp;stageId)</code>
+<div class="block">Returns stage information, or <code>None</code> if the stage info could not be found or was
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+<li class="blockList">
+<h4>getJobIdsForGroup</h4>
+<pre>public&nbsp;int[]&nbsp;getJobIdsForGroup(String&nbsp;jobGroup)</pre>
+<div class="block">Return a list of all known jobs in a particular job group.  If <code>jobGroup</code> is <code>null</code>, then
+ returns all known jobs that are not associated with a job group.
+ <p>
+ The returned list may contain running, failed, and completed jobs, and may vary across
+ invocations of this method.  This method does not guarantee the order of the elements in
+ its result.</div>
+<dl>
+<dt><span class="paramLabel">Parameters:</span></dt>
+<dd><code>jobGroup</code> - (undocumented)</dd>
+<dt><span class="returnLabel">Returns:</span></dt>
+<dd>(undocumented)</dd>
+</dl>
+</li>
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+<pre>public&nbsp;int[]&nbsp;getActiveStageIds()</pre>
+<div class="block">Returns an array containing the ids of all active stages.
+ <p>
+ This method does not guarantee the order of the elements in its result.</div>
+<dl>
+<dt><span class="returnLabel">Returns:</span></dt>
+<dd>(undocumented)</dd>
+</dl>
+</li>
+</ul>
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+<pre>public&nbsp;int[]&nbsp;getActiveJobIds()</pre>
+<div class="block">Returns an array containing the ids of all active jobs.
+ <p>
+ This method does not guarantee the order of the elements in its result.</div>
+<dl>
+<dt><span class="returnLabel">Returns:</span></dt>
+<dd>(undocumented)</dd>
+</dl>
+</li>
+</ul>
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+<div class="block">Returns job information, or <code>None</code> if the job info could not be found or was garbage collected.</div>
+<dl>
+<dt><span class="paramLabel">Parameters:</span></dt>
+<dd><code>jobId</code> - (undocumented)</dd>
+<dt><span class="returnLabel">Returns:</span></dt>
+<dd>(undocumented)</dd>
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+<div class="block">Returns stage information, or <code>None</code> if the stage info could not be found or was
+ garbage collected.</div>
+<dl>
+<dt><span class="paramLabel">Parameters:</span></dt>
+<dd><code>stageId</code> - (undocumented)</dd>
+<dt><span class="returnLabel">Returns:</span></dt>
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+</li>
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+<!--   -->
+</a>
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+<div class="block">Returns information of all known executors, including host, port, cacheSize, numRunningTasks.</div>
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diff --git a/site/docs/2.3.4/.svn/pristine/00/001f284d52b68ccabba03f7d209c493ab1becb62.svn-base b/site/docs/2.3.4/.svn/pristine/00/001f284d52b68ccabba03f7d209c493ab1becb62.svn-base
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@@ -0,0 +1,785 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>GradientBoostedTreesModel - Spark 2.3.4 ScalaDoc - org.apache.spark.mllib.tree.model.GradientBoostedTreesModel</title>
+          <meta name="description" content="GradientBoostedTreesModel - Spark 2.3.4 ScalaDoc - org.apache.spark.mllib.tree.model.GradientBoostedTreesModel" />
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+            window.location.href = url + '#' + hash + anchor_opt;
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+        <body class="type">
+      <div id="definition">
+        <a href="GradientBoostedTreesModel$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="org">org</a>.<a href="../../../../package.html" class="extype" name="org.apache">apache</a>.<a href="../../../package.html" class="extype" name="org.apache.spark">spark</a>.<a href="../../package.html" class="extype" name="org.apache.spark.mllib">mllib</a>.<a href="../package.html" class="extype" name="org.apache.spark.mllib.tree">tree</a>.<a href="package.html" class="extype" name="org.apache.spark.mllib.tr [...]
+        <h1><a href="GradientBoostedTreesModel$.html" title="See companion object">GradientBoostedTreesModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="GradientBoostedTreesModel$.html" title="See companion object">object GradientBoostedTreesModel</a>
+            | <a href="package.html" class="extype" name="org.apache.spark.mllib.tree.model">package model</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">GradientBoostedTreesModel</span><span class="result"> extends <span class="extype" name="org.apache.spark.mllib.tree.model.TreeEnsembleModel">TreeEnsembleModel</span> with <a href="../../util/Saveable.html" class="extype" name="org.apache.spark.mllib.util.Saveable">Saveable</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Represents a gradient boosted trees model.
+</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.2.0&quot;</span>
+    </span>)</span>
+              
+        </dd><dt>Source</dt><dd><a href="https://github.com/apache/spark/tree/v2.3.4/mllib/src/main/scala/org/apache/spark/mllib/tree/model/treeEnsembleModels.scala" target="_blank">treeEnsembleModels.scala</a></dd></dl><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../../util/Saveable.html" class="extype" name="org.apache.spark.mllib.util.Saveable">Saveable</a>, <span class="extype" name="org.apache.spark.mllib.tree.model.TreeEnsembleModel">TreeEnsembleModel</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any [...]
+        </div></div>
+        
+
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+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="org.apache.spark.mllib.tree.model.GradientBoostedTreesModel"><span>GradientBoostedTreesModel</span></li><li class="in" name="org.apache.spark.mllib.util.Saveable"><span>Saveable</span></li><li class="in" name="org.apache.spark.mllib.tree.model.TreeEnsembleModel"><span>TreeEnsembleModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class=" [...]
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="org.apache.spark.mllib.tree.model.GradientBoostedTreesModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(algo:org.apache.spark.mllib.tree.configuration.Algo.Algo,trees:Array[org.apache.spark.mllib.tree.model.DecisionTreeModel],treeWeights:Array[Double]):org.apache.spark.mllib.tree.model.GradientBoostedTreesModel"></a>
+      <a id="&lt;init&gt;:GradientBoostedTreesModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">GradientBoostedTreesModel</span><span class="params">(<span name="algo">algo: <a href="../configuration/Algo$.html#Algo=org.apache.spark.mllib.tree.configuration.Algo.Value" class="extmbr" name="org.apache.spark.mllib.tree.configuration.Algo.Algo">Algo</a></span>, <span name="trees">trees: <span class="extype" name="scala.Array">Array</span>[<a href="DecisionTreeModel.html" class="extype" name="org.apache.spark.mllib.tree.model.DecisionTreeModel">DecisionTreeMo [...]
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@&lt;init&gt;(algo:org.apache.spark.mllib.tree.configuration.Algo.Algo,trees:Array[org.apache.spark.mllib.tree.model.DecisionTreeModel],treeWeights:Array[Double]):org.apache.spark.mllib.tree.model.GradientBoostedTreesModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">algo</dt><dd class="cmt"><p>algorithm for the ensemble model, either Classification or Regression</p></dd><dt class="param">trees</dt><dd class="cmt"><p>tree ensembles</p></dd><dt class="param">treeWeights</dt><dd class="cmt"><p>tree ensemble weights</p></dd></dl><dl class="attributes block"> <dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.2.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="org.apache.spark.mllib.tree.model.GradientBoostedTreesModel#algo" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="algo:org.apache.spark.mllib.tree.configuration.Algo.Algo"></a>
+      <a id="algo:Algo"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">algo</span><span class="result">: <a href="../configuration/Algo$.html#Algo=org.apache.spark.mllib.tree.configuration.Algo.Value" class="extmbr" name="org.apache.spark.mllib.tree.configuration.Algo.Algo">Algo</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@algo:org.apache.spark.mllib.tree.configuration.Algo.Algo" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">algorithm for the ensemble model, either Classification or Regression</p><div class="fullcomment"><div class="comment cmt"><p>algorithm for the ensemble model, either Classification or Regression</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="org.apache.spark.mllib.tree.model.GradientBoostedTreesModel">GradientBoostedTreesModel</a> → TreeEnsembleModel</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.2.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.mllib.tree.model.TreeEnsembleModel#combiningStrategy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="combiningStrategy:org.apache.spark.mllib.tree.configuration.EnsembleCombiningStrategy.EnsembleCombiningStrategy"></a>
+      <a id="combiningStrategy:EnsembleCombiningStrategy"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">combiningStrategy</span><span class="result">: <span class="extype" name="org.apache.spark.mllib.tree.configuration.EnsembleCombiningStrategy.EnsembleCombiningStrategy">EnsembleCombiningStrategy</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@combiningStrategy:org.apache.spark.mllib.tree.configuration.EnsembleCombiningStrategy.EnsembleCombiningStrategy" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>TreeEnsembleModel</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.mllib.tree.model.GradientBoostedTreesModel#evaluateEachIteration" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="evaluateEachIteration(data:org.apache.spark.rdd.RDD[org.apache.spark.mllib.regression.LabeledPoint],loss:org.apache.spark.mllib.tree.loss.Loss):Array[Double]"></a>
+      <a id="evaluateEachIteration(RDD[LabeledPoint],Loss):Array[Double]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">evaluateEachIteration</span><span class="params">(<span name="data">data: <a href="../../../rdd/RDD.html" class="extype" name="org.apache.spark.rdd.RDD">RDD</a>[<a href="../../regression/LabeledPoint.html" class="extype" name="org.apache.spark.mllib.regression.LabeledPoint">LabeledPoint</a>]</span>, <span name="loss">loss: <a href="../loss/Loss.html" class="extype" name="org.apache.spark.mllib.tree.loss.Loss">Loss</a></span>)</span><span class="result">: <span  [...]
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@evaluateEachIteration(data:org.apache.spark.rdd.RDD[org.apache.spark.mllib.regression.LabeledPoint],loss:org.apache.spark.mllib.tree.loss.Loss):Array[Double]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Method to compute error or loss for every iteration of gradient boosting.</p><div class="fullcomment"><div class="comment cmt"><p>Method to compute error or loss for every iteration of gradient boosting.</p></div><dl class="paramcmts block"><dt class="param">data</dt><dd class="cmt"><p>RDD of <a href="../../regression/LabeledPoint.html" class="extype" name="org.apache.spark.mllib.regression.LabeledPoint">org.apache.spark.mllib.regression.LabeledPoint</a> [...]
+        containing the first i+1 trees</p></dd></dl><dl class="attributes block"> <dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.4.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.mllib.tree.model.GradientBoostedTreesModel#formatVersion" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="formatVersion:String"></a>
+      <a id="formatVersion:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatVersion</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@formatVersion:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Current version of model save/load format.</p><div class="fullcomment"><div class="comment cmt"><p>Current version of model save/load format.</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="" class="extype" name="org.apache.spark.mllib.tree.model.GradientBoostedTreesModel">GradientBoostedTreesModel</a> → <a href="../../util/Saveable.html" class="extype" name="org.apache.spark.mllib.util [...]
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.mllib.tree.model.TreeEnsembleModel#numTrees" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="numTrees:Int"></a>
+      <a id="numTrees:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">numTrees</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@numTrees:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Get number of trees in ensemble.</p><div class="fullcomment"><div class="comment cmt"><p>Get number of trees in ensemble.
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd>TreeEnsembleModel</dd></dl></div>
+    </li><li name="org.apache.spark.mllib.tree.model.TreeEnsembleModel#predict" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="predict(features:org.apache.spark.api.java.JavaRDD[org.apache.spark.mllib.linalg.Vector]):org.apache.spark.api.java.JavaRDD[Double]"></a>
+      <a id="predict(JavaRDD[Vector]):JavaRDD[Double]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">predict</span><span class="params">(<span name="features">features: <a href="../../../api/java/JavaRDD.html" class="extype" name="org.apache.spark.api.java.JavaRDD">JavaRDD</a>[<a href="../../linalg/Vector.html" class="extype" name="org.apache.spark.mllib.linalg.Vector">Vector</a>]</span>)</span><span class="result">: <a href="../../../api/java/JavaRDD.html" class="extype" name="org.apache.spark.api.java.JavaRDD">JavaRDD</a>[<span class="extype" name="java.lang [...]
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@predict(features:org.apache.spark.api.java.JavaRDD[org.apache.spark.mllib.linalg.Vector]):org.apache.spark.api.java.JavaRDD[Double]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Java-friendly version of <code>org.apache.spark.mllib.tree.model.TreeEnsembleModel.predict</code>.</p><div class="fullcomment"><div class="comment cmt"><p>Java-friendly version of <code>org.apache.spark.mllib.tree.model.TreeEnsembleModel.predict</code>.
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd>TreeEnsembleModel</dd></dl></div>
+    </li><li name="org.apache.spark.mllib.tree.model.TreeEnsembleModel#predict" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="predict(features:org.apache.spark.rdd.RDD[org.apache.spark.mllib.linalg.Vector]):org.apache.spark.rdd.RDD[Double]"></a>
+      <a id="predict(RDD[Vector]):RDD[Double]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">predict</span><span class="params">(<span name="features">features: <a href="../../../rdd/RDD.html" class="extype" name="org.apache.spark.rdd.RDD">RDD</a>[<a href="../../linalg/Vector.html" class="extype" name="org.apache.spark.mllib.linalg.Vector">Vector</a>]</span>)</span><span class="result">: <a href="../../../rdd/RDD.html" class="extype" name="org.apache.spark.rdd.RDD">RDD</a>[<span class="extype" name="scala.Double">Double</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@predict(features:org.apache.spark.rdd.RDD[org.apache.spark.mllib.linalg.Vector]):org.apache.spark.rdd.RDD[Double]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Predict values for the given data set.</p><div class="fullcomment"><div class="comment cmt"><p>Predict values for the given data set.
+</p></div><dl class="paramcmts block"><dt class="param">features</dt><dd class="cmt"><p>RDD representing data points to be predicted</p></dd><dt>returns</dt><dd class="cmt"><p>RDD[Double] where each entry contains the corresponding prediction</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd>TreeEnsembleModel</dd></dl></div>
+    </li><li name="org.apache.spark.mllib.tree.model.TreeEnsembleModel#predict" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="predict(features:org.apache.spark.mllib.linalg.Vector):Double"></a>
+      <a id="predict(Vector):Double"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">predict</span><span class="params">(<span name="features">features: <a href="../../linalg/Vector.html" class="extype" name="org.apache.spark.mllib.linalg.Vector">Vector</a></span>)</span><span class="result">: <span class="extype" name="scala.Double">Double</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@predict(features:org.apache.spark.mllib.linalg.Vector):Double" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Predict values for a single data point using the model trained.</p><div class="fullcomment"><div class="comment cmt"><p>Predict values for a single data point using the model trained.
+</p></div><dl class="paramcmts block"><dt class="param">features</dt><dd class="cmt"><p>array representing a single data point</p></dd><dt>returns</dt><dd class="cmt"><p>predicted category from the trained model</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd>TreeEnsembleModel</dd></dl></div>
+    </li><li name="org.apache.spark.mllib.tree.model.GradientBoostedTreesModel#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(sc:org.apache.spark.SparkContext,path:String):Unit"></a>
+      <a id="save(SparkContext,String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="sc">sc: <a href="../../../SparkContext.html" class="extype" name="org.apache.spark.SparkContext">SparkContext</a></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@save(sc:org.apache.spark.SparkContext,path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">sc</dt><dd class="cmt"><p>Spark context used to save model data.</p></dd><dt class="param">path</dt><dd class="cmt"><p>Path specifying the directory in which to save this model.
+             If the directory already exists, this method throws an exception.</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="org.apache.spark.mllib.tree.model.GradientBoostedTreesModel">GradientBoostedTreesModel</a> → <a href="../../util/Saveable.html" class="extype" name="org.apache.spark.mllib.util.Saveable">Saveable</a></dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.3.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.mllib.tree.model.TreeEnsembleModel#toDebugString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toDebugString:String"></a>
+      <a id="toDebugString:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toDebugString</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@toDebugString:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Print the full model to a string.</p><div class="fullcomment"><div class="comment cmt"><p>Print the full model to a string.
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd>TreeEnsembleModel</dd></dl></div>
+    </li><li name="org.apache.spark.mllib.tree.model.TreeEnsembleModel#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#org.apache.spark.mllib.tree.model.GradientBoostedTreesModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Print a summary of the model.</p><div class="fullcomment"><div class="comment cmt"><p>Print a summary of the model.
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd>TreeEnsembleModel → AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.mllib.tree.model.TreeEnsembleModel#totalNumNodes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="totalNumNodes:Int"></a>
+      <a id="totalNumNodes:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">totalNumNodes</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <p class="shortcomment cmt">Get total number of nodes, summed over all trees in the ensemble.</p><div class="fullcomment"><div class="comment cmt"><p>Get total number of nodes, summed over all trees in the ensemble.
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <p class="shortcomment cmt">tree ensembles</p><div class="fullcomment"><div class="comment cmt"><p>tree ensembles</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="org.apache.spark.mllib.tree.model.GradientBoostedTreesModel">GradientBoostedTreesModel</a> → TreeEnsembleModel</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
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+<h2 title="Class CoarseGrainedClusterMessages.SetupDriver$" class="title">Class CoarseGrainedClusterMessages.SetupDriver$</h2>
+</div>
+<div class="contentContainer">
+<ul class="inheritance">
+<li>Object</li>
+<li>
+<ul class="inheritance">
+<li>scala.runtime.AbstractFunction1&lt;org.apache.spark.rpc.RpcEndpointRef,<a href="../../../../../org/apache/spark/scheduler/cluster/CoarseGrainedClusterMessages.SetupDriver.html" title="class in org.apache.spark.scheduler.cluster">CoarseGrainedClusterMessages.SetupDriver</a>&gt;</li>
+<li>
+<ul class="inheritance">
+<li>org.apache.spark.scheduler.cluster.CoarseGrainedClusterMessages.SetupDriver$</li>
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+                <span class="name">@Stable</span><span class="args">()</span>
+              
+        </dd><dt>Source</dt><dd><a href="https://github.com/apache/spark/tree/v2.3.4/sql/catalyst/src/main/scala/org/apache/spark/sql/types/LongType.scala" target="_blank">LongType.scala</a></dd><dt>Since</dt><dd><p>1.3.0</p></dd></dl><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+        <span class="modifier">final </span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.sql.types.DataType#catalogString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="catalogString:String"></a>
+      <a id="catalogString:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">catalogString</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#org.apache.spark.sql.types.LongType$@catalogString:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">String representation for the type saved in external catalogs.</p><div class="fullcomment"><div class="comment cmt"><p>String representation for the type saved in external catalogs.</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="DataType.html" class="extype" name="org.apache.spark.sql.types.DataType">DataType</a></dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.sql.types.LongType#defaultSize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultSize:Int"></a>
+      <a id="defaultSize:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultSize</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#org.apache.spark.sql.types.LongType$@defaultSize:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">The default size of a value of the LongType is 8 bytes.</p><div class="fullcomment"><div class="comment cmt"><p>The default size of a value of the LongType is 8 bytes.
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="LongType.html" class="extype" name="org.apache.spark.sql.types.LongType">LongType</a> → <a href="DataType.html" class="extype" name="org.apache.spark.sql.types.DataType">DataType</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.sql.types.DataType#json" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="json:String"></a>
+      <a id="json:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <p class="shortcomment cmt">The compact JSON representation of this data type.</p><div class="fullcomment"><div class="comment cmt"><p>The compact JSON representation of this data type.</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="DataType.html" class="extype" name="org.apache.spark.sql.types.DataType">DataType</a></dd></dl></div>
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+<h2 title="Class SparkListenerStageSubmitted" class="title">Class SparkListenerStageSubmitted</h2>
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+<ul class="inheritance">
+<li>Object</li>
+<li>
+<ul class="inheritance">
+<li>org.apache.spark.scheduler.SparkListenerStageSubmitted</li>
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+<dt>All Implemented Interfaces:</dt>
+<dd>java.io.Serializable, <a href="../../../../org/apache/spark/scheduler/SparkListenerEvent.html" title="interface in org.apache.spark.scheduler">SparkListenerEvent</a>, scala.Equals, scala.Product</dd>
+</dl>
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+<pre>public class <span class="typeNameLabel">SparkListenerStageSubmitted</span>
+extends Object
+implements <a href="../../../../org/apache/spark/scheduler/SparkListenerEvent.html" title="interface in org.apache.spark.scheduler">SparkListenerEvent</a>, scala.Product, scala.Serializable</pre>
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+<dt><span class="seeLabel">See Also:</span></dt>
+<dd><a href="../../../../serialized-form.html#org.apache.spark.scheduler.SparkListenerStageSubmitted">Serialized Form</a></dd>
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+<th class="colOne" scope="col">Constructor and Description</th>
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+<tr class="altColor">
+<td class="colOne"><code><span class="memberNameLink"><a href="../../../../org/apache/spark/scheduler/SparkListenerStageSubmitted.html#SparkListenerStageSubmitted-org.apache.spark.scheduler.StageInfo-java.util.Properties-">SparkListenerStageSubmitted</a></span>(<a href="../../../../org/apache/spark/scheduler/StageInfo.html" title="class in org.apache.spark.scheduler">StageInfo</a>&nbsp;stageInfo,
+                           java.util.Properties&nbsp;properties)</code>&nbsp;</td>
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+<caption><span id="t0" class="activeTableTab"><span>All Methods</span><span class="tabEnd">&nbsp;</span></span><span id="t1" class="tableTab"><span><a href="javascript:show(1);">Static Methods</a></span><span class="tabEnd">&nbsp;</span></span><span id="t2" class="tableTab"><span><a href="javascript:show(2);">Instance Methods</a></span><span class="tabEnd">&nbsp;</span></span><span id="t3" class="tableTab"><span><a href="javascript:show(4);">Abstract Methods</a></span><span class="tabEnd [...]
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+<th class="colLast" scope="col">Method and Description</th>
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+<tr id="i0" class="altColor">
+<td class="colFirst"><code>abstract static boolean</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../org/apache/spark/scheduler/SparkListenerStageSubmitted.html#canEqual-java.lang.Object-">canEqual</a></span>(Object&nbsp;that)</code>&nbsp;</td>
+</tr>
+<tr id="i1" class="rowColor">
+<td class="colFirst"><code>abstract static boolean</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../org/apache/spark/scheduler/SparkListenerStageSubmitted.html#equals-java.lang.Object-">equals</a></span>(Object&nbsp;that)</code>&nbsp;</td>
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+<tr id="i2" class="altColor">
+<td class="colFirst"><code>abstract static int</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../org/apache/spark/scheduler/SparkListenerStageSubmitted.html#productArity--">productArity</a></span>()</code>&nbsp;</td>
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+<tr id="i3" class="rowColor">
+<td class="colFirst"><code>abstract static Object</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../org/apache/spark/scheduler/SparkListenerStageSubmitted.html#productElement-int-">productElement</a></span>(int&nbsp;n)</code>&nbsp;</td>
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+<tr id="i4" class="altColor">
+<td class="colFirst"><code>static scala.collection.Iterator&lt;Object&gt;</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../org/apache/spark/scheduler/SparkListenerStageSubmitted.html#productIterator--">productIterator</a></span>()</code>&nbsp;</td>
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+<tr id="i5" class="rowColor">
+<td class="colFirst"><code>static String</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../org/apache/spark/scheduler/SparkListenerStageSubmitted.html#productPrefix--">productPrefix</a></span>()</code>&nbsp;</td>
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+<tr id="i6" class="altColor">
+<td class="colFirst"><code>java.util.Properties</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../org/apache/spark/scheduler/SparkListenerStageSubmitted.html#properties--">properties</a></span>()</code>&nbsp;</td>
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+<tr id="i7" class="rowColor">
+<td class="colFirst"><code><a href="../../../../org/apache/spark/scheduler/StageInfo.html" title="class in org.apache.spark.scheduler">StageInfo</a></code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../org/apache/spark/scheduler/SparkListenerStageSubmitted.html#stageInfo--">stageInfo</a></span>()</code>&nbsp;</td>
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+<div class="subTitle">org.apache.spark.ml.util</div>
+<h2 title="Class MetadataUtils" class="title">Class MetadataUtils</h2>
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+<ul class="inheritance">
+<li>Object</li>
+<li>
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+<li>org.apache.spark.ml.util.MetadataUtils</li>
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+<pre>public class <span class="typeNameLabel">MetadataUtils</span>
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+<div class="block">Helper utilities for algorithms using ML metadata</div>
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+<td class="colFirst"><code>static scala.collection.immutable.Map&lt;Object,Object&gt;</code></td>
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+<div class="block">Examine a schema to identify categorical (Binary and Nominal) features.</div>
+</td>
+</tr>
+<tr id="i1" class="rowColor">
+<td class="colFirst"><code>static int[]</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/spark/ml/util/MetadataUtils.html#getFeatureIndicesFromNames-org.apache.spark.sql.types.StructField-java.lang.String:A-">getFeatureIndicesFromNames</a></span>(<a href="../../../../../org/apache/spark/sql/types/StructField.html" title="class in org.apache.spark.sql.types">StructField</a>&nbsp;col,
+                          String[]&nbsp;names)</code>
+<div class="block">Takes a Vector column and a list of feature names, and returns the corresponding list of
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+<td class="colFirst"><code>static scala.Option&lt;Object&gt;</code></td>
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+<div class="block">Examine a schema to identify the number of classes in a label column.
+ Returns None if the number of labels is not specified, or if the label column is continuous.</div>
+<dl>
+<dt><span class="paramLabel">Parameters:</span></dt>
+<dd><code>labelSchema</code> - (undocumented)</dd>
+<dt><span class="returnLabel">Returns:</span></dt>
+<dd>(undocumented)</dd>
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+<div class="block">Examine a schema to identify categorical (Binary and Nominal) features.
+ <p></div>
+<dl>
+<dt><span class="paramLabel">Parameters:</span></dt>
+<dd><code>featuresSchema</code> - Schema of the features column.
+                        If a feature does not have metadata, it is assumed to be continuous.
+                        If a feature is Nominal, then it must have the number of values
+                        specified.</dd>
+<dt><span class="returnLabel">Returns:</span></dt>
+<dd>Map: feature index to number of categories.
+          The map's set of keys will be the set of categorical feature indices.</dd>
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+</li>
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+                                               String[]&nbsp;names)</pre>
+<div class="block">Takes a Vector column and a list of feature names, and returns the corresponding list of
+ feature indices in the column, in order.</div>
+<dl>
+<dt><span class="paramLabel">Parameters:</span></dt>
+<dd><code>col</code> - Vector column which must have feature names specified via attributes</dd>
+<dd><code>names</code> - List of feature names</dd>
+<dt><span class="returnLabel">Returns:</span></dt>
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+        <h1>ClassificationModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="org.apache.spark.mllib.classification">package classification</a>
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+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ClassificationModel</span><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
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+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Represents a classification model that predicts to which of a set of categories an example
+belongs. The categories are represented by double values: 0.0, 1.0, 2.0, etc.
+</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;0.8.0&quot;</span>
+    </span>)</span>
+              
+        </dd><dt>Source</dt><dd><a href="https://github.com/apache/spark/tree/v2.3.4/mllib/src/main/scala/org/apache/spark/mllib/classification/ClassificationModel.scala" target="_blank">ClassificationModel.scala</a></dd></dl><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="LogisticRegressionModel.html" class="extype" name="org.apache.spark.mllib.classification.LogisticRegressionModel">LogisticRegressionModel</a>, <a href="NaiveBayesModel.html" class="extype" name="org.apache.spark.mllib.classification.NaiveBayesModel">NaiveBayesModel</a>, <a href="SVMModel.html" class="extype" name="org.apache.spark.mllib.classification.SVMModel">SVMModel</a></div>
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