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From git-site-r...@apache.org
Subject [31/51] [abbrv] [partial] incubator-predictionio-site git commit: Clean up before apache/incubator-predictionio#29939f02de032959a748d824e146f200712da223
Date Tue, 07 Mar 2017 19:02:01 GMT
http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/e3609504/api/current/org/apache/predictionio/controller/FastEvalEngine.html
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-          <title>FastEvalEngine - PredictionIO Scala API 0.10.0-incubating - org.apache.predictionio.controller.FastEvalEngine</title>
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-        <h1>FastEvalEngine</h1>
-      </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">FastEvalEngine</span><span class="tparams">[<span name="TD">TD</span>, <span name="EI">EI</span>, <span name="PD">PD</span>, <span name="Q">Q</span>, <span name="P">P</span>, <span name="A">A</span>]</span><span class="result"> extends <a href="Engine.html" class="extype" name="org.apache.predictionio.controller.Engine">Engine</a>[<span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.TD">TD</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.EI">EI</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.PD">PD</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.Q">Q</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.P">P</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.A">A</span>]</span>
-      </span>
-      </h4>
-      
-          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>:: Experimental ::
-FastEvalEngine is a subclass of <a href="Engine.html" class="extype" name="org.apache.predictionio.controller.Engine">Engine</a> that exploits the immutability of
-controllers to optimize the evaluation process
-</p></div><dl class="attributes block"> <dt>Annotations</dt><dd>
-                <span class="name">@Experimental</span><span class="args">()</span>
-              
-        </dd></dl><div class="toggleContainer block">
-          <span class="toggle">Linear Supertypes</span>
-          <div class="superTypes hiddenContent"><a href="Engine.html" class="extype" name="org.apache.predictionio.controller.Engine">Engine</a>[<span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.TD">TD</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.EI">EI</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.PD">PD</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.Q">Q</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.P">P</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.A">A</span>], <a href="../core/BaseEngine.html" class="extype" name="org.apache.predictionio.core.BaseEngine">BaseEngine</a>[<span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.EI">EI</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.Q">Q</span>, <span class=
 "extype" name="org.apache.predictionio.controller.FastEvalEngine.P">P</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.A">A</span>], <a href="http://www.scala-lang.org/api/2.10.5/index.html#scala.Serializable" class="extype" target="_top">Serializable</a>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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-                <span class="filtertype">Inherited<br />
-                </span>
-                <ol id="linearization">
-                  <li class="in" name="org.apache.predictionio.controller.FastEvalEngine"><span>FastEvalEngine</span></li><li class="in" name="org.apache.predictionio.controller.Engine"><span>Engine</span></li><li class="in" name="org.apache.predictionio.core.BaseEngine"><span>BaseEngine</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="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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-          </div>
-      </div>
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-      <div id="template">
-        <div id="allMembers">
-        <div id="constructors" class="members">
-              <h3>Instance Constructors</h3>
-              <ol><li name="org.apache.predictionio.controller.FastEvalEngine#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
-      <a id="&lt;init&gt;(dataSourceClassMap:Map[String,Class[_&lt;:org.apache.predictionio.core.BaseDataSource[TD,EI,Q,A]]],preparatorClassMap:Map[String,Class[_&lt;:org.apache.predictionio.core.BasePreparator[TD,PD]]],algorithmClassMap:Map[String,Class[_&lt;:org.apache.predictionio.core.BaseAlgorithm[PD,_,Q,P]]],servingClassMap:Map[String,Class[_&lt;:org.apache.predictionio.core.BaseServing[Q,P]]]):org.apache.predictionio.controller.FastEvalEngine[TD,EI,PD,Q,P,A]"></a>
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-        <span class="modifier"></span>
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-      <span class="symbol">
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-      </span>
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-    </li></ol>
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-              <h3>Value Members</h3>
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-      </span>
-      </h4>
-      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
-    </li><li name="scala.Any#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
-      <a id="!=(x$1:Any):Boolean"></a>
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-      <a id="==(x$1:AnyRef):Boolean"></a>
-      <a id="==(AnyRef):Boolean"></a>
-      <h4 class="signature">
-      <span class="modifier_kind">
-        <span class="modifier">final </span>
-        <span class="kind">def</span>
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-      <span class="symbol">
-        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <a href="http://www.scala-lang.org/api/2.10.5/index.html#scala.Boolean" class="extype" target="_top">Boolean</a></span>
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-      <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">: <a href="http://www.scala-lang.org/api/2.10.5/index.html#scala.Boolean" class="extype" target="_top">Boolean</a></span>
-      </span>
-      </h4>
-      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</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>
-      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
-    </li><li name="org.apache.predictionio.controller.FastEvalEngine#batchEval" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
-      <a id="batchEval(sc:org.apache.spark.SparkContext,engineParamsList:Seq[org.apache.predictionio.controller.EngineParams],params:org.apache.predictionio.workflow.WorkflowParams):Seq[(org.apache.predictionio.controller.EngineParams,Seq[(EI,org.apache.spark.rdd.RDD[(Q,P,A)])])]"></a>
-      <a id="batchEval(SparkContext,Seq[EngineParams],WorkflowParams):Seq[(EngineParams,Seq[(EI,RDD[(Q,P,A)])])]"></a>
-      <h4 class="signature">
-      <span class="modifier_kind">
-        <span class="modifier"></span>
-        <span class="kind">def</span>
-      </span>
-      <span class="symbol">
-        <span class="name">batchEval</span><span class="params">(<span name="sc">sc: <span class="extype" name="org.apache.spark.SparkContext">SparkContext</span></span>, <span name="engineParamsList">engineParamsList: <span class="extype" name="scala.Seq">Seq</span>[<a href="EngineParams.html" class="extype" name="org.apache.predictionio.controller.EngineParams">EngineParams</a>]</span>, <span name="params">params: <a href="../workflow/WorkflowParams.html" class="extype" name="org.apache.predictionio.workflow.WorkflowParams">WorkflowParams</a></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[(<a href="EngineParams.html" class="extype" name="org.apache.predictionio.controller.EngineParams">EngineParams</a>, <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.EI">EI</span>, <span class="extype" name="org.apache.spark.rdd.RDD">RDD</span>[(<span class="extype" name="org.apach
 e.predictionio.controller.FastEvalEngine.Q">Q</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.P">P</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.A">A</span>)])])]</span>
-      </span>
-      </h4>
-      <p class="shortcomment cmt">:: DeveloperApi ::
-Override this method to further optimize the process that runs multiple
-evaluations (during tuning, for example).</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
-Override this method to further optimize the process that runs multiple
-evaluations (during tuning, for example). By default, this method calls
-<a href="#eval(sc:org.apache.spark.SparkContext,engineParams:org.apache.predictionio.controller.EngineParams,params:org.apache.predictionio.workflow.WorkflowParams):Seq[(EI,org.apache.spark.rdd.RDD[(Q,P,A)])]" class="extmbr" name="org.apache.predictionio.controller.FastEvalEngine#eval">eval</a> for each element in the engine parameters list.
-</p></div><dl class="paramcmts block"><dt class="param">sc</dt><dd class="cmt"><p>An instance of SparkContext.</p></dd><dt class="param">engineParamsList</dt><dd class="cmt"><p>A list of <a href="EngineParams.html" class="extype" name="org.apache.predictionio.controller.EngineParams">EngineParams</a> for running batch evaluation.</p></dd><dt class="param">params</dt><dd class="cmt"><p>An instance of <span class="extype" name="WorkflowParams">WorkflowParams</span> that controls the workflow.</p></dd><dt>returns</dt><dd class="cmt"><p>A list of engine parameters and evaluation result (from <a href="#eval(sc:org.apache.spark.SparkContext,engineParams:org.apache.predictionio.controller.EngineParams,params:org.apache.predictionio.workflow.WorkflowParams):Seq[(EI,org.apache.spark.rdd.RDD[(Q,P,A)])]" class="extmbr" name="org.apache.predictionio.controller.FastEvalEngine#eval">eval</a>) tuples.
-</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="org.apache.predictionio.controller.FastEvalEngine">FastEvalEngine</a> → <a href="../core/BaseEngine.html" class="extype" name="org.apache.predictionio.core.BaseEngine">BaseEngine</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>
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-      <span class="symbol">
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-                <span class="name">@throws</span><span class="args">(<span>
-      
-      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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-      <h4 class="signature">
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-        <span class="modifier"></span>
-        <span class="kind">def</span>
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-      <span class="symbol">
-        <span class="name">copy</span><span class="params">(<span name="dataSourceClassMap">dataSourceClassMap: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Class">Class</span>[_ &lt;: <a href="../core/BaseDataSource.html" class="extype" name="org.apache.predictionio.core.BaseDataSource">BaseDataSource</a>[<span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.TD">TD</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.EI">EI</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.Q">Q</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.A">A</span>]]] = <span class="symbol">dataSourceClassMap</span></span>, <span name="preparatorClassMap">preparatorClassMap: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.Stri
 ng">String</span>, <span class="extype" name="scala.Predef.Class">Class</span>[_ &lt;: <a href="../core/BasePreparator.html" class="extype" name="org.apache.predictionio.core.BasePreparator">BasePreparator</a>[<span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.TD">TD</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.PD">PD</span>]]] = <span class="symbol">preparatorClassMap</span></span>, <span name="algorithmClassMap">algorithmClassMap: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Class">Class</span>[_ &lt;: <a href="../core/BaseAlgorithm.html" class="extype" name="org.apache.predictionio.core.BaseAlgorithm">BaseAlgorithm</a>[<span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.PD">PD</span>, _, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.Q">Q</span>, <s
 pan class="extype" name="org.apache.predictionio.controller.FastEvalEngine.P">P</span>]]] = <span class="symbol">algorithmClassMap</span></span>, <span name="servingClassMap">servingClassMap: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Class">Class</span>[_ &lt;: <a href="../core/BaseServing.html" class="extype" name="org.apache.predictionio.core.BaseServing">BaseServing</a>[<span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.Q">Q</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.P">P</span>]]] = <span class="symbol">servingClassMap</span></span>)</span><span class="result">: <a href="Engine.html" class="extype" name="org.apache.predictionio.controller.Engine">Engine</a>[<span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.TD">TD</span>, <span class="extype" name="org.apache.predictionio
 .controller.FastEvalEngine.EI">EI</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.PD">PD</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.Q">Q</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.P">P</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.A">A</span>]</span>
-      </span>
-      </h4>
-      <p class="shortcomment cmt">Returns a new Engine instance, mimicking case class's copy method behavior.</p><div class="fullcomment"><div class="comment cmt"><p>Returns a new Engine instance, mimicking case class's copy method behavior.
-</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Engine.html" class="extype" name="org.apache.predictionio.controller.Engine">Engine</a></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">: <a href="http://www.scala-lang.org/api/2.10.5/index.html#scala.Boolean" class="extype" target="_top">Boolean</a></span>
-      </span>
-      </h4>
-      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
-    </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">: <a href="http://www.scala-lang.org/api/2.10.5/index.html#scala.Boolean" class="extype" target="_top">Boolean</a></span>
-      </span>
-      </h4>
-      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
-    </li><li name="org.apache.predictionio.controller.FastEvalEngine#eval" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
-      <a id="eval(sc:org.apache.spark.SparkContext,engineParams:org.apache.predictionio.controller.EngineParams,params:org.apache.predictionio.workflow.WorkflowParams):Seq[(EI,org.apache.spark.rdd.RDD[(Q,P,A)])]"></a>
-      <a id="eval(SparkContext,EngineParams,WorkflowParams):Seq[(EI,RDD[(Q,P,A)])]"></a>
-      <h4 class="signature">
-      <span class="modifier_kind">
-        <span class="modifier"></span>
-        <span class="kind">def</span>
-      </span>
-      <span class="symbol">
-        <span class="name">eval</span><span class="params">(<span name="sc">sc: <span class="extype" name="org.apache.spark.SparkContext">SparkContext</span></span>, <span name="engineParams">engineParams: <a href="EngineParams.html" class="extype" name="org.apache.predictionio.controller.EngineParams">EngineParams</a></span>, <span name="params">params: <a href="../workflow/WorkflowParams.html" class="extype" name="org.apache.predictionio.workflow.WorkflowParams">WorkflowParams</a></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.EI">EI</span>, <span class="extype" name="org.apache.spark.rdd.RDD">RDD</span>[(<span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.Q">Q</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.P">P</span>, <span class="extype" name="org.apache.predictionio.controller.FastEvalEngine.A">A</sp
 an>)])]</span>
-      </span>
-      </h4>
-      <p class="shortcomment cmt">This is implemented such that <a href="Evaluation.html" class="extype" name="org.apache.predictionio.controller.Evaluation">org.apache.predictionio.controller.Evaluation</a> can
-use this method to generate inputs for <a href="Metric.html" class="extype" name="org.apache.predictionio.controller.Metric">org.apache.predictionio.controller.Metric</a>.</p><div class="fullcomment"><div class="comment cmt"><p>This is implemented such that <a href="Evaluation.html" class="extype" name="org.apache.predictionio.controller.Evaluation">org.apache.predictionio.controller.Evaluation</a> can
-use this method to generate inputs for <a href="Metric.html" class="extype" name="org.apache.predictionio.controller.Metric">org.apache.predictionio.controller.Metric</a>.
-</p></div><dl class="paramcmts block"><dt class="param">sc</dt><dd class="cmt"><p>An instance of SparkContext.</p></dd><dt class="param">engineParams</dt><dd class="cmt"><p>An instance of <a href="EngineParams.html" class="extype" name="org.apache.predictionio.controller.EngineParams">EngineParams</a> for running a single evaluation.</p></dd><dt class="param">params</dt><dd class="cmt"><p>An instance of <span class="extype" name="WorkflowParams">WorkflowParams</span> that controls the workflow.</p></dd><dt>returns</dt><dd class="cmt"><p>A list of evaluation information and RDD of query, predicted
-        result, and actual result tuple tuple.
-</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="org.apache.predictionio.controller.FastEvalEngine">FastEvalEngine</a> → <a href="Engine.html" class="extype" name="org.apache.predictionio.controller.Engine">Engine</a> → <a href="../core/BaseEngine.html" class="extype" name="org.apache.predictionio.core.BaseEngine">BaseEngine</a></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">: <a href="http://www.scala-lang.org/api/2.10.5/index.html#scala.Unit" class="extype" target="_top">Unit</a></span>
-      </span>
-      </h4>
-      <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="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>
-      <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">: <a href="http://www.scala-lang.org/api/2.10.5/index.html#scala.Int" class="extype" target="_top">Int</a></span>
-      </span>
-      </h4>
-      <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">: <a href="http://www.scala-lang.org/api/2.10.5/index.html#scala.Boolean" class="extype" target="_top">Boolean</a></span>
-      </span>
-      </h4>
-      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
-    </li><li name="org.apache.predictionio.controller.Engine#jValueToEngineParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
-      <a id="jValueToEngineParams(variantJson:org.json4s.JValue,jsonExtractor:org.apache.predictionio.workflow.JsonExtractorOption.JsonExtractorOption):org.apache.predictionio.controller.EngineParams"></a>
-      <a id="jValueToEngineParams(JValue,JsonExtractorOption):EngineParams"></a>
-      <h4 class="signature">
-      <span class="modifier_kind">
-        <span class="modifier"></span>
-        <span class="kind">def</span>
-      </span>
-      <span class="symbol">
-        <span class="name">jValueToEngineParams</span><span class="params">(<span name="variantJson">variantJson: <span class="extype" name="org.json4s.JValue">JValue</span></span>, <span name="jsonExtractor">jsonExtractor: <a href="../workflow/JsonExtractorOption$.html#JsonExtractorOption=org.apache.predictionio.workflow.JsonExtractorOption.Value" class="extmbr" name="org.apache.predictionio.workflow.JsonExtractorOption.JsonExtractorOption">JsonExtractorOption</a></span>)</span><span class="result">: <a href="EngineParams.html" class="extype" name="org.apache.predictionio.controller.EngineParams">EngineParams</a></span>
-      </span>
-      </h4>
-      <p class="shortcomment cmt">:: DeveloperApi ::
-Implement this method to convert a JValue (read from an engine variant
-JSON file) to an instance of <a href="EngineParams.html" class="extype" name="org.apache.predictionio.controller.EngineParams">EngineParams</a>.</p><div class="fullcomment"><div class="comment cmt"><p>:: DeveloperApi ::
-Implement this method to convert a JValue (read from an engine variant
-JSON file) to an instance of <a href="EngineParams.html" class="extype" name="org.apache.predictionio.controller.EngineParams">EngineParams</a>.
-</p></div><dl class="paramcmts block"><dt class="param">variantJson</dt><dd class="cmt"><p>Content of the engine variant JSON as JValue.</p></dd><dt class="param">jsonExtractor</dt><dd class="cmt"><p>Content of the engine variant JSON as JValue.</p></dd><dt>returns</dt><dd class="cmt"><p>An instance of <a href="EngineParams.html" class="extype" name="org.apache.predictionio.controller.EngineParams">EngineParams</a> converted from JSON.
-</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Engine.html" class="extype" name="org.apache.predictionio.controller.Engine">Engine</a> → <a href="../core/BaseEngine.html" class="extype" name="org.apache.predictionio.core.BaseEngine">BaseEngine</a></dd></dl></div>
-    </li><li name="org.apache.predictionio.controller.FastEvalEngine#logger" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
-      <a id="logger:grizzled.slf4j.Logger"></a>
-      <a id="logger:Logger"></a>
-      <h4 class="signature">
-      <span class="modifier_kind">
-        <span class="modifier"></span>
-        <span class="kind">lazy val</span>
-      </span>
-      <span class="symbol">
-        <span class="name">logger</span><span class="result">: <span class="extype" name="grizzled.slf4j.Logger">Logger</span></span>
-      </span>
-      </h4>
-      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="org.apache.predictionio.controller.FastEvalEngine">FastEvalEngine</a> → <a href="Engine.html" class="extype" name="org.apache.predictionio.controller.Engine">Engine</a></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">: <a href="http://www.scala-lang.org/api/2.10.5/index.html#scala.Boolean" class="extype" target="_top">Boolean</a></span>
-      </span>
-      </h4>
-      <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">: <a href="http://www.scala-lang.org/api/2.10.5/index.html#scala.Unit" class="extype" target="_top">Unit</a></span>
-      </span>
-      </h4>
-      <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">: <a href="http://www.scala-lang.org/api/2.10.5/index.html#scala.Unit" class="extype" target="_top">Unit</a></span>
-      </span>
-      </h4>
-      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</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>
-      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
-    </li><li name="scala.AnyRef#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="java.lang.String">String</span></span>
-      </span>
-      </h4>
-      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
-    </li><li name="org.apache.predictionio.controller.Engine#train" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
-      <a id="train(sc:org.apache.spark.SparkContext,engineParams:org.apache.predictionio.controller.EngineParams,engineInstanceId:String,params:org.apache.predictionio.workflow.WorkflowParams):Seq[Any]"></a>
-      <a id="train(SparkContext,EngineParams,String,WorkflowParams):Seq[Any]"></a>
-      <h4 class="signature">
-      <span class="modifier_kind">
-        <span class="modifier"></span>
-        <span class="kind">def</span>
-      </span>
-      <span class="symbol">
-        <span class="name">train</span><span class="params">(<span name="sc">sc: <span class="extype" name="org.apache.spark.SparkContext">SparkContext</span></span>, <span name="engineParams">engineParams: <a href="EngineParams.html" class="extype" name="org.apache.predictionio.controller.EngineParams">EngineParams</a></span>, <span name="engineInstanceId">engineInstanceId: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="params">params: <a href="../workflow/WorkflowParams.html" class="extype" name="org.apache.predictionio.workflow.WorkflowParams">WorkflowParams</a></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Any">Any</span>]</span>
-      </span>
-      </h4>
-      <p class="shortcomment cmt">Training this engine would return a list of models.</p><div class="fullcomment"><div class="comment cmt"><p>Training this engine would return a list of models.
-</p></div><dl class="paramcmts block"><dt class="param">sc</dt><dd class="cmt"><p>An instance of SparkContext.</p></dd><dt class="param">engineParams</dt><dd class="cmt"><p>An instance of <a href="EngineParams.html" class="extype" name="org.apache.predictionio.controller.EngineParams">EngineParams</a> for running a single training.</p></dd><dt class="param">params</dt><dd class="cmt"><p>An instance of <span class="extype" name="WorkflowParams">WorkflowParams</span> that controls the workflow.</p></dd><dt>returns</dt><dd class="cmt"><p>A list of models.
-</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Engine.html" class="extype" name="org.apache.predictionio.controller.Engine">Engine</a> → <a href="../core/BaseEngine.html" class="extype" name="org.apache.predictionio.core.BaseEngine">BaseEngine</a></dd></dl></div>
-    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
-      <a id="wait():Unit"></a>
-      <a id="wait():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">wait</span><span class="params">()</span><span class="result">: <a href="http://www.scala-lang.org/api/2.10.5/index.html#scala.Unit" class="extype" target="_top">Unit</a></span>
-      </span>
-      </h4>
-      <div class="fullcomment"><dl class="attributes block"> <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.InterruptedException]">...</span>
-    </span>)</span>
-              
-        </dd></dl></div>
-    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
-      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
-      <a id="wait(Long,Int):Unit"></a>
-      <h4 class="signature">
-      <span class="modifier_kind">
-        <span class="modifier">final </span>
-        <span class="kind">def</span>
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-      <span class="symbol">
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