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| <h1>PersistentModel</h1><h3><span class="morelinks"><div>Related Doc: |
| <a href="package.html" class="extype" name="org.apache.predictionio.controller">package controller</a> |
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| <span class="name">PersistentModel</span><span class="tparams">[<span name="AP">AP <: <a href="Params.html" class="extype" name="org.apache.predictionio.controller.Params">Params</a></span>]</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span> |
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| <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Mix in and implement this trait if your model cannot be persisted by |
| PredictionIO automatically. A companion object extending |
| IPersistentModelLoader is required for PredictionIO to load the persisted |
| model automatically during deployment.</p><p>Notice that models generated by <a href="PAlgorithm.html" class="extype" name="org.apache.predictionio.controller.PAlgorithm">PAlgorithm</a> cannot be persisted |
| automatically by nature and must implement these traits if model persistence |
| is desired.</p><pre><span class="kw">class</span> MyModel <span class="kw">extends</span> PersistentModel[MyParams] { |
| <span class="kw">def</span> save(id: <span class="std">String</span>, params: MyParams, sc: SparkContext): <span class="std">Boolean</span> = { |
| ... |
| } |
| } |
| |
| <span class="kw">object</span> MyModel <span class="kw">extends</span> PersistentModelLoader[MyParams, MyModel] { |
| <span class="kw">def</span> apply(id: <span class="std">String</span>, params: MyParams, sc: <span class="std">Option</span>[SparkContext]): MyModel = { |
| ... |
| } |
| }</pre><p>In Java, all you need to do is to implement this interface, and add a static |
| method with 3 arguments of type String, <a href="Params.html" class="extype" name="org.apache.predictionio.controller.Params">Params</a>, and SparkContext.</p><pre>public <span class="kw">class</span> MyModel implements PersistentModel<MyParams>, Serializable { |
| ... |
| public boolean save(<span class="std">String</span> id, MyParams params, SparkContext sc) { |
| ... |
| } |
| |
| public static MyModel load(<span class="std">String</span> id, Params params, SparkContext sc) { |
| ... |
| } |
| ... |
| }</pre></div><dl class="paramcmts block"><dt class="tparam">AP</dt><dd class="cmt"><p>Algorithm parameters class.</p></dd></dl><dl class="attributes block"> <dt>See also</dt><dd><span class="cmt"><p><a href="PersistentModelLoader.html" class="extype" name="org.apache.predictionio.controller.PersistentModelLoader">PersistentModelLoader</a></p></span></dd></dl><div class="toggleContainer block"> |
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| <p class="shortcomment cmt">Save the model to some persistent storage.</p><div class="fullcomment"><div class="comment cmt"><p>Save the model to some persistent storage.</p><p>This method should return true if the model has been saved successfully so |
| that PredictionIO knows that it can be restored later during deployment. |
| This method should return false if the model cannot be saved (or should |
| not be saved due to configuration) so that PredictionIO will re-train the |
| model during deployment. All arguments of this method are provided by |
| automatically by PredictionIO. |
| </p></div><dl class="paramcmts block"><dt class="param">id</dt><dd class="cmt"><p>ID of the run that trained this model.</p></dd><dt class="param">params</dt><dd class="cmt"><p>Algorithm parameters that were used to train this model.</p></dd><dt class="param">sc</dt><dd class="cmt"><p>An Apache Spark context.</p></dd></dl></div> |
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