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| <div class="subTitle">org.apache.ignite.ml.composition.bagging</div> |
| <h2 title="Class BaggedTrainer" class="title">Class BaggedTrainer<span class='angle_bracket'><</span>L<span class='angle_bracket'>></span></h2> |
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| <li> |
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| <li><a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers">org.apache.ignite.ml.trainers.DatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a>,L<span class='angle_bracket'>></span></li> |
| <li> |
| <ul class="inheritance"> |
| <li>org.apache.ignite.ml.composition.bagging.BaggedTrainer<span class='angle_bracket'><</span>L<span class='angle_bracket'>></span></li> |
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| <dl> |
| <dt><span class="paramLabel">Type Parameters:</span></dt> |
| <dd><code>L</code> - Type of labels.</dd> |
| </dl> |
| <hr> |
| <br> |
| <pre>public class <span class="typeNameLabel">BaggedTrainer<span class='angle_bracket'><</span>L<span class='angle_bracket'>></span></span> |
| extends <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers">DatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a>,L<span class='angle_bracket'>></span></pre> |
| <div class="block">Trainer encapsulating logic of bootstrap aggregating (bagging). |
| This trainer accepts some other trainer and returns bagged version of it. |
| Resulting model consists of submodels results of which are aggregated by a specified aggregator. |
| <p>Bagging is done |
| on both samples and features (<a href="https://en.wikipedia.org/wiki/Bootstrap_aggregating"></a>Samples bagging</a>, |
| <a href="https://en.wikipedia.org/wiki/Random_subspace_method"></a>Features bagging</a>).</p></div> |
| </li> |
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| <code><a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.EmptyDatasetException.html" title="class in org.apache.ignite.ml.trainers">DatasetTrainer.EmptyDatasetException</a></code></li> |
| </ul> |
| </li> |
| </ul> |
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| <!-- --> |
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| <h3>Fields inherited from class org.apache.ignite.ml.trainers.<a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers">DatasetTrainer</a></h3> |
| <code><a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#envBuilder">envBuilder</a>, <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#environment">environment</a></code></li> |
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| <h3>Constructor Summary</h3> |
| <table class="memberSummary" border="0" cellpadding="3" cellspacing="0" summary="Constructor Summary table, listing constructors, and an explanation"> |
| <caption><span>Constructors</span><span class="tabEnd"> </span></caption> |
| <tr> |
| <th class="colOne" scope="col">Constructor and Description</th> |
| </tr> |
| <tr class="altColor"> |
| <td class="colOne"><code><span class="memberNameLink"><a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedTrainer.html#BaggedTrainer-org.apache.ignite.ml.trainers.DatasetTrainer-org.apache.ignite.ml.composition.predictionsaggregator.PredictionsAggregator-int-double-int-int-">BaggedTrainer</a></span>(<a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers">DatasetTrainer</a><span class='angle_bracket'><</span>? extends <a href="../../../../../../org/apache/ignite/ml/IgniteModel.html" title="interface in org.apache.ignite.ml">IgniteModel</a>,<a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedTrainer.html" title="type parameter in BaggedTrainer">L</a><span class='angle_bracket'>></span> tr, |
| <a href="../../../../../../org/apache/ignite/ml/composition/predictionsaggregator/PredictionsAggregator.html" title="interface in org.apache.ignite.ml.composition.predictionsaggregator">PredictionsAggregator</a> aggregator, |
| int ensembleSize, |
| double subsampleRatio, |
| int featuresVectorSize, |
| int featureSubspaceDim)</code> |
| <div class="block">Construct instance of this class with given parameters.</div> |
| </td> |
| </tr> |
| </table> |
| </li> |
| </ul> |
| <!-- ========== METHOD SUMMARY =========== --> |
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| <h3>Method Summary</h3> |
| <table class="memberSummary" border="0" cellpadding="3" cellspacing="0" summary="Method Summary table, listing methods, and an explanation"> |
| <caption><span id="t0" class="activeTableTab"><span>All Methods</span><span class="tabEnd"> </span></span><span id="t1" class="tableTab"><span><a href="javascript:show(1);">Static Methods</a></span><span class="tabEnd"> </span></span><span id="t2" class="tableTab"><span><a href="javascript:show(2);">Instance Methods</a></span><span class="tabEnd"> </span></span><span id="t4" class="tableTab"><span><a href="javascript:show(8);">Concrete Methods</a></span><span class="tabEnd"> </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><span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> <a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedTrainer.html#fitWithInitializedDeployingContext-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-">fitWithInitializedDeployingContext</a></span>(<a href="../../../../../../org/apache/ignite/ml/dataset/DatasetBuilder.html" title="interface in org.apache.ignite.ml.dataset">DatasetBuilder</a><span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> datasetBuilder, |
| <a href="../../../../../../org/apache/ignite/ml/preprocessing/Preprocessor.html" title="interface in org.apache.ignite.ml.preprocessing">Preprocessor</a><span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> preprocessor)</code> |
| <div class="block">Trains model based on the specified data.</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/ignite/ml/composition/bagging/BaggedTrainer.html#getMapping-int-int-long-">getMapping</a></span>(int featuresVectorSize, |
| int maximumFeaturesCntPerMdl, |
| long seed)</code> |
| <div class="block">Get mapping R^featuresVectorSize -> R^maximumFeaturesCntPerMdl.</div> |
| </td> |
| </tr> |
| <tr id="i2" class="altColor"> |
| <td class="colFirst"><code>boolean</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedTrainer.html#isUpdateable-org.apache.ignite.ml.composition.bagging.BaggedModel-">isUpdateable</a></span>(<a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a> mdl)</code> |
| <div class="block">This method is never called, instead of constructing logic of update from |
| <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#updateModel-M-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-"><code>DatasetTrainer.updateModel(M, org.apache.ignite.ml.dataset.DatasetBuilder<span class='angle_bracket'><</span>K, V<span class='angle_bracket'>></span>, org.apache.ignite.ml.preprocessing.Preprocessor<span class='angle_bracket'><</span>K, V<span class='angle_bracket'>></span>)</code></a> |
| in this class we explicitly override update method.</div> |
| </td> |
| </tr> |
| <tr id="i3" class="rowColor"> |
| <td class="colFirst"><code><span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> <a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedTrainer.html#update-org.apache.ignite.ml.composition.bagging.BaggedModel-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-">update</a></span>(<a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a> mdl, |
| <a href="../../../../../../org/apache/ignite/ml/dataset/DatasetBuilder.html" title="interface in org.apache.ignite.ml.dataset">DatasetBuilder</a><span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> datasetBuilder, |
| <a href="../../../../../../org/apache/ignite/ml/preprocessing/Preprocessor.html" title="interface in org.apache.ignite.ml.preprocessing">Preprocessor</a><span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> preprocessor)</code> |
| <div class="block">Gets state of model in arguments, compare it with training parameters of trainer and if they are fit then trainer |
| updates model in according to new data and return new model.</div> |
| </td> |
| </tr> |
| <tr id="i4" class="altColor"> |
| <td class="colFirst"><code>protected <span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> <a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedTrainer.html#updateModel-org.apache.ignite.ml.composition.bagging.BaggedModel-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-">updateModel</a></span>(<a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a> mdl, |
| <a href="../../../../../../org/apache/ignite/ml/dataset/DatasetBuilder.html" title="interface in org.apache.ignite.ml.dataset">DatasetBuilder</a><span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> datasetBuilder, |
| <a href="../../../../../../org/apache/ignite/ml/preprocessing/Preprocessor.html" title="interface in org.apache.ignite.ml.preprocessing">Preprocessor</a><span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> preprocessor)</code> |
| <div class="block">This method is never called, instead of constructing logic of update from |
| <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#isUpdateable-M-"><code>DatasetTrainer.isUpdateable(M)</code></a> and |
| <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#updateModel-M-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-"><code>DatasetTrainer.updateModel(M, org.apache.ignite.ml.dataset.DatasetBuilder<span class='angle_bracket'><</span>K, V<span class='angle_bracket'>></span>, org.apache.ignite.ml.preprocessing.Preprocessor<span class='angle_bracket'><</span>K, V<span class='angle_bracket'>></span>)</code></a> |
| in this class we explicitly override update method.</div> |
| </td> |
| </tr> |
| <tr id="i5" class="rowColor"> |
| <td class="colFirst"><code><a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedTrainer.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedTrainer.html" title="type parameter in BaggedTrainer">L</a><span class='angle_bracket'>></span></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedTrainer.html#withEnvironmentBuilder-org.apache.ignite.ml.environment.LearningEnvironmentBuilder-">withEnvironmentBuilder</a></span>(<a href="../../../../../../org/apache/ignite/ml/environment/LearningEnvironmentBuilder.html" title="interface in org.apache.ignite.ml.environment">LearningEnvironmentBuilder</a> envBuilder)</code> |
| <div class="block">Changes learning Environment.</div> |
| </td> |
| </tr> |
| </table> |
| <ul class="blockList"> |
| <li class="blockList"><a name="methods.inherited.from.class.org.apache.ignite.ml.trainers.DatasetTrainer"> |
| <!-- --> |
| </a> |
| <h3>Methods inherited from class org.apache.ignite.ml.trainers.<a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers">DatasetTrainer</a></h3> |
| <code><a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#fit-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-">fit</a>, <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#fit-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-org.apache.ignite.ml.environment.LearningEnvironment-">fit</a>, <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#fit-org.apache.ignite.Ignite-org.apache.ignite.IgniteCache-org.apache.ignite.lang.IgniteBiPredicate-org.apache.ignite.ml.preprocessing.Preprocessor-">fit</a>, <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#fit-org.apache.ignite.Ignite-org.apache.ignite.IgniteCache-org.apache.ignite.ml.preprocessing.Preprocessor-">fit</a>, <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#fit-java.util.Map-org.apache.ignite.lang.IgniteBiPredicate-int-org.apache.ignite.ml.preprocessing.Preprocessor-">fit</a>, <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#fit-java.util.Map-int-org.apache.ignite.ml.preprocessing.Preprocessor-">fit</a>, <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#getLastTrainedModelOrThrowEmptyDatasetException-M-">getLastTrainedModelOrThrowEmptyDatasetException</a>, <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#identityTrainer--">identityTrainer</a>, <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#learningEnvironment--">learningEnvironment</a>, <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#update-M-org.apache.ignite.Ignite-org.apache.ignite.IgniteCache-org.apache.ignite.lang.IgniteBiPredicate-org.apache.ignite.ml.preprocessing.Preprocessor-">update</a>, <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#update-M-org.apache.ignite.Ignite-org.apache.ignite.IgniteCache-org.apache.ignite.ml.preprocessing.Preprocessor-">update</a>, <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#update-M-java.util.Map-org.apache.ignite.lang.IgniteBiPredicate-int-org.apache.ignite.ml.preprocessing.Preprocessor-">update</a>, <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#update-M-java.util.Map-int-org.apache.ignite.ml.preprocessing.Preprocessor-">update</a>, <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#withConvertedLabels-org.apache.ignite.ml.math.functions.IgniteFunction-">withConvertedLabels</a></code></li> |
| </ul> |
| <ul class="blockList"> |
| <li class="blockList"><a name="methods.inherited.from.class.java.lang.Object"> |
| <!-- --> |
| </a> |
| <h3>Methods inherited from class java.lang.<a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true" title="class or interface in java.lang">Object</a></h3> |
| <code><a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#clone--" title="class or interface in java.lang">clone</a>, <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#equals-java.lang.Object-" title="class or interface in java.lang">equals</a>, <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#finalize--" title="class or interface in java.lang">finalize</a>, <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#getClass--" title="class or interface in java.lang">getClass</a>, <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#hashCode--" title="class or interface in java.lang">hashCode</a>, <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#notify--" title="class or interface in java.lang">notify</a>, <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#notifyAll--" title="class or interface in java.lang">notifyAll</a>, <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#toString--" title="class or interface in java.lang">toString</a>, <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#wait--" title="class or interface in java.lang">wait</a>, <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#wait-long-" title="class or interface in java.lang">wait</a>, <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#wait-long-int-" title="class or interface in java.lang">wait</a></code></li> |
| </ul> |
| </li> |
| </ul> |
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| </ul> |
| </div> |
| <div class="details"> |
| <ul class="blockList"> |
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| <!-- ========= CONSTRUCTOR DETAIL ======== --> |
| <ul class="blockList"> |
| <li class="blockList"><a name="constructor.detail"> |
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| </a> |
| <h3>Constructor Detail</h3> |
| <a name="BaggedTrainer-org.apache.ignite.ml.trainers.DatasetTrainer-org.apache.ignite.ml.composition.predictionsaggregator.PredictionsAggregator-int-double-int-int-"> |
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| </a> |
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| <li class="blockList"> |
| <h4>BaggedTrainer</h4> |
| <pre>public BaggedTrainer(<a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers">DatasetTrainer</a><span class='angle_bracket'><</span>? extends <a href="../../../../../../org/apache/ignite/ml/IgniteModel.html" title="interface in org.apache.ignite.ml">IgniteModel</a>,<a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedTrainer.html" title="type parameter in BaggedTrainer">L</a><span class='angle_bracket'>></span> tr, |
| <a href="../../../../../../org/apache/ignite/ml/composition/predictionsaggregator/PredictionsAggregator.html" title="interface in org.apache.ignite.ml.composition.predictionsaggregator">PredictionsAggregator</a> aggregator, |
| int ensembleSize, |
| double subsampleRatio, |
| int featuresVectorSize, |
| int featureSubspaceDim)</pre> |
| <div class="block">Construct instance of this class with given parameters.</div> |
| <dl> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>tr</code> - Trainer for making bagged.</dd> |
| <dd><code>aggregator</code> - Aggregator of models.</dd> |
| <dd><code>ensembleSize</code> - Size of ensemble.</dd> |
| <dd><code>subsampleRatio</code> - Ratio (subsample size) / (initial dataset size).</dd> |
| <dd><code>featuresVectorSize</code> - Dimensionality of feature vector.</dd> |
| <dd><code>featureSubspaceDim</code> - Dimensionality of feature subspace.</dd> |
| </dl> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| <!-- ============ METHOD DETAIL ========== --> |
| <ul class="blockList"> |
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| <h3>Method Detail</h3> |
| <a name="getMapping-int-int-long-"> |
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| </a> |
| <ul class="blockList"> |
| <li class="blockList"> |
| <h4>getMapping</h4> |
| <pre>public static int[] getMapping(int featuresVectorSize, |
| int maximumFeaturesCntPerMdl, |
| long seed)</pre> |
| <div class="block">Get mapping R^featuresVectorSize -> R^maximumFeaturesCntPerMdl.</div> |
| <dl> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>featuresVectorSize</code> - Features vector size (Dimension of initial space).</dd> |
| <dd><code>maximumFeaturesCntPerMdl</code> - Dimension of target space.</dd> |
| <dd><code>seed</code> - Seed.</dd> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>Mapping R^featuresVectorSize -> R^maximumFeaturesCntPerMdl.</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="fitWithInitializedDeployingContext-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-"> |
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| <h4>fitWithInitializedDeployingContext</h4> |
| <pre>public <span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> <a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a> fitWithInitializedDeployingContext(<a href="../../../../../../org/apache/ignite/ml/dataset/DatasetBuilder.html" title="interface in org.apache.ignite.ml.dataset">DatasetBuilder</a><span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> datasetBuilder, |
| <a href="../../../../../../org/apache/ignite/ml/preprocessing/Preprocessor.html" title="interface in org.apache.ignite.ml.preprocessing">Preprocessor</a><span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> preprocessor)</pre> |
| <div class="block">Trains model based on the specified data.</div> |
| <dl> |
| <dt><span class="overrideSpecifyLabel">Specified by:</span></dt> |
| <dd><code><a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#fitWithInitializedDeployingContext-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-">fitWithInitializedDeployingContext</a></code> in class <code><a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers">DatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a>,<a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedTrainer.html" title="type parameter in BaggedTrainer">L</a><span class='angle_bracket'>></span></code></dd> |
| <dt><span class="paramLabel">Type Parameters:</span></dt> |
| <dd><code>K</code> - Type of a key in <code>upstream</code> data.</dd> |
| <dd><code>V</code> - Type of a value in <code>upstream</code> data.</dd> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>datasetBuilder</code> - Dataset builder.</dd> |
| <dd><code>preprocessor</code> - Extractor of <a href="../../../../../../org/apache/ignite/ml/dataset/UpstreamEntry.html" title="class in org.apache.ignite.ml.dataset"><code>UpstreamEntry</code></a> into <a href="../../../../../../org/apache/ignite/ml/structures/LabeledVector.html" title="class in org.apache.ignite.ml.structures"><code>LabeledVector</code></a>.</dd> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>Model.</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="update-org.apache.ignite.ml.composition.bagging.BaggedModel-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-"> |
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| <h4>update</h4> |
| <pre>public <span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> <a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a> update(<a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a> mdl, |
| <a href="../../../../../../org/apache/ignite/ml/dataset/DatasetBuilder.html" title="interface in org.apache.ignite.ml.dataset">DatasetBuilder</a><span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> datasetBuilder, |
| <a href="../../../../../../org/apache/ignite/ml/preprocessing/Preprocessor.html" title="interface in org.apache.ignite.ml.preprocessing">Preprocessor</a><span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> preprocessor)</pre> |
| <div class="block">Gets state of model in arguments, compare it with training parameters of trainer and if they are fit then trainer |
| updates model in according to new data and return new model. In other case trains new model.</div> |
| <dl> |
| <dt><span class="overrideSpecifyLabel">Overrides:</span></dt> |
| <dd><code><a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#update-M-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-">update</a></code> in class <code><a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers">DatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a>,<a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedTrainer.html" title="type parameter in BaggedTrainer">L</a><span class='angle_bracket'>></span></code></dd> |
| <dt><span class="paramLabel">Type Parameters:</span></dt> |
| <dd><code>K</code> - Type of a key in <code>upstream</code> data.</dd> |
| <dd><code>V</code> - Type of a value in <code>upstream</code> data.</dd> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>mdl</code> - Learned model.</dd> |
| <dd><code>datasetBuilder</code> - Dataset builder.</dd> |
| <dd><code>preprocessor</code> - Extractor of <a href="../../../../../../org/apache/ignite/ml/dataset/UpstreamEntry.html" title="class in org.apache.ignite.ml.dataset"><code>UpstreamEntry</code></a> into <a href="../../../../../../org/apache/ignite/ml/structures/LabeledVector.html" title="class in org.apache.ignite.ml.structures"><code>LabeledVector</code></a>.</dd> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>Updated model.</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="withEnvironmentBuilder-org.apache.ignite.ml.environment.LearningEnvironmentBuilder-"> |
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| </a> |
| <ul class="blockList"> |
| <li class="blockList"> |
| <h4>withEnvironmentBuilder</h4> |
| <pre>public <a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedTrainer.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedTrainer.html" title="type parameter in BaggedTrainer">L</a><span class='angle_bracket'>></span> withEnvironmentBuilder(<a href="../../../../../../org/apache/ignite/ml/environment/LearningEnvironmentBuilder.html" title="interface in org.apache.ignite.ml.environment">LearningEnvironmentBuilder</a> envBuilder)</pre> |
| <div class="block">Changes learning Environment.</div> |
| <dl> |
| <dt><span class="overrideSpecifyLabel">Overrides:</span></dt> |
| <dd><code><a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#withEnvironmentBuilder-org.apache.ignite.ml.environment.LearningEnvironmentBuilder-">withEnvironmentBuilder</a></code> in class <code><a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers">DatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a>,<a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedTrainer.html" title="type parameter in BaggedTrainer">L</a><span class='angle_bracket'>></span></code></dd> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>envBuilder</code> - Learning environment builder.</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="isUpdateable-org.apache.ignite.ml.composition.bagging.BaggedModel-"> |
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| </a> |
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| <h4>isUpdateable</h4> |
| <pre>public boolean isUpdateable(<a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a> mdl)</pre> |
| <div class="block">This method is never called, instead of constructing logic of update from |
| <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#updateModel-M-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-"><code>DatasetTrainer.updateModel(M, org.apache.ignite.ml.dataset.DatasetBuilder<span class='angle_bracket'><</span>K, V<span class='angle_bracket'>></span>, org.apache.ignite.ml.preprocessing.Preprocessor<span class='angle_bracket'><</span>K, V<span class='angle_bracket'>></span>)</code></a> |
| in this class we explicitly override update method.</div> |
| <dl> |
| <dt><span class="overrideSpecifyLabel">Specified by:</span></dt> |
| <dd><code><a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#isUpdateable-M-">isUpdateable</a></code> in class <code><a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers">DatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a>,<a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedTrainer.html" title="type parameter in BaggedTrainer">L</a><span class='angle_bracket'>></span></code></dd> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>mdl</code> - Model.</dd> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>True if current critical for training parameters correspond to parameters from last training.</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="updateModel-org.apache.ignite.ml.composition.bagging.BaggedModel-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-"> |
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| <h4>updateModel</h4> |
| <pre>protected <span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> <a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a> updateModel(<a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a> mdl, |
| <a href="../../../../../../org/apache/ignite/ml/dataset/DatasetBuilder.html" title="interface in org.apache.ignite.ml.dataset">DatasetBuilder</a><span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> datasetBuilder, |
| <a href="../../../../../../org/apache/ignite/ml/preprocessing/Preprocessor.html" title="interface in org.apache.ignite.ml.preprocessing">Preprocessor</a><span class='angle_bracket'><</span>K,V<span class='angle_bracket'>></span> preprocessor)</pre> |
| <div class="block">This method is never called, instead of constructing logic of update from |
| <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#isUpdateable-M-"><code>DatasetTrainer.isUpdateable(M)</code></a> and |
| <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#updateModel-M-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-"><code>DatasetTrainer.updateModel(M, org.apache.ignite.ml.dataset.DatasetBuilder<span class='angle_bracket'><</span>K, V<span class='angle_bracket'>></span>, org.apache.ignite.ml.preprocessing.Preprocessor<span class='angle_bracket'><</span>K, V<span class='angle_bracket'>></span>)</code></a> |
| in this class we explicitly override update method.</div> |
| <dl> |
| <dt><span class="overrideSpecifyLabel">Specified by:</span></dt> |
| <dd><code><a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#updateModel-M-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-">updateModel</a></code> in class <code><a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers">DatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedModel.html" title="class in org.apache.ignite.ml.composition.bagging">BaggedModel</a>,<a href="../../../../../../org/apache/ignite/ml/composition/bagging/BaggedTrainer.html" title="type parameter in BaggedTrainer">L</a><span class='angle_bracket'>></span></code></dd> |
| <dt><span class="paramLabel">Type Parameters:</span></dt> |
| <dd><code>K</code> - Type of a key in <code>upstream</code> data.</dd> |
| <dd><code>V</code> - Type of a value in <code>upstream</code> data.</dd> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>mdl</code> - Model.</dd> |
| <dd><code>datasetBuilder</code> - Dataset builder.</dd> |
| <dd><code>preprocessor</code> - Extractor of <a href="../../../../../../org/apache/ignite/ml/dataset/UpstreamEntry.html" title="class in org.apache.ignite.ml.dataset"><code>UpstreamEntry</code></a> into <a href="../../../../../../org/apache/ignite/ml/structures/LabeledVector.html" title="class in org.apache.ignite.ml.structures"><code>LabeledVector</code></a>.</dd> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>Updated model.</dd> |
| </dl> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
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| <p class="legalCopy"><small><table width="100%" border="0" cellspacing=0 cellpadding=0 style="padding: 5px"> <tr> <td> <table style="padding-left: 0; margin: 0"> <tbody style="padding: 0; margin: 0"> <tr style="padding: 0; margin: 0"> <td> <a target=_blank href="https://ignite.apache.org"><nobr>2020 Copyright © Apache Software Foundation</nobr></a> </td> </tr> </tbody> </table> </td> <td width="100%" align="right" valign="center"> <a href="https://twitter.com/ApacheIgnite" class="twitter-follow-button" data-show-count="false" data-size="large">Follow @ApacheIgnite</a> </td> </tr> <tr> <td colspan="2" valign="top" align="left"> <table style="padding-left: 0; margin: 0"> <tbody style="padding: 0; margin: 0"> <tr style="padding: 0; margin: 0"> <td> <b>Ignite Database and Caching Platform</b> </td> <td>: ver. <strong>2.9.1</strong> </td> </tr> <tr style="padding: 0; margin: 0"> <td> <b>Release Date</b> </td> <td>: December 9 2020 </td> </tr> </tbody> </table> </td> </tr> </table></small></p> |
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