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| <div class="subTitle">org.apache.ignite.ml.composition.stacking</div> |
| <h2 title="Class SimpleStackedDatasetTrainer" class="title">Class SimpleStackedDatasetTrainer<span class='angle_bracket'><</span>I,O,AM extends <a href="../../../../../../org/apache/ignite/ml/IgniteModel.html" title="interface in org.apache.ignite.ml">IgniteModel</a><span class='angle_bracket'><</span>I,O<span class='angle_bracket'>></span>,L<span class='angle_bracket'>></span></h2> |
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| <li><a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true" title="class or interface in java.lang">java.lang.Object</a></li> |
| <li> |
| <ul class="inheritance"> |
| <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/stacking/StackedModel.html" title="class in org.apache.ignite.ml.composition.stacking">StackedModel</a><span class='angle_bracket'><</span>IS,IA,O,AM<span class='angle_bracket'>></span>,L<span class='angle_bracket'>></span></li> |
| <li> |
| <ul class="inheritance"> |
| <li><a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">org.apache.ignite.ml.composition.stacking.StackedDatasetTrainer</a><span class='angle_bracket'><</span>I,I,O,AM,L<span class='angle_bracket'>></span></li> |
| <li> |
| <ul class="inheritance"> |
| <li>org.apache.ignite.ml.composition.stacking.SimpleStackedDatasetTrainer<span class='angle_bracket'><</span>I,O,AM,L<span class='angle_bracket'>></span></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| <div class="description"> |
| <ul class="blockList"> |
| <li class="blockList"> |
| <dl> |
| <dt><span class="paramLabel">Type Parameters:</span></dt> |
| <dd><code>I</code> - Type of submodels input.</dd> |
| <dd><code>O</code> - Type of aggregator model output.</dd> |
| <dd><code>AM</code> - Type of aggregator model.</dd> |
| <dd><code>L</code> - Type of labels.</dd> |
| </dl> |
| <dl> |
| <dt>Direct Known Subclasses:</dt> |
| <dd><a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedVectorDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">StackedVectorDatasetTrainer</a></dd> |
| </dl> |
| <hr> |
| <br> |
| <pre>public class <span class="typeNameLabel">SimpleStackedDatasetTrainer<span class='angle_bracket'><</span>I,O,AM extends <a href="../../../../../../org/apache/ignite/ml/IgniteModel.html" title="interface in org.apache.ignite.ml">IgniteModel</a><span class='angle_bracket'><</span>I,O<span class='angle_bracket'>></span>,L<span class='angle_bracket'>></span></span> |
| extends <a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">StackedDatasetTrainer</a><span class='angle_bracket'><</span>I,I,O,AM,L<span class='angle_bracket'>></span></pre> |
| <div class="block"><a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers"><code>DatasetTrainer</code></a> with same type of input and output of submodels.</div> |
| </li> |
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| <li class="blockList"><a name="nested.classes.inherited.from.class.org.apache.ignite.ml.trainers.DatasetTrainer"> |
| <!-- --> |
| </a> |
| <h3>Nested classes/interfaces 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.EmptyDatasetException.html" title="class in org.apache.ignite.ml.trainers">DatasetTrainer.EmptyDatasetException</a></code></li> |
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| <li class="blockList"><a name="fields.inherited.from.class.org.apache.ignite.ml.trainers.DatasetTrainer"> |
| <!-- --> |
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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/stacking/SimpleStackedDatasetTrainer.html#SimpleStackedDatasetTrainer--">SimpleStackedDatasetTrainer</a></span>()</code> |
| <div class="block">Constructs instance of this class.</div> |
| </td> |
| </tr> |
| <tr class="rowColor"> |
| <td class="colOne"><code><span class="memberNameLink"><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html#SimpleStackedDatasetTrainer-org.apache.ignite.ml.trainers.DatasetTrainer-org.apache.ignite.ml.math.functions.IgniteBinaryOperator-">SimpleStackedDatasetTrainer</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><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span> aggregatingTrainer, |
| <a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteBinaryOperator.html" title="interface in org.apache.ignite.ml.math.functions">IgniteBinaryOperator</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a><span class='angle_bracket'>></span> aggregatingInputMerger)</code> |
| <div class="block">Construct instance of this class.</div> |
| </td> |
| </tr> |
| <tr class="altColor"> |
| <td class="colOne"><code><span class="memberNameLink"><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html#SimpleStackedDatasetTrainer-org.apache.ignite.ml.trainers.DatasetTrainer-org.apache.ignite.ml.math.functions.IgniteBinaryOperator-org.apache.ignite.ml.math.functions.IgniteFunction-org.apache.ignite.ml.math.functions.IgniteFunction-org.apache.ignite.ml.math.functions.IgniteFunction-">SimpleStackedDatasetTrainer</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><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span> aggregatingTrainer, |
| <a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteBinaryOperator.html" title="interface in org.apache.ignite.ml.math.functions">IgniteBinaryOperator</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a><span class='angle_bracket'>></span> aggregatingInputMerger, |
| <a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteFunction</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a><span class='angle_bracket'>></span> submodelInput2AggregatingInputConverter, |
| <a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteFunction</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/math/primitives/vector/Vector.html" title="interface in org.apache.ignite.ml.math.primitives.vector">Vector</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a><span class='angle_bracket'>></span> vector2SubmodelInputConverter, |
| <a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteFunction</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/math/primitives/vector/Vector.html" title="interface in org.apache.ignite.ml.math.primitives.vector">Vector</a><span class='angle_bracket'>></span> submodelOutput2VectorConverter)</code> |
| <div class="block">Construct instance of this class.</div> |
| </td> |
| </tr> |
| </table> |
| </li> |
| </ul> |
| <!-- ========== METHOD SUMMARY =========== --> |
| <ul class="blockList"> |
| <li class="blockList"><a name="method.summary"> |
| <!-- --> |
| </a> |
| <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="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>M1 extends <a href="../../../../../../org/apache/ignite/ml/IgniteModel.html" title="interface in org.apache.ignite.ml">IgniteModel</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a><span class='angle_bracket'>></span><span class='angle_bracket'>></span><br><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">SimpleStackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html#addTrainer-org.apache.ignite.ml.trainers.DatasetTrainer-">addTrainer</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>M1,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span> trainer)</code> |
| <div class="block">Adds submodel trainer along with converters needed on training and inference stages.</div> |
| </td> |
| </tr> |
| <tr id="i1" class="rowColor"> |
| <td class="colFirst"><code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">SimpleStackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html#withAggregatorInputMerger-org.apache.ignite.ml.math.functions.IgniteBinaryOperator-">withAggregatorInputMerger</a></span>(<a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteBinaryOperator.html" title="interface in org.apache.ignite.ml.math.functions">IgniteBinaryOperator</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a><span class='angle_bracket'>></span> merger)</code> |
| <div class="block">Specify binary operator used to merge submodels outputs to one.</div> |
| </td> |
| </tr> |
| <tr id="i2" class="altColor"> |
| <td class="colFirst"><code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">SimpleStackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html#withAggregatorTrainer-org.apache.ignite.ml.trainers.DatasetTrainer-">withAggregatorTrainer</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><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span> aggregatorTrainer)</code> |
| <div class="block">Specify aggregator trainer.</div> |
| </td> |
| </tr> |
| <tr id="i3" class="rowColor"> |
| <td class="colFirst"><code><span class='angle_bracket'><</span>L1<span class='angle_bracket'>></span> <a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">SimpleStackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,L1<span class='angle_bracket'>></span></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html#withConvertedLabels-org.apache.ignite.ml.math.functions.IgniteFunction-">withConvertedLabels</a></span>(<a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteFunction</a><span class='angle_bracket'><</span>L1,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span> new2Old)</code> |
| <div class="block">Creates <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers"><code>DatasetTrainer</code></a> with same training logic, but able to accept labels of given new type of labels.</div> |
| </td> |
| </tr> |
| <tr id="i4" class="altColor"> |
| <td class="colFirst"><code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">SimpleStackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.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> |
| <tr id="i5" class="rowColor"> |
| <td class="colFirst"><code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">SimpleStackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html#withOriginalFeaturesDropped--">withOriginalFeaturesDropped</a></span>()</code> |
| <div class="block">Drop original features during training and inference.</div> |
| </td> |
| </tr> |
| <tr id="i6" class="altColor"> |
| <td class="colFirst"><code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">SimpleStackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html#withOriginalFeaturesKept--">withOriginalFeaturesKept</a></span>()</code> |
| <div class="block">Keep original features using <a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteFunction.html#identity--"><code>IgniteFunction.identity()</code></a> as submodelInput2AggregatingInputConverter.</div> |
| </td> |
| </tr> |
| <tr id="i7" class="rowColor"> |
| <td class="colFirst"><code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">SimpleStackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html#withOriginalFeaturesKept-org.apache.ignite.ml.math.functions.IgniteFunction-">withOriginalFeaturesKept</a></span>(<a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteFunction</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a><span class='angle_bracket'>></span> submodelInput2AggregatingInputConverter)</code> |
| <div class="block">Keep original features during training and propagate submodels input to aggregator during inference |
| using given function.</div> |
| </td> |
| </tr> |
| </table> |
| <ul class="blockList"> |
| <li class="blockList"><a name="methods.inherited.from.class.org.apache.ignite.ml.composition.stacking.StackedDatasetTrainer"> |
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| <h3>Methods inherited from class org.apache.ignite.ml.composition.stacking.<a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">StackedDatasetTrainer</a></h3> |
| <code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html#fitWithInitializedDeployingContext-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-">fitWithInitializedDeployingContext</a>, <a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html#isUpdateable-org.apache.ignite.ml.composition.stacking.StackedModel-">isUpdateable</a>, <a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html#update-org.apache.ignite.ml.composition.stacking.StackedModel-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-">update</a>, <a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html#updateModel-org.apache.ignite.ml.composition.stacking.StackedModel-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.preprocessing.Preprocessor-">updateModel</a>, <a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html#withSubmodelOutput2VectorConverter-org.apache.ignite.ml.math.functions.IgniteFunction-">withSubmodelOutput2VectorConverter</a>, <a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html#withVector2SubmodelInputConverter-org.apache.ignite.ml.math.functions.IgniteFunction-">withVector2SubmodelInputConverter</a></code></li> |
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| <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></code></li> |
| </ul> |
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| <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> |
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| </ul> |
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| </div> |
| <div class="details"> |
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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="SimpleStackedDatasetTrainer-org.apache.ignite.ml.trainers.DatasetTrainer-org.apache.ignite.ml.math.functions.IgniteBinaryOperator-org.apache.ignite.ml.math.functions.IgniteFunction-org.apache.ignite.ml.math.functions.IgniteFunction-org.apache.ignite.ml.math.functions.IgniteFunction-"> |
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| <h4>SimpleStackedDatasetTrainer</h4> |
| <pre>public SimpleStackedDatasetTrainer(<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/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span> aggregatingTrainer, |
| <a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteBinaryOperator.html" title="interface in org.apache.ignite.ml.math.functions">IgniteBinaryOperator</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a><span class='angle_bracket'>></span> aggregatingInputMerger, |
| <a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteFunction</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a><span class='angle_bracket'>></span> submodelInput2AggregatingInputConverter, |
| <a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteFunction</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/math/primitives/vector/Vector.html" title="interface in org.apache.ignite.ml.math.primitives.vector">Vector</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a><span class='angle_bracket'>></span> vector2SubmodelInputConverter, |
| <a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteFunction</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/math/primitives/vector/Vector.html" title="interface in org.apache.ignite.ml.math.primitives.vector">Vector</a><span class='angle_bracket'>></span> submodelOutput2VectorConverter)</pre> |
| <div class="block">Construct instance of this class.</div> |
| <dl> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>aggregatingTrainer</code> - Aggregator trainer.</dd> |
| <dd><code>aggregatingInputMerger</code> - Function used to merge submodels outputs into one.</dd> |
| <dd><code>submodelInput2AggregatingInputConverter</code> - Function used to convert input of submodel to output of submodel |
| this function is used if user chooses to keep original features.</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="SimpleStackedDatasetTrainer-org.apache.ignite.ml.trainers.DatasetTrainer-org.apache.ignite.ml.math.functions.IgniteBinaryOperator-"> |
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| <h4>SimpleStackedDatasetTrainer</h4> |
| <pre>public SimpleStackedDatasetTrainer(<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/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span> aggregatingTrainer, |
| <a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteBinaryOperator.html" title="interface in org.apache.ignite.ml.math.functions">IgniteBinaryOperator</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a><span class='angle_bracket'>></span> aggregatingInputMerger)</pre> |
| <div class="block">Construct instance of this class.</div> |
| <dl> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>aggregatingTrainer</code> - Aggregator trainer.</dd> |
| <dd><code>aggregatingInputMerger</code> - Function used to merge submodels outputs into one.</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="SimpleStackedDatasetTrainer--"> |
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| <h4>SimpleStackedDatasetTrainer</h4> |
| <pre>public SimpleStackedDatasetTrainer()</pre> |
| <div class="block">Constructs instance of this class.</div> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| <!-- ============ METHOD DETAIL ========== --> |
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| <h3>Method Detail</h3> |
| <a name="addTrainer-org.apache.ignite.ml.trainers.DatasetTrainer-"> |
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| <h4>addTrainer</h4> |
| <pre>public <span class='angle_bracket'><</span>M1 extends <a href="../../../../../../org/apache/ignite/ml/IgniteModel.html" title="interface in org.apache.ignite.ml">IgniteModel</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a><span class='angle_bracket'>></span><span class='angle_bracket'>></span> <a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">SimpleStackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span> addTrainer(<a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers">DatasetTrainer</a><span class='angle_bracket'><</span>M1,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span> trainer)</pre> |
| <div class="block">Adds submodel trainer along with converters needed on training and inference stages.</div> |
| <dl> |
| <dt><span class="overrideSpecifyLabel">Overrides:</span></dt> |
| <dd><code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html#addTrainer-org.apache.ignite.ml.trainers.DatasetTrainer-">addTrainer</a></code> in class <code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">StackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a> extends <a href="../../../../../../org/apache/ignite/ml/IgniteModel.html" title="interface in org.apache.ignite.ml">IgniteModel</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a><span class='angle_bracket'>></span>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span></code></dd> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>trainer</code> - Submodel trainer.</dd> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>This object.</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="withAggregatorTrainer-org.apache.ignite.ml.trainers.DatasetTrainer-"> |
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| </a> |
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| <h4>withAggregatorTrainer</h4> |
| <pre>public <a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">SimpleStackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span> withAggregatorTrainer(<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/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span> aggregatorTrainer)</pre> |
| <div class="block">Specify aggregator trainer.</div> |
| <dl> |
| <dt><span class="overrideSpecifyLabel">Overrides:</span></dt> |
| <dd><code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html#withAggregatorTrainer-org.apache.ignite.ml.trainers.DatasetTrainer-">withAggregatorTrainer</a></code> in class <code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">StackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a> extends <a href="../../../../../../org/apache/ignite/ml/IgniteModel.html" title="interface in org.apache.ignite.ml">IgniteModel</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a><span class='angle_bracket'>></span>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span></code></dd> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>aggregatorTrainer</code> - Aggregator trainer.</dd> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>This object.</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="withOriginalFeaturesDropped--"> |
| <!-- --> |
| </a> |
| <ul class="blockList"> |
| <li class="blockList"> |
| <h4>withOriginalFeaturesDropped</h4> |
| <pre>public <a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">SimpleStackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span> withOriginalFeaturesDropped()</pre> |
| <div class="block">Drop original features during training and inference.</div> |
| <dl> |
| <dt><span class="overrideSpecifyLabel">Overrides:</span></dt> |
| <dd><code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html#withOriginalFeaturesDropped--">withOriginalFeaturesDropped</a></code> in class <code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">StackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a> extends <a href="../../../../../../org/apache/ignite/ml/IgniteModel.html" title="interface in org.apache.ignite.ml">IgniteModel</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a><span class='angle_bracket'>></span>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span></code></dd> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>This object.</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="withOriginalFeaturesKept-org.apache.ignite.ml.math.functions.IgniteFunction-"> |
| <!-- --> |
| </a> |
| <ul class="blockList"> |
| <li class="blockList"> |
| <h4>withOriginalFeaturesKept</h4> |
| <pre>public <a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">SimpleStackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span> withOriginalFeaturesKept(<a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteFunction</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a><span class='angle_bracket'>></span> submodelInput2AggregatingInputConverter)</pre> |
| <div class="block">Keep original features during training and propagate submodels input to aggregator during inference |
| using given function. |
| Note that if this object is on, training will be done on vector obtaining from |
| concatenating features passed to submodels trainers and outputs of submodels converted to vectors, this can, |
| for example influence aggregator model input vector dimension (if <code>IS = Vector</code>), or, more generally, |
| some <code>IS</code> parameters which are not reflected just by its type. So converter should be |
| written accordingly.</div> |
| <dl> |
| <dt><span class="overrideSpecifyLabel">Overrides:</span></dt> |
| <dd><code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html#withOriginalFeaturesKept-org.apache.ignite.ml.math.functions.IgniteFunction-">withOriginalFeaturesKept</a></code> in class <code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">StackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a> extends <a href="../../../../../../org/apache/ignite/ml/IgniteModel.html" title="interface in org.apache.ignite.ml">IgniteModel</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a><span class='angle_bracket'>></span>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span></code></dd> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>submodelInput2AggregatingInputConverter</code> - Function used to propagate submodels input to aggregator.</dd> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>This object.</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="withAggregatorInputMerger-org.apache.ignite.ml.math.functions.IgniteBinaryOperator-"> |
| <!-- --> |
| </a> |
| <ul class="blockList"> |
| <li class="blockList"> |
| <h4>withAggregatorInputMerger</h4> |
| <pre>public <a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">SimpleStackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span> withAggregatorInputMerger(<a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteBinaryOperator.html" title="interface in org.apache.ignite.ml.math.functions">IgniteBinaryOperator</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a><span class='angle_bracket'>></span> merger)</pre> |
| <div class="block">Specify binary operator used to merge submodels outputs to one.</div> |
| <dl> |
| <dt><span class="overrideSpecifyLabel">Overrides:</span></dt> |
| <dd><code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html#withAggregatorInputMerger-org.apache.ignite.ml.math.functions.IgniteBinaryOperator-">withAggregatorInputMerger</a></code> in class <code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">StackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a> extends <a href="../../../../../../org/apache/ignite/ml/IgniteModel.html" title="interface in org.apache.ignite.ml">IgniteModel</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a><span class='angle_bracket'>></span>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span></code></dd> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>merger</code> - Binary operator used to merge submodels outputs to one.</dd> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>This object.</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="withEnvironmentBuilder-org.apache.ignite.ml.environment.LearningEnvironmentBuilder-"> |
| <!-- --> |
| </a> |
| <ul class="blockList"> |
| <li class="blockList"> |
| <h4>withEnvironmentBuilder</h4> |
| <pre>public <a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">SimpleStackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">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/composition/stacking/StackedDatasetTrainer.html#withEnvironmentBuilder-org.apache.ignite.ml.environment.LearningEnvironmentBuilder-">withEnvironmentBuilder</a></code> in class <code><a href="../../../../../../org/apache/ignite/ml/composition/stacking/StackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">StackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a> extends <a href="../../../../../../org/apache/ignite/ml/IgniteModel.html" title="interface in org.apache.ignite.ml">IgniteModel</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a><span class='angle_bracket'>></span>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">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="withConvertedLabels-org.apache.ignite.ml.math.functions.IgniteFunction-"> |
| <!-- --> |
| </a> |
| <ul class="blockList"> |
| <li class="blockList"> |
| <h4>withConvertedLabels</h4> |
| <pre>public <span class='angle_bracket'><</span>L1<span class='angle_bracket'>></span> <a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">SimpleStackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,L1<span class='angle_bracket'>></span> withConvertedLabels(<a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteFunction</a><span class='angle_bracket'><</span>L1,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span> new2Old)</pre> |
| <div class="block">Creates <a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers"><code>DatasetTrainer</code></a> with same training logic, but able to accept labels of given new type of labels.</div> |
| <dl> |
| <dt><span class="overrideSpecifyLabel">Overrides:</span></dt> |
| <dd><code><a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#withConvertedLabels-org.apache.ignite.ml.math.functions.IgniteFunction-">withConvertedLabels</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/stacking/StackedModel.html" title="class in org.apache.ignite.ml.composition.stacking">StackedModel</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a> extends <a href="../../../../../../org/apache/ignite/ml/IgniteModel.html" title="interface in org.apache.ignite.ml">IgniteModel</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a><span class='angle_bracket'>></span><span class='angle_bracket'>></span>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span></code></dd> |
| <dt><span class="paramLabel">Type Parameters:</span></dt> |
| <dd><code>L1</code> - New labels type.</dd> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>new2Old</code> - Converter of new labels to old labels.</dd> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd><a href="../../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers"><code>DatasetTrainer</code></a> with same training logic, but able to accept labels of given new type of labels.</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="withOriginalFeaturesKept--"> |
| <!-- --> |
| </a> |
| <ul class="blockListLast"> |
| <li class="blockList"> |
| <h4>withOriginalFeaturesKept</h4> |
| <pre>public <a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="class in org.apache.ignite.ml.composition.stacking">SimpleStackedDatasetTrainer</a><span class='angle_bracket'><</span><a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">I</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">O</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">AM</a>,<a href="../../../../../../org/apache/ignite/ml/composition/stacking/SimpleStackedDatasetTrainer.html" title="type parameter in SimpleStackedDatasetTrainer">L</a><span class='angle_bracket'>></span> withOriginalFeaturesKept()</pre> |
| <div class="block">Keep original features using <a href="../../../../../../org/apache/ignite/ml/math/functions/IgniteFunction.html#identity--"><code>IgniteFunction.identity()</code></a> as submodelInput2AggregatingInputConverter.</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>This object.</dd> |
| </dl> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
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