/** * Copyright (C) 2001-2017 by RapidMiner and the contributors * * Complete list of developers available at our web site: * * http://rapidminer.com * * This program is free software: you can redistribute it and/or modify it under the terms of the * GNU Affero General Public License as published by the Free Software Foundation, either version 3 * of the License, or (at your option) any later version. * * This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without * even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU * Affero General Public License for more details. * * You should have received a copy of the GNU Affero General Public License along with this program. * If not, see http://www.gnu.org/licenses/. */ package com.rapidminer.operator.preprocessing.sampling; import com.rapidminer.operator.OperatorDescription; import com.rapidminer.operator.ports.metadata.ExampleSetMetaData; import com.rapidminer.operator.ports.metadata.MDInteger; import com.rapidminer.operator.ports.metadata.MetaData; import com.rapidminer.operator.preprocessing.AbstractDataProcessing; import com.rapidminer.parameter.UndefinedParameterError; /** * Abstract superclass of operators leaving the attribute set and data unchanged but reducing the * number of examples. * * @author Simon Fischer */ public abstract class AbstractSamplingOperator extends AbstractDataProcessing { public AbstractSamplingOperator(OperatorDescription description) { super(description); } @Override protected MetaData modifyMetaData(ExampleSetMetaData metaData) { try { metaData.setNumberOfExamples(getSampledSize(metaData)); } catch (UndefinedParameterError e) { metaData.setNumberOfExamples(new MDInteger()); } return metaData; } /** * subclasses must implement this method for exact size meta data. */ protected abstract MDInteger getSampledSize(ExampleSetMetaData emd) throws UndefinedParameterError; @Override public boolean writesIntoExistingData() { return false; } }