/**
* 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;
}
}