/**
* 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.filter;
import org.apache.commons.lang.ArrayUtils;
import com.rapidminer.example.Attribute;
import com.rapidminer.example.Example;
import com.rapidminer.example.ExampleSet;
import com.rapidminer.operator.OperatorDescription;
import com.rapidminer.operator.OperatorException;
import com.rapidminer.operator.OperatorVersion;
import com.rapidminer.operator.ports.metadata.AttributeMetaData;
import com.rapidminer.operator.ports.metadata.ExampleSetMetaData;
import com.rapidminer.operator.preprocessing.AbstractValueProcessing;
import com.rapidminer.tools.Ontology;
import com.rapidminer.tools.math.container.Range;
/**
* This operator simply replaces all values by their absolute respective value.
*
* @author Ingo Mierswa, Sebastian Land, Tobias Malbrecht
*/
public class AbsoluteValueFilter extends AbstractValueProcessing {
/**
* Incompatible version, old version writes into the exampleset, if original output port is not
* connected.
*/
private static final OperatorVersion VERSION_MAY_WRITE_INTO_DATA = new OperatorVersion(7, 1, 1);
public AbsoluteValueFilter(OperatorDescription description) {
super(description);
}
@Override
public ExampleSetMetaData applyOnFilteredMetaData(ExampleSetMetaData metaData) {
for (AttributeMetaData amd : metaData.getAllAttributes()) {
if (amd.isNumerical() && !amd.isSpecial()) {
Range range = amd.getValueRange();
amd.setValueRange(new Range(0, Math.max(Math.abs(range.getLower()), Math.abs(range.getUpper()))),
amd.getValueSetRelation());
amd.getMean().setUnkown();
}
}
return metaData;
}
@Override
public ExampleSet applyOnFiltered(ExampleSet exampleSet) throws OperatorException {
for (Attribute attribute : exampleSet.getAttributes()) {
if (attribute.isNumerical()) {
for (Example example : exampleSet) {
double value = example.getValue(attribute);
value = Math.abs(value);
example.setValue(attribute, value);
}
}
}
return exampleSet;
}
@Override
protected int[] getFilterValueTypes() {
return new int[] { Ontology.NUMERICAL };
}
@Override
public boolean writesIntoExistingData() {
if (getCompatibilityLevel().isAbove(VERSION_MAY_WRITE_INTO_DATA)) {
return true;
} else {
// old version: true only if original output port is connected
return isOriginalOutputConnected();
}
}
@Override
public OperatorVersion[] getIncompatibleVersionChanges() {
return (OperatorVersion[]) ArrayUtils.addAll(super.getIncompatibleVersionChanges(),
new OperatorVersion[] { VERSION_MAY_WRITE_INTO_DATA });
}
}