/*
* RapidMiner
*
* Copyright (C) 2001-2011 by Rapid-I and the contributors
*
* Complete list of developers available at our web site:
*
* http://rapid-i.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 java.util.List;
import com.rapidminer.example.Attribute;
import com.rapidminer.example.Example;
import com.rapidminer.example.ExampleSet;
import com.rapidminer.example.table.AttributeFactory;
import com.rapidminer.operator.OperatorDescription;
import com.rapidminer.operator.OperatorException;
import com.rapidminer.operator.annotation.ResourceConsumptionEstimator;
import com.rapidminer.operator.ports.metadata.AttributeMetaData;
import com.rapidminer.operator.ports.metadata.ExampleSetMetaData;
import com.rapidminer.operator.ports.metadata.MetaData;
import com.rapidminer.operator.preprocessing.AbstractDataProcessing;
import com.rapidminer.parameter.ParameterType;
import com.rapidminer.parameter.ParameterTypeCategory;
import com.rapidminer.parameter.ParameterTypeString;
import com.rapidminer.parameter.UndefinedParameterError;
import com.rapidminer.tools.Ontology;
import com.rapidminer.tools.OperatorResourceConsumptionHandler;
/**
* This operator creates a new attribute for the data set. The new
* attribute will have the specified name and value type (e.g. nominal
* or real). Please note that all values are missing right after creation
* and therefore operators like SetData must be used to change this.
*
* @author Ingo Mierswa
*/
public class AttributeAdd extends AbstractDataProcessing {
public static final String PARAMETER_NAME = "name";
public static final String PARAMETER_VALUE_TYPE = "value_type";
public AttributeAdd(OperatorDescription description) {
super(description);
}
@Override
protected MetaData modifyMetaData(ExampleSetMetaData metaData) throws UndefinedParameterError {
AttributeMetaData amd = new AttributeMetaData(getParameterAsString(PARAMETER_NAME), getParameterAsInt(PARAMETER_VALUE_TYPE));
amd.setNumberOfMissingValues(metaData.getNumberOfExamples());
metaData.addAttribute(amd);
return metaData;
}
@Override
public ExampleSet apply(ExampleSet exampleSet) throws OperatorException {
String name = getParameterAsString(PARAMETER_NAME);
int valueType = getParameterAsInt(PARAMETER_VALUE_TYPE);
Attribute attribute = AttributeFactory.createAttribute(name, valueType);
exampleSet.getExampleTable().addAttribute(attribute);
exampleSet.getAttributes().addRegular(attribute);
for (Example example : exampleSet) {
example.setValue(attribute, Double.NaN);
}
return exampleSet;
}
@Override
public List<ParameterType> getParameterTypes() {
List<ParameterType> types = super.getParameterTypes();
types.add(new ParameterTypeString(PARAMETER_NAME, "The name of the new attribute.", false));
types.add(new ParameterTypeCategory(PARAMETER_VALUE_TYPE, "The value type of the new attribute.", Ontology.VALUE_TYPE_NAMES, Ontology.REAL));
return types;
}
@Override
public boolean writesIntoExistingData() {
return false;
}
@Override
public ResourceConsumptionEstimator getResourceConsumptionEstimator() {
return OperatorResourceConsumptionHandler.getResourceConsumptionEstimator(getInputPort(), AttributeAdd.class, null);
}
}