/* * 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; import java.util.List; import com.rapidminer.example.Attribute; import com.rapidminer.example.ExampleSet; import com.rapidminer.example.set.SplittedExampleSet; import com.rapidminer.operator.Operator; import com.rapidminer.operator.OperatorDescription; import com.rapidminer.operator.OperatorException; import com.rapidminer.operator.UserError; import com.rapidminer.operator.ports.InputPort; import com.rapidminer.operator.ports.OutputPort; import com.rapidminer.operator.ports.metadata.AttributeSetPrecondition; import com.rapidminer.parameter.ParameterType; import com.rapidminer.parameter.ParameterTypeAttribute; import com.rapidminer.tools.Ontology; /** * <p>This operator creates a SplittedExampleSet from an arbitrary example set. * The partitions of the resulting example set are created according to the * values of the specified attribute. This works similar to the * <code>GROUP BY</code> clause in SQL.</p> * * <p>Please note that the resulting example set is simply a splitted example * set where no subset is selected. Following operators might decide to select * one or several of the subsets, e.g. one of the aggregation operators.</p> * * @author Christian Bockermann, Ingo Mierswa */ public class GroupByOperator extends Operator { public final static String PARAMETER_ATTRIBUTE_NAME = "attribute_name"; private InputPort exampleSetInput = getInputPorts().createPort("example set"); private OutputPort exampleSetOutput = getOutputPorts().createPort("example set"); public GroupByOperator(OperatorDescription desc) { super(desc); exampleSetInput.addPrecondition(new AttributeSetPrecondition(exampleSetInput, AttributeSetPrecondition.getAttributesByParameter(this, PARAMETER_ATTRIBUTE_NAME), Ontology.NOMINAL)); getTransformer().addPassThroughRule(exampleSetInput, exampleSetOutput); } @Override public void doWork() throws OperatorException { ExampleSet exampleSet = exampleSetInput.getData(); Attribute attribute = exampleSet.getAttributes().get(this.getParameterAsString(PARAMETER_ATTRIBUTE_NAME)); if (attribute == null) { throw new UserError(this, 111, this.getParameterAsString(PARAMETER_ATTRIBUTE_NAME)); } if (!attribute.isNominal()) { throw new UserError(this, 103, new Object[] { this.getParameterAsString(PARAMETER_ATTRIBUTE_NAME), "grouping by attribute." }); } SplittedExampleSet grouped = SplittedExampleSet.splitByAttribute(exampleSet, attribute); exampleSetOutput.deliver(grouped); } @Override public List<ParameterType> getParameterTypes() { List<ParameterType> types = super.getParameterTypes(); types.add(new ParameterTypeAttribute(PARAMETER_ATTRIBUTE_NAME, "Name of the nominal attribute which is used to create partitions.", exampleSetInput, false, Ontology.NOMINAL)); return types; } }