/* * 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.AttributeRole; import com.rapidminer.example.ExampleSet; import com.rapidminer.operator.OperatorDescription; import com.rapidminer.operator.OperatorException; import com.rapidminer.operator.UserError; import com.rapidminer.operator.annotation.ResourceConsumptionEstimator; import com.rapidminer.operator.ports.metadata.AttributeMetaData; import com.rapidminer.operator.ports.metadata.AttributeSetPrecondition; 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.ParameterTypeAttribute; import com.rapidminer.parameter.UndefinedParameterError; import com.rapidminer.tools.OperatorResourceConsumptionHandler; /** * This operator changes the attribute roles of two input attributes. This could for * example be useful to exchange the roles of a label with a regular attribute (and * vice versa), or a label with a batch attribute, a label with a cluster etc. * * @author Ingo Mierswa */ public class ExchangeAttributeRoles extends AbstractDataProcessing { public static final String PARAMETER_FIRST_ATTRIBUTE = "first_attribute"; public static final String PARAMETER_SECOND_ATTRIBUTE = "second_attribute"; public ExchangeAttributeRoles(OperatorDescription description) { super(description); getExampleSetInputPort().addPrecondition(new AttributeSetPrecondition(getExampleSetInputPort(), AttributeSetPrecondition.getAttributesByParameter(this, PARAMETER_FIRST_ATTRIBUTE, PARAMETER_SECOND_ATTRIBUTE))); } @Override protected MetaData modifyMetaData(ExampleSetMetaData metaData) { try { AttributeMetaData amd1 = metaData.getAttributeByName(getParameterAsString(PARAMETER_FIRST_ATTRIBUTE)); AttributeMetaData amd2 = metaData.getAttributeByName(getParameterAsString(PARAMETER_SECOND_ATTRIBUTE)); if (amd1 != null && amd2 != null) { String role1 = amd1.getRole(); amd1.setRole(amd2.getRole()); amd2.setRole(role1); } } catch (UndefinedParameterError e) { } return metaData; } @Override public ExampleSet apply(ExampleSet exampleSet) throws OperatorException { String firstName = getParameterAsString(PARAMETER_FIRST_ATTRIBUTE); String secondName = getParameterAsString(PARAMETER_SECOND_ATTRIBUTE); AttributeRole firstRole = exampleSet.getAttributes().getRole(firstName); AttributeRole secondRole = exampleSet.getAttributes().getRole(secondName); if (firstRole == null) throw new UserError(this, 111, firstName); if (secondRole == null) throw new UserError(this, 111, secondName); String firstRoleName = firstRole.getSpecialName(); String secondRoleName = secondRole.getSpecialName(); firstRole.changeToRegular(); secondRole.changeToRegular(); firstRole.setSpecial(secondRoleName); secondRole.setSpecial(firstRoleName); return exampleSet; } @Override public List<ParameterType> getParameterTypes() { List<ParameterType> types = super.getParameterTypes(); types.add(new ParameterTypeAttribute(PARAMETER_FIRST_ATTRIBUTE, "The name of the first attribute for the attribute role exchange.", getExampleSetInputPort(), false)); types.add(new ParameterTypeAttribute(PARAMETER_SECOND_ATTRIBUTE, "The name of the first attribute for the attribute role exchange.", getExampleSetInputPort(), false)); return types; } @Override public boolean writesIntoExistingData() { return false; } @Override public ResourceConsumptionEstimator getResourceConsumptionEstimator() { return OperatorResourceConsumptionHandler.getResourceConsumptionEstimator(getInputPort(), ExchangeAttributeRoles.class, null); } }