/* * 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.discretization; import java.util.Collection; import java.util.Collections; import java.util.HashSet; import java.util.LinkedList; import java.util.List; import java.util.Set; import com.rapidminer.operator.Operator; import com.rapidminer.operator.OperatorCreationException; import com.rapidminer.operator.OperatorDescription; import com.rapidminer.operator.ports.InputPort; import com.rapidminer.operator.ports.metadata.AttributeMetaData; import com.rapidminer.operator.ports.metadata.ExampleSetMetaData; import com.rapidminer.operator.ports.quickfix.OperatorInsertionQuickFix; import com.rapidminer.operator.ports.quickfix.QuickFix; import com.rapidminer.operator.preprocessing.PreprocessingOperator; import com.rapidminer.operator.preprocessing.filter.attributes.RegexpAttributeFilter; import com.rapidminer.operator.tools.AttributeSubsetSelector; import com.rapidminer.parameter.UndefinedParameterError; import com.rapidminer.tools.Ontology; import com.rapidminer.tools.OperatorService; /** * @author Simon Fischer */ public abstract class AbstractDiscretizationOperator extends PreprocessingOperator { public AbstractDiscretizationOperator(OperatorDescription description) { super(description); } @Override protected Collection<AttributeMetaData> modifyAttributeMetaData(ExampleSetMetaData emd, AttributeMetaData amd) throws UndefinedParameterError { AttributeMetaData newAMD = new AttributeMetaData(amd.getName(), Ontology.NOMINAL, amd.getRole()); return Collections.singletonList(newAMD); } private static Set<Class<? extends AbstractDiscretizationOperator>> ALL_DISCRETIZATION_OPERATORS = new HashSet<Class<? extends AbstractDiscretizationOperator>>(); protected static void registerDiscretizationOperator(Class<? extends AbstractDiscretizationOperator> clazz) { ALL_DISCRETIZATION_OPERATORS.add(clazz); } public static List<QuickFix> createDiscretizationFixes(final InputPort inputPort, final String labelName) { List<QuickFix> fixes = new LinkedList<QuickFix>(); for (final Class<? extends AbstractDiscretizationOperator> dclass : ALL_DISCRETIZATION_OPERATORS) { String name = dclass.getName(); OperatorDescription ods[] = OperatorService.getOperatorDescriptions(dclass); if (ods.length > 0) { name = ods[0].getName(); } fixes.add(new OperatorInsertionQuickFix("insert_discretization", new Object[] { name }, 10, inputPort) { @Override public Operator createOperator() throws OperatorCreationException { Operator op = OperatorService.createOperator(dclass); if (labelName != null) { op.setParameter(AttributeSubsetSelector.PARAMETER_FILTER_TYPE, AttributeSubsetSelector.CONDITION_NAMES[AttributeSubsetSelector.CONDITION_REGULAR_EXPRESSION]); op.setParameter(AttributeSubsetSelector.PARAMETER_INCLUDE_SPECIAL_ATTRIBUTES, "true"); op.setParameter(RegexpAttributeFilter.PARAMETER_REGULAR_EXPRESSION, labelName); } return op; } }); } return fixes; } @Override public int[] getFilterValueTypes() { return new int[] { Ontology.NUMERICAL }; } }