/** * 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.generator; import java.util.ArrayList; import java.util.List; import java.util.logging.Level; import com.rapidminer.example.Attribute; import com.rapidminer.example.ExampleSet; import com.rapidminer.example.table.AttributeFactory; import com.rapidminer.example.table.DataRow; import com.rapidminer.example.table.ExampleTable; import com.rapidminer.tools.LogService; import com.rapidminer.tools.Ontology; /** * Generators of this class will have one numerical input attribute and one output attribute. * * @author Ingo Mierswa ingomierswa Exp $ */ public abstract class SingularNumericalGenerator extends FeatureGenerator { private static final Attribute[] INPUT_ATTR = { AttributeFactory.createAttribute(Ontology.NUMERICAL) }; private boolean performLogging = true; public SingularNumericalGenerator() {} /** * Subclasses have to implement this method to calculate the function result. */ public abstract double calculateValue(double value); @Override public Attribute[] getInputAttributes() { return INPUT_ATTR; } @Override public Attribute[] getOutputAttributes(ExampleTable input) { Attribute a1 = getArgument(0); Attribute ao = AttributeFactory.createAttribute(Ontology.NUMERICAL, Ontology.SINGLE_VALUE, getFunction() + "(" + a1.getConstruction() + ")"); return new Attribute[] { ao }; } /** * Returns all compatible input attribute arrays for this generator from the given example set * as list. */ @Override public List<Attribute[]> getInputCandidates(ExampleSet exampleSet, String[] functions) { List<Attribute[]> result = new ArrayList<>(); for (Attribute attribute : exampleSet.getAttributes()) { if (checkCompatibility(attribute, INPUT_ATTR[0], functions)) { result.add(new Attribute[] { attribute }); } } return result; } @Override public void generate(DataRow data) throws GenerationException { try { Attribute a = getArgument(0); double value = data.get(a); double r = calculateValue(value); if (performLogging) { if (Double.isNaN(r)) { performLogging = false; LogService.getRoot().log(Level.WARNING, "com.rapidminer.generator.SingularNumericalGenerator.nan_generated", getFunction()); } else if (Double.isInfinite(r)) { performLogging = false; LogService.getRoot().log(Level.WARNING, "com.rapidminer.generator.SingularNumericalGenerator.infinite_value_generated", getFunction()); r = Double.NaN; } } else if (Double.isInfinite(r)) { r = Double.NaN; } if (resultAttributes[0] != null) { data.set(resultAttributes[0], r); } } catch (ArrayIndexOutOfBoundsException ex) { throw new GenerationException("a:" + getArgument(0), ex); } } @Override public String toString() { String s = "singular function "; if (resultAttributes != null && resultAttributes.length > 0 && resultAttributes[0] != null) { s += resultAttributes[0].getName() + ":="; } s += getFunction() + "("; if (argumentsSet()) { s += getArgument(0).getName(); } s += ")"; return s; } }