/** * 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.operator.generator; import com.rapidminer.example.Attribute; import com.rapidminer.operator.ports.metadata.ExampleSetMetaData; import com.rapidminer.tools.RandomGenerator; /** * A target function which is used for the {@link ExampleSetGenerator} operator. All target function * will need an empty constructor since they are initialized via reflection. * * @author Ingo Mierswa */ public interface TargetFunction { /** * Will be thrown if an error occurs during the calculation of the target function. */ public static class FunctionException extends Exception { private static final long serialVersionUID = -990633489806141677L; private String functionName; public FunctionException(String functionName, String message) { super(message); this.functionName = functionName; } public String getFunctionName() { return functionName; } } /** Should be called before the data is created. */ public void init(RandomGenerator random); /** Calculates the target function on arguments. */ public double calculate(double[] args) throws FunctionException; /** Returns the label attribute. */ public Attribute getLabel(); /** Creates and returns a number of arguments. */ public double[] createArguments(int dimension, RandomGenerator random) throws FunctionException; /** Sets the lower bound for the arguments. */ public void setLowerArgumentBound(double lower); /** Sets the upper bound for the arguments. */ public void setUpperArgumentBound(double upper); /** * Sets the maximal number of examples. This might be used by some target functions in order to * create proper arguments. */ public void setTotalNumberOfExamples(int number); /** * Sets the maximal number of attributes. This might be used by some target functions in order * to create proper arguments. */ public void setTotalNumberOfAttributes(int number); /** * This method returns the meta data of the generated data. */ public ExampleSetMetaData getGeneratedMetaData(); /** * @return The minimum number of attributes this functions must produce */ public int getMinNumberOfAttributes(); /** * @return The maximum number of attributes this functions can produce */ public int getMaxNumberOfAttributes(); }