/**
* 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();
}