/*
 *  RapidMiner
 *
 *  Copyright (C) 2001-2014 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.learner;

import com.rapidminer.example.ExampleSet;
import com.rapidminer.example.set.RemappedExampleSet;
import com.rapidminer.operator.OperatorException;
/**
 * This is an abstract class for all updateable prediction models. It 
 * already implements the needed functionality to ensure that the value mappings
 * of the given example set of the updateModel method are remapped to the original
 * ones used during construction time of the model.
 * 
 * @author Sebastian Land
 */
public abstract class UpdateablePredictionModel extends PredictionModel {

	private static final long serialVersionUID = -4204522134594981103L;

	protected UpdateablePredictionModel(ExampleSet trainingExampleSet) {
		super(trainingExampleSet);
	}

	/**
	 * This implementation returns true. Note that subclasses must provide the functionality for updating their models.
	 */
	@Override
	public final boolean isUpdatable() {
		return true;
	}

	/**
	 * This implementation remaps a given exampleSet to the header set and then calls a method of the subclass to update
	 * its model.
	 */
	@Override
	public final void updateModel(ExampleSet updateExampleSet) throws OperatorException {
		ExampleSet mappedExampleSet = new RemappedExampleSet(updateExampleSet, getTrainingHeader());
		checkCompatibility(mappedExampleSet);
		update(mappedExampleSet);
	}

	public abstract void update(ExampleSet updateExampleSet) throws OperatorException;
}