/* * 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.filter; import java.util.ArrayList; import java.util.Collections; import java.util.List; import com.rapidminer.example.ExampleSet; import com.rapidminer.example.set.SortedExampleSet; import com.rapidminer.operator.OperatorDescription; import com.rapidminer.operator.OperatorException; import com.rapidminer.operator.annotation.ResourceConsumptionEstimator; import com.rapidminer.operator.preprocessing.AbstractDataProcessing; import com.rapidminer.parameter.ParameterType; import com.rapidminer.tools.OperatorResourceConsumptionHandler; import com.rapidminer.tools.RandomGenerator; /** * This operator creates a new, shuffled ExampleSet by making creating * a shuffled view using a {@link SortedExampleSet} * * @author Sebastian Land, Ingo Mierswa */ public class PermutationOperator extends AbstractDataProcessing { public PermutationOperator(OperatorDescription description) { super(description); } @Override public ExampleSet apply(ExampleSet exampleSet) throws OperatorException { ArrayList<Integer> indicesCollection = new ArrayList<Integer>(exampleSet.size()); for (int i = 0; i < exampleSet.size(); i++) indicesCollection.add(i); Collections.shuffle(indicesCollection, RandomGenerator.getRandomGenerator(this)); int[] indices = new int[exampleSet.size()]; for (int i = 0; i < exampleSet.size(); i++) indices[i] = indicesCollection.get(i); return new SortedExampleSet(exampleSet, indices); } @Override public List<ParameterType> getParameterTypes() { List<ParameterType> types = super.getParameterTypes(); types.addAll(RandomGenerator.getRandomGeneratorParameters(this)); return types; } @Override public boolean writesIntoExistingData() { return false; } @Override public ResourceConsumptionEstimator getResourceConsumptionEstimator() { return OperatorResourceConsumptionHandler.getResourceConsumptionEstimator(getInputPort(), PermutationOperator.class, null); } }