/** * 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.meta; import com.rapidminer.operator.IOContainer; import com.rapidminer.operator.Operator; import com.rapidminer.operator.OperatorDescription; import com.rapidminer.operator.UserError; import com.rapidminer.operator.ValueDouble; import com.rapidminer.operator.performance.PerformanceVector; import com.rapidminer.operator.ports.OutputPort; import com.rapidminer.operator.ports.PortPairExtender; import com.rapidminer.operator.ports.metadata.GenerateNewMDRule; import java.util.Collection; /** * This operator provides basic functions for all other parameter optimization operators. * * @author Ingo Mierswa, Helge Homburg, Tobias Malbrecht */ public abstract class ParameterOptimizationOperator extends ParameterIteratingOperatorChain { private final OutputPort performanceOutput = getOutputPorts().createPort("performance"); private final OutputPort parameterOutput = getOutputPorts().createPort("parameter"); public ParameterOptimizationOperator(OperatorDescription description) { super(description, "Optimization Process"); getTransformer().addPassThroughRule(getPerformanceInnerSink(), performanceOutput); getTransformer().addRule(new GenerateNewMDRule(parameterOutput, ParameterSet.class)); addValue(new ValueDouble("performance", "currently best performance") { @Override public double getDoubleValue() { return getCurrentBestPerformance(); } }); } @Override protected PortPairExtender makeInnerSinkExtender() { return new PortPairExtender("result", getSubprocess(0).getInnerSinks(), getOutputPorts()); } public abstract double getCurrentBestPerformance(); protected void deliver(ParameterSet parameterSet) throws UserError { if (parameterSet != null) { parameterOutput.deliver(parameterSet); performanceOutput.deliver(parameterSet.getPerformance()); } else { throw new UserError(this, 161); } } @Override protected boolean isPerformanceRequired() { return true; } /** * @Deprecated Call {@link #getPerformance()} to apply inner operators. */ @Deprecated protected PerformanceVector getPerformance(IOContainer input, Collection<Operator> operators) { throw new UnsupportedOperationException( "getPerformance(IOContainer,Collection<Operator>) is deprecated. Please call getPerformance()."); } }