/** * 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.features.weighting; import com.rapidminer.example.Attribute; import com.rapidminer.example.AttributeWeights; import com.rapidminer.example.ExampleSet; import com.rapidminer.gui.dialog.AttributeWeightsDialog; import com.rapidminer.operator.Operator; import com.rapidminer.operator.OperatorDescription; import com.rapidminer.operator.OperatorException; import com.rapidminer.operator.ports.InputPort; import com.rapidminer.operator.ports.OutputPort; import com.rapidminer.operator.ports.metadata.MetaData; import com.rapidminer.operator.ports.metadata.SimplePrecondition; /** * This operator shows a window with the currently used attribute weights and allows users to change * the weight interactively. * * @author Ingo Mierswa */ public class InteractiveAttributeWeighting extends Operator { private InputPort exampleSetInput = getInputPorts().createPort("example set", ExampleSet.class); private InputPort weightInput = getInputPorts().createPort("weight"); private OutputPort exampleSetOutput = getOutputPorts().createPort("example set"); private OutputPort weightOutput = getOutputPorts().createPort("weight"); public InteractiveAttributeWeighting(OperatorDescription description) { super(description); weightInput.addPrecondition(new SimplePrecondition(weightInput, new MetaData(AttributeWeights.class), false)); getTransformer().addPassThroughRule(exampleSetInput, exampleSetOutput); getTransformer().addPassThroughRule(weightInput, weightOutput); } @Override public void doWork() throws OperatorException { AttributeWeights weights = weightInput.getDataOrNull(AttributeWeights.class); ExampleSet exampleSet = null; if (weights == null) { log("No feature weights found in input. Trying to find an example set..."); weights = new AttributeWeights(); exampleSet = exampleSetInput.getDataOrNull(ExampleSet.class); if (exampleSet != null) { for (Attribute attribute : exampleSet.getAttributes()) { weights.setWeight(attribute.getName(), 1.0d); } log("ExampleSet found! Initially all attributes will be used with weight 1."); } else { log("No examples found! Starting dialog without any weights."); } } AttributeWeightsDialog attributeWeightsDialog = new AttributeWeightsDialog(weights); attributeWeightsDialog.setVisible(true); if (attributeWeightsDialog.isOk()) { weights = attributeWeightsDialog.getAttributeWeights(); } weightOutput.deliver(weights); exampleSetOutput.deliver(exampleSet); } }