/*
* 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.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);
}
}