/*
* RapidMiner
*
* Copyright (C) 2001-2008 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.learner;
import com.rapidminer.example.ExampleSet;
import com.rapidminer.example.Tools;
import com.rapidminer.operator.Operator;
import com.rapidminer.operator.OperatorException;
import com.rapidminer.operator.UserError;
import com.rapidminer.tools.Ontology;
/**
* Checks if the the given learner can work on the example set.
*
* @author Ingo Mierswa
* @version $Id: CapabilityCheck.java,v 1.4 2008/05/28 10:52:04 ingomierswa Exp $
*/
public class CapabilityCheck {
private Learner learner;
private boolean onlyWarn;
public CapabilityCheck(Learner learner, boolean onlyWarn) {
this.learner = learner;
this.onlyWarn = onlyWarn;
}
/**
* Checks if this learner can be used for the given example set, i.e. if it
* has sufficient capabilities.
*/
public void checkLearnerCapabilities(Operator learningOperator, ExampleSet exampleSet) throws OperatorException {
try {
// nominal attributes
if (Tools.containsValueType(exampleSet, Ontology.NOMINAL)) {
if (Tools.containsValueType(exampleSet, Ontology.BINOMINAL)) {
if (!learner.supportsCapability(LearnerCapability.BINOMINAL_ATTRIBUTES))
throw new UserError(learningOperator, 501, LearnerCapability.BINOMINAL_ATTRIBUTES.getDescription());
} else {
if (!learner.supportsCapability(LearnerCapability.POLYNOMINAL_ATTRIBUTES))
throw new UserError(learningOperator, 501, LearnerCapability.POLYNOMINAL_ATTRIBUTES.getDescription());
}
}
// numerical attributes
if ((Tools.containsValueType(exampleSet, Ontology.NUMERICAL)) && !learner.supportsCapability(LearnerCapability.NUMERICAL_ATTRIBUTES))
throw new UserError(learningOperator, 501, LearnerCapability.NUMERICAL_ATTRIBUTES.getDescription());
// label
if (exampleSet.getAttributes().getLabel().isNominal()) {
if (exampleSet.getAttributes().getLabel().getMapping().size() == 2) {
if (!learner.supportsCapability(LearnerCapability.BINOMINAL_CLASS))
throw new UserError(learningOperator, 501, LearnerCapability.BINOMINAL_CLASS.getDescription());
} else {
if (!learner.supportsCapability(LearnerCapability.POLYNOMINAL_CLASS))
throw new UserError(learningOperator, 501, LearnerCapability.POLYNOMINAL_CLASS.getDescription());
}
} else {
if (exampleSet.getAttributes().getLabel().isNumerical() && !learner.supportsCapability(LearnerCapability.NUMERICAL_CLASS))
throw new UserError(learningOperator, 501, LearnerCapability.NUMERICAL_CLASS.getDescription());
}
} catch (UserError e) {
if (onlyWarn) {
learningOperator.logWarning(e.getMessage());
} else {
throw e;
}
}
}
}