/**
* 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.learner;
import com.rapidminer.example.Attribute;
import com.rapidminer.example.ExampleSet;
import com.rapidminer.example.Tools;
import com.rapidminer.operator.Operator;
import com.rapidminer.operator.OperatorCapability;
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
*/
public class CapabilityCheck {
private CapabilityProvider capabilityProvider;
private boolean onlyWarn;
public CapabilityCheck(CapabilityProvider provider, boolean onlyWarn) {
this.capabilityProvider = provider;
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 (!capabilityProvider.supportsCapability(OperatorCapability.BINOMINAL_ATTRIBUTES)) {
throw new UserError(learningOperator, 501, learningOperator.getName(),
OperatorCapability.BINOMINAL_ATTRIBUTES.getDescription());
}
} else {
if (!capabilityProvider.supportsCapability(OperatorCapability.POLYNOMINAL_ATTRIBUTES)) {
throw new UserError(learningOperator, 501, learningOperator.getName(),
OperatorCapability.POLYNOMINAL_ATTRIBUTES.getDescription());
}
}
}
// numerical attributes
if ((Tools.containsValueType(exampleSet, Ontology.NUMERICAL))
&& !capabilityProvider.supportsCapability(OperatorCapability.NUMERICAL_ATTRIBUTES)) {
throw new UserError(learningOperator, 501, learningOperator.getName(),
OperatorCapability.NUMERICAL_ATTRIBUTES.getDescription());
}
// label
Attribute labelAttribute = exampleSet.getAttributes().getLabel();
if (labelAttribute != null) {
if (labelAttribute.isNominal()) {
if (labelAttribute.getMapping().size() == 1) {
if (!(capabilityProvider.supportsCapability(OperatorCapability.ONE_CLASS_LABEL))) {
throw new UserError(learningOperator, 502, learningOperator.getName());
}
} else {
if (labelAttribute.getMapping().size() == 2) {
if (!capabilityProvider.supportsCapability(OperatorCapability.BINOMINAL_LABEL)) {
throw new UserError(learningOperator, 501, learningOperator.getName(),
OperatorCapability.BINOMINAL_LABEL.getDescription());
}
} else {
if (!capabilityProvider.supportsCapability(OperatorCapability.POLYNOMINAL_LABEL)) {
throw new UserError(learningOperator, 501, learningOperator.getName(),
OperatorCapability.POLYNOMINAL_LABEL.getDescription());
}
}
}
} else {
if (labelAttribute.isNumerical()
&& !capabilityProvider.supportsCapability(OperatorCapability.NUMERICAL_LABEL)) {
throw new UserError(learningOperator, 501, learningOperator.getName(),
OperatorCapability.NUMERICAL_LABEL.getDescription());
}
}
} else {
if (!(capabilityProvider.supportsCapability(OperatorCapability.NO_LABEL))) {
throw new UserError(learningOperator, 501, learningOperator.getName(),
OperatorCapability.NO_LABEL.getDescription());
}
}
// missing values will only be checked with meta data to avoid data scan only for
// capability check.
} catch (UserError e) {
if (onlyWarn) {
learningOperator.logWarning(e.getMessage());
} else {
throw e;
}
}
}
}