opennlp.uima.doccat.AbstractDocumentCategorizer Maven / Gradle / Ivy
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/*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package opennlp.uima.doccat;
import java.util.ArrayList;
import java.util.List;
import org.apache.uima.UimaContext;
import org.apache.uima.analysis_component.CasAnnotator_ImplBase;
import org.apache.uima.analysis_engine.AnalysisEngineProcessException;
import org.apache.uima.cas.CAS;
import org.apache.uima.cas.FSIterator;
import org.apache.uima.cas.Type;
import org.apache.uima.cas.TypeSystem;
import org.apache.uima.cas.text.AnnotationFS;
import org.apache.uima.resource.ResourceAccessException;
import org.apache.uima.resource.ResourceInitializationException;
import org.apache.uima.util.Level;
import org.apache.uima.util.Logger;
import opennlp.tools.doccat.DoccatModel;
import opennlp.tools.doccat.DocumentCategorizerME;
import opennlp.uima.util.AnnotatorUtil;
import opennlp.uima.util.UimaUtil;
/**
* Abstract document categorizer which can be implemented to define how the
* output of the {@link DocumentCategorizer} should be written into the CAS.
*/
abstract class AbstractDocumentCategorizer extends CasAnnotator_ImplBase {
private UimaContext context;
private opennlp.tools.doccat.DocumentCategorizer mCategorizer;
private Type mTokenType;
public void initialize(UimaContext context)
throws ResourceInitializationException {
super.initialize(context);
this.context = context;
Logger mLogger = context.getLogger();
if (mLogger.isLoggable(Level.INFO)) {
mLogger.log(Level.INFO, "Initializing the OpenNLP Categorizer.");
}
DoccatModel model;
try {
DoccatModelResource modelResource = (DoccatModelResource) context
.getResourceObject(UimaUtil.MODEL_PARAMETER);
model = modelResource.getModel();
} catch (ResourceAccessException e) {
throw new ResourceInitializationException(e);
}
mCategorizer = new DocumentCategorizerME(model);
}
@Override
public void typeSystemInit(TypeSystem typeSystem) throws AnalysisEngineProcessException {
mTokenType = AnnotatorUtil.getRequiredTypeParameter(context, typeSystem,
UimaUtil.TOKEN_TYPE_PARAMETER);
}
protected abstract void setBestCategory(CAS cas, String bestCategory);
@Override
public void process(CAS cas) {
FSIterator tokenAnnotations = cas.getAnnotationIndex(mTokenType).iterator();
List tokensList = new ArrayList<>();
while (tokenAnnotations.hasNext()) {
tokensList.add(tokenAnnotations.next().getCoveredText());
}
double[] result =
mCategorizer.categorize(tokensList.toArray(new String[0]));
String bestCategory = mCategorizer.getBestCategory(result);
setBestCategory(cas, bestCategory);
}
}