Examples with Instance org.cleartk.classifier.Instance used on opensource projects

Example 1 with Instance

use of org.cleartk.classifier.Instance in project dkpro-lab by dkpro.

the class ExamplePosAnnotator method process.

@Override
public void process(JCas jCas) throws AnalysisEngineProcessException {
    Collection<TOP> addToIndexes = new ArrayList<TOP>();
    // generate a list of training instances for each sentence in the  document
    for (Sentence sentence : select(jCas, Sentence.class)) {
        List<Instance<String>> instances = new ArrayList<Instance<String>>();
        List<Token> tokens = selectCovered(jCas, Token.class, sentence);
        // for each token, extract all feature values and the label
        for (Token token : tokens) {
            Instance<String> instance = new Instance<String>();
            // extract all features that require only the token annotation
            for (SimpleFeatureExtractor extractor : this.tokenFeatureExtractors) {
                instance.addAll(extractor.extract(jCas, token));
            }
            // extract all features that require the token and sentence annotations
            for (ContextExtractor<Token> extractor : this.contextFeatureExtractors) {
                instance.addAll(extractor.extractWithin(jCas, token, sentence));
            }
            // set the instance label from the token's part of speech
            if (this.isTraining()) {
                instance.setOutcome(token.getPos().getPosValue());
            }
            // add the instance to the list
            instances.add(instance);
        }
        if (this.isTraining()) {
            // for training, write instances to the data write
            this.dataWriter.write(instances);
        } else {
            // for classification, set the labels as the token POS labels
            Iterator<Token> tokensIter = tokens.iterator();
            List<String> labels = classify(instances);
            for (String label : labels) {
                Token t = tokensIter.next();
                POS pos = t.getPos();
                if (pos == null) {
                    pos = new POS(jCas, t.getBegin(), t.getEnd());
                    addToIndexes.add(pos);
                    t.setPos(pos);
                }
                pos.setPosValue(label);
            }
        }
        for (TOP fs : addToIndexes) {
            fs.addToIndexes();
        }
    }
}