/* * 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.tools.util.featuregen; import java.util.List; import java.util.regex.Pattern; import opennlp.tools.tokenize.SimpleTokenizer; import opennlp.tools.tokenize.Tokenizer; import opennlp.tools.util.StringUtil; /** * Partitions tokens into sub-tokens based on character classes and generates * class features for each of the sub-tokens and combinations of those sub-tokens. */ public class TokenPatternFeatureGenerator implements AdaptiveFeatureGenerator { private Pattern noLetters = Pattern.compile("[^a-zA-Z]"); private Tokenizer tokenizer; /** * Initializes a new instance. * For tokinization the {@link SimpleTokenizer} is used. */ public TokenPatternFeatureGenerator() { this(SimpleTokenizer.INSTANCE); } /** * Initializes a new instance. * * @param supportTokenizer */ public TokenPatternFeatureGenerator(Tokenizer supportTokenizer) { tokenizer = supportTokenizer; } public void createFeatures(List<String> feats, String[] toks, int index, String[] preds) { String[] tokenized = tokenizer.tokenize(toks[index]); if (tokenized.length == 1) { feats.add("st=" + StringUtil.toLowerCase(toks[index])); return; } feats.add("stn=" + tokenized.length); StringBuilder pattern = new StringBuilder(); for (int i = 0; i < tokenized.length; i++) { if (i < tokenized.length - 1) { feats.add("pt2=" + FeatureGeneratorUtil.tokenFeature(tokenized[i]) + FeatureGeneratorUtil.tokenFeature(tokenized[i + 1])); } if (i < tokenized.length - 2) { feats.add("pt3=" + FeatureGeneratorUtil.tokenFeature(tokenized[i]) + FeatureGeneratorUtil.tokenFeature(tokenized[i + 1]) + FeatureGeneratorUtil.tokenFeature(tokenized[i + 2])); } pattern.append(FeatureGeneratorUtil.tokenFeature(tokenized[i])); if (!noLetters.matcher(tokenized[i]).find()) { feats.add("st=" + StringUtil.toLowerCase(tokenized[i])); } } feats.add("pta=" + pattern.toString()); } }