blob: 0a42f2d69a9898f5933e22d80dced3d0ba0acba3 [file] [log] [blame]
/*
* 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.summarization.lexicalchaining;
import java.io.BufferedInputStream;
import java.io.IOException;
import java.io.InputStream;
import java.util.ArrayList;
import java.util.Hashtable;
import java.util.List;
import opennlp.summarization.DocProcessor;
import opennlp.tools.postag.POSModel;
import opennlp.tools.postag.POSTaggerME;
import opennlp.tools.tokenize.WhitespaceTokenizer;
public class OpenNLPPOSTagger implements POSTagger {
private final POSTaggerME tagger;
private Hashtable<Integer, String[]> tagMap;
private final DocProcessor dp;
private final String[] nounTags = {"NOUN", "NN", "NNS","NNP","NNPS"};
public OpenNLPPOSTagger(DocProcessor dp, InputStream posModelFile) throws Exception {
this.dp = dp;
initTagMap();
try (InputStream modelIn = new BufferedInputStream(posModelFile)) {
POSModel model = new POSModel(modelIn);
tagger = new POSTaggerME(model);
} catch (IOException e) {
// Model loading failed, handle the error
throw e;
}
}
private void initTagMap() {
tagMap = new Hashtable<>();
tagMap.put(POSTagger.NOUN, nounTags);
}
// Returns true if the type string belongs to one of the tags for the type
public boolean isType(String typeStr, int type) {
boolean ret = false;
String[] tags = tagMap.get(type);
for(String tag: tags) {
if (typeStr.equalsIgnoreCase(tag)) {
ret = true;
break;
}
}
return ret;
}
@Override
public String getTaggedString(String input) {
String[] tokens = WhitespaceTokenizer.INSTANCE.tokenize(input);
String[] tags = tagger.tag(tokens);
StringBuilder sb = new StringBuilder();
for (int i = 0; i < tokens.length; i++) {
sb.append(tokens[i]).append("/").append(tags[i]).append(" ");
}
return sb.toString();
}
@Override
public List<String> getWordsOfType(String sent, int type) {
List<String> ret = new ArrayList<>();
String[] tokens = dp.getWords(sent);
for(String t:tokens) {
String[] wordPlusType = t.split("/");
if(wordPlusType.length ==2)
{
if(isType(wordPlusType[1], type))
ret.add(wordPlusType[0]);
}
}
// log.info(ret.toString());
return ret;
}
}