org.apache.tika.parser.geo.topic.NameEntityExtractor 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 org.apache.tika.parser.geo.topic;
import static java.nio.charset.StandardCharsets.UTF_8;
import java.io.IOException;
import java.io.InputStream;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.Collections;
import java.util.Comparator;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import org.apache.commons.io.IOUtils;
import opennlp.tools.namefind.NameFinderME;
import opennlp.tools.util.Span;
public class NameEntityExtractor {
ArrayList locationNameEntities;
String bestNameEntity;
private HashMap tf;
private final NameFinderME nameFinder;
public NameEntityExtractor(NameFinderME nameFinder) throws IOException {
this.locationNameEntities = new ArrayList();
this.bestNameEntity = null;
this.nameFinder = nameFinder;
this.tf = new HashMap();
}
/*
* Use OpenNLP to extract location names that's appearing in the steam.
* OpenNLP's default Name Finder accuracy is not very good, please refer to
* its documentation.
*
* @param stream stream that passed from this.parse()
*/
public void getAllNameEntitiesfromInput(InputStream stream) throws IOException {
String[] in = IOUtils.toString(stream, UTF_8).split(" ");
Span nameE[];
//name finder is not thread safe https://opennlp.apache.org/documentation/1.5.2-incubating/manual/opennlp.html#tools.namefind
synchronized (nameFinder) {
nameE = nameFinder.find(in);
//the same name finder is reused, so clear adaptive data
nameFinder.clearAdaptiveData();
}
String spanNames = Arrays.toString(Span.spansToStrings(nameE, in));
spanNames = spanNames.substring(1, spanNames.length() - 1);
String[] tmp = spanNames.split(",");
for (String name : tmp) {
name = name.trim();
this.locationNameEntities.add(name);
}
}
/*
* Get the best location entity extracted from the input stream. Simply
* return the most frequent entity, If there several highest frequent
* entity, pick one randomly. May not be the optimal solution, but works.
*
* @param locationNameEntities OpenNLP name finder's results, stored in
* ArrayList
*/
public void getBestNameEntity() {
if (this.locationNameEntities.size() == 0)
return;
for (int i = 0; i < this.locationNameEntities.size(); ++i) {
if (tf.containsKey(this.locationNameEntities.get(i)))
tf.put(this.locationNameEntities.get(i),
tf.get(this.locationNameEntities.get(i)) + 1);
else
tf.put(this.locationNameEntities.get(i), 1);
}
int max = 0;
List> list = new ArrayList>(
tf.entrySet());
Collections.shuffle(list);
Collections.sort(list, new Comparator>() {
public int compare(Map.Entry o1,
Map.Entry o2) {
// Descending Order
return o2.getValue().compareTo(o1.getValue());
}
});
this.locationNameEntities.clear();// update so that they are in
// descending order
for (Map.Entry entry : list) {
this.locationNameEntities.add(entry.getKey());
if (entry.getValue() > max) {
max = entry.getValue();
this.bestNameEntity = entry.getKey();
}
}
}
}