Java Lucene NGramTokenizer

2019-02-12 06:55发布

I am trying tokenize strings into ngrams. Strangely in the documentation for the NGramTokenizer I do not see a method that will return the individual ngrams that were tokenized. In fact I only see two methods in the NGramTokenizer class that return String Objects.

Here is the code that I have:

Reader reader = new StringReader("This is a test string");
NGramTokenizer gramTokenizer = new NGramTokenizer(reader, 1, 3);
  1. Where are the ngrams that were tokenized?
  2. How can I get the output in Strings/Words?

I want my output to be like: This, is, a, test, string, This is, is a, a test, test string, This is a, is a test, a test string.

4条回答
beautiful°
2楼-- · 2019-02-12 07:11

Without creating a test program, I would guess that incrementToken() returns the next token which will be one of the ngrams.

For example, using ngram lengths of 1-3 with the string 'a b c d', NGramTokenizer could return:

a
a b
a b c
b
b c
b c d
c
c d
d

where 'a', 'a b', etc. are the resulting ngrams.

[Edit]

You might also want to look at Querying lucene tokens without indexing, as it talks about peeking into the token stream.

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Animai°情兽
3楼-- · 2019-02-12 07:12

package ngramalgoimpl; import java.util.*;

public class ngr {

public static List<String> n_grams(int n, String str) {
    List<String> n_grams = new ArrayList<String>();
    String[] words = str.split(" ");
    for (int i = 0; i < words.length - n + 1; i++)
        n_grams.add(concatination(words, i, i+n));
    return n_grams;
}
 /*stringBuilder is used to cancatinate mutable sequence of characters*/
public static String concatination(String[] words, int start, int end) {
    StringBuilder sb = new StringBuilder();
    for (int i = start; i < end; i++)
        sb.append((i > start ? " " : "") + words[i]);
    return sb.toString();
}

public static void main(String[] args) {
    for (int n = 1; n <= 3; n++) {
        for (String ngram : n_grams(n, "This is my car."))
            System.out.println(ngram);
        System.out.println();
    }
}

}

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Rolldiameter
4楼-- · 2019-02-12 07:31

For recent version of Lucene (4.2.1), this is a clean code which works. Before executing this code, you have to import 2 jar files:

  • lucene-core-4.2.1.jar
  • lucene-analuzers-common-4.2.1.jar

Find these files at http://www.apache.org/dyn/closer.cgi/lucene/java/4.2.1

//LUCENE 4.2.1
Reader reader = new StringReader("This is a test string");      
NGramTokenizer gramTokenizer = new NGramTokenizer(reader, 1, 3);

CharTermAttribute charTermAttribute = gramTokenizer.addAttribute(CharTermAttribute.class);

while (gramTokenizer.incrementToken()) {
    String token = charTermAttribute.toString();
    System.out.println(token);
}
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老娘就宠你
5楼-- · 2019-02-12 07:33

I don't think you'll find what you're looking for trying to find methods returning String. You'll need to deal with Attributes.

Should work something like:

Reader reader = new StringReader("This is a test string");
NGramTokenizer gramTokenizer = new NGramTokenizer(reader, 1, 3);
CharTermAttribute charTermAttribute = gramTokenizer.addAttribute(CharTermAttribute.class);
gramTokenizer.reset();

while (gramTokenizer.incrementToken()) {
    String token = charTermAttribute.toString();
    //Do something
}
gramTokenizer.end();
gramTokenizer.close();

Be sure to reset() the Tokenizer it if it needs to be reused after that, though.


Tokenizing grouping of words, rather than chars, per comments:

Reader reader = new StringReader("This is a test string");
TokenStream tokenizer = new StandardTokenizer(Version.LUCENE_36, reader);
tokenizer = new ShingleFilter(tokenizer, 1, 3);
CharTermAttribute charTermAttribute = tokenizer.addAttribute(CharTermAttribute.class);

while (tokenizer.incrementToken()) {
    String token = charTermAttribute.toString();
    //Do something
}
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