BAEL-5766 Overview of NLP Libraries in Java (#13798)
* BAEL-5766 Overview of NLP Libraries in Java * BAEL-5766 Overview of NLP Libraries in Java * Overview of NLP Libraries in Java * Overview of NLP Libraries in Java
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<?xml version="1.0" encoding="UTF-8"?>
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<project xmlns="http://maven.apache.org/POM/4.0.0"
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xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
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xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
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<modelVersion>4.0.0</modelVersion>
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<artifactId>libraries-ai</artifactId>
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<name>libraries-ai</name>
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<parent>
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<groupId>com.baeldung</groupId>
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<artifactId>parent-modules</artifactId>
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<version>1.0.0-SNAPSHOT</version>
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</parent>
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<dependencies>
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<dependency>
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<groupId>edu.stanford.nlp</groupId>
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<artifactId>stanford-corenlp</artifactId>
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<version>${stanford-corenlp.version}</version>
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</dependency>
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<dependency>
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<groupId>org.apache.opennlp</groupId>
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<artifactId>opennlp-tools</artifactId>
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<version>${opennlp-tools.version}</version>
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</dependency>
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</dependencies>
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<properties>
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<stanford-corenlp.version>4.5.3</stanford-corenlp.version>
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<opennlp-tools.version>2.1.1</opennlp-tools.version>
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</properties>
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</project>
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package com.baeldung.nlp;
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import edu.stanford.nlp.ling.CoreAnnotations;
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import edu.stanford.nlp.ling.CoreLabel;
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import edu.stanford.nlp.pipeline.Annotation;
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import edu.stanford.nlp.pipeline.StanfordCoreNLP;
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import edu.stanford.nlp.util.CoreMap;
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import org.junit.Test;
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import java.util.List;
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import java.util.Properties;
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import static org.junit.Assert.assertEquals;
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public class CoreNLPTokenizerUnitTest {
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@Test
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public void givenSampleText_whenTokenize_thenExpectedTokensReturned() {
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Properties props = new Properties();
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props.setProperty("annotators", "tokenize");
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StanfordCoreNLP pipeline = new StanfordCoreNLP(props);
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String text = "The german shepard display an act of kindness";
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Annotation document = new Annotation(text);
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pipeline.annotate(document);
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List<CoreMap> sentences = document.get(CoreAnnotations.SentencesAnnotation.class);
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StringBuilder tokens = new StringBuilder();
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for (CoreMap sentence : sentences) {
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for (CoreLabel token : sentence.get(CoreAnnotations.TokensAnnotation.class)) {
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String word = token.get(CoreAnnotations.TextAnnotation.class);
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tokens.append(word)
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.append(" ");
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}
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}
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assertEquals("The german shepard display an act of kindness", tokens.toString()
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.trim());
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}
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}
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package com.baeldung.nlp;
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import opennlp.tools.langdetect.Language;
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import opennlp.tools.langdetect.LanguageDetectorME;
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import opennlp.tools.langdetect.LanguageDetectorModel;
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import org.junit.jupiter.api.Test;
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import java.io.FileInputStream;
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import java.io.IOException;
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import java.io.InputStream;
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import static org.junit.jupiter.api.Assertions.assertEquals;
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class OpenNLPLanguageDetector {
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@Test
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public void givenTextInEnglish_whenDetectLanguage_thenReturnsEnglishLanguageCode() {
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String text = "the dream my father told me";
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LanguageDetectorModel model;
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try (InputStream modelIn = new FileInputStream("langdetect-183.bin")) {
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model = new LanguageDetectorModel(modelIn);
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} catch (IOException e) {
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return;
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}
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LanguageDetectorME detector = new LanguageDetectorME(model);
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Language language = detector.predictLanguage(text);
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assertEquals("eng", language.getLang());
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}
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}
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