How to use illinois-ner with Maven
14 Sep 2016Say you want to use illinois-ner, maybe because it is state-of-the-art, maybe because it is so easy to use, maybe because there’s an active development community on github, maybe because you’ve tried everything else, or maybe because you just have some free time.
Good choice. You have good taste. This is a little tutorial to help you along. I’m going to pretend you know nothing, and start from scratch. By the end of this tutorial, you will be tagging text like nobody’s business.
I’m going to assume that you have started with a Ubuntu machine, and you have some Java, maven, and command-line skills. Let’s download some prerequisites:
$ sudo apt-get install default-jre default-jdk
$ sudo apt-get install maven
Ok, good. Now, let’s create a bog-standard maven project as a container. You could read the quick-start guide, or you could just run this handy code snippet that I stole from that page.
$ mvn -B archetype:generate \
-DarchetypeGroupId=org.apache.maven.archetypes \
-DgroupId=com.mycompany.app \
-DartifactId=my-app
This created a little skeleton of a maven project in a folder called my-app/
. Now, following the directions on
this page, add the
correct dependency and repository to your pom.xml
. It should now look like this:
<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/maven-v4_0_0.xsd">
<modelVersion>4.0.0</modelVersion>
<groupId>com.mycompany.app</groupId>
<artifactId>my-app</artifactId>
<packaging>jar</packaging>
<version>1.0-SNAPSHOT</version>
<name>my-app</name>
<url>http://maven.apache.org</url>
<dependencies>
<dependency>
<groupId>junit</groupId>
<artifactId>junit</artifactId>
<version>3.8.1</version>
<scope>test</scope>
</dependency>
<!-- You added this -->
<dependency>
<groupId>edu.illinois.cs.cogcomp</groupId>
<artifactId>illinois-ner</artifactId>
<version>3.0.72</version>
</dependency>
</dependencies>
<!-- And this -->
<repositories>
<repository>
<id>CogcompSoftware</id>
<name>CogcompSoftware</name>
<url>http://cogcomp.cs.illinois.edu/m2repo/</url>
</repository>
</repositories>
</project>
Well done. Make sure you are in the my-app/
directory, and try compiling to see what
happens (there should be a lot of downloading, and then BUILD SUCCESS), and then run it.
$ mvn compile
$ mvn exec:java -Dexec.mainClass=com.mycompany.app.App
This should print "Hello World!"
.
Good, let’s move on. Open up src/main/java/com/mycompany/app/App.java
, and perform the right combination
of keystrokes and mouse movements until you get the following:
package com.mycompany.app;
import edu.illinois.cs.cogcomp.core.datastructures.textannotation.TextAnnotation;
import edu.illinois.cs.cogcomp.core.utilities.configuration.ResourceManager;
import edu.illinois.cs.cogcomp.nlp.utility.TokenizerTextAnnotationBuilder;
import edu.illinois.cs.cogcomp.annotation.TextAnnotationBuilder;
import edu.illinois.cs.cogcomp.core.datastructures.ViewNames;
import edu.illinois.cs.cogcomp.ner.NERAnnotator;
import edu.illinois.cs.cogcomp.nlp.tokenizer.IllinoisTokenizer;
import edu.illinois.cs.cogcomp.ner.LbjTagger.*;
import java.io.IOException;
import java.util.Properties;
/**
* Hello world!
*
*/
public class App
{
public static void main( String[] args ) throws IOException
{
String text1 = "Good afternoon, gentlemen. I am a HAL-9000 "
+ "computer. I was born in Urbana, Il. in 1992";
String corpus = "2001_ODYSSEY";
String textId = "001";
// Create a TextAnnotation using the LBJ sentence splitter
// and tokenizers.
TextAnnotationBuilder tab;
tab = new TokenizerTextAnnotationBuilder(new IllinoisTokenizer());
TextAnnotation ta = tab.createTextAnnotation(corpus, textId, text1);
NERAnnotator co = new NERAnnotator(ViewNames.NER_CONLL);
co.doInitialize();
co.addView(ta);
System.out.println(ta.getView(ViewNames.NER_CONLL));
}
}
Now compile and run.
$ mvn compile
$ mvn exec:java -Dexec.mainClass=com.mycompany.app.App
This prints the entities that it has found, and which are accessible as Constituents in the TextAnnotation. To learn more about TextAnnotations, Constituents, Views, and all the other data structures in the IllinoisCogComp ecosystem, see here.