javanlpopennlp

Apache OpenNLP: java.io.FileInputStream cannot be cast to opennlp.tools.util.InputStreamFactory


I am trying to build a custom NER using Apache OpenNLP 1.7. From the documentation available Here, I have developed the following code

import java.io.BufferedOutputStream;
import java.io.FileInputStream;
import java.io.FileOutputStream;
import java.io.IOException;
import java.nio.charset.Charset;

import opennlp.tools.namefind.NameFinderME;
import opennlp.tools.namefind.NameSample;
import opennlp.tools.namefind.NameSampleDataStream;
import opennlp.tools.namefind.TokenNameFinderFactory;
import opennlp.tools.namefind.TokenNameFinderModel;
import opennlp.tools.util.ObjectStream;
import opennlp.tools.util.PlainTextByLineStream;
import opennlp.tools.util.TrainingParameters;

public class PersonClassifierTrainer {

        static String modelFile = "/opt/NLP/data/en-ner-customperson.bin";

        public static void main(String[] args) throws IOException {

            Charset charset = Charset.forName("UTF-8");
            **ObjectStream<String> lineStream = new PlainTextByLineStream(new FileInputStream("/opt/NLP/data/person.train"), charset);**
            ObjectStream<NameSample> sampleStream = new NameSampleDataStream(lineStream);

            TokenNameFinderModel model;
            TokenNameFinderFactory nameFinderFactory = null;

            try {
                model = NameFinderME.train("en", "person", sampleStream, TrainingParameters.defaultParams(),
                        nameFinderFactory);
            } finally {
                sampleStream.close();
            }

            BufferedOutputStream modelOut = null;

            try {
                modelOut = new BufferedOutputStream(new FileOutputStream(modelFile));
                model.serialize(modelOut);
            } finally {
                if (modelOut != null)
                    modelOut.close();
            }
        }
    }

The code highlighted above, shows - 'Cast argument 'file' to 'insputstreamfactory'

I am forced to cast this, because it shows error otherwise.

Now when I run my code, I get the following error

java.io.FileInputStream cannot be cast to opennlp.tools.util.InputStreamFactory

Is there anything missing here?

Edit 1: Person.train file has this data

<START:person> Hardik <END> is a software Professional.<START:person> Hardik works at company<END> and <START:person> is part of development team<END>. <START:person> Hardik<END> lives in New York
<START:person> Hardik<END> loves R statistical software
<START:person> Hardik<END> is a student at ISB
<START:person> Hardik<END> loves nature

Edit2: I am now getting null pointer exception, any help?


Solution

  • You need an instance of InputStreamFactory which will retrieve your InputStream. Additionally, TokenNameFinderFactory must not be null.

    public class PersonClassifierTrainer {
    
        static String modelFile = "/opt/NLP/data/en-ner-customperson.bin";
    
        public static void main(String[] args) throws IOException {
    
            InputStreamFactory isf = new InputStreamFactory() {
                public InputStream createInputStream() throws IOException {
                    return new FileInputStream("/opt/NLP/data/person.train");
                }
            };
    
            Charset charset = Charset.forName("UTF-8");
            ObjectStream<String> lineStream = new PlainTextByLineStream(isf, charset);
            ObjectStream<NameSample> sampleStream = new NameSampleDataStream(lineStream);
    
            TokenNameFinderModel model;
            TokenNameFinderFactory nameFinderFactory = new TokenNameFinderFactory();
    
            try {
                model = NameFinderME.train("en", "person", sampleStream, TrainingParameters.defaultParams(),
                        nameFinderFactory);
            } finally {
                sampleStream.close();
            }
    
            BufferedOutputStream modelOut = null;
    
            try {
                modelOut = new BufferedOutputStream(new FileOutputStream(modelFile));
                model.serialize(modelOut);
            } finally {
                if (modelOut != null)
                    modelOut.close();
            }
        }
    }
    

    Edit 1: Person.train file has this data

    <START:person> Hardik <END> is a software Professional.<START:person> Hardik works at company<END> and <START:person> is part of development team<END>. <START:person> Hardik<END> lives in New York
    <START:person> Hardik<END> loves R statistical software
    <START:person> Hardik<END> is a student at ISB
    <START:person> Hardik<END> loves nature