Package opennlp.tools.cmdline.doccat

Source Code of opennlp.tools.cmdline.doccat.DoccatTool

/*
* 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 opennlp.tools.cmdline.doccat;

import java.io.File;
import java.io.IOException;
import java.io.InputStreamReader;

import opennlp.tools.cmdline.CLI;
import opennlp.tools.cmdline.CmdLineTool;
import opennlp.tools.cmdline.CmdLineUtil;
import opennlp.tools.cmdline.PerformanceMonitor;
import opennlp.tools.cmdline.TerminateToolException;
import opennlp.tools.doccat.DoccatModel;
import opennlp.tools.doccat.DocumentCategorizerME;
import opennlp.tools.doccat.DocumentSample;
import opennlp.tools.util.ObjectStream;
import opennlp.tools.util.ParagraphStream;
import opennlp.tools.util.PlainTextByLineStream;

public class DoccatTool implements CmdLineTool {

  public String getName() {
    return "Doccat";
  }
 
  public String getShortDescription() {
    return "learnable document categorizer";
  }
 
  public String getHelp() {
    return "Usage: " + CLI.CMD + " " + getName() + " model < documents";
  }

  public void run(String[] args) {
   
    if (args.length != 1) {
      System.out.println(getHelp());
      throw new TerminateToolException(1);
    }
   
    DoccatModel model = new DoccatModelLoader().load(new File(args[0]));
   
    DocumentCategorizerME doccat = new DocumentCategorizerME(model);
   
    ObjectStream<String> documentStream = new ParagraphStream(
        new PlainTextByLineStream(new InputStreamReader(System.in)));
   
    PerformanceMonitor perfMon = new PerformanceMonitor(System.err, "doc");
    perfMon.start();
   
    try {
      String document;
      while ((document = documentStream.read()) != null) {
        double prob[] = doccat.categorize(document);
        String category = doccat.getBestCategory(prob);
       
        DocumentSample sample = new DocumentSample(category, document);
        System.out.println(sample.toString());
       
        perfMon.incrementCounter();
      }
    }
    catch (IOException e) {
      CmdLineUtil.handleStdinIoError(e);
    }
   
    perfMon.stopAndPrintFinalResult();
  }
}
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