opennlp.tools.cmdline.doccat.DoccatTrainerTool Maven / Gradle / Ivy
/*
* 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.FileInputStream;
import java.io.IOException;
import java.nio.charset.Charset;
import opennlp.tools.cmdline.BasicTrainingParameters;
import opennlp.tools.cmdline.CLI;
import opennlp.tools.cmdline.CmdLineTool;
import opennlp.tools.cmdline.CmdLineUtil;
import opennlp.tools.cmdline.TerminateToolException;
import opennlp.tools.doccat.DoccatModel;
import opennlp.tools.doccat.DocumentCategorizerME;
import opennlp.tools.doccat.DocumentSample;
import opennlp.tools.doccat.DocumentSampleStream;
import opennlp.tools.util.ObjectStream;
import opennlp.tools.util.PlainTextByLineStream;
public class DoccatTrainerTool implements CmdLineTool {
public String getName() {
return "DoccatTrainer";
}
public String getShortDescription() {
return "trainer for the learnable document categorizer";
}
public String getHelp() {
return "Usage: " + CLI.CMD + " " + getName() + " " + BasicTrainingParameters.getParameterUsage() +
" -data trainingData -model model\n" +
BasicTrainingParameters.getDescription();
}
static ObjectStream openSampleData(String sampleDataName,
File sampleDataFile, Charset encoding) {
CmdLineUtil.checkInputFile(sampleDataName + " Data", sampleDataFile);
FileInputStream sampleDataIn = CmdLineUtil.openInFile(sampleDataFile);
ObjectStream lineStream = new PlainTextByLineStream(sampleDataIn
.getChannel(), encoding);
return new DocumentSampleStream(lineStream);
}
public void run(String[] args) {
if (args.length < 8) {
System.out.println(getHelp());
throw new TerminateToolException(1);
}
BasicTrainingParameters parameters = new BasicTrainingParameters(args);
if(!parameters.isValid()) {
System.out.println(getHelp());
throw new TerminateToolException(1);
}
File trainingDataInFile = new File(CmdLineUtil.getParameter("-data", args));
File modelOutFile = new File(CmdLineUtil.getParameter("-model", args));
CmdLineUtil.checkOutputFile("document categorizer model", modelOutFile);
ObjectStream sampleStream =
openSampleData("Training", trainingDataInFile, parameters.getEncoding());
DoccatModel model;
try {
model = DocumentCategorizerME.train(parameters.getLanguage(), sampleStream,
parameters.getCutoff(), parameters.getNumberOfIterations());
} catch (IOException e) {
CmdLineUtil.printTrainingIoError(e);
throw new TerminateToolException(-1);
}
finally {
try {
sampleStream.close();
} catch (IOException e) {
// sorry that this can fail
}
}
CmdLineUtil.writeModel("document categorizer", modelOutFile, model);
}
}