opennlp.tools.cmdline.lemmatizer.LemmatizerMETool 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.lemmatizer;
import java.io.File;
import java.io.IOException;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import opennlp.tools.cmdline.BasicCmdLineTool;
import opennlp.tools.cmdline.CLI;
import opennlp.tools.cmdline.CmdLineUtil;
import opennlp.tools.cmdline.PerformanceMonitor;
import opennlp.tools.cmdline.SystemInputStreamFactory;
import opennlp.tools.lemmatizer.LemmaSample;
import opennlp.tools.lemmatizer.LemmatizerME;
import opennlp.tools.lemmatizer.LemmatizerModel;
import opennlp.tools.postag.POSSample;
import opennlp.tools.util.InvalidFormatException;
import opennlp.tools.util.ObjectStream;
import opennlp.tools.util.PlainTextByLineStream;
public class LemmatizerMETool extends BasicCmdLineTool {
private static final Logger logger = LoggerFactory.getLogger(LemmatizerMETool.class);
public String getShortDescription() {
return "Learnable lemmatizer";
}
@Override
public String getHelp() {
return "Usage: " + CLI.CMD + " " + getName() + " model < sentences";
}
@Override
public void run(String[] args) {
if (args.length != 1) {
logger.info(getHelp());
} else {
LemmatizerModel model = new LemmatizerModelLoader().load(new File(args[0]));
LemmatizerME lemmatizer = new LemmatizerME(model);
PerformanceMonitor perfMon = null;
try (ObjectStream lineStream = new PlainTextByLineStream(
new SystemInputStreamFactory(), SystemInputStreamFactory.encoding())) {
perfMon = new PerformanceMonitor("sent");
perfMon.start();
String line;
while ((line = lineStream.read()) != null) {
POSSample posSample;
try {
posSample = POSSample.parse(line);
} catch (InvalidFormatException e) {
logger.warn("Invalid format: {}", line);
continue;
}
String[] lemmas = lemmatizer.lemmatize(posSample.getSentence(),
posSample.getTags());
logger.info(new LemmaSample(posSample.getSentence(),
posSample.getTags(), lemmas).toString());
perfMon.incrementCounter();
}
} catch (IOException e) {
CmdLineUtil.handleStdinIoError(e);
}
perfMon.stopAndPrintFinalResult();
}
}
}