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TeXoo module for Named Entity Recognition
package de.datexis.ner.exec;
import de.datexis.common.CommandLineParser;
import de.datexis.common.ObjectSerializer;
import de.datexis.common.Resource;
import de.datexis.model.Dataset;
import de.datexis.model.Document;
import de.datexis.ner.GenericMentionAnnotator;
import de.datexis.ner.MentionAnnotator;
import de.datexis.reader.RawTextDatasetReader;
import java.io.IOException;
import org.apache.commons.cli.CommandLine;
import org.apache.commons.cli.HelpFormatter;
import org.apache.commons.cli.Options;
import org.apache.commons.cli.ParseException;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
/**
* Main Controller for training of MentionAnnotator / NER models.
* @author Sebastian Arnold
*/
public class RunMentionAnnotator {
protected final static Logger log = LoggerFactory.getLogger(RunMentionAnnotator.class);
public static void main(String[] args) throws IOException {
final ExecParams params = new ExecParams();
final CommandLineParser parser = new CommandLineParser(params);
try {
parser.parse(args);
new RunMentionAnnotator().runAnnotator(params);
System.exit(0);
} catch(ParseException e) {
HelpFormatter formatter = new HelpFormatter();
formatter.printHelp("texoo-annotate-ner", "TeXoo: run pre-trained MentionAnnotator model", params.setUpCliOptions(), "", true);
System.exit(1);
}
}
protected static class ExecParams implements CommandLineParser.Options {
protected String inputFiles;
protected String outputPath = null;
protected String language = null;
@Override
public void setParams(CommandLine parse) {
inputFiles = parse.getOptionValue("i");
outputPath = parse.getOptionValue("o");
//language = parse.getOptionValue("l");
}
@Override
public Options setUpCliOptions() {
Options op = new Options();
op.addRequiredOption("i", "input", true, "path or file name for raw input text");
op.addOption("o", "output", true, "path to create and store the output JSON, otherwise dump to stdout");
//op.addOption("l", "language", true, "language to use for annotation (EN or DE)");
return op;
}
}
protected void runAnnotator(ExecParams params) throws IOException {
// Configure parameters
Resource inputPath = Resource.fromDirectory(params.inputFiles);
Resource outputPath = params.outputPath != null ? Resource.fromDirectory(params.outputPath) : null;
//WordHelpers.Language lang = WordHelpers.getLanguage(params.language);
// Read datasets
// TODO: stream would be better so we can annotate file-by-file
Dataset data = new RawTextDatasetReader().read(inputPath);
// Load model
MentionAnnotator ner = GenericMentionAnnotator.create();
// Annotate
// TODO: skip existing extractions unless -f is specified
ner.annotate(data.getDocuments());
// Save
if(params.outputPath != null) {
if(!outputPath.exists()) outputPath.toFile().mkdirs();
for(Document doc : data.getDocuments()) {
ObjectSerializer.writeJSON(doc, outputPath.resolve(doc.getId() + ".json"));
}
} else {
System.out.print(ObjectSerializer.getJSON(data));
}
}
}