in opennlp-tools/src/main/java/opennlp/tools/cmdline/postag/POSTaggerCrossValidatorTool.java [60:132]
public void run(String format, String[] args) {
super.run(format, args);
mlParams = CmdLineUtil.loadTrainingParameters(params.getParams(), false);
if (mlParams == null) {
mlParams = ModelUtil.createDefaultTrainingParameters();
}
POSTaggerEvaluationMonitor missclassifiedListener = null;
if (params.getMisclassified()) {
missclassifiedListener = new POSEvaluationErrorListener();
}
POSTaggerFineGrainedReportListener reportListener = null;
File reportFile = params.getReportOutputFile();
OutputStream reportOutputStream = null;
if (reportFile != null) {
CmdLineUtil.checkOutputFile("Report Output File", reportFile);
try {
reportOutputStream = new FileOutputStream(reportFile);
reportListener = new POSTaggerFineGrainedReportListener(
reportOutputStream);
} catch (FileNotFoundException e) {
throw createTerminationIOException(e);
}
}
Map<String, Object> resources;
try {
resources = TokenNameFinderTrainerTool.loadResources(params.getResources(), params.getFeaturegen());
}
catch (IOException e) {
throw new TerminateToolException(-1,"IO error while loading resources", e);
}
byte[] featureGeneratorBytes =
TokenNameFinderTrainerTool.openFeatureGeneratorBytes(params.getFeaturegen());
POSTaggerCrossValidator validator;
try {
validator = new POSTaggerCrossValidator(params.getLang(), mlParams,
params.getDict(), featureGeneratorBytes, resources, params.getTagDictCutoff(),
params.getFactory(), missclassifiedListener, reportListener);
validator.evaluate(sampleStream, params.getFolds());
} catch (IOException e) {
throw new TerminateToolException(-1, "IO error while reading training data or indexing data: "
+ e.getMessage(), e);
} finally {
try {
sampleStream.close();
} catch (IOException e) {
// sorry that this can fail
}
}
logger.info("done");
if (reportListener != null) {
logger.info("Writing fine-grained report to {}",
params.getReportOutputFile().getAbsolutePath());
reportListener.writeReport();
try {
reportOutputStream.flush();
reportOutputStream.close();
} catch (IOException e) {
// nothing to do
}
}
logger.info("Accuracy: {}", validator.getWordAccuracy());
}