/* * 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.namefind; import java.io.File; import java.io.FileNotFoundException; import java.io.FileOutputStream; import java.io.IOException; import java.io.OutputStream; import java.util.LinkedList; import java.util.List; import java.util.Map; import opennlp.tools.cmdline.AbstractCrossValidatorTool; import opennlp.tools.cmdline.CmdLineUtil; import opennlp.tools.cmdline.TerminateToolException; import opennlp.tools.cmdline.namefind.TokenNameFinderCrossValidatorTool.CVToolParams; import opennlp.tools.cmdline.params.CVParams; import opennlp.tools.cmdline.params.DetailedFMeasureEvaluatorParams; import opennlp.tools.cmdline.params.FineGrainedEvaluatorParams; import opennlp.tools.namefind.BilouCodec; import opennlp.tools.namefind.BioCodec; import opennlp.tools.namefind.NameSample; import opennlp.tools.namefind.NameSampleTypeFilter; import opennlp.tools.namefind.TokenNameFinderCrossValidator; import opennlp.tools.namefind.TokenNameFinderEvaluationMonitor; import opennlp.tools.namefind.TokenNameFinderFactory; import opennlp.tools.util.InvalidFormatException; import opennlp.tools.util.SequenceCodec; import opennlp.tools.util.TrainingParameters; import opennlp.tools.util.eval.EvaluationMonitor; public final class TokenNameFinderCrossValidatorTool extends AbstractCrossValidatorTool<NameSample, CVToolParams> { interface CVToolParams extends TrainingParams, CVParams, DetailedFMeasureEvaluatorParams, FineGrainedEvaluatorParams { } public TokenNameFinderCrossValidatorTool() { super(NameSample.class, CVToolParams.class); } public String getShortDescription() { return "K-fold cross validator for the learnable Name Finder"; } public void run(String format, String[] args) { super.run(format, args); mlParams = CmdLineUtil.loadTrainingParameters(params.getParams(), true); if (mlParams == null) { mlParams = new TrainingParameters(); } byte[] featureGeneratorBytes = TokenNameFinderTrainerTool.openFeatureGeneratorBytes(params.getFeaturegen()); 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); } if (params.getNameTypes() != null) { String[] nameTypes = params.getNameTypes().split(","); sampleStream = new NameSampleTypeFilter(nameTypes, sampleStream); } List<EvaluationMonitor<NameSample>> listeners = new LinkedList<>(); if (params.getMisclassified()) { listeners.add(new NameEvaluationErrorListener()); } TokenNameFinderDetailedFMeasureListener detailedFListener = null; if (params.getDetailedF()) { detailedFListener = new TokenNameFinderDetailedFMeasureListener(); listeners.add(detailedFListener); } String sequenceCodecImplName = params.getSequenceCodec(); if ("BIO".equals(sequenceCodecImplName)) { sequenceCodecImplName = BioCodec.class.getName(); } else if ("BILOU".equals(sequenceCodecImplName)) { sequenceCodecImplName = BilouCodec.class.getName(); } SequenceCodec<String> sequenceCodec = TokenNameFinderFactory.instantiateSequenceCodec(sequenceCodecImplName); TokenNameFinderFineGrainedReportListener 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 TokenNameFinderFineGrainedReportListener(sequenceCodec, reportOutputStream); listeners.add(reportListener); } catch (FileNotFoundException e) { throw new TerminateToolException(-1, "IO error while creating Name Finder fine-grained report file: " + e.getMessage()); } } TokenNameFinderFactory nameFinderFactory; try { nameFinderFactory = TokenNameFinderFactory.create(params.getFactory(), featureGeneratorBytes, resources, sequenceCodec); } catch (InvalidFormatException e) { throw new TerminateToolException(-1, e.getMessage(), e); } TokenNameFinderCrossValidator validator; try { validator = new TokenNameFinderCrossValidator(params.getLang(), params.getType(), mlParams, nameFinderFactory, listeners.toArray(new TokenNameFinderEvaluationMonitor[listeners.size()])); validator.evaluate(sampleStream, params.getFolds()); } catch (IOException e) { throw createTerminationIOException(e); } finally { try { sampleStream.close(); } catch (IOException e) { // sorry that this can fail } } System.out.println("done"); System.out.println(); if (reportFile != null) { reportListener.writeReport(); } if (detailedFListener == null) { System.out.println(validator.getFMeasure()); } else { System.out.println(detailedFListener.toString()); } } }