/* * 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.FileNotFoundException; import java.io.FileOutputStream; import java.io.IOException; import java.io.OutputStream; import java.util.LinkedList; import java.util.List; import opennlp.tools.cmdline.AbstractEvaluatorTool; import opennlp.tools.cmdline.CmdLineUtil; import opennlp.tools.cmdline.PerformanceMonitor; import opennlp.tools.cmdline.TerminateToolException; import opennlp.tools.cmdline.doccat.DoccatEvaluatorTool.EvalToolParams; import opennlp.tools.cmdline.params.EvaluatorParams; import opennlp.tools.cmdline.params.FineGrainedEvaluatorParams; import opennlp.tools.doccat.DoccatEvaluationMonitor; import opennlp.tools.doccat.DoccatModel; import opennlp.tools.doccat.DocumentCategorizerEvaluator; import opennlp.tools.doccat.DocumentCategorizerME; import opennlp.tools.doccat.DocumentSample; import opennlp.tools.util.ObjectStream; import opennlp.tools.util.eval.EvaluationMonitor; public final class DoccatEvaluatorTool extends AbstractEvaluatorTool<DocumentSample, EvalToolParams> { interface EvalToolParams extends EvaluatorParams, FineGrainedEvaluatorParams { } public DoccatEvaluatorTool() { super(DocumentSample.class, EvalToolParams.class); } public String getShortDescription() { return "Measures the performance of the Doccat model with the reference data"; } public void run(String format, String[] args) { super.run(format, args); DoccatModel model = new DoccatModelLoader().load(params.getModel()); List<EvaluationMonitor<DocumentSample>> listeners = new LinkedList<>(); if (params.getMisclassified()) { listeners.add(new DoccatEvaluationErrorListener()); } DoccatFineGrainedReportListener 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 DoccatFineGrainedReportListener(reportOutputStream); listeners.add(reportListener); } catch (FileNotFoundException e) { throw new TerminateToolException(-1, "IO error while creating Doccat fine-grained report file: " + e.getMessage()); } } DocumentCategorizerEvaluator evaluator = new DocumentCategorizerEvaluator( new DocumentCategorizerME(model), listeners.toArray(new DoccatEvaluationMonitor[listeners.size()])); final PerformanceMonitor monitor = new PerformanceMonitor("doc"); ObjectStream<DocumentSample> measuredSampleStream = new ObjectStream<DocumentSample>() { public DocumentSample read() throws IOException { monitor.incrementCounter(); return sampleStream.read(); } public void reset() throws IOException { sampleStream.reset(); } public void close() throws IOException { sampleStream.close(); } }; monitor.startAndPrintThroughput(); try { evaluator.evaluate(measuredSampleStream); } catch (IOException e) { System.err.println("failed"); throw new TerminateToolException(-1, "IO error while reading test data: " + e.getMessage(), e); } finally { try { measuredSampleStream.close(); } catch (IOException e) { // sorry that this can fail } } monitor.stopAndPrintFinalResult(); System.out.println(); System.out.println(evaluator); if (reportListener != null) { System.out.println("Writing fine-grained report to " + params.getReportOutputFile().getAbsolutePath()); reportListener.writeReport(); try { // TODO: is it a problem to close the stream now? reportOutputStream.close(); } catch (IOException e) { // nothing to do } } } }