001/** 002 * Copyright (c) 2007-2008, Regents of the University of Colorado 003 * All rights reserved. 004 * 005 * Redistribution and use in source and binary forms, with or without 006 * modification, are permitted provided that the following conditions are met: 007 * 008 * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. 009 * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. 010 * Neither the name of the University of Colorado at Boulder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. 011 * 012 * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" 013 * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE 014 * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE 015 * ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE 016 * LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR 017 * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF 018 * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS 019 * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN 020 * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) 021 * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE 022 * POSSIBILITY OF SUCH DAMAGE. 023 */ 024package org.cleartk.opennlp.tools; 025 026import java.io.IOException; 027import java.io.InputStream; 028import java.util.List; 029 030import opennlp.tools.postag.POSModel; 031import opennlp.tools.postag.POSTagger; 032import opennlp.tools.postag.POSTaggerME; 033 034import org.apache.uima.UimaContext; 035import org.apache.uima.analysis_engine.AnalysisEngineDescription; 036import org.apache.uima.analysis_engine.AnalysisEngineProcessException; 037import org.apache.uima.jcas.JCas; 038import org.apache.uima.resource.ResourceInitializationException; 039import org.cleartk.token.type.Sentence; 040import org.cleartk.token.type.Token; 041import org.cleartk.util.IoUtil; 042import org.cleartk.util.ParamUtil; 043import org.apache.uima.fit.component.JCasAnnotator_ImplBase; 044import org.apache.uima.fit.descriptor.ConfigurationParameter; 045import org.apache.uima.fit.descriptor.TypeCapability; 046import org.apache.uima.fit.factory.AnalysisEngineFactory; 047import org.apache.uima.fit.util.JCasUtil; 048 049import com.google.common.annotations.Beta; 050 051/** 052 * <br> 053 * Copyright (c) 2007-2008, Regents of the University of Colorado <br> 054 * All rights reserved. 055 * 056 * 057 * @author Philip Ogren 058 * 059 */ 060@Beta 061@TypeCapability(inputs = { "org.cleartk.token.type.Sentence", "org.cleartk.token.type.Token" }) 062public class PosTaggerAnnotator extends JCasAnnotator_ImplBase { 063 064 // public static AnalysisEngineDescription getDescription() throws ResourceInitializationException 065 // { 066 // AnalysisEngineDescription aed = AnalysisEngineFactory.createEngineDescription( 067 // opennlp.uima.postag.POSTagger.class, 068 // SyntaxComponents.TYPE_SYSTEM_DESCRIPTION, 069 // UimaUtil.TOKEN_TYPE_PARAMETER, Token.class.getName(), 070 // UimaUtil.POS_FEATURE_PARAMETER, "pos", 071 // UimaUtil.SENTENCE_TYPE_PARAMETER, Sentence.class.getName()); 072 // 073 // this is wrong! 074 // ExternalResourceDescription erd = 075 // ExternalResourceFactory.createExternalResourceDescription("opennlp.uima.ModelName", 076 // POSModel.class,"/models/en-pos-maxent.bin"); 077 // 078 // try { 079 // bindResource(aed, "opennlp.uima.ModelName", erd); 080 // } catch (InvalidXMLException e) { 081 // // TODO Auto-generated catch block 082 // throw new ResourceInitializationException(e); 083 // } 084 // return aed; 085 // } 086 087 public static AnalysisEngineDescription getDescription() throws ResourceInitializationException { 088 return AnalysisEngineFactory.createEngineDescription( 089 PosTaggerAnnotator.class, 090 PARAM_POSTAG_MODEL_FILE, 091 ParamUtil.getParameterValue(PARAM_POSTAG_MODEL_FILE, "/models/en-pos-maxent.bin")); 092 } 093 094 public static final String PARAM_POSTAG_MODEL_FILE = "postagModelFile"; 095 096 @ConfigurationParameter( 097 name = PARAM_POSTAG_MODEL_FILE, 098 mandatory = true, 099 description = "provides the path of the OpenNLP part-of-speech tagger model file, e.g. resources/models/OpenNLP.POSTags.English.bin.gz. See javadoc for opennlp.maxent.io.SuffixSensitiveGISModelReader.") 100 private String postagModelFile; 101 102 protected POSTagger posTagger; 103 104 @Override 105 public void initialize(UimaContext uimaContext) throws ResourceInitializationException { 106 super.initialize(uimaContext); 107 try { 108 InputStream modelInputStream = IoUtil.getInputStream( 109 PosTaggerAnnotator.class, 110 postagModelFile); 111 POSModel posModel = new POSModel(modelInputStream); 112 posTagger = new POSTaggerME(posModel); 113 } catch (IOException ioe) { 114 throw new ResourceInitializationException(ioe); 115 } 116 } 117 118 @Override 119 public void process(JCas jCas) throws AnalysisEngineProcessException { 120 for (Sentence sentence : JCasUtil.select(jCas, Sentence.class)) { 121 List<Token> tokens = JCasUtil.selectCovered(jCas, Token.class, sentence); 122 String[] tokenTexts = new String[tokens.size()]; 123 for (int i = 0; i < tokenTexts.length; ++i) { 124 tokenTexts[i] = tokens.get(i).getCoveredText(); 125 } 126 String[] tags = posTagger.tag(tokenTexts); 127 for (int i = 0; i < tags.length; ++i) { 128 tokens.get(i).setPos(tags[i]); 129 } 130 } 131 } 132}