List of usage examples for edu.stanford.nlp.trees Tree indexSpans
public Pair<Integer, Integer> indexSpans(MutableInteger startIndex)
From source file:edu.cmu.deiis.annotator.StanfordCoreNLPAnnotator.java
License:Open Source License
@Override public void process(JCas jCas) throws AnalysisEngineProcessException { Annotation document = this.processor.process(jCas.getDocumentText()); String lastNETag = "O"; int lastNEBegin = -1; int lastNEEnd = -1; for (CoreMap tokenAnn : document.get(TokensAnnotation.class)) { // create the token annotation int begin = tokenAnn.get(CharacterOffsetBeginAnnotation.class); int end = tokenAnn.get(CharacterOffsetEndAnnotation.class); String pos = tokenAnn.get(PartOfSpeechAnnotation.class); String lemma = tokenAnn.get(LemmaAnnotation.class); Token token = new Token(jCas, begin, end); token.setPos(pos);/*from www .ja v a2s . co m*/ token.setLemma(lemma); token.addToIndexes(); // hackery to convert token-level named entity tag into phrase-level tag String neTag = tokenAnn.get(NamedEntityTagAnnotation.class); if (neTag.equals("O") && !lastNETag.equals("O")) { NamedEntityMention ne = new NamedEntityMention(jCas, lastNEBegin, lastNEEnd); ne.setMentionType(lastNETag); ne.addToIndexes(); } else { if (lastNETag.equals("O")) { lastNEBegin = begin; } else if (lastNETag.equals(neTag)) { // do nothing - begin was already set } else { NamedEntityMention ne = new NamedEntityMention(jCas, lastNEBegin, lastNEEnd); ne.setMentionType(lastNETag); ne.addToIndexes(); lastNEBegin = begin; } lastNEEnd = end; } lastNETag = neTag; } if (!lastNETag.equals("O")) { NamedEntityMention ne = new NamedEntityMention(jCas, lastNEBegin, lastNEEnd); ne.setMentionType(lastNETag); ne.addToIndexes(); } // add sentences and trees for (CoreMap sentenceAnn : document.get(SentencesAnnotation.class)) { // add the sentence annotation int sentBegin = sentenceAnn.get(CharacterOffsetBeginAnnotation.class); int sentEnd = sentenceAnn.get(CharacterOffsetEndAnnotation.class); Sentence sentence = new Sentence(jCas, sentBegin, sentEnd); sentence.addToIndexes(); // add the syntactic tree annotation List<CoreLabel> tokenAnns = sentenceAnn.get(TokensAnnotation.class); Tree tree = sentenceAnn.get(TreeAnnotation.class); if (tree.children().length != 1) { throw new RuntimeException("Expected single root node, found " + tree); } tree = tree.firstChild(); tree.indexSpans(0); TopTreebankNode root = new TopTreebankNode(jCas); root.setTreebankParse(tree.toString()); // TODO: root.setTerminals(v) this.addTreebankNodeToIndexes(root, jCas, tree, tokenAnns); // get the dependencies SemanticGraph dependencies = sentenceAnn.get(CollapsedCCProcessedDependenciesAnnotation.class); // convert Stanford nodes to UIMA annotations List<Token> tokens = JCasUtil.selectCovered(jCas, Token.class, sentence); Map<IndexedWord, DependencyNode> stanfordToUima = new HashMap<IndexedWord, DependencyNode>(); for (IndexedWord stanfordNode : dependencies.vertexSet()) { int indexBegin = stanfordNode.get(BeginIndexAnnotation.class); int indexEnd = stanfordNode.get(EndIndexAnnotation.class); int tokenBegin = tokens.get(indexBegin).getBegin(); int tokenEnd = tokens.get(indexEnd - 1).getEnd(); DependencyNode node; if (dependencies.getRoots().contains(stanfordNode)) { node = new TopDependencyNode(jCas, tokenBegin, tokenEnd); } else { node = new DependencyNode(jCas, tokenBegin, tokenEnd); } stanfordToUima.put(stanfordNode, node); } // create relation annotations for each Stanford dependency ArrayListMultimap<DependencyNode, DependencyRelation> headRelations = ArrayListMultimap.create(); ArrayListMultimap<DependencyNode, DependencyRelation> childRelations = ArrayListMultimap.create(); for (SemanticGraphEdge stanfordEdge : dependencies.edgeIterable()) { DependencyRelation relation = new DependencyRelation(jCas); DependencyNode head = stanfordToUima.get(stanfordEdge.getGovernor()); DependencyNode child = stanfordToUima.get(stanfordEdge.getDependent()); String relationType = stanfordEdge.getRelation().toString(); if (head == null || child == null || relationType == null) { throw new RuntimeException(String.format( "null elements not allowed in relation:\nrelation=%s\nchild=%s\nhead=%s\n", relation, child, head)); } relation.setHead(head); relation.setChild(child); relation.setRelation(relationType); relation.addToIndexes(); headRelations.put(child, relation); childRelations.put(head, relation); } // set the relations for each node annotation for (DependencyNode node : stanfordToUima.values()) { List<DependencyRelation> heads = headRelations.get(node); node.setHeadRelations(new FSArray(jCas, heads == null ? 0 : heads.size())); if (heads != null) { FSCollectionFactory.fillArrayFS(node.getHeadRelations(), heads); } List<DependencyRelation> children = childRelations.get(node); node.setChildRelations(new FSArray(jCas, children == null ? 0 : children.size())); if (children != null) { FSCollectionFactory.fillArrayFS(node.getChildRelations(), children); } node.addToIndexes(); } } // map from spans to named entity mentions Map<Span, NamedEntityMention> spanMentionMap = new HashMap<Span, NamedEntityMention>(); for (NamedEntityMention mention : JCasUtil.select(jCas, NamedEntityMention.class)) { spanMentionMap.put(new Span(mention.getBegin(), mention.getEnd()), mention); } // add mentions for all entities identified by the coreference system List<NamedEntity> entities = new ArrayList<NamedEntity>(); List<List<Token>> sentenceTokens = new ArrayList<List<Token>>(); for (Sentence sentence : JCasUtil.select(jCas, Sentence.class)) { sentenceTokens.add(JCasUtil.selectCovered(jCas, Token.class, sentence)); } Map<Integer, CorefChain> corefChains = document.get(CorefChainAnnotation.class); for (CorefChain chain : corefChains.values()) { List<NamedEntityMention> mentions = new ArrayList<NamedEntityMention>(); for (CorefMention corefMention : chain.getMentionsInTextualOrder()) { // figure out the character span of the token List<Token> tokens = sentenceTokens.get(corefMention.sentNum - 1); int begin = tokens.get(corefMention.startIndex - 1).getBegin(); int end = tokens.get(corefMention.endIndex - 2).getEnd(); // use an existing named entity mention when possible; otherwise create a new one NamedEntityMention mention = spanMentionMap.get(new Span(begin, end)); if (mention == null) { mention = new NamedEntityMention(jCas, begin, end); mention.addToIndexes(); } mentions.add(mention); } // create an entity for the mentions Collections.sort(mentions, new Comparator<NamedEntityMention>() { @Override public int compare(NamedEntityMention m1, NamedEntityMention m2) { return m1.getBegin() - m2.getBegin(); } }); // create mentions and add them to entity NamedEntity entity = new NamedEntity(jCas); entity.setMentions(new FSArray(jCas, mentions.size())); int index = 0; for (NamedEntityMention mention : mentions) { mention.setMentionedEntity(entity); entity.setMentions(index, mention); index += 1; } entities.add(entity); } // add singleton entities for any named entities not picked up by coreference system for (NamedEntityMention mention : JCasUtil.select(jCas, NamedEntityMention.class)) { if (mention.getMentionedEntity() == null) { NamedEntity entity = new NamedEntity(jCas); entity.setMentions(new FSArray(jCas, 1)); entity.setMentions(0, mention); mention.setMentionedEntity(entity); entity.getMentions(); entities.add(entity); } } // sort entities by document order Collections.sort(entities, new Comparator<NamedEntity>() { @Override public int compare(NamedEntity o1, NamedEntity o2) { return getFirstBegin(o1) - getFirstBegin(o2); } private int getFirstBegin(NamedEntity entity) { int min = Integer.MAX_VALUE; for (NamedEntityMention mention : JCasUtil.select(entity.getMentions(), NamedEntityMention.class)) { if (mention.getBegin() < min) { min = mention.getBegin(); } } return min; } }); // add entities to document for (NamedEntity entity : entities) { entity.addToIndexes(); } }
From source file:edu.cmu.deiis.annotators.StanfordAnnotator.java
License:Open Source License
@Override public void process(JCas jCas) throws AnalysisEngineProcessException { Annotation document = this.processor.process(jCas.getDocumentText()); String lastNETag = "O"; int lastNEBegin = -1; int lastNEEnd = -1; for (CoreMap tokenAnn : document.get(TokensAnnotation.class)) { // create the token annotation int begin = tokenAnn.get(CharacterOffsetBeginAnnotation.class); int end = tokenAnn.get(CharacterOffsetEndAnnotation.class); String pos = tokenAnn.get(PartOfSpeechAnnotation.class); String lemma = tokenAnn.get(LemmaAnnotation.class); Token token = new Token(jCas, begin, end); token.setPos(pos);/*from www . j a v a 2 s. c om*/ token.setLemma(lemma); token.addToIndexes(); // hackery to convert token-level named entity tag into phrase-level tag String neTag = tokenAnn.get(NamedEntityTagAnnotation.class); if (neTag.equals("O") && !lastNETag.equals("O")) { NamedEntityMention ne = new NamedEntityMention(jCas, lastNEBegin, lastNEEnd); ne.setMentionType(lastNETag); ne.addToIndexes(); } else { if (lastNETag.equals("O")) { lastNEBegin = begin; } else if (lastNETag.equals(neTag)) { // do nothing - begin was already set } else { NamedEntityMention ne = new NamedEntityMention(jCas, lastNEBegin, lastNEEnd); ne.setMentionType(lastNETag); ne.addToIndexes(); lastNEBegin = begin; } lastNEEnd = end; } lastNETag = neTag; } if (!lastNETag.equals("O")) { NamedEntityMention ne = new NamedEntityMention(jCas, lastNEBegin, lastNEEnd); ne.setMentionType(lastNETag); ne.addToIndexes(); } // add sentences and trees for (CoreMap sentenceAnn : document.get(SentencesAnnotation.class)) { // add the sentence annotation int sentBegin = sentenceAnn.get(CharacterOffsetBeginAnnotation.class); int sentEnd = sentenceAnn.get(CharacterOffsetEndAnnotation.class); Sentence sentence = new Sentence(jCas, sentBegin, sentEnd); sentence.addToIndexes(); // add the syntactic tree annotation List<CoreLabel> tokenAnns = sentenceAnn.get(TokensAnnotation.class); Tree tree = sentenceAnn.get(TreeAnnotation.class); if (tree.children().length != 1) { throw new RuntimeException("Expected single root node, found " + tree); } tree = tree.firstChild(); tree.indexSpans(0); TopTreebankNode root = new TopTreebankNode(jCas); root.setTreebankParse(tree.toString()); // TODO: root.setTerminals(v) this.addTreebankNodeToIndexes(root, jCas, tree, tokenAnns); // get the dependencies SemanticGraph dependencies = sentenceAnn.get(CollapsedCCProcessedDependenciesAnnotation.class); // convert Stanford nodes to UIMA annotations List<Token> tokens = JCasUtil.selectCovered(jCas, Token.class, sentence); Map<IndexedWord, DependencyNode> stanfordToUima = new HashMap<IndexedWord, DependencyNode>(); for (IndexedWord stanfordNode : dependencies.vertexSet()) { int indexBegin = stanfordNode.get(BeginIndexAnnotation.class); int indexEnd = stanfordNode.get(EndIndexAnnotation.class); int tokenBegin = tokens.get(indexBegin).getBegin(); int tokenEnd = tokens.get(indexEnd - 1).getEnd(); DependencyNode node; if (dependencies.getRoots().contains(stanfordNode)) { node = new TopDependencyNode(jCas, tokenBegin, tokenEnd); } else { node = new DependencyNode(jCas, tokenBegin, tokenEnd); } stanfordToUima.put(stanfordNode, node); } // create relation annotations for each Stanford dependency ArrayListMultimap<DependencyNode, DependencyRelation> headRelations = ArrayListMultimap.create(); ArrayListMultimap<DependencyNode, DependencyRelation> childRelations = ArrayListMultimap.create(); for (SemanticGraphEdge stanfordEdge : dependencies.edgeIterable()) { DependencyRelation relation = new DependencyRelation(jCas); DependencyNode head = stanfordToUima.get(stanfordEdge.getGovernor()); DependencyNode child = stanfordToUima.get(stanfordEdge.getDependent()); String relationType = stanfordEdge.getRelation().toString(); if (head == null || child == null || relationType == null) { throw new RuntimeException(String.format( "null elements not allowed in relation:\nrelation=%s\nchild=%s\nhead=%s\n", relation, child, head)); } relation.setHead(head); relation.setChild(child); relation.setRelation(relationType); relation.addToIndexes(); headRelations.put(child, relation); childRelations.put(head, relation); } // set the relations for each node annotation for (DependencyNode node : stanfordToUima.values()) { List<DependencyRelation> heads = headRelations.get(node); node.setHeadRelations(new FSArray(jCas, heads == null ? 0 : heads.size())); if (heads != null) { FSCollectionFactory.fillArrayFS(node.getHeadRelations(), heads); } List<DependencyRelation> children = childRelations.get(node); node.setChildRelations(new FSArray(jCas, children == null ? 0 : children.size())); if (children != null) { FSCollectionFactory.fillArrayFS(node.getChildRelations(), children); } node.addToIndexes(); } } // map from spans to named entity mentions Map<Span, NamedEntityMention> spanMentionMap = new HashMap<Span, NamedEntityMention>(); for (NamedEntityMention mention : JCasUtil.select(jCas, NamedEntityMention.class)) { spanMentionMap.put(new Span(mention.getBegin(), mention.getEnd()), mention); } // add mentions for all entities identified by the coreference system List<NamedEntity> entities = new ArrayList<NamedEntity>(); List<List<Token>> sentenceTokens = new ArrayList<List<Token>>(); for (Sentence sentence : JCasUtil.select(jCas, Sentence.class)) { sentenceTokens.add(JCasUtil.selectCovered(jCas, Token.class, sentence)); } Map<Integer, CorefChain> corefChains = document.get(CorefChainAnnotation.class); for (CorefChain chain : corefChains.values()) { List<NamedEntityMention> mentions = new ArrayList<NamedEntityMention>(); for (CorefMention corefMention : chain.getMentionsInTextualOrder()) { // figure out the character span of the token List<Token> tokens = sentenceTokens.get(corefMention.sentNum - 1); int begin = tokens.get(corefMention.startIndex - 1).getBegin(); int end = tokens.get(corefMention.endIndex - 2).getEnd(); // use an existing named entity mention when possible; otherwise create a new one NamedEntityMention mention = spanMentionMap.get(new Span(begin, end)); if (mention == null) { mention = new NamedEntityMention(jCas, begin, end); //String line = mention.getCoveredText(); //System.out.println(line); mention.addToIndexes(); } mentions.add(mention); } // create an entity for the mentions Collections.sort(mentions, new Comparator<NamedEntityMention>() { @Override public int compare(NamedEntityMention m1, NamedEntityMention m2) { return m1.getBegin() - m2.getBegin(); } }); // create mentions and add them to entity NamedEntity entity = new NamedEntity(jCas); entity.setMentions(new FSArray(jCas, mentions.size())); int index = 0; for (NamedEntityMention mention : mentions) { mention.setMentionedEntity(entity); entity.setMentions(index, mention); index += 1; } entities.add(entity); } // add singleton entities for any named entities not picked up by coreference system for (NamedEntityMention mention : JCasUtil.select(jCas, NamedEntityMention.class)) { if (mention.getMentionedEntity() == null) { NamedEntity entity = new NamedEntity(jCas); entity.setMentions(new FSArray(jCas, 1)); entity.setMentions(0, mention); mention.setMentionedEntity(entity); entity.getMentions(); entities.add(entity); } } // sort entities by document order Collections.sort(entities, new Comparator<NamedEntity>() { @Override public int compare(NamedEntity o1, NamedEntity o2) { return getFirstBegin(o1) - getFirstBegin(o2); } private int getFirstBegin(NamedEntity entity) { int min = Integer.MAX_VALUE; for (NamedEntityMention mention : JCasUtil.select(entity.getMentions(), NamedEntityMention.class)) { if (mention.getBegin() < min) { min = mention.getBegin(); } } return min; } }); // add entities to document for (NamedEntity entity : entities) { //NamedEntityMention mention=entity.getMentions(3); //System.out.println(mention.getBegin()); entity.addToIndexes(); } }
From source file:knu.univ.lingvo.coref.MentionExtractor.java
License:Open Source License
/** * Post-processes the extracted mentions. Here we set the Mention fields required for coref and order mentions by tree-traversal order. * @param words List of words in each sentence, in textual order * @param trees List of trees, one per sentence * @param unorderedMentions List of unordered, unprocessed mentions * Each mention MUST have startIndex and endIndex set! * Optionally, if scoring is desired, mentions must have mentionID and originalRef set. * All the other Mention fields are set here. * @return List of mentions ordered according to the tree traversal * @throws Exception/*from ww w. ja v a 2s . co m*/ */ public List<List<Mention>> arrange(Annotation anno, List<List<CoreLabel>> words, List<Tree> trees, List<List<Mention>> unorderedMentions, boolean doMergeLabels) throws Exception { List<List<Mention>> orderedMentionsBySentence = new ArrayList<List<Mention>>(); // // traverse all sentences and process each individual one // int mentionNumber = 0; for (int sent = 0, sz = words.size(); sent < sz; sent++) { List<CoreLabel> sentence = words.get(sent); Tree tree = trees.get(sent); List<Mention> mentions = unorderedMentions.get(sent); Map<String, List<Mention>> mentionsToTrees = Generics.newHashMap(); // merge the parse tree of the entire sentence with the sentence words if (doMergeLabels) mergeLabels(tree, sentence); // // set the surface information and the syntactic info in each mention // startIndex and endIndex MUST be set before! // for (Mention mention : mentions) { mention.sentenceNumber = sent; mention.mentionNumber = mentionNumber++; mention.contextParseTree = tree; mention.sentenceWords = sentence; mention.originalSpan = new ArrayList<CoreLabel>( mention.sentenceWords.subList(mention.startIndex, mention.endIndex)); if (!((CoreLabel) tree.label()).has(CoreAnnotations.BeginIndexAnnotation.class)) tree.indexSpans(0); if (mention.headWord == null) { Tree headTree = ((RuleBasedCorefMentionFinder) mentionFinder).findSyntacticHead(mention, tree, sentence); mention.headWord = (CoreLabel) headTree.label(); mention.headIndex = mention.headWord.get(CoreAnnotations.IndexAnnotation.class) - 1; } if (mention.mentionSubTree == null) { // mentionSubTree = highest NP that has the same head Tree headTree = tree.getLeaves().get(mention.headIndex); if (headTree == null) { throw new RuntimeException("Missing head tree for a mention!"); } Tree t = headTree; while ((t = t.parent(tree)) != null) { if (t.headTerminal(headFinder) == headTree && t.value().equals("NP")) { mention.mentionSubTree = t; } else if (mention.mentionSubTree != null) { break; } } if (mention.mentionSubTree == null) { mention.mentionSubTree = headTree; } } List<Mention> mentionsForTree = mentionsToTrees.get(treeToKey(mention.mentionSubTree)); if (mentionsForTree == null) { mentionsForTree = new ArrayList<Mention>(); mentionsToTrees.put(treeToKey(mention.mentionSubTree), mentionsForTree); } mentionsForTree.add(mention); // generates all fields required for coref, such as gender, number, etc. mention.process(dictionaries, semantics, this, singletonPredictor); } // // Order all mentions in tree-traversal order // List<Mention> orderedMentions = new ArrayList<Mention>(); orderedMentionsBySentence.add(orderedMentions); // extract all mentions in tree traversal order (alternative: tree.postOrderNodeList()) for (Tree t : tree.preOrderNodeList()) { List<Mention> lm = mentionsToTrees.get(treeToKey(t)); if (lm != null) { for (Mention m : lm) { orderedMentions.add(m); } } } // // find appositions, predicate nominatives, relative pronouns in this sentence // findSyntacticRelations(tree, orderedMentions); assert (mentions.size() == orderedMentions.size()); } return orderedMentionsBySentence; }
From source file:org.textmining.annotator.StanfordCoreNlpAnnotator.java
License:Open Source License
@Override public void process(JCas jCas) throws AnalysisEngineProcessException { Annotation document = this.processor.process(jCas.getDocumentText()); String lastNETag = "O"; int lastNEBegin = -1; int lastNEEnd = -1; for (CoreMap tokenAnn : document.get(TokensAnnotation.class)) { // create the token annotation int begin = tokenAnn.get(CharacterOffsetBeginAnnotation.class); int end = tokenAnn.get(CharacterOffsetEndAnnotation.class); String pos = tokenAnn.get(PartOfSpeechAnnotation.class); String lemma = tokenAnn.get(LemmaAnnotation.class); Token token = new Token(jCas, begin, end); token.setPos(pos);/* www . j a v a 2s . com*/ token.setLemma(lemma); token.addToIndexes(); // hackery to convert token-level named entity tag into phrase-level tag String neTag = tokenAnn.get(NamedEntityTagAnnotation.class); if (neTag.equals("O") && !lastNETag.equals("O")) { NamedEntityMention ne = new NamedEntityMention(jCas, lastNEBegin, lastNEEnd); ne.setMentionType(lastNETag); ne.addToIndexes(); } else { if (lastNETag.equals("O")) { lastNEBegin = begin; } else if (lastNETag.equals(neTag)) { // do nothing - begin was already set } else { NamedEntityMention ne = new NamedEntityMention(jCas, lastNEBegin, lastNEEnd); ne.setMentionType(lastNETag); ne.addToIndexes(); lastNEBegin = begin; } lastNEEnd = end; } lastNETag = neTag; } if (!lastNETag.equals("O")) { NamedEntityMention ne = new NamedEntityMention(jCas, lastNEBegin, lastNEEnd); ne.setMentionType(lastNETag); ne.addToIndexes(); } // add sentences and trees for (CoreMap sentenceAnn : document.get(SentencesAnnotation.class)) { // add the sentence annotation int sentBegin = sentenceAnn.get(CharacterOffsetBeginAnnotation.class); int sentEnd = sentenceAnn.get(CharacterOffsetEndAnnotation.class); Sentence sentence = new Sentence(jCas, sentBegin, sentEnd); sentence.addToIndexes(); // add the syntactic tree annotation List<CoreLabel> tokenAnns = sentenceAnn.get(TokensAnnotation.class); Tree tree = sentenceAnn.get(TreeAnnotation.class); if (tree.children().length != 1) { throw new RuntimeException("Expected single root node, found " + tree); } tree = tree.firstChild(); tree.indexSpans(0); TopTreebankNode root = new TopTreebankNode(jCas); root.setTreebankParse(tree.toString()); // TODO: root.setTerminals(v) this.addTreebankNodeToIndexes(root, jCas, tree, tokenAnns); // get the dependencies SemanticGraph dependencies = sentenceAnn.get(CollapsedCCProcessedDependenciesAnnotation.class); // convert Stanford nodes to UIMA annotations List<Token> tokens = JCasUtil.selectCovered(jCas, Token.class, sentence); Map<IndexedWord, DependencyNode> stanfordToUima = new HashMap<IndexedWord, DependencyNode>(); for (IndexedWord stanfordNode : dependencies.vertexSet()) { int indexBegin = stanfordNode.get(BeginIndexAnnotation.class); int indexEnd = stanfordNode.get(EndIndexAnnotation.class); int tokenBegin = tokens.get(indexBegin).getBegin(); int tokenEnd = tokens.get(indexEnd - 1).getEnd(); DependencyNode node; if (dependencies.getRoots().contains(stanfordNode)) { node = new TopDependencyNode(jCas, tokenBegin, tokenEnd); } else { node = new DependencyNode(jCas, tokenBegin, tokenEnd); } stanfordToUima.put(stanfordNode, node); } // create relation annotations for each Stanford dependency ArrayListMultimap<DependencyNode, DependencyRelation> headRelations = ArrayListMultimap.create(); ArrayListMultimap<DependencyNode, DependencyRelation> childRelations = ArrayListMultimap.create(); for (SemanticGraphEdge stanfordEdge : dependencies.edgeIterable()) { DependencyRelation relation = new DependencyRelation(jCas); DependencyNode head = stanfordToUima.get(stanfordEdge.getGovernor()); DependencyNode child = stanfordToUima.get(stanfordEdge.getDependent()); String relationType = stanfordEdge.getRelation().toString(); if (head == null || child == null || relationType == null) { throw new RuntimeException(String.format( "null elements not allowed in relation:\nrelation=%s\nchild=%s\nhead=%s\n", relation, child, head)); } relation.setHead(head); relation.setChild(child); relation.setRelation(relationType); relation.addToIndexes(); headRelations.put(child, relation); childRelations.put(head, relation); } // set the relations for each node annotation for (DependencyNode node : stanfordToUima.values()) { List<DependencyRelation> heads = headRelations.get(node); node.setHeadRelations(new FSArray(jCas, heads == null ? 0 : heads.size())); if (heads != null) { FSCollectionFactory.fillArrayFS(node.getHeadRelations(), heads); } List<DependencyRelation> children = childRelations.get(node); node.setChildRelations(new FSArray(jCas, children == null ? 0 : children.size())); if (children != null) { FSCollectionFactory.fillArrayFS(node.getChildRelations(), children); } node.addToIndexes(); } } // map from spans to named entity mentions Map<Span, NamedEntityMention> spanMentionMap = new HashMap<Span, NamedEntityMention>(); for (NamedEntityMention mention : JCasUtil.select(jCas, NamedEntityMention.class)) { spanMentionMap.put(new Span(mention.getBegin(), mention.getEnd()), mention); } // add mentions for all entities identified by the coreference system List<NamedEntity> entities = new ArrayList<NamedEntity>(); List<List<Token>> sentenceTokens = new ArrayList<List<Token>>(); for (Sentence sentence : JCasUtil.select(jCas, Sentence.class)) { sentenceTokens.add(JCasUtil.selectCovered(jCas, Token.class, sentence)); } Map<Integer, CorefChain> corefChains = document.get(CorefChainAnnotation.class); for (CorefChain chain : corefChains.values()) { List<NamedEntityMention> mentions = new ArrayList<NamedEntityMention>(); for (CorefMention corefMention : chain.getMentionsInTextualOrder()) { // figure out the character span of the token List<Token> tokens = sentenceTokens.get(corefMention.sentNum - 1); int begin = tokens.get(corefMention.startIndex - 1).getBegin(); int end = tokens.get(corefMention.endIndex - 2).getEnd(); // use an existing named entity mention when possible; otherwise create a new one NamedEntityMention mention = spanMentionMap.get(new Span(begin, end)); if (mention == null) { mention = new NamedEntityMention(jCas, begin, end); mention.addToIndexes(); } mentions.add(mention); } // create an entity for the mentions Collections.sort(mentions, new Comparator<NamedEntityMention>() { @Override public int compare(NamedEntityMention m1, NamedEntityMention m2) { return m1.getBegin() - m2.getBegin(); } }); // create mentions and add them to entity NamedEntity entity = new NamedEntity(jCas); entity.setMentions(new FSArray(jCas, mentions.size())); int index = 0; for (NamedEntityMention mention : mentions) { mention.setMentionedEntity(entity); entity.setMentions(index, mention); index += 1; } entities.add(entity); } // add singleton entities for any named entities not picked up by coreference system for (NamedEntityMention mention : JCasUtil.select(jCas, NamedEntityMention.class)) { if (mention.getMentionedEntity() == null) { NamedEntity entity = new NamedEntity(jCas); entity.setMentions(new FSArray(jCas, 1)); entity.setMentions(0, mention); mention.setMentionedEntity(entity); entity.getMentions(); entities.add(entity); } } // sort entities by document order Collections.sort(entities, new Comparator<NamedEntity>() { @Override public int compare(NamedEntity o1, NamedEntity o2) { return getFirstBegin(o1) - getFirstBegin(o2); } private int getFirstBegin(NamedEntity entity) { int min = Integer.MAX_VALUE; for (NamedEntityMention mention : JCasUtil.select(entity.getMentions(), NamedEntityMention.class)) { if (mention.getBegin() < min) { min = mention.getBegin(); } } return min; } }); // add entities to document for (NamedEntity entity : entities) { entity.addToIndexes(); } //end of process-method }