public static DependencyParse parse(String text) {
if (pipeline == null) {
loadModels();
}
DependencyParse parse = new DependencyParse();
Annotation document = new Annotation(text);
pipeline.annotate(document);
List<CoreMap> sentences = document.get(SentencesAnnotation.class);
for (CoreMap sentence : sentences) {
SemanticGraph dependencies = sentence.get(CollapsedCCProcessedDependenciesAnnotation.class);
IndexedWord root = dependencies.getFirstRoot();
parse.setHeadNode(root.index());
List<SemanticGraphEdge> edges = dependencies.edgeListSorted();
// System.out.println(edges);
for (SemanticGraphEdge t : edges) {
String dep = t.getDependent().originalText();
int depIndex = t.getDependent().index();
String depPOS = t.getDependent().tag();
int depStart = t.getDependent().beginPosition();
int depEnd = t.getDependent().endPosition();
String gov = t.getGovernor().originalText();
int govIndex = t.getGovernor().index();
String govPOS = t.getGovernor().tag();
int govStart = t.getGovernor().beginPosition();
int govEnd = t.getGovernor().endPosition();
parse.addNode(govIndex, gov, govPOS, govStart, govEnd);
parse.addNode(depIndex, dep, depPOS, depStart, depEnd);
parse.addEdge(depIndex, govIndex, t.getRelation().getShortName());
}
}
return parse;
}
private void testParseTree() {
try {
Properties props = new Properties();
props.setProperty("annotators", "tokenize, ssplit, pos, lemma, ner, parse, dcoref");
StanfordCoreNLP pipeline = new StanfordCoreNLP(props);
// read some text in the text variable
String text = "Give me a list of all bandleaders that play trumpet.";
// create an empty Annotation just with the given text
Annotation document = new Annotation(text);
// run all Annotators on this text
pipeline.annotate(document);
// these are all the sentences in this document
// a CoreMap is essentially a Map that uses class objects as keys and has values with custom
// types
List<CoreMap> sentences = document.get(SentencesAnnotation.class);
for (CoreMap sentence : sentences) {
// traversing the words in the current sentence
// a CoreLabel is a CoreMap with additional token-specific methods
// this is the parse tree of the current sentence
Tree tree = sentence.get(TreeAnnotation.class);
// this is the Stanford dependency graph of the current sentence
SemanticGraph dependencies = sentence.get(CollapsedCCProcessedDependenciesAnnotation.class);
Set<IndexedWord> vertices = dependencies.vertexSet();
List<SemanticGraphEdge> edges = dependencies.edgeListSorted();
for (SemanticGraphEdge e : edges) {}
for (IndexedWord i : vertices) {
System.out.println(i.toString());
}
}
} catch (Exception e) {
}
}
