import java.util.Collection; import java.util.List; import java.io.StringReader; import edu.stanford.nlp.process.Tokenizer; import edu.stanford.nlp.process.TokenizerFactory; import edu.stanford.nlp.process.CoreLabelTokenFactory; import edu.stanford.nlp.process.DocumentPreprocessor; import edu.stanford.nlp.process.PTBTokenizer; import edu.stanford.nlp.ling.CoreLabel; import edu.stanford.nlp.ling.HasWord; import edu.stanford.nlp.ling.SentenceUtils; import edu.stanford.nlp.trees.*; import edu.stanford.nlp.parser.lexparser.LexicalizedParser; class ParserDemo { /** * The main method demonstrates the easiest way to load a parser. * Simply call loadModel and specify the path of a serialized grammar * model, which can be a file, a resource on the classpath, or even a URL. * For example, this demonstrates loading a grammar from the models jar * file, which you therefore need to include on the classpath for ParserDemo * to work. * * Usage: {@code java ParserDemo [[model] textFile]} * e.g.: java ParserDemo edu/stanford/nlp/models/lexparser/chineseFactored.ser.gz data/chinese-onesent-utf8.txt * */ public static void main(String[] args) { String parserModel = "edu/stanford/nlp/models/lexparser/englishPCFG.ser.gz"; if (args.length > 0) { parserModel = args[0]; } LexicalizedParser lp = LexicalizedParser.loadModel(parserModel); if (args.length == 0) { demoAPI(lp); } else { String textFile = (args.length > 1) ? args[1] : args[0]; demoDP(lp, textFile); } } /** * demoDP demonstrates turning a file into tokens and then parse * trees. Note that the trees are printed by calling pennPrint on * the Tree object. It is also possible to pass a PrintWriter to * pennPrint if you want to capture the output. * This code will work with any supported language. */ public static void demoDP(LexicalizedParser lp, String filename) { // This option shows loading, sentence-segmenting and tokenizing // a file using DocumentPreprocessor. TreebankLanguagePack tlp = lp.treebankLanguagePack(); // a PennTreebankLanguagePack for English GrammaticalStructureFactory gsf = null; if (tlp.supportsGrammaticalStructures()) { gsf = tlp.grammaticalStructureFactory(); } // You could also create a tokenizer here (as below) and pass it // to DocumentPreprocessor for (List sentence : new DocumentPreprocessor(filename)) { Tree parse = lp.apply(sentence); parse.pennPrint(); System.out.println(); if (gsf != null) { GrammaticalStructure gs = gsf.newGrammaticalStructure(parse); Collection tdl = gs.typedDependenciesCCprocessed(); System.out.println(tdl); System.out.println(); } } } /** * demoAPI demonstrates other ways of calling the parser with * already tokenized text, or in some cases, raw text that needs to * be tokenized as a single sentence. Output is handled with a * TreePrint object. Note that the options used when creating the * TreePrint can determine what results to print out. Once again, * one can capture the output by passing a PrintWriter to * TreePrint.printTree. This code is for English. */ public static void demoAPI(LexicalizedParser lp) { // This option shows parsing a list of correctly tokenized words String[] sent = { "This", "is", "an", "easy", "sentence", "." }; List rawWords = SentenceUtils.toCoreLabelList(sent); Tree parse = lp.apply(rawWords); parse.pennPrint(); System.out.println(); // This option shows loading and using an explicit tokenizer String sent2 = "This is another sentence."; TokenizerFactory tokenizerFactory = PTBTokenizer.factory(new CoreLabelTokenFactory(), ""); Tokenizer tok = tokenizerFactory.getTokenizer(new StringReader(sent2)); List rawWords2 = tok.tokenize(); parse = lp.apply(rawWords2); TreebankLanguagePack tlp = lp.treebankLanguagePack(); // PennTreebankLanguagePack for English GrammaticalStructureFactory gsf = tlp.grammaticalStructureFactory(); GrammaticalStructure gs = gsf.newGrammaticalStructure(parse); List tdl = gs.typedDependenciesCCprocessed(); System.out.println(tdl); System.out.println(); // You can also use a TreePrint object to print trees and dependencies TreePrint tp = new TreePrint("penn,typedDependenciesCollapsed"); tp.printTree(parse); } private ParserDemo() {} // static methods only }