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DependencyAnalysis.java
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/*
author:Li Qi
mail:[email protected]
*/
import java.util.ArrayList;
import java.util.Collection;
import java.util.List;
import java.io.BufferedReader;
import java.io.File;
import java.io.FileInputStream;
import java.io.FileNotFoundException;
import java.io.FileOutputStream;
import java.io.FileWriter;
import java.io.IOException;
import java.io.InputStreamReader;
import java.io.OutputStreamWriter;
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.CoreLabel.OutputFormat;
import edu.stanford.nlp.ling.HasWord;
import edu.stanford.nlp.ling.Sentence;
import edu.stanford.nlp.trees.*;
import edu.stanford.nlp.parser.lexparser.LexicalizedParser;
public class DependencyAnalysis {
private static LexicalizedParser lp;
private static TreebankLanguagePack tlp;
private static GrammaticalStructureFactory gsf;
private static TokenizerFactory<CoreLabel> tokenizerFactory;
public static void main(String[] args) {
lp = LexicalizedParser
.loadModel("edu/stanford/nlp/models/lexparser/englishPCFG.ser.gz");
tlp = new PennTreebankLanguagePack();
gsf = tlp.grammaticalStructureFactory();
tokenizerFactory = PTBTokenizer
.factory(new CoreLabelTokenFactory(), "");
if (args.length == 1) {
if (args[0].equals("train")) {
parse_train_file("train_data.txt", "train_data_dependency.txt");
} else if (args[0].equals("dev")) {
parse_dev_or_test_file("dev_data.txt", "dev_data_dependency.txt");
} else if (args[0].equals("test")) {
parse_dev_or_test_file("test_data.txt", "test_data_dependency.txt");
}
} else if (args.length == 6) {
parse_train_file(args[0], args[1]);
parse_dev_or_test_file(args[2], args[3]);
parse_dev_or_test_file(args[4], args[5]);
} else {
parse_train_file("train_data.txt", "train_data_dependency.txt");
parse_dev_or_test_file("dev_data.txt", "dev_data_dependency.txt");
parse_dev_or_test_file("test_data.txt", "test_data_dependency.txt");
}
}
// get dependency relation of train data
public static void parse_train_file(String input, String output) {
File input_file = new File(input);
if (!input_file.exists() || !input_file.isFile()) {
return;
}
OutputStreamWriter writer;
try {
writer = new OutputStreamWriter(new FileOutputStream(output),"UTF-8");
try {
FileInputStream fileInputStream = new FileInputStream(
input_file);
InputStreamReader inputStreamReader = new InputStreamReader(
fileInputStream, "UTF-8");
BufferedReader reader = new BufferedReader(inputStreamReader);
String line = "";
int i = 1;
while ((line = reader.readLine()) != null) {
String[] content = line.split("\t");
writer.write(content[1] + '\t' + content[2] + '\t');
for (TypedDependency dependency:dependency_parse(content[3]))
{
writer.write(dependency.toString(OutputFormat.VALUE)+' ');
}
writer.write('\t');
for (TypedDependency dependency:dependency_parse(content[4]))
{
writer.write(dependency.toString(OutputFormat.VALUE)+' ');
}
writer.write('\n');
writer.flush();
System.out.println(i++);
}
fileInputStream.close();
inputStreamReader.close();
reader.close();
writer.close();
} catch (Exception e) {
e.printStackTrace();
}
} catch (IOException e1) {
// TODO Auto-generated catch block
e1.printStackTrace();
}
}
// get dependency relation of dev data or test data
public static void parse_dev_or_test_file(String input, String output) {
File input_file = new File(input);
if (!input_file.exists() || !input_file.isFile()) {
return;
}
OutputStreamWriter writer;
try {
writer = new OutputStreamWriter(new FileOutputStream(output),"UTF-8");
try {
FileInputStream fileInputStream = new FileInputStream(
input_file);
InputStreamReader inputStreamReader = new InputStreamReader(
fileInputStream, "UTF-8");
BufferedReader reader = new BufferedReader(inputStreamReader);
String line = "";
int i = 1;
while ((line = reader.readLine()) != null) {
String[] content = line.split("\t");
writer.write(content[0] + '\t' + content[1] + '\t');
for (TypedDependency dependency:dependency_parse(content[2]))
{
writer.write(dependency.toString(OutputFormat.VALUE)+' ');
}
writer.write('\t');
for (TypedDependency dependency:dependency_parse(content[3]))
{
writer.write(dependency.toString(OutputFormat.VALUE)+' ');
}
writer.write('\n');
writer.flush();
System.out.println(i++);
}
fileInputStream.close();
inputStreamReader.close();
reader.close();
writer.close();
} catch (Exception e) {
e.printStackTrace();
}
} catch (IOException e1) {
// TODO Auto-generated catch block
e1.printStackTrace();
}
}
// get dependency relation of a sentence
public static List<TypedDependency> dependency_parse(String sentence) {
Tokenizer<CoreLabel> tok = tokenizerFactory
.getTokenizer(new StringReader(sentence));
List<CoreLabel> rawWords2 = tok.tokenize();
Tree parse = lp.apply(rawWords2);
GrammaticalStructure gs = gsf.newGrammaticalStructure(parse);
return gs.typedDependenciesCCprocessed();
}
}