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Stanford Parser processes raw text in English, Chinese, German, Arabic, and French, and extracts constituency parse trees.

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package edu.stanford.nlp.international.arabic;

import java.io.*;
import java.util.ArrayList;
import java.util.List;
import java.util.regex.*;

import edu.stanford.nlp.international.arabic.pipeline.DefaultLexicalMapper;
import edu.stanford.nlp.ling.HasWord;
import edu.stanford.nlp.trees.international.arabic.ATBTreeUtils;
import java.util.function.Function;


/**
 * This escaper is intended for use on flat input to be parsed by LexicalizedParser.
 * It performs these functions functions:
 * 
    *
  • Deletes the clitic markers inserted by the IBM segmenter ('#' and '+') *
  • Deletes IBM classing for numbers *
  • Replaces tokens that must be escaped with the appropriate LDC escape sequences *
  • Applies the same orthographic normalization performed by {@link edu.stanford.nlp.trees.international.arabic.ArabicTreeNormalizer} *
  • intern()'s strings *
*

* This class supports both Buckwalter and UTF-8 encoding. *

* IMPORTANT: This class must implement Function, List> * in order to run with the parser. * * @author Christopher Manning * @author Spence Green */ public class IBMArabicEscaper implements Function, List> { private static final Pattern pEnt = Pattern.compile("\\$[a-z]+_\\((.*?)\\)"); private boolean warnedEntityEscaping = false; private boolean warnedProcliticEnclitic = false; private final DefaultLexicalMapper lexMapper; private final boolean annotationsAndClassingOnly; public IBMArabicEscaper() { this(false); } public IBMArabicEscaper(boolean annoteAndClassOnly) { annotationsAndClassingOnly = annoteAndClassOnly; lexMapper = new DefaultLexicalMapper(); } /** * Disable warnings generated when tokens are escaped. */ public void disableWarnings() { warnedEntityEscaping = true; warnedProcliticEnclitic = true; } /** * Escapes a word. This method will *not* map a word to the null string. * * @return The escaped string */ private String escapeString(String word) { String firstStage = stripAnnotationsAndClassing(word); String secondStage = ATBTreeUtils.escape(firstStage); if(secondStage.length() == 0) return firstStage; else if(!firstStage.equals(secondStage)) return secondStage; String thirdStage = lexMapper.map(null, secondStage); if(thirdStage.length() == 0) return secondStage; return thirdStage; // Matcher mAM = pAM.matcher(w); // if (mAM.find()) { // if ( ! warnedNormalization) { // System.err.println("IBMArabicEscaper Note: equivalence classing certain characters, such as Alef with madda/hamza, e.g., in: " + w); // warnedNormalization = true; // } // // 'alif maqSuura mapped to yaa // w = mAM.replaceAll("\u064A"); // } // Matcher mYH = pYaaHamza.matcher(w); // if (mYH.find()) { // if ( ! warnedNormalization) { // System.err.println("IBMArabicEscaper Note: equivalence classing certain characters, such as Alef with madda/hamza, e.g., in: " + w); // warnedNormalization = true; // } // // replace yaa followed by hamza with hamza on kursi (yaa) // w = mYH.replaceAll("\u0626"); // } // w = StringUtils.tr(w, "\u060C\u061B\u061F\u066A\u066B\u066C\u066D\u06D4\u0660\u0661\u0662\u0663\u0664\u0665\u0666\u0667\u0668\u0669\u0966\u0967\u0968\u0969\u096A\u096B\u096C\u096D\u096E\u096F\u2013\u2014\u0091\u0092\u2018\u2019\u0093\u0094\u201C\u201D", // ",;%.,*.01234567890123456789--''''\"\"\"\""); } /** * Removes IBM clitic annotations and classing from a word. *

* Note: We do not want to nullify a word, so we only perform these operations * on words of length 1 or more. * * @param word The unescaped word * @return The escaped word */ private String stripAnnotationsAndClassing(String word) { String w = word; final int wLen = w.length(); if (wLen > 1) { // only for two or more letter words Matcher m2 = pEnt.matcher(w); if (m2.matches()) { if ( ! warnedEntityEscaping) { System.err.printf("%s: Removing IBM MT-style classing: %s --> %s\n", this.getClass().getName(), m2.group(0), m2.group(1)); warnedEntityEscaping = true; } w = m2.replaceAll("$1"); } else if (w.charAt(0) == '+') { if ( ! warnedProcliticEnclitic) { warnedProcliticEnclitic = true; System.err.printf("%s: Removing IBM MT-style proclitic/enclitic indicators\n",this.getClass().getName()); } w = w.substring(1); } else if (w.charAt(wLen - 1) == '#') { if ( ! warnedProcliticEnclitic) { warnedProcliticEnclitic = true; System.err.printf("%s: Removing IBM MT-style proclitic/enclitic indicators\n",this.getClass().getName()); } w = w.substring(0, wLen - 1); } } //Don't map a word to null if(w.length() == 0) return word; return w; } /** Converts an input list of {@link HasWord} in IBM Arabic to * LDC ATBv3 representation. The method safely copies the input object * prior to escaping. * * @param sentence A collection of type {@link edu.stanford.nlp.ling.Word} * @return A copy of the input with each word escaped. * @throws RuntimeException If a word is mapped to null */ public List apply(List sentence) { List newSentence = new ArrayList(sentence); for (HasWord wd : newSentence) wd.setWord(apply(wd.word())); return newSentence; } /** * Applies escaping to a single word. Interns the escaped string. * * @param w The word * @return The escaped word * @throws RuntimeException If a word is nullified (which is really bad for the parser and * for MT) */ public String apply(String w) { String escapedWord = (annotationsAndClassingOnly) ? stripAnnotationsAndClassing(w) : escapeString(w); if(escapedWord.equals("")) throw new RuntimeException(String.format("Word (%s) mapped to null",w)); return escapedWord.intern(); } /** This main method preprocesses one-sentence-per-line input, making the * same changes as the Function. By default it writes the output to files * with the same name as the files passed in on the command line but with * .sent appended to their names. If you give the flag * -f then output is instead sent to stdout. Input and output * is always in UTF-8. * * @param args A list of filenames. The files must be UTF-8 encoded. * @throws IOException If there are any issues */ public static void main(String[] args) throws IOException { IBMArabicEscaper escaper = new IBMArabicEscaper(); boolean printToStdout = false; for (String arg : args) { if ("-f".equals(arg)) { printToStdout = true; continue; } BufferedReader br = new BufferedReader(new InputStreamReader(new FileInputStream(arg), "UTF-8")); PrintWriter pw; if (printToStdout) { pw = new PrintWriter(new BufferedWriter(new OutputStreamWriter(System.out, "UTF-8"))); } else { String outFile = arg + ".sent"; pw = new PrintWriter(new BufferedWriter(new OutputStreamWriter(new FileOutputStream(outFile), "UTF-8"))); } for (String line ; (line = br.readLine()) != null; ) { String[] words = line.split("\\s+"); for (int i = 0; i < words.length; i++) { String w = escaper.escapeString(words[i]); pw.print(w); if (i != words.length - 1) { pw.print(" "); } } pw.println(); } br.close(); pw.close(); } } }





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