package edu.stanford.nlp.process; import java.io.FileInputStream; import java.io.IOException; import java.io.InputStreamReader; import java.util.Iterator; import java.util.function.Function; import edu.stanford.nlp.ling.Word; /** * Stemmer, implementing the Porter Stemming Algorithm * <p/> * The Stemmer class transforms a word into its root form. The input * word can be provided a character at time (by calling add()), or at once * by calling one of the various stem(something) methods. * * @author Sepandar Kamvar (sdkamvar@stanford.edu) */ public class Stemmer implements Function<Word,Word> { private char[] b; private int i, /* offset into b */ i_end, /* offset to end of stemmed word */ j, k; private static final int INC = 50; /* unit of size whereby b is increased */ public Stemmer() { b = new char[INC]; i = 0; i_end = 0; } /** * Add a character to the word being stemmed. When you are finished * adding characters, you can call stem(void) to stem the word. */ private void add(char ch) { if (i == b.length) { char[] new_b = new char[i + INC]; for (int c = 0; c < i; c++) { new_b[c] = b[c]; } b = new_b; } b[i++] = ch; } /** * After a word has been stemmed, it can be retrieved by toString(), * or a reference to the internal buffer can be retrieved by getResultBuffer * and getResultLength (which is generally more efficient.) */ @Override public String toString() { return new String(b, 0, i_end); } /* cons(i) is true <=> b[i] is a consonant. */ private final boolean cons(int i) { switch (b[i]) { case 'a': case 'e': case 'i': case 'o': case 'u': return false; case 'y': return (i == 0) ? true : !cons(i - 1); default: return true; } } /* m() measures the number of consonant sequences between 0 and j. if c is a consonant sequence and v a vowel sequence, and <..> indicates arbitrary presence, <c><v> gives 0 <c>vc<v> gives 1 <c>vcvc<v> gives 2 <c>vcvcvc<v> gives 3 .... */ private final int m() { int n = 0; int i = 0; while (true) { if (i > j) { return n; } if (!cons(i)) { break; } i++; } i++; while (true) { while (true) { if (i > j) { return n; } if (cons(i)) { break; } i++; } i++; n++; while (true) { if (i > j) { return n; } if (!cons(i)) { break; } i++; } i++; } } /* vowelinstem() is true <=> 0,...j contains a vowel */ private final boolean vowelinstem() { int i; for (i = 0; i <= j; i++) { if (!cons(i)) { return true; } } return false; } /* doublec(j) is true <=> j,(j-1) contain a double consonant. */ private final boolean doublec(int j) { if (j < 1) { return false; } if (b[j] != b[j - 1]) { return false; } return cons(j); } /* cvc(i) is true <=> i-2,i-1,i has the form consonant - vowel - consonant and also if the second c is not w,x or y. this is used when trying to restore an e at the end of a short word. e.g. cav(e), lov(e), hop(e), crim(e), but snow, box, tray. */ private final boolean cvc(int i) { if (i < 2 || !cons(i) || cons(i - 1) || !cons(i - 2)) { return false; } { int ch = b[i]; if (ch == 'w' || ch == 'x' || ch == 'y') { return false; } } return true; } private final boolean ends(String s) { int l = s.length(); int o = k - l + 1; if (o < 0) { return false; } for (int i = 0; i < l; i++) { if (b[o + i] != s.charAt(i)) { return false; } } j = k - l; return true; } /* setto(s) sets (j+1),...k to the characters in the string s, readjusting k. */ private void setto(String s) { int l = s.length(); int o = j + 1; for (int i = 0; i < l; i++) { b[o + i] = s.charAt(i); } k = j + l; } /* r(s) is used further down. */ private final void r(String s) { if (m() > 0) { setto(s); } } /* step1() gets rid of plurals and -ed or -ing. e.g. caresses -> caress ponies -> poni ties -> ti caress -> caress cats -> cat feed -> feed agreed -> agree disabled -> disable matting -> mat mating -> mate meeting -> meet milling -> mill messing -> mess meetings -> meet */ private void step1() { if (b[k] == 's') { if (ends("sses")) { k -= 2; } else if (ends("ies")) { setto("i"); } else if (b[k - 1] != 's') { k--; } } if (ends("eed")) { if (m() > 0) { k--; } } else if ((ends("ed") || ends("ing")) && vowelinstem()) { k = j; if (ends("at")) { setto("ate"); } else if (ends("bl")) { setto("ble"); } else if (ends("iz")) { setto("ize"); } else if (doublec(k)) { k--; { int ch = b[k]; if (ch == 'l' || ch == 's' || ch == 'z') { k++; } } } else if (m() == 1 && cvc(k)) { setto("e"); } } } /* step2() turns terminal y to i when there is another vowel in the stem. */ private final void step2() { if (ends("y") && vowelinstem()) { b[k] = 'i'; } } /* step3() maps double suffices to single ones. so -ization ( = -ize plus -ation) maps to -ize etc. note that the string before the suffix must give m() > 0. */ private final void step3() { if (k == 0) { return; /* For Bug 1 */ } switch (b[k - 1]) { case 'a': if (ends("ational")) { r("ate"); break; } if (ends("tional")) { r("tion"); break; } break; case 'c': if (ends("enci")) { r("ence"); break; } if (ends("anci")) { r("ance"); break; } break; case 'e': if (ends("izer")) { r("ize"); break; } break; case 'l': if (ends("bli")) { r("ble"); break; } if (ends("alli")) { r("al"); break; } if (ends("entli")) { r("ent"); break; } if (ends("eli")) { r("e"); break; } if (ends("ousli")) { r("ous"); break; } break; case 'o': if (ends("ization")) { r("ize"); break; } if (ends("ation")) { r("ate"); break; } if (ends("ator")) { r("ate"); break; } break; case 's': if (ends("alism")) { r("al"); break; } if (ends("iveness")) { r("ive"); break; } if (ends("fulness")) { r("ful"); break; } if (ends("ousness")) { r("ous"); break; } break; case 't': if (ends("aliti")) { r("al"); break; } if (ends("iviti")) { r("ive"); break; } if (ends("biliti")) { r("ble"); break; } break; case 'g': if (ends("logi")) { r("log"); break; } } } /* step4() deals with -ic-, -full, -ness etc. similar strategy to step3. */ private final void step4() { switch (b[k]) { case 'e': if (ends("icate")) { r("ic"); break; } if (ends("ative")) { r(""); break; } if (ends("alize")) { r("al"); break; } break; case 'i': if (ends("iciti")) { r("ic"); break; } break; case 'l': if (ends("ical")) { r("ic"); break; } if (ends("ful")) { r(""); break; } break; case 's': if (ends("ness")) { r(""); break; } break; } } /* step5() takes off -ant, -ence etc., in context <c>vcvc<v>. */ private final void step5() { if (k == 0) { return; /* for Bug 1 */ } switch (b[k - 1]) { case 'a': if (ends("al")) { break; } return; case 'c': if (ends("ance")) { break; } if (ends("ence")) { break; } return; case 'e': if (ends("er")) { break; } return; case 'i': if (ends("ic")) { break; } return; case 'l': if (ends("able")) { break; } if (ends("ible")) { break; } return; case 'n': if (ends("ant")) { break; } if (ends("ement")) { break; } if (ends("ment")) { break; } /* element etc. not stripped before the m */ if (ends("ent")) { break; } return; case 'o': if (ends("ion") && j >= 0 && (b[j] == 's' || b[j] == 't')) { break; } /* j >= 0 fixes Bug 2 */ if (ends("ou")) { break; } return; /* takes care of -ous */ case 's': if (ends("ism")) { break; } return; case 't': if (ends("ate")) { break; } if (ends("iti")) { break; } return; case 'u': if (ends("ous")) { break; } return; case 'v': if (ends("ive")) { break; } return; case 'z': if (ends("ize")) { break; } return; default: return; } if (m() > 1) { k = j; } } /* step6() removes a final -e if m() > 1. */ private final void step6() { j = k; if (b[k] == 'e') { int a = m(); if (a > 1 || a == 1 && !cvc(k - 1)) { k--; } } if (b[k] == 'l' && doublec(k) && m() > 1) { k--; } } /** * Stem the word placed into the Stemmer buffer through calls to add(). * Returns true if the stemming process resulted in a word different * from the input. You can retrieve the result with * getResultLength()/getResultBuffer() or toString(). */ private void stem() { k = i - 1; if (k > 1) { step1(); step2(); step3(); step4(); step5(); step6(); } i_end = k + 1; i = 0; } /** * Test program for demonstrating the Stemmer. It reads text from a * a list of files, stems each word, and writes the result to standard * output. Note that the word stemmed is expected to be in lower case: * forcing lower case must be done outside the Stemmer class. * Usage: Stemmer file-name file-name ... */ public static void main(String[] args) throws IOException { Stemmer s = new Stemmer(); if (args[0].equals("-file")) { Iterator<Word> it = PTBTokenizer.newPTBTokenizer(new InputStreamReader(new FileInputStream(args[1]), "utf-8")); while (it.hasNext()) { Word token = it.next(); System.out.print(s.stem(token.word())); System.out.print(' '); } } else { for (String arg : args) { System.out.print(s.stem(arg)); System.out.print(' '); } } System.out.println(); } /** * Stems <code>s</code> and returns stemmed <code>String</code>. */ public String stem(String s) { char[] characters = s.toCharArray(); for (char character : characters) { add(character); } stem(); return toString(); } /** * Stems <code>w</code> and returns stemmed <code>Word</code>. */ public Word stem(Word w) { return (new Word(stem(w.word()))); } /** * Stems <code>word</code> (which must be a <code>Word</code>, * or else * a ClassCastException will be thrown, and returns stemmed * <code>Word</code>. */ public Word apply(Word word) { return stem(word); } }