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/lib/tokeniserlib.php

https://bitbucket.org/synergylearning/campusconnect
PHP | 406 lines | 211 code | 39 blank | 156 comment | 37 complexity | 4f170e8ff21fd5d495fefdfe334f114a MD5 | raw file
Possible License(s): MPL-2.0-no-copyleft-exception, LGPL-3.0, GPL-3.0, LGPL-2.1, Apache-2.0, BSD-3-Clause, AGPL-3.0
  1. <?php
  2. //
  3. // NOTICE OF COPYRIGHT
  4. //
  5. // Original code:
  6. //
  7. // Drupal - The copyright of both the Drupal software and the
  8. // "Druplicon" logo belongs to all the original authors,
  9. // though both are licensed under the GPL.
  10. // http://drupal.org
  11. //
  12. // Modifications:
  13. //
  14. // Moodle - Modular Object-Oriented Dynamic Learning Environment
  15. // http://moodle.com
  16. //
  17. // This file is part of Moodle - http://moodle.org/
  18. //
  19. // Moodle is free software: you can redistribute it and/or modify
  20. // it under the terms of the GNU General Public License as published by
  21. // the Free Software Foundation, either version 3 of the License, or
  22. // (at your option) any later version.
  23. //
  24. // Moodle is distributed in the hope that it will be useful,
  25. // but WITHOUT ANY WARRANTY; without even the implied warranty of
  26. // MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
  27. // GNU General Public License for more details.
  28. //
  29. // You should have received a copy of the GNU General Public License
  30. // along with Moodle. If not, see <http://www.gnu.org/licenses/>.
  31. //
  32. /**
  33. * Based on Drupal's search.module version 1.224
  34. *
  35. * {@link http://cvs.drupal.org/viewcvs/drupal/drupal/modules/search/search.module?view=markup}
  36. *
  37. * Usage: $tokens = tokenise_text($text)
  38. * Returns an array of tokens (key) with their score (value)
  39. * (see function definition for more info)
  40. *
  41. * Major Contributors
  42. * - Martin Dougiamas {@link http://moodle.com}
  43. * - Eloy Lafuente (stronk7) {@link http://contiento.com}
  44. * - Antonio Vicent {@link http://ludens.es}
  45. *
  46. * @package moodlecore
  47. * @copyright (C) 2001-3001 Eloy Lafuente (stronk7) {@link http://contiento.com}
  48. * @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
  49. */
  50. /**
  51. * Some constants
  52. */
  53. define ('MINIMUM_WORD_SIZE', 3); /// Minimum word size to index and search
  54. define ('MAXIMUM_WORD_SIZE', 50); /// Maximum word size to index and search
  55. define ('START_DELIM', "\xce\xa9\xc3\x91\xc3\x91"); // Use these (omega) and (ntilde) utf-8 combinations
  56. define ('CENTER_DELIM', "\xc3\x91\xce\xa9\xc3\x91"); // as safe delimiters (not puncuation nor usual) while
  57. define ('END_DELIM', "\xc3\x91\xc3\x91\xce\xa9"); // processing numbers ($join_numbers = false)
  58. /**
  59. * Matches Unicode character classes to exclude from the search index.
  60. *
  61. * See: http://www.unicode.org/Public/UNIDATA/UCD.html#General_Category_Values
  62. *
  63. * The index only contains the following character classes:
  64. * Lu Letter, Uppercase
  65. * Ll Letter, Lowercase
  66. * Lt Letter, Titlecase
  67. * Lo Letter, Other
  68. * Nd Number, Decimal Digit
  69. * No Number, Other
  70. */
  71. define('PREG_CLASS_SEARCH_EXCLUDE',
  72. '\x{0}-\x{2f}\x{3a}-\x{40}\x{5b}-\x{60}\x{7b}-\x{bf}\x{d7}\x{f7}\x{2b0}-'.
  73. '\x{385}\x{387}\x{3f6}\x{482}-\x{489}\x{559}-\x{55f}\x{589}-\x{5c7}\x{5f3}-'.
  74. '\x{61f}\x{640}\x{64b}-\x{65e}\x{66a}-\x{66d}\x{670}\x{6d4}\x{6d6}-\x{6ed}'.
  75. '\x{6fd}\x{6fe}\x{700}-\x{70f}\x{711}\x{730}-\x{74a}\x{7a6}-\x{7b0}\x{901}-'.
  76. '\x{903}\x{93c}\x{93e}-\x{94d}\x{951}-\x{954}\x{962}-\x{965}\x{970}\x{981}-'.
  77. '\x{983}\x{9bc}\x{9be}-\x{9cd}\x{9d7}\x{9e2}\x{9e3}\x{9f2}-\x{a03}\x{a3c}-'.
  78. '\x{a4d}\x{a70}\x{a71}\x{a81}-\x{a83}\x{abc}\x{abe}-\x{acd}\x{ae2}\x{ae3}'.
  79. '\x{af1}-\x{b03}\x{b3c}\x{b3e}-\x{b57}\x{b70}\x{b82}\x{bbe}-\x{bd7}\x{bf0}-'.
  80. '\x{c03}\x{c3e}-\x{c56}\x{c82}\x{c83}\x{cbc}\x{cbe}-\x{cd6}\x{d02}\x{d03}'.
  81. '\x{d3e}-\x{d57}\x{d82}\x{d83}\x{dca}-\x{df4}\x{e31}\x{e34}-\x{e3f}\x{e46}-'.
  82. '\x{e4f}\x{e5a}\x{e5b}\x{eb1}\x{eb4}-\x{ebc}\x{ec6}-\x{ecd}\x{f01}-\x{f1f}'.
  83. '\x{f2a}-\x{f3f}\x{f71}-\x{f87}\x{f90}-\x{fd1}\x{102c}-\x{1039}\x{104a}-'.
  84. '\x{104f}\x{1056}-\x{1059}\x{10fb}\x{10fc}\x{135f}-\x{137c}\x{1390}-\x{1399}'.
  85. '\x{166d}\x{166e}\x{1680}\x{169b}\x{169c}\x{16eb}-\x{16f0}\x{1712}-\x{1714}'.
  86. '\x{1732}-\x{1736}\x{1752}\x{1753}\x{1772}\x{1773}\x{17b4}-\x{17db}\x{17dd}'.
  87. '\x{17f0}-\x{180e}\x{1843}\x{18a9}\x{1920}-\x{1945}\x{19b0}-\x{19c0}\x{19c8}'.
  88. '\x{19c9}\x{19de}-\x{19ff}\x{1a17}-\x{1a1f}\x{1d2c}-\x{1d61}\x{1d78}\x{1d9b}-'.
  89. '\x{1dc3}\x{1fbd}\x{1fbf}-\x{1fc1}\x{1fcd}-\x{1fcf}\x{1fdd}-\x{1fdf}\x{1fed}-'.
  90. '\x{1fef}\x{1ffd}-\x{2070}\x{2074}-\x{207e}\x{2080}-\x{2101}\x{2103}-\x{2106}'.
  91. '\x{2108}\x{2109}\x{2114}\x{2116}-\x{2118}\x{211e}-\x{2123}\x{2125}\x{2127}'.
  92. '\x{2129}\x{212e}\x{2132}\x{213a}\x{213b}\x{2140}-\x{2144}\x{214a}-\x{2b13}'.
  93. '\x{2ce5}-\x{2cff}\x{2d6f}\x{2e00}-\x{3005}\x{3007}-\x{303b}\x{303d}-\x{303f}'.
  94. '\x{3099}-\x{309e}\x{30a0}\x{30fb}-\x{30fe}\x{3190}-\x{319f}\x{31c0}-\x{31cf}'.
  95. '\x{3200}-\x{33ff}\x{4dc0}-\x{4dff}\x{a015}\x{a490}-\x{a716}\x{a802}\x{a806}'.
  96. '\x{a80b}\x{a823}-\x{a82b}\x{d800}-\x{f8ff}\x{fb1e}\x{fb29}\x{fd3e}\x{fd3f}'.
  97. '\x{fdfc}-\x{fe6b}\x{feff}-\x{ff0f}\x{ff1a}-\x{ff20}\x{ff3b}-\x{ff40}\x{ff5b}-'.
  98. '\x{ff65}\x{ff70}\x{ff9e}\x{ff9f}\x{ffe0}-\x{fffd}');
  99. /**
  100. * Matches all 'N' Unicode character classes (numbers)
  101. */
  102. define('PREG_CLASS_NUMBERS',
  103. '\x{30}-\x{39}\x{b2}\x{b3}\x{b9}\x{bc}-\x{be}\x{660}-\x{669}\x{6f0}-\x{6f9}'.
  104. '\x{966}-\x{96f}\x{9e6}-\x{9ef}\x{9f4}-\x{9f9}\x{a66}-\x{a6f}\x{ae6}-\x{aef}'.
  105. '\x{b66}-\x{b6f}\x{be7}-\x{bf2}\x{c66}-\x{c6f}\x{ce6}-\x{cef}\x{d66}-\x{d6f}'.
  106. '\x{e50}-\x{e59}\x{ed0}-\x{ed9}\x{f20}-\x{f33}\x{1040}-\x{1049}\x{1369}-'.
  107. '\x{137c}\x{16ee}-\x{16f0}\x{17e0}-\x{17e9}\x{17f0}-\x{17f9}\x{1810}-\x{1819}'.
  108. '\x{1946}-\x{194f}\x{2070}\x{2074}-\x{2079}\x{2080}-\x{2089}\x{2153}-\x{2183}'.
  109. '\x{2460}-\x{249b}\x{24ea}-\x{24ff}\x{2776}-\x{2793}\x{3007}\x{3021}-\x{3029}'.
  110. '\x{3038}-\x{303a}\x{3192}-\x{3195}\x{3220}-\x{3229}\x{3251}-\x{325f}\x{3280}-'.
  111. '\x{3289}\x{32b1}-\x{32bf}\x{ff10}-\x{ff19}');
  112. /**
  113. * Matches all 'P' Unicode character classes (punctuation)
  114. */
  115. define('PREG_CLASS_PUNCTUATION',
  116. '\x{21}-\x{23}\x{25}-\x{2a}\x{2c}-\x{2f}\x{3a}\x{3b}\x{3f}\x{40}\x{5b}-\x{5d}'.
  117. '\x{5f}\x{7b}\x{7d}\x{a1}\x{ab}\x{b7}\x{bb}\x{bf}\x{37e}\x{387}\x{55a}-\x{55f}'.
  118. '\x{589}\x{58a}\x{5be}\x{5c0}\x{5c3}\x{5f3}\x{5f4}\x{60c}\x{60d}\x{61b}\x{61f}'.
  119. '\x{66a}-\x{66d}\x{6d4}\x{700}-\x{70d}\x{964}\x{965}\x{970}\x{df4}\x{e4f}'.
  120. '\x{e5a}\x{e5b}\x{f04}-\x{f12}\x{f3a}-\x{f3d}\x{f85}\x{104a}-\x{104f}\x{10fb}'.
  121. '\x{1361}-\x{1368}\x{166d}\x{166e}\x{169b}\x{169c}\x{16eb}-\x{16ed}\x{1735}'.
  122. '\x{1736}\x{17d4}-\x{17d6}\x{17d8}-\x{17da}\x{1800}-\x{180a}\x{1944}\x{1945}'.
  123. '\x{2010}-\x{2027}\x{2030}-\x{2043}\x{2045}-\x{2051}\x{2053}\x{2054}\x{2057}'.
  124. '\x{207d}\x{207e}\x{208d}\x{208e}\x{2329}\x{232a}\x{23b4}-\x{23b6}\x{2768}-'.
  125. '\x{2775}\x{27e6}-\x{27eb}\x{2983}-\x{2998}\x{29d8}-\x{29db}\x{29fc}\x{29fd}'.
  126. '\x{3001}-\x{3003}\x{3008}-\x{3011}\x{3014}-\x{301f}\x{3030}\x{303d}\x{30a0}'.
  127. '\x{30fb}\x{fd3e}\x{fd3f}\x{fe30}-\x{fe52}\x{fe54}-\x{fe61}\x{fe63}\x{fe68}'.
  128. '\x{fe6a}\x{fe6b}\x{ff01}-\x{ff03}\x{ff05}-\x{ff0a}\x{ff0c}-\x{ff0f}\x{ff1a}'.
  129. '\x{ff1b}\x{ff1f}\x{ff20}\x{ff3b}-\x{ff3d}\x{ff3f}\x{ff5b}\x{ff5d}\x{ff5f}-'.
  130. '\x{ff65}');
  131. /**
  132. * Matches all CJK characters that are candidates for auto-splitting
  133. * (Chinese, Japanese, Korean).
  134. * Contains kana and BMP ideographs.
  135. */
  136. define('PREG_CLASS_CJK', '\x{3041}-\x{30ff}\x{31f0}-\x{31ff}\x{3400}-\x{4db5}'.
  137. '\x{4e00}-\x{9fbb}\x{f900}-\x{fad9}');
  138. /**
  139. * This function process the text passed at input, extracting all the tokens
  140. * and scoring each one based in their number of ocurrences and relation with
  141. * some well-known html tags
  142. *
  143. * @param string $text the text to be tokenised.
  144. * @param array $stop_words array of utf-8 words than can be ignored in
  145. * the text being processed. There are some cool lists of
  146. * stop words at http://snowball.tartarus.org/
  147. * @param boolean $overlap_cjk option to split CJK text into some overlapping
  148. * tokens is order to allow them to be searched. Useful to build
  149. * indexes and search systems.
  150. * @param boolean $join_numbers option to join in one unique token sequences of numbers
  151. * separated by puntuaction chars. Useful to build indexes and
  152. * search systems.
  153. * @return array one sorted array of tokens, with tokens being the keys and scores in the values.
  154. */
  155. function tokenise_text($text, $stop_words = array(), $overlap_cjk = false, $join_numbers = false) {
  156. // Multipliers for scores of words inside certain HTML tags.
  157. // Note: 'a' must be included for link ranking to work.
  158. $tags = array('h1' => 25,
  159. 'h2' => 18,
  160. 'h3' => 15,
  161. 'h4' => 12,
  162. 'h5' => 9,
  163. 'h6' => 6,
  164. 'u' => 3,
  165. 'b' => 3,
  166. 'i' => 3,
  167. 'strong' => 3,
  168. 'em' => 3,
  169. 'a' => 10);
  170. // Strip off all ignored tags to speed up processing, but insert space before/after
  171. // them to keep word boundaries.
  172. $text = str_replace(array('<', '>'), array(' <', '> '), $text);
  173. $text = strip_tags($text, '<'. implode('><', array_keys($tags)) .'>');
  174. // Split HTML tags from plain text.
  175. $split = preg_split('/\s*<([^>]+?)>\s*/', $text, -1, PREG_SPLIT_DELIM_CAPTURE);
  176. // Note: PHP ensures the array consists of alternating delimiters and literals
  177. // and begins and ends with a literal (inserting $null as required).
  178. $tag = FALSE; // Odd/even counter. Tag or no tag.
  179. $score = 1; // Starting score per word
  180. $accum = ' '; // Accumulator for cleaned up data
  181. $tagstack = array(); // Stack with open tags
  182. $tagwords = 0; // Counter for consecutive words
  183. $focus = 1; // Focus state
  184. $results = array(0 => array()); // Accumulator for words for index
  185. foreach ($split as $value) {
  186. if ($tag) {
  187. // Increase or decrease score per word based on tag
  188. list($tagname) = explode(' ', $value, 2);
  189. $tagname = core_text::strtolower($tagname);
  190. // Closing or opening tag?
  191. if ($tagname[0] == '/') {
  192. $tagname = substr($tagname, 1);
  193. // If we encounter unexpected tags, reset score to avoid incorrect boosting.
  194. if (!count($tagstack) || $tagstack[0] != $tagname) {
  195. $tagstack = array();
  196. $score = 1;
  197. }
  198. else {
  199. // Remove from tag stack and decrement score
  200. $score = max(1, $score - $tags[array_shift($tagstack)]);
  201. }
  202. }
  203. else {
  204. if (isset($tagstack[0]) && $tagstack[0] == $tagname) {
  205. // None of the tags we look for make sense when nested identically.
  206. // If they are, it's probably broken HTML.
  207. $tagstack = array();
  208. $score = 1;
  209. }
  210. else {
  211. // Add to open tag stack and increment score
  212. array_unshift($tagstack, $tagname);
  213. $score += $tags[$tagname];
  214. }
  215. }
  216. // A tag change occurred, reset counter.
  217. $tagwords = 0;
  218. }
  219. else {
  220. // Note: use of PREG_SPLIT_DELIM_CAPTURE above will introduce empty values
  221. if ($value != '') {
  222. $words = tokenise_split($value, $stop_words, $overlap_cjk, $join_numbers);
  223. foreach ($words as $word) {
  224. // Add word to accumulator
  225. $accum .= $word .' ';
  226. $num = is_numeric($word);
  227. // Check word length
  228. if ($num || core_text::strlen($word) >= MINIMUM_WORD_SIZE) {
  229. // Normalize numbers
  230. if ($num && $join_numbers) {
  231. $word = (int)ltrim($word, '-0');
  232. }
  233. if (!isset($results[0][$word])) {
  234. $results[0][$word] = 0;
  235. }
  236. $results[0][$word] += $score * $focus;
  237. // Focus is a decaying value in terms of the amount of unique words up to this point.
  238. // From 100 words and more, it decays, to e.g. 0.5 at 500 words and 0.3 at 1000 words.
  239. $focus = min(1, .01 + 3.5 / (2 + count($results[0]) * .015));
  240. }
  241. $tagwords++;
  242. // Too many words inside a single tag probably mean a tag was accidentally left open.
  243. if (count($tagstack) && $tagwords >= 15) {
  244. $tagstack = array();
  245. $score = 1;
  246. }
  247. }
  248. }
  249. }
  250. $tag = !$tag;
  251. }
  252. $res = array();
  253. if (isset($results[0]) && count($results[0]) > 0) {
  254. $res = $results[0];
  255. arsort($res, SORT_NUMERIC);
  256. }
  257. return $res;
  258. }
  259. ///
  260. /// Some helper functions (should be considered private)
  261. ///
  262. /**
  263. * Splits a string into tokens
  264. */
  265. function tokenise_split($text, $stop_words, $overlap_cjk, $join_numbers) {
  266. static $last = NULL;
  267. static $lastsplit = NULL;
  268. if ($last == $text) {
  269. return $lastsplit;
  270. }
  271. // Process words
  272. $text = tokenise_simplify($text, $overlap_cjk, $join_numbers);
  273. $words = explode(' ', $text);
  274. // Limit word length to 50
  275. array_walk($words, 'tokenise_truncate_word');
  276. // We have stop words, apply them
  277. if (is_array($stop_words) && !empty($stop_words)) {
  278. // Normalise them
  279. $simp_stop_words = explode(' ', tokenise_simplify(implode(' ', $stop_words), $overlap_cjk, $join_numbers));
  280. // Extract from the list
  281. $words = array_diff($words, $simp_stop_words);
  282. }
  283. // Save last keyword result
  284. $last = $text;
  285. $lastsplit = $words;
  286. return $words;
  287. }
  288. /**
  289. * Simplifies a string according to indexing rules.
  290. */
  291. function tokenise_simplify($text, $overlap_cjk, $join_numbers) {
  292. // Decode entities to UTF-8
  293. $text = core_text::entities_to_utf8($text, true);
  294. // Lowercase
  295. $text = core_text::strtolower($text);
  296. // Simple CJK handling
  297. if ($overlap_cjk) {
  298. $text = preg_replace_callback('/['. PREG_CLASS_CJK .']+/u', 'tokenise_expand_cjk', $text);
  299. }
  300. // To improve searching for numerical data such as dates, IP addresses
  301. // or version numbers, we consider a group of numerical characters
  302. // separated only by punctuation characters to be one piece.
  303. // This also means that searching for e.g. '20/03/1984' also returns
  304. // results with '20-03-1984' in them.
  305. // Readable regexp: ([number]+)[punctuation]+(?=[number])
  306. if ($join_numbers) {
  307. $text = preg_replace('/(['. PREG_CLASS_NUMBERS .']+)['. PREG_CLASS_PUNCTUATION .']+(?=['. PREG_CLASS_NUMBERS .'])/u', '\1', $text);
  308. } else {
  309. // Keep all the detected numbers+punctuation in a safe place in order to restore them later
  310. preg_match_all('/['. PREG_CLASS_NUMBERS .']+['. PREG_CLASS_PUNCTUATION . PREG_CLASS_NUMBERS .']+/u', $text, $foundseqs);
  311. $storedseqs = array();
  312. foreach (array_unique($foundseqs[0]) as $ntkey => $value) {
  313. $prefix = (string)(count($storedseqs) + 1);
  314. $storedseqs[START_DELIM.$prefix.CENTER_DELIM.$ntkey.END_DELIM] = $value;
  315. }
  316. if (!empty($storedseqs)) {
  317. $text = str_replace($storedseqs, array_keys($storedseqs), $text);
  318. }
  319. }
  320. // The dot, underscore and dash are simply removed. This allows meaningful
  321. // search behaviour with acronyms and URLs.
  322. $text = preg_replace('/[._-]+/', '', $text);
  323. // With the exception of the rules above, we consider all punctuation,
  324. // marks, spacers, etc, to be a word boundary.
  325. $text = preg_replace('/['. PREG_CLASS_SEARCH_EXCLUDE .']+/u', ' ', $text);
  326. // Restore, if not joining numbers, recover the original strings
  327. if (!$join_numbers) {
  328. if (!empty($storedseqs)) {
  329. $text = str_replace(array_keys($storedseqs), $storedseqs, $text);
  330. }
  331. }
  332. return $text;
  333. }
  334. /**
  335. * Basic CJK tokeniser. Simply splits a string into consecutive, overlapping
  336. * sequences of characters (MINIMUM_WORD_SIZE long).
  337. */
  338. function tokenise_expand_cjk($matches) {
  339. $str = $matches[0];
  340. $l = core_text::strlen($str);
  341. // Passthrough short words
  342. if ($l <= MINIMUM_WORD_SIZE) {
  343. return ' '. $str .' ';
  344. }
  345. $tokens = ' ';
  346. // FIFO queue of characters
  347. $chars = array();
  348. // Begin loop
  349. for ($i = 0; $i < $l; ++$i) {
  350. // Grab next character
  351. $current = core_text::substr($str, 0, 1);
  352. $str = substr($str, strlen($current));
  353. $chars[] = $current;
  354. if ($i >= MINIMUM_WORD_SIZE - 1) {
  355. $tokens .= implode('', $chars) .' ';
  356. array_shift($chars);
  357. }
  358. }
  359. return $tokens;
  360. }
  361. /**
  362. * Helper function for array_walk in search_index_split.
  363. * Truncates one string (token) to MAXIMUM_WORD_SIZE
  364. */
  365. function tokenise_truncate_word(&$text) {
  366. $text = core_text::substr($text, 0, MAXIMUM_WORD_SIZE);
  367. }