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| 1 | <?php |
| 2 | |
| 3 | namespace CirrusSearch\BuildDocument\Completion; |
| 4 | |
| 5 | use CirrusSearch\Connection; |
| 6 | use Elastica\Multi\Search as MultiSearch; |
| 7 | use Elastica\Search; |
| 8 | use MediaWiki\MediaWikiServices; |
| 9 | |
| 10 | /** |
| 11 | * Build a doc ready for the titlesuggest index. |
| 12 | * |
| 13 | * This program is free software; you can redistribute it and/or modify |
| 14 | * it under the terms of the GNU General Public License as published by |
| 15 | * the Free Software Foundation; either version 2 of the License, or |
| 16 | * (at your option) any later version. |
| 17 | * |
| 18 | * This program is distributed in the hope that it will be useful, |
| 19 | * but WITHOUT ANY WARRANTY; without even the implied warranty of |
| 20 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
| 21 | * GNU General Public License for more details. |
| 22 | * |
| 23 | * You should have received a copy of the GNU General Public License along |
| 24 | * with this program; if not, write to the Free Software Foundation, Inc., |
| 25 | * 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. |
| 26 | * http://www.gnu.org/copyleft/gpl.html |
| 27 | */ |
| 28 | |
| 29 | /** |
| 30 | * Builder used to create suggester docs |
| 31 | * NOTE: Experimental |
| 32 | */ |
| 33 | class SuggestBuilder { |
| 34 | /** |
| 35 | * We limit the input to 50 chars the search requests |
| 36 | * It'll be used when searching to trim the input query |
| 37 | * and when determining close redirects |
| 38 | */ |
| 39 | public const MAX_INPUT_LENGTH = 50; |
| 40 | |
| 41 | /** |
| 42 | * The acceptable edit distance to group similar strings |
| 43 | */ |
| 44 | private const GROUP_ACCEPTABLE_DISTANCE = 2; |
| 45 | |
| 46 | /** |
| 47 | * Discount suggestions based on redirects |
| 48 | */ |
| 49 | public const REDIRECT_DISCOUNT = 0.1; |
| 50 | |
| 51 | /** |
| 52 | * Discount suggestions based on cross namespace redirects |
| 53 | */ |
| 54 | public const CROSSNS_DISCOUNT = 0.005; |
| 55 | |
| 56 | /** |
| 57 | * Redirect suggestion type |
| 58 | */ |
| 59 | public const REDIRECT_SUGGESTION = 'r'; |
| 60 | |
| 61 | /** |
| 62 | * Title suggestion type |
| 63 | */ |
| 64 | public const TITLE_SUGGESTION = 't'; |
| 65 | |
| 66 | /** |
| 67 | * Number of common prefix chars a redirect must share with the title to be |
| 68 | * promoted as a title suggestion. |
| 69 | * This is useful not to promote Eraq as a title suggestion for Iraq |
| 70 | * Less than 3 can lead to weird results like oba => Osama Bin Laden |
| 71 | */ |
| 72 | private const REDIRECT_COMMON_PREFIX_LEN = 3; |
| 73 | |
| 74 | /** |
| 75 | * @var SuggestScoringMethod the scoring function |
| 76 | */ |
| 77 | private $scoringMethod; |
| 78 | |
| 79 | /** |
| 80 | * @var int batch id |
| 81 | */ |
| 82 | private $batchId; |
| 83 | |
| 84 | /** |
| 85 | * @var ExtraSuggestionsBuilder[] |
| 86 | */ |
| 87 | private $extraBuilders; |
| 88 | |
| 89 | /** |
| 90 | * NOTE: Currently a fixed value because the completion suggester does not support |
| 91 | * multi namespace suggestion. |
| 92 | * |
| 93 | * @var int |
| 94 | */ |
| 95 | private $targetNamespace = NS_MAIN; // @phan-suppress-current-line PhanUndeclaredConstant NS_MAIN is defined |
| 96 | |
| 97 | /** |
| 98 | * @param SuggestScoringMethod $scoringMethod the scoring function to use |
| 99 | * @param ExtraSuggestionsBuilder[] $extraBuilders set of extra builders |
| 100 | */ |
| 101 | public function __construct( SuggestScoringMethod $scoringMethod, array $extraBuilders = [] ) { |
| 102 | $this->scoringMethod = $scoringMethod; |
| 103 | $this->extraBuilders = $extraBuilders; |
| 104 | $this->batchId = time(); |
| 105 | } |
| 106 | |
| 107 | /** |
| 108 | * @param Connection $connection |
| 109 | * @param string|null $scoreMethodName |
| 110 | * @param string|null $indexBaseName |
| 111 | * @return SuggestBuilder |
| 112 | * @throws \Exception |
| 113 | */ |
| 114 | public static function create( Connection $connection, $scoreMethodName = null, $indexBaseName = null ): SuggestBuilder { |
| 115 | $config = $connection->getConfig(); |
| 116 | $scoreMethodName = $scoreMethodName ?: $config->get( 'CirrusSearchCompletionDefaultScore' ); |
| 117 | $scoreMethod = SuggestScoringMethodFactory::getScoringMethod( $scoreMethodName ); |
| 118 | |
| 119 | $extraBuilders = []; |
| 120 | if ( $config->get( 'CirrusSearchCompletionSuggesterUseDefaultSort' ) ) { |
| 121 | $extraBuilders[] = new DefaultSortSuggestionsBuilder(); |
| 122 | } |
| 123 | $subPhrasesConfig = $config->get( 'CirrusSearchCompletionSuggesterSubphrases' ); |
| 124 | if ( $subPhrasesConfig['build'] ) { |
| 125 | $extraBuilders[] = NaiveSubphrasesSuggestionsBuilder::create( $subPhrasesConfig ); |
| 126 | } |
| 127 | $scoreMethod->setMaxDocs( self::fetchMaxDoc( $connection, $indexBaseName ) ); |
| 128 | return new SuggestBuilder( $scoreMethod, $extraBuilders ); |
| 129 | } |
| 130 | |
| 131 | /** |
| 132 | * @param array[] $inputDocs a batch of docs to build |
| 133 | * @param bool $explain |
| 134 | * @return \Elastica\Document[] a set of suggest documents |
| 135 | */ |
| 136 | public function build( $inputDocs, $explain = false ) { |
| 137 | $titleFactory = MediaWikiServices::getInstance()->getTitleFactory(); |
| 138 | // Cross namespace titles |
| 139 | $crossNsTitles = []; |
| 140 | $docs = []; |
| 141 | foreach ( $inputDocs as $sourceDoc ) { |
| 142 | $inputDoc = $sourceDoc['source']; |
| 143 | $docId = $sourceDoc['id']; |
| 144 | // a bit of a hack but it's convenient to carry |
| 145 | // the id around |
| 146 | $inputDoc['id'] = $docId; |
| 147 | if ( !isset( $inputDoc['namespace'] ) ) { |
| 148 | // Bad doc, nothing to do here. |
| 149 | continue; |
| 150 | } |
| 151 | if ( $inputDoc['namespace'] == $this->targetNamespace ) { |
| 152 | if ( !isset( $inputDoc['title'] ) ) { |
| 153 | // Bad doc, nothing to do here. |
| 154 | continue; |
| 155 | } |
| 156 | $docs = array_merge( $docs, $this->buildNormalSuggestions( $docId, $inputDoc, $explain ) ); |
| 157 | } else { |
| 158 | if ( !isset( $inputDoc['redirect'] ) ) { |
| 159 | // Bad doc, nothing to do here. |
| 160 | continue; |
| 161 | } |
| 162 | |
| 163 | foreach ( $inputDoc['redirect'] as $redir ) { |
| 164 | if ( !isset( $redir['namespace'] ) || !isset( $redir['title'] ) ) { |
| 165 | continue; |
| 166 | } |
| 167 | if ( $redir['namespace'] != $this->targetNamespace ) { |
| 168 | continue; |
| 169 | } |
| 170 | $score = $this->scoringMethod->score( $inputDoc ); |
| 171 | // Discount the score of these suggestions. |
| 172 | $score = (int)( $score * self::CROSSNS_DISCOUNT ); |
| 173 | $explainDetails = null; |
| 174 | if ( $explain ) { |
| 175 | // TODO: add explanation of the crossns discount |
| 176 | $explainDetails = $this->scoringMethod->explain( $inputDoc ); |
| 177 | } |
| 178 | |
| 179 | $title = $titleFactory->makeTitle( $redir['namespace'], $redir['title'] ); |
| 180 | $crossNsTitles[] = [ |
| 181 | 'title' => $title, |
| 182 | 'score' => $score, |
| 183 | 'text' => $redir['title'], |
| 184 | 'inputDoc' => $inputDoc, |
| 185 | 'explain' => $explainDetails, |
| 186 | ]; |
| 187 | } |
| 188 | } |
| 189 | } |
| 190 | |
| 191 | // Build cross ns suggestions |
| 192 | if ( $crossNsTitles ) { |
| 193 | $titles = array_column( $crossNsTitles, 'title' ); |
| 194 | $lb = MediaWikiServices::getInstance()->getLinkBatchFactory()->newLinkBatch( $titles ); |
| 195 | $lb->setCaller( __METHOD__ ); |
| 196 | $lb->execute(); |
| 197 | // This is far from perfect: |
| 198 | // - we won't try to group similar redirects since we don't know which one |
| 199 | // is the official one |
| 200 | // - we will certainly suggest multiple times the same pages |
| 201 | // - we must not run a second pass at query time: no redirect suggestion |
| 202 | foreach ( $crossNsTitles as $data ) { |
| 203 | $suggestion = [ |
| 204 | 'text' => $data['text'], |
| 205 | 'variants' => [] |
| 206 | ]; |
| 207 | $docs[] = $this->buildTitleSuggestion( (string)$data['title']->getArticleID(), $suggestion, |
| 208 | $data['score'], $data['inputDoc'], $data['explain'] ); |
| 209 | } |
| 210 | } |
| 211 | return $docs; |
| 212 | } |
| 213 | |
| 214 | /** |
| 215 | * Build classic suggestion |
| 216 | * |
| 217 | * @param string $docId |
| 218 | * @param array $inputDoc |
| 219 | * @param bool $explain |
| 220 | * @return \Elastica\Document[] a set of suggest documents |
| 221 | */ |
| 222 | private function buildNormalSuggestions( $docId, array $inputDoc, $explain = false ) { |
| 223 | if ( !isset( $inputDoc['title'] ) ) { |
| 224 | // Bad doc, nothing to do here. |
| 225 | return []; |
| 226 | } |
| 227 | |
| 228 | $score = $this->scoringMethod->score( $inputDoc ); |
| 229 | $explainDetails = null; |
| 230 | if ( $explain ) { |
| 231 | $explainDetails = $this->scoringMethod->explain( $inputDoc ); |
| 232 | } |
| 233 | |
| 234 | $suggestions = $this->extractTitleAndSimilarRedirects( $inputDoc ); |
| 235 | |
| 236 | $docs = [ $this->buildTitleSuggestion( $docId, $suggestions['group'], $score, $inputDoc, $explainDetails ) ]; |
| 237 | if ( !empty( $suggestions['candidates'] ) ) { |
| 238 | $docs[] = $this->buildRedirectsSuggestion( $docId, $suggestions['candidates'], $score, $inputDoc, $explainDetails ); |
| 239 | } |
| 240 | return $docs; |
| 241 | } |
| 242 | |
| 243 | /** |
| 244 | * The fields needed to build and score documents. |
| 245 | * |
| 246 | * @return string[] the list of fields |
| 247 | */ |
| 248 | public function getRequiredFields() { |
| 249 | $fields = $this->scoringMethod->getRequiredFields(); |
| 250 | $fields = array_merge( $fields, [ 'title', 'redirect', 'namespace' ] ); |
| 251 | foreach ( $this->extraBuilders as $extraBuilder ) { |
| 252 | $fields = array_merge( $fields, $extraBuilder->getRequiredFields() ); |
| 253 | } |
| 254 | return array_values( array_unique( $fields ) ); |
| 255 | } |
| 256 | |
| 257 | /** |
| 258 | * Builds the 'title' suggestion. |
| 259 | * |
| 260 | * @param string $docId the page id |
| 261 | * @param array $title the title in 'text' and an array of similar redirects in 'variants' |
| 262 | * @param int $score the weight of the suggestion |
| 263 | * @param mixed[] $inputDoc |
| 264 | * @param array|null $scoreExplanation |
| 265 | * @return \Elastica\Document the suggestion document |
| 266 | */ |
| 267 | private function buildTitleSuggestion( $docId, array $title, $score, array $inputDoc, array $scoreExplanation = null ) { |
| 268 | $inputs = [ $title['text'] ]; |
| 269 | foreach ( $title['variants'] as $variant ) { |
| 270 | $inputs[] = $variant; |
| 271 | } |
| 272 | return $this->buildSuggestion( |
| 273 | self::TITLE_SUGGESTION, |
| 274 | $docId, |
| 275 | $inputs, |
| 276 | $score, |
| 277 | $inputDoc, |
| 278 | $scoreExplanation |
| 279 | ); |
| 280 | } |
| 281 | |
| 282 | /** |
| 283 | * Builds the 'redirects' suggestion. |
| 284 | * The score will be discounted by the REDIRECT_DISCOUNT factor. |
| 285 | * NOTE: the client will have to fetch the doc redirects when searching |
| 286 | * and choose the best one to display. This is because we are unable |
| 287 | * to make this decision at index time. |
| 288 | * |
| 289 | * @param string $docId the elasticsearch document id |
| 290 | * @param string[] $redirects |
| 291 | * @param int $score the weight of the suggestion |
| 292 | * @param mixed[] $inputDoc |
| 293 | * @param array|null $scoreExplanation |
| 294 | * @return \Elastica\Document the suggestion document |
| 295 | */ |
| 296 | private function buildRedirectsSuggestion( $docId, array $redirects, $score, array $inputDoc, array $scoreExplanation = null ) { |
| 297 | $inputs = []; |
| 298 | foreach ( $redirects as $redirect ) { |
| 299 | $inputs[] = $redirect; |
| 300 | } |
| 301 | // TODO: add redirect discount explanation |
| 302 | $score = (int)( $score * self::REDIRECT_DISCOUNT ); |
| 303 | return $this->buildSuggestion( self::REDIRECT_SUGGESTION, $docId, $inputs, |
| 304 | $score, $inputDoc, $scoreExplanation ); |
| 305 | } |
| 306 | |
| 307 | /** |
| 308 | * Builds a suggestion document. |
| 309 | * |
| 310 | * @param string $suggestionType suggestion type (title or redirect) |
| 311 | * @param string $docId The document id |
| 312 | * @param string[] $inputs the suggestion inputs |
| 313 | * @param int $score the weight of the suggestion |
| 314 | * @param mixed[] $inputDoc |
| 315 | * @param array|null $scoreExplanation |
| 316 | * @return \Elastica\Document a doc ready to be indexed in the completion suggester |
| 317 | */ |
| 318 | private function buildSuggestion( $suggestionType, $docId, array $inputs, $score, array $inputDoc, array $scoreExplanation = null ) { |
| 319 | $doc = [ |
| 320 | 'batch_id' => $this->batchId, |
| 321 | 'source_doc_id' => $inputDoc['id'], |
| 322 | 'target_title' => [ |
| 323 | 'title' => $inputDoc['title'], |
| 324 | 'namespace' => $inputDoc['namespace'], |
| 325 | ], |
| 326 | 'suggest' => [ |
| 327 | 'input' => $inputs, |
| 328 | 'weight' => $score |
| 329 | ], |
| 330 | 'suggest-stop' => [ |
| 331 | 'input' => $inputs, |
| 332 | 'weight' => $score |
| 333 | ] |
| 334 | ]; |
| 335 | |
| 336 | $suggestDoc = new \Elastica\Document( self::encodeDocId( $suggestionType, $docId ), $doc ); |
| 337 | foreach ( $this->extraBuilders as $builder ) { |
| 338 | $builder->build( $inputDoc, $suggestionType, $score, $suggestDoc, $this->targetNamespace ); |
| 339 | } |
| 340 | if ( $scoreExplanation !== null ) { |
| 341 | $suggestDoc->set( 'score_explanation', $scoreExplanation ); |
| 342 | } |
| 343 | return $suggestDoc; |
| 344 | } |
| 345 | |
| 346 | /** |
| 347 | * @param string $input A page title |
| 348 | * @return string A page title short enough to not cause indexing |
| 349 | * issues. |
| 350 | */ |
| 351 | public function trimForDistanceCheck( $input ) { |
| 352 | if ( mb_strlen( $input ) > self::MAX_INPUT_LENGTH ) { |
| 353 | $input = mb_substr( $input, 0, self::MAX_INPUT_LENGTH ); |
| 354 | } |
| 355 | return $input; |
| 356 | } |
| 357 | |
| 358 | /** |
| 359 | * Extracts title with redirects that are very close. |
| 360 | * It will allow to make one suggestion with title as the |
| 361 | * output and title + similar redirects as the inputs. |
| 362 | * It can be useful to avoid displaying redirects created to |
| 363 | * to handle typos. |
| 364 | * |
| 365 | * e.g. : |
| 366 | * title: Giraffe |
| 367 | * redirects: Girafe, Girraffe, Mating Giraffes |
| 368 | * will output |
| 369 | * - 'group' : { 'text': 'Giraffe', 'variants': ['Girafe', 'Girraffe'] } |
| 370 | * - 'candidates' : ['Mating Giraffes'] |
| 371 | * |
| 372 | * It would be nice to do this for redirects but we have no way to decide |
| 373 | * which redirect is a typo and this technique would simply take the first |
| 374 | * redirect in the list. |
| 375 | * |
| 376 | * @param array $doc |
| 377 | * @return array mixed 'group' key contains the group with the |
| 378 | * lead and its variants and 'candidates' contains the remaining |
| 379 | * candidates that were not close enough to $groupHead. |
| 380 | */ |
| 381 | public function extractTitleAndSimilarRedirects( array $doc ) { |
| 382 | $redirects = []; |
| 383 | if ( isset( $doc['redirect'] ) ) { |
| 384 | foreach ( $doc['redirect'] as $redir ) { |
| 385 | // Avoid suggesting/displaying non existent titles |
| 386 | // in the target namespace |
| 387 | if ( $redir['namespace'] == $this->targetNamespace ) { |
| 388 | $redirects[] = $redir['title']; |
| 389 | } |
| 390 | } |
| 391 | } |
| 392 | return $this->extractSimilars( $doc['title'], $redirects, true ); |
| 393 | } |
| 394 | |
| 395 | /** |
| 396 | * Extracts from $candidates the values that are "similar" to $groupHead |
| 397 | * |
| 398 | * @param string $groupHead |
| 399 | * @param string[] $candidates |
| 400 | * @param bool $checkVariants if the candidate does not match the groupHead try to match a variant |
| 401 | * @return array 'group' key contains the group with the |
| 402 | * head and its variants and 'candidates' contains the remaining |
| 403 | * candidates that were not close enough to $groupHead. |
| 404 | */ |
| 405 | private function extractSimilars( $groupHead, array $candidates, $checkVariants = false ) { |
| 406 | $group = [ |
| 407 | 'text' => $groupHead, |
| 408 | 'variants' => [] |
| 409 | ]; |
| 410 | $newCandidates = []; |
| 411 | foreach ( $candidates as $c ) { |
| 412 | $distance = $this->distance( $groupHead, $c ); |
| 413 | if ( $distance > self::GROUP_ACCEPTABLE_DISTANCE && $checkVariants ) { |
| 414 | // Run a second pass over the variants |
| 415 | foreach ( $group['variants'] as $v ) { |
| 416 | $distance = $this->distance( $v, $c ); |
| 417 | if ( $distance <= self::GROUP_ACCEPTABLE_DISTANCE ) { |
| 418 | break; |
| 419 | } |
| 420 | } |
| 421 | } |
| 422 | if ( $distance <= self::GROUP_ACCEPTABLE_DISTANCE ) { |
| 423 | $group['variants'][] = $c; |
| 424 | } else { |
| 425 | $newCandidates[] = $c; |
| 426 | } |
| 427 | } |
| 428 | |
| 429 | return [ |
| 430 | 'group' => $group, |
| 431 | 'candidates' => $newCandidates |
| 432 | ]; |
| 433 | } |
| 434 | |
| 435 | /** |
| 436 | * Computes the edit distance between $a and $b. |
| 437 | * |
| 438 | * @param string $a |
| 439 | * @param string $b |
| 440 | * @return int the edit distance between a and b |
| 441 | */ |
| 442 | private function distance( $a, $b ) { |
| 443 | $a = $this->trimForDistanceCheck( $a ); |
| 444 | $b = $this->trimForDistanceCheck( $b ); |
| 445 | $a = mb_strtolower( $a ); |
| 446 | $b = mb_strtolower( $b ); |
| 447 | |
| 448 | $aLength = mb_strlen( $a ); |
| 449 | $bLength = mb_strlen( $b ); |
| 450 | |
| 451 | $commonPrefixLen = self::REDIRECT_COMMON_PREFIX_LEN; |
| 452 | |
| 453 | if ( $aLength < $commonPrefixLen ) { |
| 454 | $commonPrefixLen = $aLength; |
| 455 | } |
| 456 | if ( $bLength < $commonPrefixLen ) { |
| 457 | $commonPrefixLen = $bLength; |
| 458 | } |
| 459 | |
| 460 | // check the common prefix |
| 461 | if ( mb_substr( $a, 0, $commonPrefixLen ) != mb_substr( $b, 0, $commonPrefixLen ) ) { |
| 462 | return PHP_INT_MAX; |
| 463 | } |
| 464 | |
| 465 | // TODO: switch to a ratio instead of raw distance would help to group |
| 466 | // longer strings |
| 467 | return levenshtein( $a, $b ); |
| 468 | } |
| 469 | |
| 470 | /** |
| 471 | * Encode the suggestion doc id |
| 472 | * @param string $suggestionType |
| 473 | * @param string $docId |
| 474 | * @return string |
| 475 | */ |
| 476 | public static function encodeDocId( $suggestionType, $docId ) { |
| 477 | return $docId . $suggestionType; |
| 478 | } |
| 479 | |
| 480 | /** |
| 481 | * Encode possible docIds used by the completion suggester index |
| 482 | * |
| 483 | * @param string $docId |
| 484 | * @return string[] list of docIds |
| 485 | */ |
| 486 | public static function encodePossibleDocIds( $docId ) { |
| 487 | return [ |
| 488 | self::encodeDocId( self::TITLE_SUGGESTION, $docId ), |
| 489 | self::encodeDocId( self::REDIRECT_SUGGESTION, $docId ), |
| 490 | ]; |
| 491 | } |
| 492 | |
| 493 | /** |
| 494 | * @return int the batchId |
| 495 | */ |
| 496 | public function getBatchId() { |
| 497 | return $this->batchId; |
| 498 | } |
| 499 | |
| 500 | /** |
| 501 | * @return int the target namespace |
| 502 | */ |
| 503 | public function getTargetNamespace() { |
| 504 | return $this->targetNamespace; |
| 505 | } |
| 506 | |
| 507 | /** |
| 508 | * @param Connection $connection |
| 509 | * @param string|null $indexBaseName |
| 510 | * @return int |
| 511 | */ |
| 512 | private static function fetchMaxDoc( Connection $connection, $indexBaseName = null ) { |
| 513 | // Indices to use for counting max_docs used by scoring functions |
| 514 | // Since we work mostly on the content namespace it seems OK to count |
| 515 | // only docs in the CONTENT index. |
| 516 | $countIndices = [ Connection::CONTENT_INDEX_SUFFIX ]; |
| 517 | |
| 518 | $indexBaseName = $indexBaseName ?: $connection->getConfig()->get( 'CirrusSearchIndexBaseName' ); |
| 519 | |
| 520 | // Run a first query to count the number of docs. |
| 521 | // This is needed for the scoring methods that need |
| 522 | // to normalize values against wiki size. |
| 523 | $mSearch = new MultiSearch( $connection->getClient() ); |
| 524 | foreach ( $countIndices as $sourceIndexSuffix ) { |
| 525 | $search = new Search( $connection->getClient() ); |
| 526 | $search->addIndex( |
| 527 | $connection->getIndex( $indexBaseName, $sourceIndexSuffix ) |
| 528 | ); |
| 529 | $search->getQuery()->setSize( 0 ); |
| 530 | $search->getQuery()->setTrackTotalHits( true ); |
| 531 | $mSearch->addSearch( $search ); |
| 532 | } |
| 533 | |
| 534 | $mSearchRes = $mSearch->search(); |
| 535 | $total = 0; |
| 536 | foreach ( $mSearchRes as $res ) { |
| 537 | $total += $res->getTotalHits(); |
| 538 | } |
| 539 | return $total; |
| 540 | } |
| 541 | } |