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<?php /** * Zend Framework * * LICENSE * * This source file is subject to the new BSD license that is bundled * with this package in the file LICENSE.txt. * It is also available through the world-wide-web at this URL: * http://framework.zend.com/license/new-bsd * If you did not receive a copy of the license and are unable to * obtain it through the world-wide-web, please send an email * to license@zend.com so we can send you a copy immediately. * * @category Zend * @package Zend_Search_Lucene * @subpackage Search * @copyright Copyright (c) 2005-2009 Zend Technologies USA Inc. (http://www.zend.com) * @license http://framework.zend.com/license/new-bsd New BSD License * @version $Id: Fuzzy.php 18954 2009-11-12 20:01:33Z alexander $ */
/** Zend_Search_Lucene_Search_Query */ require_once 'Zend/Search/Lucene/Search/Query.php';
/** * @category Zend * @package Zend_Search_Lucene * @subpackage Search * @copyright Copyright (c) 2005-2009 Zend Technologies USA Inc. (http://www.zend.com) * @license http://framework.zend.com/license/new-bsd New BSD License */ class Zend_Search_Lucene_Search_Query_Fuzzy extends Zend_Search_Lucene_Search_Query { /** Default minimum similarity */ const DEFAULT_MIN_SIMILARITY = 0.5;
/** * Maximum number of matched terms. * Apache Lucene defines this limitation as boolean query maximum number of clauses: * org.apache.lucene.search.BooleanQuery.getMaxClauseCount() */ const MAX_CLAUSE_COUNT = 1024;
/** * Array of precalculated max distances * * keys are integers representing a word size */ private $_maxDistances = array();
/** * Base searching term. * * @var Zend_Search_Lucene_Index_Term */ private $_term;
/** * A value between 0 and 1 to set the required similarity * between the query term and the matching terms. For example, for a * _minimumSimilarity of 0.5 a term of the same length * as the query term is considered similar to the query term if the edit distance * between both terms is less than length(term)*0.5 * * @var float */ private $_minimumSimilarity;
/** * The length of common (non-fuzzy) prefix * * @var integer */ private $_prefixLength;
/** * Matched terms. * * Matched terms list. * It's filled during the search (rewrite operation) and may be used for search result * post-processing * * Array of Zend_Search_Lucene_Index_Term objects * * @var array */ private $_matches = null;
/** * Matched terms scores * * @var array */ private $_scores = null;
/** * Array of the term keys. * Used to sort terms in alphabetical order if terms have the same socres * * @var array */ private $_termKeys = null;
/** * Default non-fuzzy prefix length * * @var integer */ private static $_defaultPrefixLength = 3;
/** * Zend_Search_Lucene_Search_Query_Wildcard constructor. * * @param Zend_Search_Lucene_Index_Term $term * @param float $minimumSimilarity * @param integer $prefixLength * @throws Zend_Search_Lucene_Exception */ public function __construct(Zend_Search_Lucene_Index_Term $term, $minimumSimilarity = self::DEFAULT_MIN_SIMILARITY, $prefixLength = null) { if ($minimumSimilarity < 0) { require_once 'Zend/Search/Lucene/Exception.php'; throw new Zend_Search_Lucene_Exception('minimumSimilarity cannot be less than 0'); } if ($minimumSimilarity >= 1) { require_once 'Zend/Search/Lucene/Exception.php'; throw new Zend_Search_Lucene_Exception('minimumSimilarity cannot be greater than or equal to 1'); } if ($prefixLength < 0) { require_once 'Zend/Search/Lucene/Exception.php'; throw new Zend_Search_Lucene_Exception('prefixLength cannot be less than 0'); }
$this->_term = $term; $this->_minimumSimilarity = $minimumSimilarity; $this->_prefixLength = ($prefixLength !== null)? $prefixLength : self::$_defaultPrefixLength; }
/** * Get default non-fuzzy prefix length * * @return integer */ public static function getDefaultPrefixLength() { return self::$_defaultPrefixLength; }
/** * Set default non-fuzzy prefix length * * @param integer $defaultPrefixLength */ public static function setDefaultPrefixLength($defaultPrefixLength) { self::$_defaultPrefixLength = $defaultPrefixLength; }
/** * Calculate maximum distance for specified word length * * @param integer $prefixLength * @param integer $termLength * @param integer $length * @return integer */ private function _calculateMaxDistance($prefixLength, $termLength, $length) { $this->_maxDistances[$length] = (int) ((1 - $this->_minimumSimilarity)*(min($termLength, $length) + $prefixLength)); return $this->_maxDistances[$length]; }
/** * Re-write query into primitive queries in the context of specified index * * @param Zend_Search_Lucene_Interface $index * @return Zend_Search_Lucene_Search_Query * @throws Zend_Search_Lucene_Exception */ public function rewrite(Zend_Search_Lucene_Interface $index) { $this->_matches = array(); $this->_scores = array(); $this->_termKeys = array();
if ($this->_term->field === null) { // Search through all fields $fields = $index->getFieldNames(true /* indexed fields list */); } else { $fields = array($this->_term->field); }
require_once 'Zend/Search/Lucene/Index/Term.php'; $prefix = Zend_Search_Lucene_Index_Term::getPrefix($this->_term->text, $this->_prefixLength); $prefixByteLength = strlen($prefix); $prefixUtf8Length = Zend_Search_Lucene_Index_Term::getLength($prefix);
$termLength = Zend_Search_Lucene_Index_Term::getLength($this->_term->text);
$termRest = substr($this->_term->text, $prefixByteLength); // we calculate length of the rest in bytes since levenshtein() is not UTF-8 compatible $termRestLength = strlen($termRest);
$scaleFactor = 1/(1 - $this->_minimumSimilarity);
require_once 'Zend/Search/Lucene.php'; $maxTerms = Zend_Search_Lucene::getTermsPerQueryLimit(); foreach ($fields as $field) { $index->resetTermsStream();
require_once 'Zend/Search/Lucene/Index/Term.php'; if ($prefix != '') { $index->skipTo(new Zend_Search_Lucene_Index_Term($prefix, $field));
while ($index->currentTerm() !== null && $index->currentTerm()->field == $field && substr($index->currentTerm()->text, 0, $prefixByteLength) == $prefix) { // Calculate similarity $target = substr($index->currentTerm()->text, $prefixByteLength);
$maxDistance = isset($this->_maxDistances[strlen($target)])? $this->_maxDistances[strlen($target)] : $this->_calculateMaxDistance($prefixUtf8Length, $termRestLength, strlen($target));
if ($termRestLength == 0) { // we don't have anything to compare. That means if we just add // the letters for current term we get the new word $similarity = (($prefixUtf8Length == 0)? 0 : 1 - strlen($target)/$prefixUtf8Length); } else if (strlen($target) == 0) { $similarity = (($prefixUtf8Length == 0)? 0 : 1 - $termRestLength/$prefixUtf8Length); } else if ($maxDistance < abs($termRestLength - strlen($target))){ //just adding the characters of term to target or vice-versa results in too many edits //for example "pre" length is 3 and "prefixes" length is 8. We can see that //given this optimal circumstance, the edit distance cannot be less than 5. //which is 8-3 or more precisesly abs(3-8). //if our maximum edit distance is 4, then we can discard this word //without looking at it. $similarity = 0; } else { $similarity = 1 - levenshtein($termRest, $target)/($prefixUtf8Length + min($termRestLength, strlen($target))); }
if ($similarity > $this->_minimumSimilarity) { $this->_matches[] = $index->currentTerm(); $this->_termKeys[] = $index->currentTerm()->key(); $this->_scores[] = ($similarity - $this->_minimumSimilarity)*$scaleFactor;
if ($maxTerms != 0 && count($this->_matches) > $maxTerms) { require_once 'Zend/Search/Lucene/Exception.php'; throw new Zend_Search_Lucene_Exception('Terms per query limit is reached.'); } }
$index->nextTerm(); } } else { $index->skipTo(new Zend_Search_Lucene_Index_Term('', $field));
while ($index->currentTerm() !== null && $index->currentTerm()->field == $field) { // Calculate similarity $target = $index->currentTerm()->text;
$maxDistance = isset($this->_maxDistances[strlen($target)])? $this->_maxDistances[strlen($target)] : $this->_calculateMaxDistance(0, $termRestLength, strlen($target));
if ($maxDistance < abs($termRestLength - strlen($target))){ //just adding the characters of term to target or vice-versa results in too many edits //for example "pre" length is 3 and "prefixes" length is 8. We can see that //given this optimal circumstance, the edit distance cannot be less than 5. //which is 8-3 or more precisesly abs(3-8). //if our maximum edit distance is 4, then we can discard this word //without looking at it. $similarity = 0; } else { $similarity = 1 - levenshtein($termRest, $target)/min($termRestLength, strlen($target)); }
if ($similarity > $this->_minimumSimilarity) { $this->_matches[] = $index->currentTerm(); $this->_termKeys[] = $index->currentTerm()->key(); $this->_scores[] = ($similarity - $this->_minimumSimilarity)*$scaleFactor;
if ($maxTerms != 0 && count($this->_matches) > $maxTerms) { require_once 'Zend/Search/Lucene/Exception.php'; throw new Zend_Search_Lucene_Exception('Terms per query limit is reached.'); } }
$index->nextTerm(); } }
$index->closeTermsStream(); }
if (count($this->_matches) == 0) { require_once 'Zend/Search/Lucene/Search/Query/Empty.php'; return new Zend_Search_Lucene_Search_Query_Empty(); } else if (count($this->_matches) == 1) { require_once 'Zend/Search/Lucene/Search/Query/Term.php'; return new Zend_Search_Lucene_Search_Query_Term(reset($this->_matches)); } else { require_once 'Zend/Search/Lucene/Search/Query/Boolean.php'; $rewrittenQuery = new Zend_Search_Lucene_Search_Query_Boolean();
array_multisort($this->_scores, SORT_DESC, SORT_NUMERIC, $this->_termKeys, SORT_ASC, SORT_STRING, $this->_matches);
$termCount = 0; require_once 'Zend/Search/Lucene/Search/Query/Term.php'; foreach ($this->_matches as $id => $matchedTerm) { $subquery = new Zend_Search_Lucene_Search_Query_Term($matchedTerm); $subquery->setBoost($this->_scores[$id]);
$rewrittenQuery->addSubquery($subquery);
$termCount++; if ($termCount >= self::MAX_CLAUSE_COUNT) { break; } }
return $rewrittenQuery; } }
/** * Optimize query in the context of specified index * * @param Zend_Search_Lucene_Interface $index * @return Zend_Search_Lucene_Search_Query */ public function optimize(Zend_Search_Lucene_Interface $index) { require_once 'Zend/Search/Lucene/Exception.php'; throw new Zend_Search_Lucene_Exception('Fuzzy query should not be directly used for search. Use $query->rewrite($index)'); }
/** * Return query terms * * @return array * @throws Zend_Search_Lucene_Exception */ public function getQueryTerms() { if ($this->_matches === null) { require_once 'Zend/Search/Lucene/Exception.php'; throw new Zend_Search_Lucene_Exception('Search or rewrite operations have to be performed before.'); }
return $this->_matches; }
/** * Constructs an appropriate Weight implementation for this query. * * @param Zend_Search_Lucene_Interface $reader * @return Zend_Search_Lucene_Search_Weight * @throws Zend_Search_Lucene_Exception */ public function createWeight(Zend_Search_Lucene_Interface $reader) { require_once 'Zend/Search/Lucene/Exception.php'; throw new Zend_Search_Lucene_Exception('Fuzzy query should not be directly used for search. Use $query->rewrite($index)'); }
/** * Execute query in context of index reader * It also initializes necessary internal structures * * @param Zend_Search_Lucene_Interface $reader * @param Zend_Search_Lucene_Index_DocsFilter|null $docsFilter * @throws Zend_Search_Lucene_Exception */ public function execute(Zend_Search_Lucene_Interface $reader, $docsFilter = null) { require_once 'Zend/Search/Lucene/Exception.php'; throw new Zend_Search_Lucene_Exception('Fuzzy query should not be directly used for search. Use $query->rewrite($index)'); }
/** * Get document ids likely matching the query * * It's an array with document ids as keys (performance considerations) * * @return array * @throws Zend_Search_Lucene_Exception */ public function matchedDocs() { require_once 'Zend/Search/Lucene/Exception.php'; throw new Zend_Search_Lucene_Exception('Fuzzy query should not be directly used for search. Use $query->rewrite($index)'); }
/** * Score specified document * * @param integer $docId * @param Zend_Search_Lucene_Interface $reader * @return float * @throws Zend_Search_Lucene_Exception */ public function score($docId, Zend_Search_Lucene_Interface $reader) { require_once 'Zend/Search/Lucene/Exception.php'; throw new Zend_Search_Lucene_Exception('Fuzzy query should not be directly used for search. Use $query->rewrite($index)'); }
/** * Query specific matches highlighting * * @param Zend_Search_Lucene_Search_Highlighter_Interface $highlighter Highlighter object (also contains doc for highlighting) */ protected function _highlightMatches(Zend_Search_Lucene_Search_Highlighter_Interface $highlighter) { $words = array();
require_once 'Zend/Search/Lucene/Index/Term.php'; $prefix = Zend_Search_Lucene_Index_Term::getPrefix($this->_term->text, $this->_prefixLength); $prefixByteLength = strlen($prefix); $prefixUtf8Length = Zend_Search_Lucene_Index_Term::getLength($prefix);
$termLength = Zend_Search_Lucene_Index_Term::getLength($this->_term->text);
$termRest = substr($this->_term->text, $prefixByteLength); // we calculate length of the rest in bytes since levenshtein() is not UTF-8 compatible $termRestLength = strlen($termRest);
$scaleFactor = 1/(1 - $this->_minimumSimilarity);
$docBody = $highlighter->getDocument()->getFieldUtf8Value('body'); require_once 'Zend/Search/Lucene/Analysis/Analyzer.php'; $tokens = Zend_Search_Lucene_Analysis_Analyzer::getDefault()->tokenize($docBody, 'UTF-8'); foreach ($tokens as $token) { $termText = $token->getTermText();
if (substr($termText, 0, $prefixByteLength) == $prefix) { // Calculate similarity $target = substr($termText, $prefixByteLength);
$maxDistance = isset($this->_maxDistances[strlen($target)])? $this->_maxDistances[strlen($target)] : $this->_calculateMaxDistance($prefixUtf8Length, $termRestLength, strlen($target));
if ($termRestLength == 0) { // we don't have anything to compare. That means if we just add // the letters for current term we get the new word $similarity = (($prefixUtf8Length == 0)? 0 : 1 - strlen($target)/$prefixUtf8Length); } else if (strlen($target) == 0) { $similarity = (($prefixUtf8Length == 0)? 0 : 1 - $termRestLength/$prefixUtf8Length); } else if ($maxDistance < abs($termRestLength - strlen($target))){ //just adding the characters of term to target or vice-versa results in too many edits //for example "pre" length is 3 and "prefixes" length is 8. We can see that //given this optimal circumstance, the edit distance cannot be less than 5. //which is 8-3 or more precisesly abs(3-8). //if our maximum edit distance is 4, then we can discard this word //without looking at it. $similarity = 0; } else { $similarity = 1 - levenshtein($termRest, $target)/($prefixUtf8Length + min($termRestLength, strlen($target))); }
if ($similarity > $this->_minimumSimilarity) { $words[] = $termText; } } }
$highlighter->highlight($words); }
/** * Print a query * * @return string */ public function __toString() { // It's used only for query visualisation, so we don't care about characters escaping return (($this->_term->field === null)? '' : $this->_term->field . ':') . $this->_term->text . '~' . (($this->_minimumSimilarity != self::DEFAULT_MIN_SIMILARITY)? round($this->_minimumSimilarity, 4) : '') . (($this->getBoost() != 1)? '^' . round($this->getBoost(), 4) : ''); } }
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