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class_Stanford_POS_Tagger.php
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class_Stanford_POS_Tagger.php
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<?php
/**
* PHP Class Stanford POS Tagger 1.1.0 - PHP Wrapper for Stanford's Part of Speech Java Tagger
* Copyright (C) 2014 Charles R Hays http://www.charleshays.com
*
* file: class_Stanford_POS_Tagger.php
*
* @version 1.1.0 (2/4/2014)
* 1.0.0 - release
* 1.1.0 - added merge cardinal numbers
*
* @requirements
* 1)Requires stanford postagger 3.3.1 or newer. Download @ http://nlp.stanford.edu/downloads/tagger.shtml
*
* 2)In turn the stanford postagger requires Java 1.6+ to be installed and about 60MB of memory.
*
* @example
* require('class_Stanford_POS_Tagger.php');
* $pos = new Stanford_POS_Tagger();
* print_r($pos->array_tag("The cow jumped over the moon and the dish ran away with the spoon."));
*
This library is free software; you can redistribute it and/or
modify it under the terms of the GNU Lesser General Public
License as published by the Free Software Foundation; either
version 2.1 of the License, or (at your option) any later version.
This library is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
Lesser General Public License for more details.
You should have received a copy of the GNU Lesser General Public
License along with this library; if not, write to the Free Software
Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
*/
class Stanford_POS_Tagger
{
////////////////////////////////////////////////////////////////////////////
// POS TAGGER MODELS
////////////////////////////////////////////////////////////////////////////
/*
english-bidirectional-distsim.tagger
Trained on WSJ sections 0-18 using a bidirectional architecture and
including word shape and distributional similarity features.
Penn Treebank tagset.
*/
//private $model = 'english-bidirectional-distsim.tagger'; // 97.32% accuracy - slow
/*
english-left3words-distsim.tagger
Trained on WSJ sections 0-18 and extra parser training data using the
left3words architecture and includes word shape and distributional
similarity features. Penn tagset.
*/
private $model = 'english-left3words-distsim.tagger'; // 96.97% accuracy - fast
////////////////////////////////////////////////////////////////////////////
// Java variables
////////////////////////////////////////////////////////////////////////////
private $java_path = 'java'; // the command to run java
private $java_options = array(); // array of java switch options
private $jar = 'stanford-postagger.jar'; // the jar to use located in $path
private $path = ''; // path to where the standford postagger directory resides
////////////////////////////////////////////////////////////////////////////
// Temporary files - the text is stored in a tmp file which is parsed
////////////////////////////////////////////////////////////////////////////
private $tmp_path = '/tmp'; // directory to store tmp file
private $tmp_prefix = 'posttagger'; // prefix of tmp file
private $tmp_permission = 0644; // permission to set tmp file
////////////////////////////////////////////////////////////////////////////
// POS Tag seperator such as John_NNP where _ is the seperator
////////////////////////////////////////////////////////////////////////////
private $separator = '_'; // used for tagged output
private $best_separator = '#_#'; // used for better seperation when used in array output
////////////////////////////////////////////////////////////////////////////
// Sanatizing text
////////////////////////////////////////////////////////////////////////////
private $use_pspell = true; // Use Pspell for spell checking (if installed)
////////////////////////////////////////////////////////////////////////////
// In Array Tag Options - For us with array_tag() method only
////////////////////////////////////////////////////////////////////////////
private $hash_type = 'md5'; // Hash types for sentence include 'none', 'md5', 'base64', 'sha1' (http://us3.php.net/manual/en/function.hash.php)
private $merge_proper_nouns = true; // so "John_NNP" "Smith_NNP" becomes "John Smith_NNP"
private $merge_cardinal_numbers = true; // so "one hundred and thirty" or "two and a half" is grouped as a single CD
private $sequence_tags = true; // numbers the order of each tag occurance
private $tag_mask_types = true; // adds new field in array records that masks with a * specified tag types in list below.
private $tag_mask_list = array(
//'#', // Pound sign
//'$', // Dollar sign
//'"', // Close double quote
//'``', // Open double quote
//"'", // Close single quote
//'`', // Open single quote
//',', // Comma
'.', // Final punctuation
//':', // Colon or semi-colon
//'-LRB-',// Left bracket
//'-RBR-',// Right bracket
//'CC', // Coordinating conjunction : and, but, or, yet, for, nor, so
'CD', // Cardinal number 1, 2, 3, one, two, three hundred
//'DT', // Determiner :
//'EX', // Existential there : There is a cult of ignorance in the United States.
//'FW', // Foreign word :
//'IN', // Preposition : links nouns, pronouns and phrases to other words in a sentence. on, beneath, against, beside, over, during
'JJ', // adjective : sweet, angry, bright, cold, long : also orignal numbers like "3rd" fastest, "6th" place
'JJR', // comparitive adjective : sweeter, angrier, brighter, colder, longer
'JJS', // superlative adjective : sweetest, angriest, brightest, coldest, longest
//'LS', // List item marker :
//'MD', // Modal : can, may, must, should, would
'NN', // singular noun : girl, mother, nurse, city, town, bicycle, doll, train, dream, truth, pride, colony, team, litter, covey
'NNS', // plural noun : children, men, girls, mothers, nurses, cities, towns, bikes, dolls, trains, dreams, colonies, teams, litters
'NNP', // proper singular noun : John, Smith, Pizza Hut
'NNPS', // proper plural noun: Kennedys
//'PDT', // predeterminer : all, both, half
//'POS', // possessive ending : 's, s'
//'PRP', // personal pronoun : I, me, myself, we us, ourselves, you, yourself (http://en.wikipedia.org/wiki/English_personal_pronouns)
//'PP?', // possessive pronouns : her, your, his, hers, my, their, yours, whose, one's, theirs, its, our (http://examples.yourdictionary.com/examples-of-possessive-pronouns.html)
'RB', // adverb : slowly, now, soon, suddenly (http://en.wikipedia.org/wiki/Adverb)
'RBR', // comparative adverb : more quietly, more carefully, more happily, harder, faster, earlier
'RBS', // superlative adverb : most quiely, most carefully, most happily, hardest, fastest, earliest
'RP', // particle : prepositions that modify a verb instead of a noun. along, away, back, by, down, forward, in, off, on, out, over, round, under, up
//'SYM', // symbol :
//'TO', // to
'UH', // injection : ah, oh, brrr, oops, huh?, booh, eh, mwahaha, bwahaha, yay, yuck, yeah (http://www.vidarholen.net/contents/interjections/)
'VB', // verb, base form : walk, skip, jump
'VBD', // verb, past tense : walked, shipped, jumped
'VBG', // verb, gerund/present participle : walking, skipping, jumping
'VBN', // verb, past participle : have walked, have skipped, have jumped
'VBP', // verb, non 3rd person: sing, present :
'VBZ', // verb, 3rd person: sing, present :
//'WDT', // wh-determiner : what, which, whose, whatever, whichever
//'WP', // wh-pronoun : what, which, where, when, who, whom, whose. (And maybe: whether.)
//'WP$', // possesive wh-pronoun : whose
//'WRB', // wh-adverb : how, where, when
//' ' // blank space
);
////////////////////////////////////////////////////////////////////////////
// Methods
////////////////////////////////////////////////////////////////////////////
public function __construct($path = '', $java_options = array('-mx300m'))
{
if(trim($path) == '')
{
$path = __DIR__;
}
$this->set_path($path);
$this->set_java_options($java_options);
$this->set_model($this->model);
}
public function set_path($path)
{
$this->path = trim(rtrim(trim($path),'/')).'/';
}
public function merge_proper_nounds($val = true)
{
$this->merge_proper_nouns = $val;
}
public function sequence_tags($val = true)
{
$this->sequence_tags = $val;
}
public function tag_mask_types($val = true)
{
$this->tag_mask_types = $val;
}
public function tag_mask_list($taglist = array())
{
$this->tag_mask_types_list= $taglist;
}
public function set_hash($val = '')
{
if($val == '') $val = 'none';
$this->hash_type = $val;
}
public function set_stanford_path($path)
{
$this->path = trim(rtrim($path,'/'));
}
public function set_model($model)
{
$this->model = trim(ltrim($model));
}
public function get_model()
{
return rtrim($this->path,'/').'/models/'.ltrim($this->model,'/');
}
public function get_jar()
{
return rtrim($this->path,'/').'/'.ltrim($this->jar,'/');
}
public function set_jar($jar)
{
$this->jar = trim(ltrim($jar));
}
public function set_java_path($java_path)
{
$this->java_path = trim($java_path);
}
public function set_java_options($java_options = array())
{
$this->java_options = $java_options;
}
public function set_tmp_path($path)
{
$this->tmp_path = trim(rtrim($path,'/'));
}
public function set_tmp_prefix($prefix)
{
$this->tmp_prefix = trim(ltrim($prefix,'/'));
}
public function set_tmp_permission($perm)
{
$this->tmp_permission = $perm;
}
public function set_tag_separator($separator = '_')
{
$this->separator = trim($separator);
}
public function get_tag_separator()
{
return $this->separator;
}
public function tag($txt,$normalize = true,$separator = '')
{
if(!file_exists($this->get_jar()))
{
throw new Exception("Jar not found: ".$this->get_jar());
}
if(!file_exists($this->get_model()))
{
throw new Exception("Model not found: ".$this->get_model());
}
if($separator == '')
{
$separator = $this->separator;
}
$tf = tempnam($this->tmp_path, $this->tmp_prefix);
chmod($tf, octdec($this->tmp_permission));
chmod($tf, 0644);
$words = explode(' ',$txt);
if($this->use_pspell)
{
$txt = $this->spellcheck($txt);
}
file_put_contents($tf, $txt);
$options = implode(' ', $this->java_options);
$model = $this->path.'/'.$this->model;
$descriptorspec = array(
0 => array("pipe", "r"), // stdin
1 => array("pipe", "w"), // stdout
2 => array("pipe", "w") // stderr
);
$cmd = escapeshellcmd('java '.$options.' -cp "'.$this->jar.';" edu.stanford.nlp.tagger.maxent.MaxentTagger -model '.$this->get_model().' -textFile '.$tf.' -outputFormat slashTags -tagSeparator '.$separator.' -encoding utf8');
$process = proc_open($cmd, $descriptorspec, $pipes, dirname($this->get_jar()));
$output = null;
$errors = null;
if(is_resource($process))
{
// ignore stdin - input
fclose($pipes[0]);
// get stdout - output
$output = stream_get_contents($pipes[1]);
fclose($pipes[1]);
// get stderr - errors
$errors = stream_get_contents($pipes[2]);
fclose($pipes[2]);
// prevent deadlock by closing pipe before calling proc_close
$return_value = proc_close($process);
if($return_value == -1)
{
throw new Exception("Java process error: ".$cmd);
}
}
unlink($tf);
return $output;
}
public function array_tag($txt,$normalize = true)
{
return $this->tagged_to_array($this->tag($txt,$normalize,$this->best_separator),$this->best_separator);
}
public function tagged_to_array($tagged, $separator)
{
$arr = array();
if(!$tagged) return $arr;
if($separator == '')
{
$separator = $this->separator;
}
$sentences = explode("\n", $tagged);
foreach($sentences as $k => $v)
{
$sequence = array();
if(trim($v) == '')
{
continue;
}
$tagrec = array();
$tags = explode(' ', trim($v));
$last_tag = 'START';
$i = 0;
foreach($tags as $kk => $vv)
{
$parts = explode($separator, trim($vv));
$tag = array();
// start - merge proper nouns
if($this->merge_proper_nouns)
{
if(($parts[1] == 'NNP') || ($parts[1] == 'NNPS'))
{
if(($last_tag == 'NNP') || ($last_tag == 'NNPS'))
{
$tagrec[$i - 1][token] .= ' '.$parts[0]; // append this word to last token
$tagrec[$i - 1][tag] = $parts[1]; // the final proper noun type is used
continue;
}
}
}
// end - merge proper nouns
// start - merge cardinal numbers
if($this->merge_cardinal_numbers)
{
if($parts[1] == 'CD')
{
if($last_tag == 'CD')
{
$tagrec[$i - 1][token] .= ' '.$parts[0]; // append this word to last token
continue;
}
}
}
// end - merge cardinal numbers
$last_tag = $parts[1];
$tag[token] = $parts[0];
$tag[tag] = $parts[1];
// start - sequence tags
if($this->sequence_tags)
{
if($sequence[$parts[1]] > 0)
{
$sequence[$parts[1]]++;
}
else
{
$sequence[$parts[1]] = 1;
}
$tag[seq] = $sequence[$parts[1]];
}
// end sequence proper nouns
// start - tag masking
if($this->tag_mask_types)
{
if(in_array($parts[1],$this->tag_mask_list))
{
$tag[mask] = '*';
}
else
{
$tag[mask] = $parts[0];
}
}
// end - tag masking
$tagrec[] = $tag;
$i++;
}
$tagdata = array();
$tagdata[tagged] = $tagrec;
$tagdata[sentence] = '';
$tagdata[tag_set] = '';
$tagdata[mask_set] = '';
foreach($tagrec as $k => $v)
{
// sentence
if($tagdata[sentence] != '') $tagdata[sentence] .= ' ';
$tagdata[sentence] .= $v[token];
// tag set
if($tagdata[tag_set] != '') $tagdata[tag_set] .= ' ';
if($this->sequence_tags)
{
$tagdata[tag_set] .= '{'.$v[tag].'-'.$v[seq].'}';
}
else
{
$tagdata[tag_set] .= '{'.$v[tag].'}';
}
// mask set
if($tagdata[mask_set] != '') $tagdata[mask_set] .= ' ';
if($v[mask] == '*')
{
if($this->sequence_tags)
{
$tagdata[mask_set] .= '{'.$v[tag].'-'.$v[seq].'}';
}
else
{
$tagdata[mask_set] .= '{'.$v[tag].'}';
}
}
else
{
$tagdata[mask_set] .= $v[mask];
}
}
// generate hashes
if($this->hash_type == 'md5')
{
$tagdata[hash_sentence] = md5($tagdata[sentence]);
$tagdata[hash_tag_set] = md5($tagdata[tag_set]);
$tagdata[hash_mask_set] = md5($tagdata[mask_set]);
}
else if($this->hash_type == 'base64')
{
$tagdata[hash_sentence] = base64_encode($tagdata[sentence]);
$tagdata[hash_tag_set] = base64_encode($tagdata[tag_set]);
$tagdata[hash_mask_set] = base64_encode($tagdata[mask_set]);
}
else if($this->hash_type == 'sha1')
{
$tagdata[hash_sentence] = sha1($tagdata[sentence]);
$tagdata[hash_tag_set] = sha1($tagdata[tag_set]);
$tagdata[hash_mask_set] = sha1($tagdata[mask_set]);
}
$arr[] = $tagdata; // add seqntence array to output array
}
return $arr;
}
public function spellcheck($txt)
{
$o = '';
if(function_exists(pspell_new))
{
$pspell_link = pspell_new("en");
foreach($words as $k => $v)
{
if (!pspell_check($pspell_link, $v))
{
$o .= pspell_suggest($pspell_link, $v).' ';
}
}
$txt = $o;
}
return $txt;
}
}
// EOF