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Differences Between: [Versions 311 and 400] [Versions 311 and 401] [Versions 311 and 402] [Versions 311 and 403]

   1  <?php
   2  
   3  declare(strict_types=1);
   4  
   5  namespace Phpml\FeatureExtraction;
   6  
   7  use Phpml\Tokenization\Tokenizer;
   8  use Phpml\Transformer;
   9  
  10  class TokenCountVectorizer implements Transformer
  11  {
  12      /**
  13       * @var Tokenizer
  14       */
  15      private $tokenizer;
  16  
  17      /**
  18       * @var StopWords|null
  19       */
  20      private $stopWords;
  21  
  22      /**
  23       * @var float
  24       */
  25      private $minDF;
  26  
  27      /**
  28       * @var array
  29       */
  30      private $vocabulary = [];
  31  
  32      /**
  33       * @var array
  34       */
  35      private $frequencies = [];
  36  
  37      public function __construct(Tokenizer $tokenizer, ?StopWords $stopWords = null, float $minDF = 0.0)
  38      {
  39          $this->tokenizer = $tokenizer;
  40          $this->stopWords = $stopWords;
  41          $this->minDF = $minDF;
  42      }
  43  
  44      public function fit(array $samples, ?array $targets = null): void
  45      {
  46          $this->buildVocabulary($samples);
  47      }
  48  
  49      public function transform(array &$samples): void
  50      {
  51          array_walk($samples, function (string &$sample): void {
  52              $this->transformSample($sample);
  53          });
  54  
  55          $this->checkDocumentFrequency($samples);
  56      }
  57  
  58      public function getVocabulary(): array
  59      {
  60          return array_flip($this->vocabulary);
  61      }
  62  
  63      private function buildVocabulary(array &$samples): void
  64      {
  65          foreach ($samples as $sample) {
  66              $tokens = $this->tokenizer->tokenize($sample);
  67              foreach ($tokens as $token) {
  68                  $this->addTokenToVocabulary($token);
  69              }
  70          }
  71      }
  72  
  73      private function transformSample(string &$sample): void
  74      {
  75          $counts = [];
  76          $tokens = $this->tokenizer->tokenize($sample);
  77  
  78          foreach ($tokens as $token) {
  79              $index = $this->getTokenIndex($token);
  80              if ($index !== false) {
  81                  $this->updateFrequency($token);
  82                  if (!isset($counts[$index])) {
  83                      $counts[$index] = 0;
  84                  }
  85  
  86                  ++$counts[$index];
  87              }
  88          }
  89  
  90          foreach ($this->vocabulary as $index) {
  91              if (!isset($counts[$index])) {
  92                  $counts[$index] = 0;
  93              }
  94          }
  95  
  96          ksort($counts);
  97  
  98          $sample = $counts;
  99      }
 100  
 101      /**
 102       * @return int|bool
 103       */
 104      private function getTokenIndex(string $token)
 105      {
 106          if ($this->isStopWord($token)) {
 107              return false;
 108          }
 109  
 110          return $this->vocabulary[$token] ?? false;
 111      }
 112  
 113      private function addTokenToVocabulary(string $token): void
 114      {
 115          if ($this->isStopWord($token)) {
 116              return;
 117          }
 118  
 119          if (!isset($this->vocabulary[$token])) {
 120              $this->vocabulary[$token] = count($this->vocabulary);
 121          }
 122      }
 123  
 124      private function isStopWord(string $token): bool
 125      {
 126          return $this->stopWords !== null && $this->stopWords->isStopWord($token);
 127      }
 128  
 129      private function updateFrequency(string $token): void
 130      {
 131          if (!isset($this->frequencies[$token])) {
 132              $this->frequencies[$token] = 0;
 133          }
 134  
 135          ++$this->frequencies[$token];
 136      }
 137  
 138      private function checkDocumentFrequency(array &$samples): void
 139      {
 140          if ($this->minDF > 0) {
 141              $beyondMinimum = $this->getBeyondMinimumIndexes(count($samples));
 142              foreach ($samples as &$sample) {
 143                  $this->resetBeyondMinimum($sample, $beyondMinimum);
 144              }
 145          }
 146      }
 147  
 148      private function resetBeyondMinimum(array &$sample, array $beyondMinimum): void
 149      {
 150          foreach ($beyondMinimum as $index) {
 151              $sample[$index] = 0;
 152          }
 153      }
 154  
 155      private function getBeyondMinimumIndexes(int $samplesCount): array
 156      {
 157          $indexes = [];
 158          foreach ($this->frequencies as $token => $frequency) {
 159              if (($frequency / $samplesCount) < $this->minDF) {
 160                  $indexes[] = $this->getTokenIndex((string) $token);
 161              }
 162          }
 163  
 164          return $indexes;
 165      }
 166  }