Example #1
0
void CTagger::updateScores(const CTwoStringVector* tagged, const CTwoStringVector* correct, unsigned long round) {

   static int i , j ;
   static CStateItem item ;
   static CStringVector raw;

   if ( *tagged != *correct ) {

      // get raw sentence from tagged output
      raw.clear();
      for (i=0; i<tagged->size(); ++i)
         getCharactersFromUTF8String(tagged->at(i).first, &raw);

      buildStateItem( &raw, tagged, &item );
      for (i=0; i<tagged->size(); ++i)
         getOrUpdateLocalScore(&raw, &item, i, -1, round);


      buildStateItem( &raw, correct, &item );
      for (i=0; i<correct->size(); ++i)
         getOrUpdateLocalScore(&raw, &item, i, 1, round);

   }

   if ( round > m_nNumberOfCurrentTrainingExample ) {

      m_nNumberOfCurrentTrainingExample = round ;

      // Updates that are common for all example
      for ( i=0; i<correct->size(); ++i ) {

         const CWord &word = correct->at(i).first ;
         unsigned long tag = CTag( correct->at(i).second ).code() ;

         CStringVector chars;
         chars.clear();
         getCharactersFromUTF8String(correct->at(i).first, &chars);

         m_weights->m_mapWordFrequency[word]++;
         if (m_weights->m_mapWordFrequency[word]>m_weights->m_nMaxWordFrequency) m_weights->m_nMaxWordFrequency = m_weights->m_mapWordFrequency[word];

         m_weights->m_mapTagDictionary.add(word, tag);
         for ( j = 0 ; j < chars.size() ; ++j ) m_weights->m_mapCharTagDictionary.add(chars[j], tag) ;

         if ( !m_weights->m_Knowledge ||
             (!m_weights->m_Knowledge->isFWorCD(chars[0])&&!m_weights->m_Knowledge->isFWorCD(chars[chars.size()-1])))
         m_weights->setMaxLengthByTag( tag , chars.size() ) ;
      }

   }

}
Example #2
0
void CTagger::updateScores(const CTwoStringVector* tagged, const CTwoStringVector* correct, unsigned long round) {

    static int i , j ;

    if ( *tagged != *correct ) {
        for (i=0; i<tagged->size(); ++i)
            updateLocalFeatureVector(eSubtract, tagged, i, round);
        for (i=0; i<correct->size(); ++i)
            updateLocalFeatureVector(eAdd, correct, i, round);
    }

    if (round>m_nNumberOfCurrentTrainingExample) {
        //
        // Updates that are common for all example
        //
        m_nNumberOfCurrentTrainingExample = round;
        for (i=0; i<correct->size(); ++i) {
            CWord word = correct->at(i).first;
            CTag tag(correct->at(i).second);
            CStringVector chars;
            chars.clear();
            getCharactersFromUTF8String(correct->at(i).first, &chars);
            m_weights->m_mapWordFrequency[word]++;
            m_weights->m_mapTagDictionary.add(word, tag);
            if (m_weights->m_mapWordFrequency[word]>m_weights->m_nMaxWordFrequency) m_weights->m_nMaxWordFrequency = m_weights->m_mapWordFrequency[word];
            for ( j = 0 ; j < chars.size() ; ++j ) m_weights->m_mapCharTagDictionary.add(chars[j], tag) ;
        }
    }
}
Example #3
0
bool CTagger::train( const CStringVector * sentence , const CTwoStringVector * correct) {
   ++m_nTrainingRound ;
   buildStateItem( sentence, correct, &m_goldState);
   // Updates that are common for all example
   for ( unsigned i=0; i<correct->size(); ++i ) {

      const CWord &word = correct->at(i).first ;
      unsigned long tag = CTag( correct->at(i).second ).code() ;

      static CStringVector chars;
      chars.clear();
      getCharactersFromUTF8String(correct->at(i).first, &chars);

      m_weights->m_mapWordFrequency[word]++;
      if (m_weights->m_mapWordFrequency[word]>m_weights->m_nMaxWordFrequency)
         m_weights->m_nMaxWordFrequency = m_weights->m_mapWordFrequency[word];

      m_weights->m_mapTagDictionary.add(word, tag);
      for ( unsigned j=0 ; j<chars.size() ; ++j ) {
         m_weights->m_mapCharTagDictionary.add(chars[j], tag) ;
      }

      if ( PENN_TAG_CLOSED[tag] ) {
           m_weights->m_mapCanStart.add(chars[0], tag);
      }

      if ( !m_weights->m_Knowledge ||
          (!m_weights->m_Knowledge->isFWorCD(chars[0])&&
           !m_weights->m_Knowledge->isFWorCD(chars[chars.size()-1])))
         m_weights->setMaxLengthByTag( tag , chars.size() ) ;
   }
   tag( sentence, NULL, NULL, 1, NULL );
   return m_bTrainingError;
}
Example #4
0
void process(const std::string &sInputFile, const std::string &sOutputFile, unsigned long nMaxSentSize) {
   CDoc2Snt doc2snt(sInputFile, nMaxSentSize);
   CSentenceWriter writer(sOutputFile);
   CStringVector sent;
   while (doc2snt.getSentence(sent)) {
      if (sent.size()>0 && sent.back()=="\n")
         sent.pop_back();
      writer.writeSentence(&sent, "");
      sent.clear();
   }
}
Example #5
0
void CFeatureHandle::updateLocalFeatureVector(SCORE_UPDATE method, const CStringVector* outout, int index, int round) { 
   // abstd::cout words              
   CWord word = outout->at(index);
   CWord last_word = index>0 ? outout->at(index-1) : g_emptyWord;
   CTwoWords two_word;
   two_word.allocate(word.str(), last_word.str());
   CStringVector chars;
   chars.clear(); getCharactersFromUTF8String(word.str(), &chars);
   // abstd::cout length
   int length = getUTF8StringLength(word.str()); if (length > LENGTH_MAX-1) length = LENGTH_MAX-1;
   int last_length = getUTF8StringLength(last_word.str()); if (last_length > LENGTH_MAX-1) last_length = LENGTH_MAX-1;
   // abstd::cout chars  
   CWord first_char = getFirstCharFromUTF8String(word.str());
   CWord last_char = getLastCharFromUTF8String(word.str());
   CWord first_char_last_word = index>0 ? getFirstCharFromUTF8String(last_word.str()) : g_emptyWord;
   CWord last_char_last_word = index>0 ? getLastCharFromUTF8String(last_word.str()) : g_emptyWord;
   CWord two_char = index>0 ? last_char_last_word.str() + first_char.str() : g_emptyWord;
   CTwoWords first_and_last_char, lastword_firstchar, currentword_lastchar, firstcharlastword_word, lastword_lastchar;
   first_and_last_char.allocate(first_char.str(), last_char.str());
   if (index>0) {
      lastword_firstchar.allocate(last_word.str(), first_char.str());
      currentword_lastchar.allocate(word.str(), last_char_last_word.str());
      firstcharlastword_word.allocate(first_char_last_word.str(), first_char.str());
      lastword_lastchar.allocate(last_char_last_word.str(), last_char.str());
   }
   
   SCORE_TYPE amount = ( (method==eAdd) ? 1 : -1 ) ;

   m_weights.m_mapSeenWords.updateScore(word, amount, round);
   m_weights.m_mapLastWordByWord.updateScore(two_word, amount, round);
   if (length==1) m_weights.m_mapOneCharWord.updateScore(first_char, amount, round);
   else {
      m_weights.m_mapFirstAndLastChars.updateScore(first_and_last_char, amount, round);
      for (int j=0; j<chars.size()-1; j++) {
         m_weights.m_mapConsecutiveChars.updateScore(chars[j]+chars[j+1], amount, round);
      }
      m_weights.m_mapLengthByFirstChar.updateScore(std::make_pair(first_char, length), amount, round);
      m_weights.m_mapLengthByLastChar.updateScore(std::make_pair(last_char, length), amount, round);
   } 
   if (index>0) {
      m_weights.m_mapSeparateChars.updateScore(two_char, amount, round);
      
      m_weights.m_mapLastWordFirstChar.updateScore(lastword_firstchar, amount, round);
      m_weights.m_mapCurrentWordLastChar.updateScore(currentword_lastchar, amount, round);
      
      m_weights.m_mapFirstCharLastWordByWord.updateScore(firstcharlastword_word, amount, round);
      m_weights.m_mapLastWordByLastChar.updateScore(lastword_lastchar, amount, round);

      m_weights.m_mapLengthByLastWord.updateScore(std::make_pair(last_word, length), amount, round);
      m_weights.m_mapLastLengthByWord.updateScore(std::make_pair(word, last_length), amount, round);
   }
}
Example #6
0
bool CTagger::train( const CStringVector * sentence_input , const CTwoStringVector * correct) {
   ++m_nTrainingRound ;
   static CStringVector sentence;
   m_weights->m_rules.record( correct, &sentence );
   buildStateItem( &sentence, correct, &m_goldState);
//   for (int i=0; i<sentence.size(); ++i)
//      std::cout << m_weights->m_rules.canSeparate(i) << std::endl;

   static unsigned total_size, local_size;
   total_size=0;
   // Updates that are common for all example
   for ( unsigned i=0; i<correct->size(); ++i ) {

      const CWord &word = correct->at(i).first ;
      unsigned long tag = CTag( correct->at(i).second ).code() ;

      static CStringVector chars;
      static unsigned j;
      chars.clear(); 
      getCharactersFromUTF8String(correct->at(i).first, &chars);
      local_size = chars.size();

      m_weights->m_mapWordFrequency[word]++;
      if (m_weights->m_mapWordFrequency[word]>m_weights->m_nMaxWordFrequency) 
         m_weights->m_nMaxWordFrequency = m_weights->m_mapWordFrequency[word];

      m_weights->m_mapTagDictionary.add(word, tag);
      for ( j=0 ; j<local_size; ++j ) {
         m_weights->m_mapCharTagDictionary.add(chars[j], tag) ;
      }

      if ( PENN_TAG_CLOSED[tag] || tag==PENN_TAG_CD ) {
           m_weights->m_mapCanStart.add(chars[0], tag);
      }

//      if ( !m_weights->m_Knowledge ||
//          (!m_weights->m_Knowledge->isFWorCD(chars[0])&&
//           !m_weights->m_Knowledge->isFWorCD(chars[chars.size()-1])))
      bool bNoSep=false;
      for ( j=total_size+1; j<total_size+local_size; ++j) 
         if (!m_weights->m_rules.canSeparate(j)) bNoSep = true;
      if (!bNoSep)
         m_weights->setMaxLengthByTag( tag , local_size ) ;

      total_size += chars.size();
   }
   work( &sentence, NULL, NULL, 1, NULL );
   return m_bTrainingError;
}
Example #7
0
SCORE_TYPE CTagger::getGlobalScore(const CTwoStringVector* tagged) {

   static int i;

   static CStateItem item ;
   static CStringVector raw;

   static SCORE_TYPE rv; rv=0;

   raw.clear();
   for (i=0; i<tagged->size(); ++i)
      getCharactersFromUTF8String(tagged->at(i).first, &raw);

   buildStateItem( &raw, tagged, &item );
   for (i=0; i<tagged->size(); ++i)
      rv += getOrUpdateLocalScore(&raw, &item, i);

   return rv;
}
Example #8
0
void CTagger :: updateLocalFeatureVector( SCORE_UPDATE method , const CTwoStringVector * sentence , unsigned long index , unsigned long round ) {
    // abstd::cout words
    CWord word = sentence->at( index ).first ;
    CWord last_word = index > 0 ? sentence->at( index - 1 ).first : g_emptyWord ;
    CWord next_word = index < sentence->size() - 1 ? sentence->at( index + 1 ).first : g_emptyWord ;
    CStringVector chars , last_chars ;
    chars.clear() ;
    getCharactersFromUTF8String( sentence->at(index).first , &chars ) ;
    last_chars.clear() ;
    if ( index > 0 ) getCharactersFromUTF8String( sentence->at( index - 1 ).first , &last_chars ) ;
    // abstd::cout length
    int length = chars.size() ; //if ( length > LENGTH_MAX-1 ) length = LENGTH_MAX-1 ;
    int last_length = last_chars.size() ; //if ( last_length > LENGTH_MAX-1 ) last_length = LENGTH_MAX-1 ;
    // abstd::cout chars
    CWord first_char = chars[ 0 ];
    CWord last_char = chars[ chars.size() - 1 ];
    CWord first_char_last_word = index > 0 ? last_chars[ 0 ] : g_emptyWord;
    CWord last_char_last_word = index > 0 ? last_chars[ last_chars.size() - 1 ] : g_emptyWord;
    CWord first_char_next_word = index + 1 < sentence->size() ? getFirstCharFromUTF8String( sentence->at( index + 1 ).first ) : g_emptyWord ;
    CWord last_twochar_last_word = last_chars.size() > 1 ? last_chars[ last_chars.size() - 2 ] + last_chars[ last_chars.size() - 1]
                                   : ( index > 1 ? getLastCharFromUTF8String(sentence->at(index-2).first) + last_chars[ 0 ] : g_emptyWord );
    CWord first_twochar = chars.size() > 1 ? chars[ 0 ] + chars [ 1 ] : ( index + 1 <sentence->size() ? chars[ 0 ] + getFirstCharFromUTF8String( sentence->at( index + 1 ).first ) : g_emptyWord );
    CWord currentword_lasttwochar = index > 1 ? last_twochar_last_word.str() + word.str() : g_emptyWord ;
    CWord lastword_firsttwochar = index > 0 && index+1 < sentence->size() ? last_word.str() + first_twochar.str() : g_emptyWord ;

    CWord two_char = index > 0 ? last_char_last_word.str() + first_char.str() : g_emptyWord ;
    CWord lastword_firstchar = index > 0 ? last_word.str() + first_char.str() : g_emptyWord ;
    CWord currentword_lastchar = index > 0 ? last_char_last_word.str() + word.str() : g_emptyWord ;
    CWord three_char = length == 1 ? last_char_last_word.str() + word.str() + first_char_next_word.str() : g_emptyWord ;

    CTwoWords two_word ;

    // abstd::cout tags
    const CTag tag( sentence->at(index).second ) ;
    const CTag last_tag = index > 0 ? CTag( sentence->at( index-1 ).second) : CTag::SENTENCE_BEGIN ;
    const CTag second_last_tag = index > 1 ? CTag( sentence->at( index-2 ).second) : CTag::SENTENCE_BEGIN ;
    const CTagSet<CTag, 2> tag_bigram(encodeTags(tag, last_tag));
    const CTagSet<CTag, 3> tag_trigram(encodeTags(tag, last_tag, second_last_tag));
    CTaggedWord<CTag, TAG_SEPARATOR> wt1, wt2;
    CTwoTaggedWords wt12;

    // abstd::cout the char categories
    long int first_char_cat = m_weights->m_mapCharTagDictionary.lookup(first_char) | (1<<tag.code()) ;
    long int last_char_cat = m_weights->m_mapCharTagDictionary.lookup(last_char) | (1<<tag.code()) ;
    SCORE_TYPE amount = method == eAdd ? 1 : -1 ;

    m_weights->m_mapCurrentTag[ std::make_pair(word, tag) ].updateCurrent( amount , round ) ;
    m_weights->m_mapLastTagByTag[ tag_bigram ].updateCurrent( amount , round ) ;
    m_weights->m_mapLastTwoTagsByTag[ tag_trigram ].updateCurrent( amount , round ) ;
    if ( index > 0 ) {
        if ( last_length <= 2 ) m_weights->m_mapTagByLastWord[ std::make_pair(last_word, tag) ].updateCurrent( amount , round ) ;
        if ( length <= 2 ) m_weights->m_mapLastTagByWord[ std::make_pair(word, last_tag) ].updateCurrent( amount , round ) ;
        if ( length <= 2 ) m_weights->m_mapTagByWordAndPrevChar[ std::make_pair(currentword_lastchar, tag) ].updateCurrent( amount , round ) ;
        if ( last_length <= 2 ) m_weights->m_mapTagByWordAndNextChar[ std::make_pair(lastword_firstchar, last_tag) ].updateCurrent( amount , round ) ;
    }
    if ( length == 1 ) {
        if ( index > 0 && index < sentence->size() - 1 )
            m_weights->m_mapTagOfOneCharWord[ std::make_pair(three_char, tag) ].updateCurrent( amount , round ) ;
    }
    else {
        m_weights->m_mapTagByFirstChar[ std::make_pair(first_char, tag) ].updateCurrent( amount , round ) ;
        m_weights->m_mapTagByLastChar[ std::make_pair(last_char, tag) ].updateCurrent( amount , round ) ;                    //
        m_weights->m_mapTagByFirstCharCat[ std::make_pair(first_char_cat, tag) ].updateCurrent( amount , round ) ;
        m_weights->m_mapTagByLastCharCat[ std::make_pair(last_char_cat, tag) ].updateCurrent( amount , round ) ;
        for ( int j = 0 ; j < chars.size() ; ++ j ) {
            if ( j > 0 && j < chars.size() - 1 )
                m_weights->m_mapTagByChar[ std::make_pair(CWord(chars[j]), tag) ].updateCurrent( amount , round ) ;
            if ( j > 0 ) {
                wt1.load(chars[j], tag);
                wt2.load(first_char);
                wt12.allocate(wt1, wt2);
                m_weights->m_mapTaggedCharByFirstChar[ wt12 ].updateCurrent( amount , round ) ;
                if ( chars[j] == chars[j-1] ) m_weights->m_mapRepeatedCharByTag[ std::make_pair(CWord(chars[j]), tag) ].updateCurrent( amount , round ) ; //
            }
            if (j<chars.size()-1) {
                wt1.load(chars[j], tag);
                wt2.load(last_char);
                wt12.allocate(wt1, wt2);
                m_weights->m_mapTaggedCharByLastChar[ wt12 ].updateCurrent(amount, round);
            }
        }
    }

}