      with bz2.open(wikipedia_input, mode="rb") as file:
          line = file.readline()
          cnt = 0
          while line and (not limit or cnt < limit):
              if cnt % 25000000 == 0:
                  logger.info("processed {} lines of Wikipedia XML dump".format(cnt))
              clean_line = line.strip().decode("utf-8")
  
              aliases, entities, normalizations = get_wp_links(clean_line)
              for alias, entity, norm in zip(aliases, entities, normalizations):
 
</s> remove         cnt = 0
 </s> add  </s> remove             aliases, entities, normalizations = get_wp_links(clean_line)
            for alias, entity, norm in zip(aliases, entities, normalizations):
                _store_alias(alias, entity, normalize_alias=norm, normalize_entity=True)
                _store_alias(alias, entity, normalize_alias=norm, normalize_entity=True)
 </s> add             # we attempt at reading the article's ID (but not the revision or contributor ID)
            if "<revision>" in clean_line or "<contributor>" in clean_line:
                read_id = False
            if "<page>" in clean_line:
                read_id = True

            if read_id:
                ids = id_regex.search(clean_line)
                if ids:
                    current_article_id = ids[0]

            # only processing prior probabilities from true training (non-dev) articles
            if not is_dev(current_article_id):
                aliases, entities, normalizations = get_wp_links(clean_line)
                for alias, entity, norm in zip(aliases, entities, normalizations):
                    _store_alias(
                        alias, entity, normalize_alias=norm, normalize_entity=True
                    ) </s> remove             if cnt % 500000 == 0:
                logger.info("processed {} lines of WikiData dump".format(cnt))
 </s> add             if cnt % 500000 == 0 and cnt > 0:
                logger.info("processed {} lines of WikiData JSON dump".format(cnt)) </s> remove     with gzip.open(wikidata_file, mode='rb') as file:
 </s> add     with bz2.open(wikidata_file, mode='rb') as file:
            if cnt % 25000000 == 0 and cnt > 0:
      with bz2.open(wikipedia_input, mode="rb") as file:
          line = file.readline()
          cnt = 0
          while line and (not limit or cnt < limit):
            if cnt % 25000000 == 0 and cnt > 0:
                  logger.info("processed {} lines of Wikipedia XML dump".format(cnt))
              clean_line = line.strip().decode("utf-8")
  
              aliases, entities, normalizations = get_wp_links(clean_line)
              for alias, entity, norm in zip(aliases, entities, normalizations):
keep keep keep keep replace keep keep keep keep keep
 KB extensions and better parsing of WikiData (#4375)

* fix overflow error on windows

* more documentation & logging fixes

* md fix

* 3 different limit parameters to play with execution time

* bug fixes directory locations

* small fixes

* exclude dev test articles from prior probabilities stats

* small fixes

* filtering wikidata entities, removing numeric and meta items

* adding aliases from wikidata also to the KB

* fix adding WD aliases

* adding also new aliases to previously added entities

* fixing comma's

* small doc fixes

* adding subclassof filtering

* append alias functionality in KB

* prevent appending the same entity-alias pair

* fix for appending WD aliases

* remove date filter

* remove unnecessary import

* small corrections and reformatting

* remove WD aliases for now (too slow)

* removing numeric entities from training and evaluation

* small fixes

* shortcut during prediction if there is only one candidate

* add counts and fscore logging, remove FP NER from evaluation

* fix entity_linker.predict to take docs instead of single sentences

* remove enumeration sentences from the WP dataset

* entity_linker.update to process full doc instead of single sentence

* spelling corrections and dump locations in readme

* NLP IO fix

* reading KB is unnecessary at the end of the pipeline

* small logging fix

* remove empty files 
bin/wiki_entity_linking/wikipedia_processor.py