  
  from bin.wiki_entity_linking import wikipedia_processor as wp, wikidata_processor as wd
  from bin.wiki_entity_linking import kb_creator
  from bin.wiki_entity_linking import TRAINING_DATA_FILE, KB_FILE, ENTITY_DESCR_PATH, KB_MODEL_DIR, LOG_FORMAT
  from bin.wiki_entity_linking import ENTITY_FREQ_PATH, PRIOR_PROB_PATH, ENTITY_DEFS_PATH, ENTITY_ALIAS_PATH
  import spacy
 
</s> remove from bin.wiki_entity_linking import ENTITY_FREQ_PATH, PRIOR_PROB_PATH, ENTITY_DEFS_PATH
 </s> add from bin.wiki_entity_linking import ENTITY_FREQ_PATH, PRIOR_PROB_PATH, ENTITY_DEFS_PATH, ENTITY_ALIAS_PATH </s> remove from bin.wiki_entity_linking import training_set_creator
 </s> add  </s> remove from bin.wiki_entity_linking import training_set_creator
 </s> add from bin.wiki_entity_linking import wikipedia_processor
from bin.wiki_entity_linking import wiki_io as io
  
  from bin.wiki_entity_linking import wikipedia_processor as wp, wikidata_processor as wd
from bin.wiki_entity_linking import wiki_io as io
  from bin.wiki_entity_linking import kb_creator
  from bin.wiki_entity_linking import TRAINING_DATA_FILE, KB_FILE, ENTITY_DESCR_PATH, KB_MODEL_DIR, LOG_FORMAT
  from bin.wiki_entity_linking import ENTITY_FREQ_PATH, PRIOR_PROB_PATH, ENTITY_DEFS_PATH, ENTITY_ALIAS_PATH
  import spacy
keep add 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/wikidata_pretrain_kb.py