<s> import operator <EOL> import argparse <EOL> import progressbar <EOL> import json <EOL> from spacy . en import English <EOL> def getModalAnswer ( answers ) : <EOL> candidates = { } <EOL> for i in xrange ( <NUM_LIT:10> ) : <EOL> candidates [ answers [ i ] [ '<STR_LIT>' ] ] = <NUM_LIT:1> <EOL> for i in xrange ( <NUM_LIT:10> ) : <EOL> candidates [ answers [ i ] [ '<STR_LIT>' ] ] += <NUM_LIT:1> <EOL> return max ( candidates . iteritems ( ) , key = operator . itemgetter ( <NUM_LIT:1> ) ) [ <NUM_LIT:0> ] <EOL> def getAllAnswer ( answers ) : <EOL> answer_list = [ ] <EOL> for i in xrange ( <NUM_LIT:10> ) : <EOL> answer_list . append ( answers [ i ] [ '<STR_LIT>' ] ) <EOL> return '<STR_LIT:;>' . join ( answer_list ) <EOL> def main ( ) : <EOL> parser = argparse . ArgumentParser ( ) <EOL> parser . add_argument ( '<STR_LIT>' , type = str , default = '<STR_LIT:train>' , <EOL> help = '<STR_LIT>' ) <EOL> parser . add_argument ( '<STR_LIT>' , type = str , default = '<STR_LIT>' , <EOL> help = '<STR_LIT>' ) <EOL> args = parser . parse_args ( ) <EOL> nlp = English ( ) <EOL> if args . split == '<STR_LIT:train>' : <EOL> annFile = '<STR_LIT>' <EOL> quesFile = '<STR_LIT>' <EOL> questions_file = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> questions_id_file = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> questions_lengths_file = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> if args . answers == '<STR_LIT>' : <EOL> answers_file = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> elif args . answers == '<STR_LIT:all>' : <EOL> answers_file = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> coco_image_id = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> data_split = '<STR_LIT>' <EOL> elif args . split == '<STR_LIT>' : <EOL> annFile = '<STR_LIT>' <EOL> quesFile = '<STR_LIT>' <EOL> questions_file = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> questions_id_file = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> questions_lengths_file = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> if args . answers == '<STR_LIT>' : <EOL> answers_file = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> elif args . answers == '<STR_LIT:all>' : <EOL> answers_file = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> coco_image_id = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> data_split = '<STR_LIT>' <EOL> elif args . split == '<STR_LIT>' : <EOL> quesFile = '<STR_LIT>' <EOL> questions_file = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> questions_id_file = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> questions_lengths_file = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> coco_image_id = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> data_split = '<STR_LIT>' <EOL> elif args . split == '<STR_LIT:test>' : <EOL> quesFile = '<STR_LIT>' <EOL> questions_file = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> questions_id_file = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> questions_lengths_file = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> coco_image_id = open ( '<STR_LIT>' , '<STR_LIT:w>' ) <EOL> data_split = '<STR_LIT>' <EOL> else : <EOL> raise RuntimeError ( '<STR_LIT>' ) <EOL> questions = json . load ( open ( quesFile , '<STR_LIT:r>' ) ) <EOL> ques = questions [ '<STR_LIT>' ] <EOL> if args . split == '<STR_LIT:train>' or args . split == '<STR_LIT>' : <EOL> qa = json . load ( open ( annFile , '<STR_LIT:r>' ) ) <EOL> qa = qa [ '<STR_LIT>' ] <EOL> pbar = progressbar . ProgressBar ( ) <EOL> print '<STR_LIT>' <EOL> for i , q in pbar ( zip ( xrange ( len ( ques ) ) , ques ) ) : <EOL> questions_file . write ( ( q [ '<STR_LIT>' ] + '<STR_LIT:\n>' ) . encode ( '<STR_LIT:utf8>' ) ) <EOL> questions_lengths_file . write ( ( str ( len ( nlp ( q [ '<STR_LIT>' ] ) ) ) + '<STR_LIT:\n>' ) . encode ( '<STR_LIT:utf8>' ) ) <EOL> questions_id_file . write ( ( str ( q [ '<STR_LIT>' ] ) + '<STR_LIT:\n>' ) . encode ( '<STR_LIT:utf8>' ) ) <EOL> coco_image_id . write ( ( str ( q [ '<STR_LIT>' ] ) + '<STR_LIT:\n>' ) . encode ( '<STR_LIT:utf8>' ) ) <EOL> if args . split == '<STR_LIT:train>' or args . split == '<STR_LIT>' : <EOL> if args . answers == '<STR_LIT>' : <EOL> answers_file . write ( getModalAnswer ( qa [ i ] [ '<STR_LIT>' ] ) . encode ( '<STR_LIT:utf8>' ) ) <EOL> elif args . answers == '<STR_LIT:all>' : <EOL> answers_file . write ( getAllAnswer ( qa [ i ] [ '<STR_LIT>' ] ) . encode ( '<STR_LIT:utf8>' ) ) <EOL> answers_file . write ( '<STR_LIT:\n>' . encode ( '<STR_LIT:utf8>' ) ) <EOL> print '<STR_LIT>' , data_split <EOL> if __name__ == "<STR_LIT:__main__>" : <EOL> main ( ) </s>
