<s> """<STR_LIT>""" <EOL> import sys <EOL> import logging <EOL> from docopt import docopt <EOL> import refo <EOL> from django . core . exceptions import ObjectDoesNotExist <EOL> from colorama import init as colorama_init <EOL> import iepy <EOL> iepy . setup ( __file__ ) <EOL> from iepy . data import models <EOL> from iepy . data . models import EvidenceCandidate <EOL> from iepy . data . db import CandidateEvidenceManager <EOL> from iepy . extraction . terminal import TerminalEvidenceFormatter <EOL> from iepy . extraction . rules import ( <EOL> load_rules , compile_rule , generate_tokens_to_match <EOL> ) <EOL> from iepy . metrics import result_dict_from_predictions <EOL> logging . basicConfig ( level = logging . INFO , format = '<STR_LIT>' ) <EOL> def run_from_command_line ( ) : <EOL> opts = docopt ( __doc__ , version = iepy . __version__ ) <EOL> relation_name = opts . get ( "<STR_LIT>" ) <EOL> limit = opts . get ( "<STR_LIT>" ) <EOL> rule_name = opts . get ( "<STR_LIT>" ) <EOL> shuffle = opts . get ( "<STR_LIT>" ) <EOL> create_evidences = opts . get ( "<STR_LIT>" ) <EOL> if limit is None : <EOL> limit = - <NUM_LIT:1> <EOL> try : <EOL> limit = int ( limit ) <EOL> except ValueError : <EOL> logging . error ( "<STR_LIT>" ) <EOL> sys . exit ( <NUM_LIT:1> ) <EOL> try : <EOL> relation = models . Relation . objects . get ( name = relation_name ) <EOL> except ObjectDoesNotExist : <EOL> logging . error ( "<STR_LIT>" . format ( relation_name ) ) <EOL> sys . exit ( <NUM_LIT:1> ) <EOL> rules = get_rules ( rule_name ) <EOL> rule_regexes = [ <EOL> ( rule . __name__ , compile_rule ( rule , relation ) , rule . answer ) for rule in rules <EOL> ] <EOL> if EvidenceCandidate . objects . all ( ) . count ( ) == <NUM_LIT:0> : <EOL> create_evidences = True <EOL> evidences = CandidateEvidenceManager . candidates_for_relation ( <EOL> relation , create_evidences , seg_limit = limit , shuffle_segs = shuffle <EOL> ) <EOL> conflict_solver = CandidateEvidenceManager . conflict_resolution_newest_wins <EOL> answers = CandidateEvidenceManager . labels_for ( <EOL> relation , evidences , conflict_solver <EOL> ) <EOL> run_tests ( rule_regexes , evidences , answers ) <EOL> def run_tests ( rule_regexes , evidences , answers ) : <EOL> predictions = [ ] <EOL> real_labels = [ ] <EOL> evidences_with_labels = [ ] <EOL> colorama_init ( ) <EOL> formatter = TerminalEvidenceFormatter ( ) <EOL> for name , regex , answer in rule_regexes : <EOL> title = "<STR_LIT>" . format ( name , answer ) <EOL> print ( "<STR_LIT>" . format ( title , "<STR_LIT:->" * len ( title ) ) ) <EOL> anything_matched = False <EOL> for evidence in evidences : <EOL> tokens_to_match = generate_tokens_to_match ( evidence ) <EOL> match = refo . match ( regex , tokens_to_match ) <EOL> if match : <EOL> anything_matched = True <EOL> print ( "<STR_LIT>" . format ( formatter . colored_text ( evidence ) ) ) <EOL> if evidence in answers and answers [ evidence ] is not None : <EOL> evidences_with_labels . append ( evidence ) <EOL> real_labels . append ( answers [ evidence ] ) <EOL> if match : <EOL> predictions . append ( answer ) <EOL> else : <EOL> predictions . append ( False ) <EOL> if not anything_matched : <EOL> print ( "<STR_LIT>" ) <EOL> print ( ) <EOL> if real_labels : <EOL> results = result_dict_from_predictions ( <EOL> evidences_with_labels , real_labels , predictions <EOL> ) <EOL> results . pop ( "<STR_LIT>" ) <EOL> keys = [ <EOL> "<STR_LIT>" , "<STR_LIT>" , <EOL> "<STR_LIT>" , "<STR_LIT>" , <EOL> "<STR_LIT>" , "<STR_LIT>" , <EOL> "<STR_LIT>" , "<STR_LIT>" , <EOL> ] <EOL> title = "<STR_LIT>" <EOL> print ( "<STR_LIT>" . format ( title , "<STR_LIT:->" * len ( title ) ) ) <EOL> for key in keys : <EOL> print ( "<STR_LIT>" . format ( key , results [ key ] ) ) <EOL> def get_rules ( rule_name ) : <EOL> rules = load_rules ( ) <EOL> if rule_name : <EOL> rules = [ x for x in rules if x . __name__ == rule_name ] <EOL> if not rules : <EOL> logging . error ( "<STR_LIT>" . format ( rule_name ) ) <EOL> sys . exit ( <NUM_LIT:1> ) <EOL> return rules <EOL> if __name__ == "<STR_LIT:__main__>" : <EOL> run_from_command_line ( ) </s>
