



"""simple docstring"""




import math

def 		__snake_case		(   SCREAMING_SNAKE_CASE__			:		int       )						->     str:





     '''simple docstring'''

     if number == 0:
          _UpperCAmelCase    :			Optional[int]              =					"Zero"
          return words
     else:
          _UpperCAmelCase    :			List[str]              =					math.logaa(SCREAMING_SNAKE_CASE__       )
          _UpperCAmelCase    :			Optional[Any]              =					digits + 1
          _UpperCAmelCase    :			Optional[int]              =					{}
          _UpperCAmelCase    :			List[Any]              =					""
          _UpperCAmelCase    :			List[Any]              =					"One"
          _UpperCAmelCase    :			Dict              =					"Two"
          _UpperCAmelCase    :			Dict              =					"Three"
          _UpperCAmelCase    :			List[str]              =					"Four"
          _UpperCAmelCase    :			int              =					"Five"
          _UpperCAmelCase    :			List[Any]              =					"Six"
          _UpperCAmelCase    :			Optional[int]              =					"Seven"
          _UpperCAmelCase    :			Optional[int]              =					"Eight"
          _UpperCAmelCase    :			Dict              =					"Nine"

          _UpperCAmelCase    :			Any              =					{}
          _UpperCAmelCase    :			Optional[int]              =					""
          _UpperCAmelCase    :			int              =					"Twenty"
          _UpperCAmelCase    :			List[Any]              =					"Thirty"
          _UpperCAmelCase    :			Optional[Any]              =					"Forty"
          _UpperCAmelCase    :			int              =					"Fifty"
          _UpperCAmelCase    :			Dict              =					"Sixty"
          _UpperCAmelCase    :			List[str]              =					"Seventy"
          _UpperCAmelCase    :			Optional[int]              =					"Eighty"
          _UpperCAmelCase    :			int              =					"Ninety"

          _UpperCAmelCase    :			int              =					{}
          _UpperCAmelCase    :			Dict              =					"Ten"
          _UpperCAmelCase    :			Optional[Any]              =					"Eleven"
          _UpperCAmelCase    :			Dict              =					"Twelve"
          _UpperCAmelCase    :			str              =					"Thirteen"
          _UpperCAmelCase    :			Tuple              =					"Fourteen"
          _UpperCAmelCase    :			Any              =					"Fifteen"
          _UpperCAmelCase    :			Union[str, Any]              =					"Sixteen"
          _UpperCAmelCase    :			str              =					"Seventeen"
          _UpperCAmelCase    :			int              =					"Eighteen"
          _UpperCAmelCase    :			Optional[Any]              =					"Nineteen"

          _UpperCAmelCase    :			int              =					{}
          _UpperCAmelCase    :			List[str]              =					"Hundred,"
          _UpperCAmelCase    :			Optional[int]              =					"Thousand,"
          _UpperCAmelCase    :			List[str]              =					"Lakh,"
          _UpperCAmelCase    :			List[Any]              =					"Crore,"

          _UpperCAmelCase    :			Any              =					number
          _UpperCAmelCase    :			Any              =					""
          _UpperCAmelCase    :			int              =					0
          _UpperCAmelCase    :			List[str]              =					int(SCREAMING_SNAKE_CASE__       )
          while counter < digits:
               _UpperCAmelCase    :			int              =					temp_num % 10
               if counter % 2 == 0:
                    _UpperCAmelCase    :			Optional[int]              =					""
                    if counter in placevalue and current != 0:
                         _UpperCAmelCase    :			Tuple              =					placevalue[counter]
                    if counter == 2:
                         _UpperCAmelCase    :			Any              =					singles[current] + addition + words
                    elif counter == 0:
                         if ((temp_num % 100) // 10) == 1:
                              _UpperCAmelCase    :			Optional[Any]              =					teens[current] + addition + words
                              _UpperCAmelCase    :			int              =					temp_num // 10
                              counter += 1
                         else:
                              _UpperCAmelCase    :			str              =					singles[current] + addition + words

                    else:
                         _UpperCAmelCase    :			Tuple              =					doubles[current] + addition + words

               else:
                    if counter == 1:
                         if current == 1:
                              _UpperCAmelCase    :			Dict              =					teens[number % 10] + words
                         else:
                              _UpperCAmelCase    :			Dict              =					""
                              if counter in placevalue:
                                   _UpperCAmelCase    :			Tuple              =					placevalue[counter]
                              _UpperCAmelCase    :			Dict              =					doubles[current] + addition + words
                    else:
                         _UpperCAmelCase    :			int              =					""
                         if counter in placevalue:
                              if current == 0 and ((temp_num % 100) // 10) == 0:
                                   _UpperCAmelCase    :			Tuple              =					""
                              else:
                                   _UpperCAmelCase    :			Optional[int]              =					placevalue[counter]
                         if ((temp_num % 100) // 10) == 1:
                              _UpperCAmelCase    :			Dict              =					teens[current] + addition + words
                              _UpperCAmelCase    :			List[str]              =					temp_num // 10
                              counter += 1
                         else:
                              _UpperCAmelCase    :			List[str]              =					singles[current] + addition + words
               counter += 1
               _UpperCAmelCase    :			Union[str, Any]              =					temp_num // 10
     return words


if __name__ == "__main__":
 import doctest

 doctest.testmod()





"""simple docstring"""




import argparse
import json
import re
import string
import sys
from collections import Counter

def 		__snake_case		(   SCREAMING_SNAKE_CASE__			:		Optional[int]       )						->     Union[str, Any]:





     '''simple docstring'''

     def remove_articles(SCREAMING_SNAKE_CASE__			:		Tuple       ):
          return re.sub(R"\b(a|an|the)\b"		,						" "		,						SCREAMING_SNAKE_CASE__       )

     def white_space_fix(SCREAMING_SNAKE_CASE__			:		Any       ):
          return " ".join(text.split()       )

     def remove_punc(SCREAMING_SNAKE_CASE__			:		Optional[int]       ):
          _UpperCAmelCase    :			List[str]              =					set(string.punctuation       )
          return "".join(ch for ch in text if ch not in exclude       )

     def lower(SCREAMING_SNAKE_CASE__			:		List[str]       ):
          return text.lower()

     return white_space_fix(remove_articles(remove_punc(lower(SCREAMING_SNAKE_CASE__       )       )       )       )

def 		__snake_case		(   SCREAMING_SNAKE_CASE__			:		Union[str, Any]		,						SCREAMING_SNAKE_CASE__			:		str       )						->     Dict:





     '''simple docstring'''

     _UpperCAmelCase    :			List[Any]              =					normalize_answer(SCREAMING_SNAKE_CASE__       ).split()
     _UpperCAmelCase    :			Tuple              =					normalize_answer(SCREAMING_SNAKE_CASE__       ).split()
     _UpperCAmelCase    :			List[Any]              =					Counter(SCREAMING_SNAKE_CASE__       ) & Counter(SCREAMING_SNAKE_CASE__       )
     _UpperCAmelCase    :			List[str]              =					sum(common.values()       )
     if num_same == 0:
          return 0
     _UpperCAmelCase    :			Union[str, Any]              =					1.0 * num_same / len(SCREAMING_SNAKE_CASE__       )
     _UpperCAmelCase    :			Union[str, Any]              =					1.0 * num_same / len(SCREAMING_SNAKE_CASE__       )
     _UpperCAmelCase    :			Union[str, Any]              =					(2 * precision * recall) / (precision + recall)
     return fa

def 		__snake_case		(   SCREAMING_SNAKE_CASE__			:		Union[str, Any]		,						SCREAMING_SNAKE_CASE__			:		Dict       )						->     str:





     '''simple docstring'''

     return normalize_answer(SCREAMING_SNAKE_CASE__       ) == normalize_answer(SCREAMING_SNAKE_CASE__       )

def 		__snake_case		(   SCREAMING_SNAKE_CASE__			:		List[Any]		,						SCREAMING_SNAKE_CASE__			:		Dict		,						SCREAMING_SNAKE_CASE__			:		Optional[Any]       )						->     str:





     '''simple docstring'''

     _UpperCAmelCase    :			int              =					[]
     for ground_truth in ground_truths:
          _UpperCAmelCase    :			Dict              =					metric_fn(SCREAMING_SNAKE_CASE__		,						SCREAMING_SNAKE_CASE__       )
          scores_for_ground_truths.append(SCREAMING_SNAKE_CASE__       )
     return max(SCREAMING_SNAKE_CASE__       )

def 		__snake_case		(   SCREAMING_SNAKE_CASE__			:		Optional[int]		,						SCREAMING_SNAKE_CASE__			:		Any       )						->     Tuple:





     '''simple docstring'''

     _UpperCAmelCase    :			str              =					0
     _UpperCAmelCase    :			int              =					[]
     for passage in dataset:
          for qa in passage["qas"]:
               total += 1
               if qa["id"] not in predictions:
                    _UpperCAmelCase    :			List[Any]              =					f'Unanswered question {qa["id"]} will receive score 0.'
                    print(SCREAMING_SNAKE_CASE__		,						file=sys.stderr       )
                    continue

               _UpperCAmelCase    :			Union[str, Any]              =					[x["text"] for x in qa["answers"]]
               _UpperCAmelCase    :			Optional[int]              =					predictions[qa["id"]]

               _UpperCAmelCase    :			int              =					metric_max_over_ground_truths(SCREAMING_SNAKE_CASE__		,						SCREAMING_SNAKE_CASE__		,						SCREAMING_SNAKE_CASE__       )
               if int(_exact_match       ) == 1:
                    correct_ids.append(qa["id"]       )
               exact_match += _exact_match

               fa += metric_max_over_ground_truths(SCREAMING_SNAKE_CASE__		,						SCREAMING_SNAKE_CASE__		,						SCREAMING_SNAKE_CASE__       )

     _UpperCAmelCase    :			List[str]              =					exact_match / total
     _UpperCAmelCase    :			str              =					fa / total

     return {"exact_match": exact_match, "f1": fa}, correct_ids


if __name__ == "__main__":
 _lowerCAmelCase       :      Any							=							"1.0"
 _lowerCAmelCase       :      Any							=							argparse.ArgumentParser("Official evaluation script for ReCoRD v1.0.")
 parser.add_argument("data_file", help="The dataset file in JSON format.")
 parser.add_argument("pred_file", help="The model prediction file in JSON format.")
 parser.add_argument("--output_correct_ids", action="store_true", help="Output the correctly answered query IDs.")
 _lowerCAmelCase       :      Tuple							=							parser.parse_args()

 with open(args.data_file) as data_file:
  _lowerCAmelCase       :      int							=							json.load(data_file)
  if dataset_json["version"] != expected_version:
   print(
       F"Evaluation expects v-{expected_version}, but got dataset with v-{dataset_json['version']}",
       file=sys.stderr,
   )
  _lowerCAmelCase       :      List[str]							=							dataset_json["data"]

 with open(args.pred_file) as pred_file:
  _lowerCAmelCase       :      str							=							json.load(pred_file)

 _lowerCAmelCase,		_lowerCAmelCase       :      List[Any]							=							evaluate(dataset, predictions)

 if args.output_correct_ids:
  print(F"Output {len(correct_ids)} correctly answered question IDs.")
  with open("correct_ids.json", "w") as f:
   json.dump(correct_ids, f)
