'''simple docstring'''


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


def    _lowerCamelCase       ( lowerCamelCase_   :				str  ):



     """simple docstring"""





     def remove_articles(lowerCamelCase_   :				str  ):
          return re.sub(R'\b(a|an|the)\b'      ,	' '      ,	lowercase_  )

     def white_space_fix(lowerCamelCase_   :				int  ):
          return " ".join(text.split()  )

     def remove_punc(lowerCamelCase_   :				Tuple  ):
          UpperCAmelCase_				:  int  = set(string.punctuation  )
          return "".join(ch for ch in text if ch not in exclude  )

     def lower(lowerCamelCase_   :				List[Any]  ):
          return text.lower()

     return white_space_fix(remove_articles(remove_punc(lower(lowercase_  )  )  )  )


def    _lowerCamelCase       ( lowerCamelCase_   :				Optional[Any]      ,	lowerCamelCase_   :				Optional[Any]  ):



     """simple docstring"""





     UpperCAmelCase_				:  List[Any]  = normalize_answer(lowercase_  ).split()
     UpperCAmelCase_				:  Any  = normalize_answer(lowercase_  ).split()
     UpperCAmelCase_				:  List[Any]  = Counter(lowercase_  ) & Counter(lowercase_  )
     UpperCAmelCase_				:  List[str]  = sum(common.values()  )
     if num_same == 0:
          return 0
     UpperCAmelCase_				:  Optional[Any]  = 1.0 * num_same / len(lowercase_  )
     UpperCAmelCase_				:  Optional[int]  = 1.0 * num_same / len(lowercase_  )
     UpperCAmelCase_				:  Any  = (2 * precision * recall) / (precision + recall)
     return fa


def    _lowerCamelCase       ( lowerCamelCase_   :				str      ,	lowerCamelCase_   :				List[Any]  ):



     """simple docstring"""





     return normalize_answer(lowercase_  ) == normalize_answer(lowercase_  )


def    _lowerCamelCase       ( lowerCamelCase_   :				Optional[int]      ,	lowerCamelCase_   :				List[str]      ,	lowerCamelCase_   :				Dict  ):



     """simple docstring"""





     UpperCAmelCase_				:  Dict  = []
     for ground_truth in ground_truths:
          UpperCAmelCase_				:  Any  = metric_fn(lowercase_      ,	lowercase_  )
          scores_for_ground_truths.append(lowercase_  )
     return max(lowercase_  )


def    _lowerCamelCase       ( lowerCamelCase_   :				str      ,	lowerCamelCase_   :				Tuple  ):



     """simple docstring"""





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

               UpperCAmelCase_				:  List[str]  = [x['text'] for x in qa['answers']]
               UpperCAmelCase_				:  List[Any]  = predictions[qa['id']]

               UpperCAmelCase_				:  Tuple  = metric_max_over_ground_truths(lowercase_      ,	lowercase_      ,	lowercase_  )
               if int(_exact_match  ) == 1:
                    correct_ids.append(qa['id']  )
               exact_match += _exact_match

               fa += metric_max_over_ground_truths(lowercase_      ,	lowercase_      ,	lowercase_  )

     UpperCAmelCase_				:  int  = exact_match / total
     UpperCAmelCase_				:  List[Any]  = fa / total

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


if __name__ == "__main__":
 snake_case__	:     Optional[Any]      =    '''1.0'''
 snake_case__	:     Optional[int]      =    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.''')
 snake_case__	:     List[Any]      =    parser.parse_args()

 with open(args.data_file) as data_file:
  snake_case__	:     str      =    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,
   )
  snake_case__	:     Union[str, Any]      =    dataset_json['''data''']

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

 snake_case__     , snake_case__	:     Optional[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)









import unittest

from diffusers import __version__
from diffusers.utils import deprecate







class 					__lowerCamelCase							(      unittest.TestCase      ):
      lowerCamelCase_      : Dict  			=   '.'.join([str(int(__version__.split('.'      )[0]      ) + 1      )] + __version__.split('.'      )[1:]      )
      lowerCamelCase_      : int  			=   '0.0.1'







      def       lowerCAmelCase_       (	self  )		->			Optional[int]:
        snake_case_					= {"""deprecated_arg""": 4}

        with self.assertWarns(lowerCamelCase  ) as warning:
          snake_case_					= deprecate("""deprecated_arg"""				,    self.higher_version				,    """message"""				,    take_from=lowerCamelCase  )

        assert output == 4
        assert (
            str(warning.warning  )
            == f'''The `deprecated_arg` argument is deprecated and will be removed in version {self.higher_version}.'''
            " message"
        )







      def       lowerCAmelCase_       (	self  )		->			List[Any]:
        snake_case_					= {"""deprecated_arg""": 4}

        with self.assertWarns(lowerCamelCase  ) as warning:
          snake_case_					= deprecate(("""deprecated_arg""", self.higher_version, """message""")				,    take_from=lowerCamelCase  )

        assert output == 4
        assert (
            str(warning.warning  )
            == f'''The `deprecated_arg` argument is deprecated and will be removed in version {self.higher_version}.'''
            " message"
        )







      def       lowerCAmelCase_       (	self  )		->			int:
        snake_case_					= {"""deprecated_arg_1""": 4, """deprecated_arg_2""": 8}
        with self.assertWarns(lowerCamelCase  ) as warning:
          snake_case_		,							snake_case_					= deprecate(
              ("""deprecated_arg_1""", self.higher_version, """Hey""")				,    ("""deprecated_arg_2""", self.higher_version, """Hey""")				,    take_from=lowerCamelCase				,    )
        assert output_a == 4
        assert output_a == 8
        assert (
            str(warning.warnings[0].message  )
            == "The `deprecated_arg_1` argument is deprecated and will be removed in version"
            f''' {self.higher_version}. Hey'''
        )
        assert (
            str(warning.warnings[1].message  )
            == "The `deprecated_arg_2` argument is deprecated and will be removed in version"
            f''' {self.higher_version}. Hey'''
        )







      def       lowerCAmelCase_       (	self  )		->			Any:
        snake_case_					= {"""deprecated_arg""": 4}

        with self.assertRaises(lowerCamelCase  ) as error:
          deprecate(("""wrong_arg""", self.higher_version, """message""")				,    take_from=lowerCamelCase  )

        assert "test_deprecate_function_incorrect_arg in" in str(error.exception  )
        assert "line" in str(error.exception  )
        assert "got an unexpected keyword argument `deprecated_arg`" in str(error.exception  )







      def       lowerCAmelCase_       (	self  )		->			Optional[Any]:
        with self.assertWarns(lowerCamelCase  ) as warning:
          deprecate(("""deprecated_arg""", self.higher_version, """message""")  )

        assert (
            str(warning.warning  )
            == f'''`deprecated_arg` is deprecated and will be removed in version {self.higher_version}. message'''
        )







      def       lowerCAmelCase_       (	self  )		->			Any:
        with self.assertWarns(lowerCamelCase  ) as warning:
          deprecate(
              ("""deprecated_arg_1""", self.higher_version, """Hey""")				,    ("""deprecated_arg_2""", self.higher_version, """Hey""")				,    )
        assert (
            str(warning.warnings[0].message  )
            == f'''`deprecated_arg_1` is deprecated and will be removed in version {self.higher_version}. Hey'''
        )
        assert (
            str(warning.warnings[1].message  )
            == f'''`deprecated_arg_2` is deprecated and will be removed in version {self.higher_version}. Hey'''
        )







      def       lowerCAmelCase_       (	self  )		->			Any:







        class 					__lowerCamelCase							:
              lowerCamelCase_      : Dict  			=   5

        with self.assertWarns(lowerCamelCase  ) as warning:
          snake_case_					= deprecate(("""arg""", self.higher_version, """message""")				,    take_from=Args()  )

        assert arg == 5
        assert (
            str(warning.warning  )
            == f'''The `arg` attribute is deprecated and will be removed in version {self.higher_version}. message'''
        )







      def       lowerCAmelCase_       (	self  )		->			Any:







        class 					__lowerCamelCase							:
              lowerCamelCase_      : str  			=   5
              lowerCamelCase_      : List[str]  			=   7

        with self.assertWarns(lowerCamelCase  ) as warning:
          snake_case_		,							snake_case_					= deprecate(
              ("""arg""", self.higher_version, """message""")				,    ("""foo""", self.higher_version, """message""")				,    ("""does not exist""", self.higher_version, """message""")				,    take_from=Args()				,    )

        assert arg_a == 5
        assert arg_a == 7
        assert (
            str(warning.warning  )
            == f'''The `arg` attribute is deprecated and will be removed in version {self.higher_version}. message'''
        )
        assert (
            str(warning.warnings[0].message  )
            == f'''The `arg` attribute is deprecated and will be removed in version {self.higher_version}. message'''
        )
        assert (
            str(warning.warnings[1].message  )
            == f'''The `foo` attribute is deprecated and will be removed in version {self.higher_version}. message'''
        )







      def       lowerCAmelCase_       (	self  )		->			int:
        snake_case_					= {"""deprecated_arg""": 4}

        with self.assertRaises(lowerCamelCase  ) as error:
          deprecate(("""wrong_arg""", self.lower_version, """message""")				,    take_from=lowerCamelCase  )

        assert (
            str(error.exception  )
            == "The deprecation tuple ('wrong_arg', '0.0.1', 'message') should be removed since diffusers' version"
            f''' {__version__} is >= {self.lower_version}'''
        )







      def       lowerCAmelCase_       (	self  )		->			List[Any]:
        with self.assertWarns(lowerCamelCase  ) as warning:
          deprecate(("""deprecated_arg""", self.higher_version, """This message is better!!!""")				,    standard_warn=lowerCamelCase  )

        assert str(warning.warning  ) == "This message is better!!!"







      def       lowerCAmelCase_       (	self  )		->			List[Any]:
        with self.assertWarns(lowerCamelCase  ) as warning:
          deprecate(("""deprecated_arg""", self.higher_version, """This message is better!!!""")				,    standard_warn=lowerCamelCase  )
        assert str(warning.warning  ) == "This message is better!!!"
        assert "diffusers/tests/others/test_utils.py" in warning.filename