
import argparse
import json
import re
import string
import sys

import numpy as np


SCREAMING_SNAKE_CASE__				=							0.5




def 				__SCREAMING_SNAKE_CASE  (						SCREAMING_SNAKE_CASE			: Dict       ,				SCREAMING_SNAKE_CASE			: Optional[int]     )	->		List[Any]:
				__lowercase								=   ['.', ',', ';', ':']

				for token in remove_tokens:
								__lowercase								=   ground_truth.replace(SCREAMING_SNAKE_CASE       ,				''     )
								__lowercase								=   prediction.replace(SCREAMING_SNAKE_CASE       ,				''     )

				__lowercase						,   __lowercase								=   ground_truth.lower(), prediction.lower()
				__lowercase						,   __lowercase								=   ground_truth.replace('/'       ,				' '     ), prediction.replace('/'       ,				' '     )
				__lowercase						,   __lowercase								=   set(ground_truth.split(' '     )     ), set(prediction.split(' '     )     )

				__lowercase								=   ground_truth.intersection(SCREAMING_SNAKE_CASE     )
				__lowercase								=   ground_truth.union(SCREAMING_SNAKE_CASE     )
				__lowercase								=   len(SCREAMING_SNAKE_CASE     ) / len(SCREAMING_SNAKE_CASE     )
				return jaccard




def 				__SCREAMING_SNAKE_CASE  (						SCREAMING_SNAKE_CASE			: List[Any]     )	->		Dict:

				def remove_articles(SCREAMING_SNAKE_CASE			: List[Any]     ):
								return re.sub(R'\b(a|an|the)\b'       ,				' '       ,				SCREAMING_SNAKE_CASE     )

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

				def remove_punc(SCREAMING_SNAKE_CASE			: str     ):
								__lowercase								=   set(string.punctuation     )
								return "".join(ch for ch in text if ch not in exclude     )

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

				return white_space_fix(remove_articles(remove_punc(lower(SCREAMING_SNAKE_CASE     )     )     )     )




def 				__SCREAMING_SNAKE_CASE  (						SCREAMING_SNAKE_CASE			: List[str]       ,				SCREAMING_SNAKE_CASE			: Union[str, Any]       ,				SCREAMING_SNAKE_CASE			: str     )	->		Optional[Any]:
				__lowercase						,   __lowercase						,   __lowercase								=   0, 0, 0

				__lowercase								=   'Parties' in qa_id

				# first check if ground truth is empty
				if len(SCREAMING_SNAKE_CASE     ) == 0:
								if len(SCREAMING_SNAKE_CASE     ) > 0:
												fp += len(SCREAMING_SNAKE_CASE     )  # false positive for each one
				else:
								for ground_truth in ground_truths:
												assert len(SCREAMING_SNAKE_CASE     ) > 0
												# check if there is a match
												__lowercase								=   False
												for pred in predictions:
																if substr_ok:
																				__lowercase								=   get_jaccard(SCREAMING_SNAKE_CASE       ,				SCREAMING_SNAKE_CASE     ) >= IOU_THRESH or ground_truth in pred
																else:
																				__lowercase								=   get_jaccard(SCREAMING_SNAKE_CASE       ,				SCREAMING_SNAKE_CASE     ) >= IOU_THRESH
																if is_match:
																				__lowercase								=   True

												if match_found:
																tp += 1
												else:
																fn += 1

        # now also get any fps by looping through preds
								for pred in predictions:
												# Check if there's a match. if so, don't count (don't want to double count based on the above)
												# but if there's no match, then this is a false positive.
												# (Note: we get the true positives in the above loop instead of this loop so that we don't double count
												# multiple predictions that are matched with the same answer.)
												__lowercase								=   False
												for ground_truth in ground_truths:
																assert len(SCREAMING_SNAKE_CASE     ) > 0
																if substr_ok:
																				__lowercase								=   get_jaccard(SCREAMING_SNAKE_CASE       ,				SCREAMING_SNAKE_CASE     ) >= IOU_THRESH or ground_truth in pred
																else:
																				__lowercase								=   get_jaccard(SCREAMING_SNAKE_CASE       ,				SCREAMING_SNAKE_CASE     ) >= IOU_THRESH
																if is_match:
																				__lowercase								=   True

												if not match_found:
																fp += 1

				__lowercase								=   tp / (tp + fp) if tp + fp > 0 else np.nan
				__lowercase								=   tp / (tp + fn) if tp + fn > 0 else np.nan

				return precision, recall




def 				__SCREAMING_SNAKE_CASE  (						SCREAMING_SNAKE_CASE			: Optional[Any]     )	->		int:
				__lowercase								=   precisions[::-1]
				for i in range(1       ,				len(SCREAMING_SNAKE_CASE     )     ):
								__lowercase								=   max(precision_best[i - 1]       ,				precision_best[i]     )
				__lowercase								=   precision_best[::-1]
				return precisions




def 				__SCREAMING_SNAKE_CASE  (						SCREAMING_SNAKE_CASE			: Dict       ,				SCREAMING_SNAKE_CASE			: Optional[Any]     )	->		Optional[Any]:
				__lowercase								=   process_precisions(SCREAMING_SNAKE_CASE     )
				__lowercase								=   np.trapz(SCREAMING_SNAKE_CASE       ,				SCREAMING_SNAKE_CASE     )
				if np.isnan(SCREAMING_SNAKE_CASE     ):
								return 0
				return aupr




def 				__SCREAMING_SNAKE_CASE  (						SCREAMING_SNAKE_CASE			: Tuple       ,				SCREAMING_SNAKE_CASE			: str       ,				SCREAMING_SNAKE_CASE			: List[str]     )	->		Optional[int]:
				__lowercase								=   process_precisions(SCREAMING_SNAKE_CASE     )
				__lowercase								=   0
				for prec, recall in zip(SCREAMING_SNAKE_CASE       ,				SCREAMING_SNAKE_CASE     ):
								if recall >= recall_thresh:
												__lowercase								=   prec
												break
				return prec_at_recall




def 				__SCREAMING_SNAKE_CASE  (						SCREAMING_SNAKE_CASE			: Tuple       ,				SCREAMING_SNAKE_CASE			: List[str]     )	->		Optional[int]:
				return normalize_answer(SCREAMING_SNAKE_CASE     ) == normalize_answer(SCREAMING_SNAKE_CASE     )




def 				__SCREAMING_SNAKE_CASE  (						SCREAMING_SNAKE_CASE			: int       ,				SCREAMING_SNAKE_CASE			: List[str]       ,				SCREAMING_SNAKE_CASE			: Optional[int]     )	->		Any:
				__lowercase								=   0
				for pred in predictions:
								for ground_truth in ground_truths:
												__lowercase								=   metric_fn(SCREAMING_SNAKE_CASE       ,				SCREAMING_SNAKE_CASE     )
												if score == 1:  # break the loop when one prediction matches the ground truth
																break
								if score == 1:
												break
				return score




def 				__SCREAMING_SNAKE_CASE  (						SCREAMING_SNAKE_CASE			: Dict       ,				SCREAMING_SNAKE_CASE			: int     )	->		Any:
				__lowercase								=   __lowercase								=   __lowercase								=   0
				__lowercase								=   []
				__lowercase								=   []
				for article in dataset:
								for paragraph in article["paragraphs"]:
												for qa in paragraph["qas"]:
																total += 1
																if qa["id"] not in predictions:
																				__lowercase								=   'Unanswered question ' + qa['id'] + ' will receive score 0.'
																				print(SCREAMING_SNAKE_CASE       ,				file=sys.stderr     )
																				continue
																__lowercase								=   [x['text'] for x in qa['answers']]
																__lowercase								=   predictions[qa['id']]
																__lowercase						,   __lowercase								=   compute_precision_recall(SCREAMING_SNAKE_CASE       ,				SCREAMING_SNAKE_CASE       ,				qa['id']     )

																precisions.append(SCREAMING_SNAKE_CASE     )
																recalls.append(SCREAMING_SNAKE_CASE     )

																if precision == 0 and recall == 0:
																				fa += 0
																else:
																				fa += 2 * (precision * recall) / (precision + recall)

																exact_match += metric_max_over_ground_truths(SCREAMING_SNAKE_CASE       ,				SCREAMING_SNAKE_CASE       ,				SCREAMING_SNAKE_CASE     )

				__lowercase								=   [x for _, x in sorted(zip(SCREAMING_SNAKE_CASE       ,				SCREAMING_SNAKE_CASE     )     )]
				recalls.sort()

				__lowercase								=   100.0 * fa / total
				__lowercase								=   100.0 * exact_match / total
				__lowercase								=   get_aupr(SCREAMING_SNAKE_CASE       ,				SCREAMING_SNAKE_CASE     )

				__lowercase								=   get_prec_at_recall(SCREAMING_SNAKE_CASE       ,				SCREAMING_SNAKE_CASE       ,				recall_thresh=0.9     )
				__lowercase								=   get_prec_at_recall(SCREAMING_SNAKE_CASE       ,				SCREAMING_SNAKE_CASE       ,				recall_thresh=0.8     )

				return {
				    "exact_match": exact_match,
				    "f1": fa,
				    "aupr": aupr,
				    "prec_at_80_recall": prec_at_aa_recall,
				    "prec_at_90_recall": prec_at_aa_recall,
				}


if __name__ == "__main__":
							SCREAMING_SNAKE_CASE__				=							argparse.ArgumentParser(description="""Evaluation for CUAD""")
							parser.add_argument("""dataset_file""", help="""Dataset file""")
							parser.add_argument("""prediction_file""", help="""Prediction File""")
							SCREAMING_SNAKE_CASE__				=							parser.parse_args()
							with open(args.dataset_file) as dataset_file:
														SCREAMING_SNAKE_CASE__				=							json.load(dataset_file)
														SCREAMING_SNAKE_CASE__				=							dataset_json["""data"""]
							with open(args.prediction_file) as prediction_file:
														SCREAMING_SNAKE_CASE__				=							json.load(prediction_file)
							print(json.dumps(evaluate(dataset, predictions)))







from ..utils import DummyObject, requires_backends
class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Tuple            =				["tokenizers"]





							def __init__(					self    :  str	,					*_UpperCAmelCase    :  List[str]	,					**_UpperCAmelCase    :  List[str]							)		->						int:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Dict            =				["tokenizers"]





							def __init__(					self    :  str	,					*_UpperCAmelCase    :  Union[str, Any]	,					**_UpperCAmelCase    :  Tuple							)		->						Optional[Any]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Union[str, Any]            =				["tokenizers"]





							def __init__(					self    :  Union[str, Any]	,					*_UpperCAmelCase    :  Union[str, Any]	,					**_UpperCAmelCase    :  int							)		->						Dict:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Optional[int]            =				["tokenizers"]





							def __init__(					self    :  int	,					*_UpperCAmelCase    :  Dict	,					**_UpperCAmelCase    :  Optional[Any]							)		->						List[str]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		str            =				["tokenizers"]





							def __init__(					self    :  Optional[Any]	,					*_UpperCAmelCase    :  Optional[int]	,					**_UpperCAmelCase    :  Optional[int]							)		->						Optional[int]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Optional[int]            =				["tokenizers"]





							def __init__(					self    :  Any	,					*_UpperCAmelCase    :  Union[str, Any]	,					**_UpperCAmelCase    :  List[str]							)		->						Tuple:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Optional[Any]            =				["tokenizers"]





							def __init__(					self    :  str	,					*_UpperCAmelCase    :  Optional[int]	,					**_UpperCAmelCase    :  Union[str, Any]							)		->						Optional[Any]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		List[str]            =				["tokenizers"]





							def __init__(					self    :  Optional[int]	,					*_UpperCAmelCase    :  Union[str, Any]	,					**_UpperCAmelCase    :  List[str]							)		->						Optional[Any]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Any            =				["tokenizers"]





							def __init__(					self    :  Optional[Any]	,					*_UpperCAmelCase    :  Tuple	,					**_UpperCAmelCase    :  Any							)		->						Optional[Any]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Dict            =				["tokenizers"]





							def __init__(					self    :  List[str]	,					*_UpperCAmelCase    :  Tuple	,					**_UpperCAmelCase    :  List[str]							)		->						List[Any]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		List[Any]            =				["tokenizers"]





							def __init__(					self    :  Tuple	,					*_UpperCAmelCase    :  Union[str, Any]	,					**_UpperCAmelCase    :  Any							)		->						Any:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Tuple            =				["tokenizers"]





							def __init__(					self    :  int	,					*_UpperCAmelCase    :  int	,					**_UpperCAmelCase    :  Optional[Any]							)		->						List[str]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Optional[int]            =				["tokenizers"]





							def __init__(					self    :  Tuple	,					*_UpperCAmelCase    :  List[Any]	,					**_UpperCAmelCase    :  int							)		->						Tuple:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Tuple            =				["tokenizers"]





							def __init__(					self    :  List[str]	,					*_UpperCAmelCase    :  Any	,					**_UpperCAmelCase    :  str							)		->						int:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		str            =				["tokenizers"]





							def __init__(					self    :  Any	,					*_UpperCAmelCase    :  str	,					**_UpperCAmelCase    :  List[Any]							)		->						List[str]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Dict            =				["tokenizers"]





							def __init__(					self    :  int	,					*_UpperCAmelCase    :  Tuple	,					**_UpperCAmelCase    :  Optional[Any]							)		->						Dict:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Tuple            =				["tokenizers"]





							def __init__(					self    :  Tuple	,					*_UpperCAmelCase    :  str	,					**_UpperCAmelCase    :  List[Any]							)		->						Union[str, Any]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Optional[Any]            =				["tokenizers"]





							def __init__(					self    :  Dict	,					*_UpperCAmelCase    :  Optional[Any]	,					**_UpperCAmelCase    :  List[Any]							)		->						Optional[Any]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Dict            =				["tokenizers"]





							def __init__(					self    :  Optional[Any]	,					*_UpperCAmelCase    :  Optional[int]	,					**_UpperCAmelCase    :  List[str]							)		->						Optional[int]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Tuple            =				["tokenizers"]





							def __init__(					self    :  Union[str, Any]	,					*_UpperCAmelCase    :  Optional[int]	,					**_UpperCAmelCase    :  Any							)		->						Tuple:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		List[str]            =				["tokenizers"]





							def __init__(					self    :  Union[str, Any]	,					*_UpperCAmelCase    :  List[Any]	,					**_UpperCAmelCase    :  Any							)		->						Tuple:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		int            =				["tokenizers"]





							def __init__(					self    :  Optional[Any]	,					*_UpperCAmelCase    :  Tuple	,					**_UpperCAmelCase    :  Tuple							)		->						List[str]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		int            =				["tokenizers"]





							def __init__(					self    :  Tuple	,					*_UpperCAmelCase    :  Tuple	,					**_UpperCAmelCase    :  Tuple							)		->						Tuple:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		List[str]            =				["tokenizers"]





							def __init__(					self    :  Tuple	,					*_UpperCAmelCase    :  List[Any]	,					**_UpperCAmelCase    :  Tuple							)		->						List[Any]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		List[str]            =				["tokenizers"]





							def __init__(					self    :  int	,					*_UpperCAmelCase    :  Optional[Any]	,					**_UpperCAmelCase    :  List[Any]							)		->						List[Any]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Optional[int]            =				["tokenizers"]





							def __init__(					self    :  Any	,					*_UpperCAmelCase    :  Optional[Any]	,					**_UpperCAmelCase    :  str							)		->						Tuple:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		str            =				["tokenizers"]





							def __init__(					self    :  Optional[int]	,					*_UpperCAmelCase    :  Any	,					**_UpperCAmelCase    :  Union[str, Any]							)		->						int:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Dict            =				["tokenizers"]





							def __init__(					self    :  Union[str, Any]	,					*_UpperCAmelCase    :  Dict	,					**_UpperCAmelCase    :  Any							)		->						Any:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Union[str, Any]            =				["tokenizers"]





							def __init__(					self    :  Any	,					*_UpperCAmelCase    :  Tuple	,					**_UpperCAmelCase    :  Optional[int]							)		->						int:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Union[str, Any]            =				["tokenizers"]





							def __init__(					self    :  Tuple	,					*_UpperCAmelCase    :  Optional[int]	,					**_UpperCAmelCase    :  Tuple							)		->						List[str]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Optional[int]            =				["tokenizers"]





							def __init__(					self    :  Dict	,					*_UpperCAmelCase    :  Optional[Any]	,					**_UpperCAmelCase    :  Optional[int]							)		->						Dict:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Tuple            =				["tokenizers"]





							def __init__(					self    :  Optional[int]	,					*_UpperCAmelCase    :  Dict	,					**_UpperCAmelCase    :  str							)		->						Optional[int]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Tuple            =				["tokenizers"]





							def __init__(					self    :  Optional[int]	,					*_UpperCAmelCase    :  Optional[Any]	,					**_UpperCAmelCase    :  List[Any]							)		->						Optional[Any]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		int            =				["tokenizers"]





							def __init__(					self    :  Optional[Any]	,					*_UpperCAmelCase    :  Tuple	,					**_UpperCAmelCase    :  Any							)		->						str:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Tuple            =				["tokenizers"]





							def __init__(					self    :  Dict	,					*_UpperCAmelCase    :  List[Any]	,					**_UpperCAmelCase    :  Tuple							)		->						Optional[Any]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Any            =				["tokenizers"]





							def __init__(					self    :  int	,					*_UpperCAmelCase    :  str	,					**_UpperCAmelCase    :  Any							)		->						Optional[int]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		List[Any]            =				["tokenizers"]





							def __init__(					self    :  Any	,					*_UpperCAmelCase    :  Any	,					**_UpperCAmelCase    :  Tuple							)		->						List[str]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Any            =				["tokenizers"]





							def __init__(					self    :  Union[str, Any]	,					*_UpperCAmelCase    :  Optional[Any]	,					**_UpperCAmelCase    :  Dict							)		->						str:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Union[str, Any]            =				["tokenizers"]





							def __init__(					self    :  List[str]	,					*_UpperCAmelCase    :  List[str]	,					**_UpperCAmelCase    :  List[str]							)		->						Union[str, Any]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Optional[int]            =				["tokenizers"]





							def __init__(					self    :  Dict	,					*_UpperCAmelCase    :  List[Any]	,					**_UpperCAmelCase    :  List[Any]							)		->						Union[str, Any]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Optional[Any]            =				["tokenizers"]





							def __init__(					self    :  Optional[int]	,					*_UpperCAmelCase    :  Optional[int]	,					**_UpperCAmelCase    :  str							)		->						Tuple:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Any            =				["tokenizers"]





							def __init__(					self    :  Optional[int]	,					*_UpperCAmelCase    :  str	,					**_UpperCAmelCase    :  Optional[int]							)		->						Optional[int]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		List[str]            =				["tokenizers"]





							def __init__(					self    :  Tuple	,					*_UpperCAmelCase    :  Tuple	,					**_UpperCAmelCase    :  Optional[Any]							)		->						Tuple:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Optional[Any]            =				["tokenizers"]





							def __init__(					self    :  int	,					*_UpperCAmelCase    :  Tuple	,					**_UpperCAmelCase    :  Dict							)		->						Union[str, Any]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Union[str, Any]            =				["tokenizers"]





							def __init__(					self    :  List[str]	,					*_UpperCAmelCase    :  Optional[Any]	,					**_UpperCAmelCase    :  str							)		->						Union[str, Any]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Optional[Any]            =				["tokenizers"]





							def __init__(					self    :  Dict	,					*_UpperCAmelCase    :  Tuple	,					**_UpperCAmelCase    :  List[str]							)		->						Any:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		int            =				["tokenizers"]





							def __init__(					self    :  Optional[Any]	,					*_UpperCAmelCase    :  int	,					**_UpperCAmelCase    :  Optional[int]							)		->						Dict:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Tuple            =				["tokenizers"]





							def __init__(					self    :  Optional[int]	,					*_UpperCAmelCase    :  List[str]	,					**_UpperCAmelCase    :  List[Any]							)		->						List[str]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Any            =				["tokenizers"]





							def __init__(					self    :  Optional[int]	,					*_UpperCAmelCase    :  Any	,					**_UpperCAmelCase    :  Tuple							)		->						Tuple:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Optional[int]            =				["tokenizers"]





							def __init__(					self    :  Any	,					*_UpperCAmelCase    :  Optional[int]	,					**_UpperCAmelCase    :  Any							)		->						int:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Tuple            =				["tokenizers"]





							def __init__(					self    :  Tuple	,					*_UpperCAmelCase    :  Any	,					**_UpperCAmelCase    :  Any							)		->						List[str]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		int            =				["tokenizers"]





							def __init__(					self    :  int	,					*_UpperCAmelCase    :  Any	,					**_UpperCAmelCase    :  Any							)		->						str:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		List[Any]            =				["tokenizers"]





							def __init__(					self    :  int	,					*_UpperCAmelCase    :  List[Any]	,					**_UpperCAmelCase    :  Any							)		->						Any:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Optional[int]            =				["tokenizers"]





							def __init__(					self    :  List[Any]	,					*_UpperCAmelCase    :  Any	,					**_UpperCAmelCase    :  Dict							)		->						Optional[Any]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Optional[Any]            =				["tokenizers"]





							def __init__(					self    :  Optional[int]	,					*_UpperCAmelCase    :  List[Any]	,					**_UpperCAmelCase    :  Optional[int]							)		->						List[str]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Any            =				["tokenizers"]





							def __init__(					self    :  Tuple	,					*_UpperCAmelCase    :  List[str]	,					**_UpperCAmelCase    :  Optional[int]							)		->						List[str]:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Any            =				["tokenizers"]





							def __init__(					self    :  List[str]	,					*_UpperCAmelCase    :  Optional[Any]	,					**_UpperCAmelCase    :  str							)		->						int:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)






class       A__  (		metaclass=lowerCAmelCase__							):
							lowerCAmelCase__						:		Dict            =				["tokenizers"]





							def __init__(					self    :  Optional[Any]	,					*_UpperCAmelCase    :  Tuple	,					**_UpperCAmelCase    :  str							)		->						Any:



											"""simple docstring"""


											requires_backends(self	,					['tokenizers']							)





