
from typing import Dict, List, Optional, Tuple

from ...tokenization_utils import AddedToken, PreTrainedTokenizer
from ...utils import logging


SCREAMING_SNAKE_CASE__				=							logging.get_logger(__name__)
class       A__  (		lowerCAmelCase__							):
							lowerCAmelCase__						:		Dict            =				["input_ids", "attention_mask"]





							def __init__(					self    :  Tuple	,					_UpperCAmelCase    :  Dict="[PAD]"	,					_UpperCAmelCase    :  int="[BOS]"	,					_UpperCAmelCase    :  List[str]="[EOS]"	,					_UpperCAmelCase    :  int="[MASK]"	,					_UpperCAmelCase    :  Tuple="[CLS]"	,					_UpperCAmelCase    :  int="[SEP]"	,					_UpperCAmelCase    :  List[Any]=20_48	,					**_UpperCAmelCase    :  Dict	,					)		->						None:



											"""simple docstring"""


											__lowercase								=   AddedToken(_UpperCAmelCase	,					lstrip=_UpperCAmelCase	,					rstrip=_UpperCAmelCase							) if isinstance(_UpperCAmelCase	,					_UpperCAmelCase							) else pad_token
											__lowercase								=   AddedToken(_UpperCAmelCase	,					lstrip=_UpperCAmelCase	,					rstrip=_UpperCAmelCase							) if isinstance(_UpperCAmelCase	,					_UpperCAmelCase							) else bos_token
											__lowercase								=   AddedToken(_UpperCAmelCase	,					lstrip=_UpperCAmelCase	,					rstrip=_UpperCAmelCase							) if isinstance(_UpperCAmelCase	,					_UpperCAmelCase							) else eos_token
											__lowercase								=   AddedToken(_UpperCAmelCase	,					lstrip=_UpperCAmelCase	,					rstrip=_UpperCAmelCase							) if isinstance(_UpperCAmelCase	,					_UpperCAmelCase							) else mask_token
											__lowercase								=   AddedToken(_UpperCAmelCase	,					lstrip=_UpperCAmelCase	,					rstrip=_UpperCAmelCase							) if isinstance(_UpperCAmelCase	,					_UpperCAmelCase							) else cls_token
											__lowercase								=   AddedToken(_UpperCAmelCase	,					lstrip=_UpperCAmelCase	,					rstrip=_UpperCAmelCase							) if isinstance(_UpperCAmelCase	,					_UpperCAmelCase							) else sep_token

											super().__init__(
											    pad_token=_UpperCAmelCase	,					bos_token=_UpperCAmelCase	,					eos_token=_UpperCAmelCase	,					mask_token=_UpperCAmelCase	,					cls_token=_UpperCAmelCase	,					sep_token=_UpperCAmelCase	,					model_max_length=_UpperCAmelCase	,					**_UpperCAmelCase	,					)

											__lowercase								=   2**8  # utf is 8 bits

											# define special tokens dict
											__lowercase								=   {
											    self.pad_token: 0,
											    self.bos_token: 1,
											    self.eos_token: 2,
											    self.mask_token: 3,
											    self.cls_token: 4,
											    self.sep_token: 5,
											}
											__lowercase								=   len(self.special_tokens_encoder							)
											__lowercase								=   {v: k for k, v in self.special_tokens_encoder.items()}





							def      a__					(					self    :  List[Any]							)		->						Dict[str, int]:



											"""simple docstring"""


											__lowercase								=   self.special_tokens_encoder.copy()
											vocab.update(self.added_tokens_encoder							)
											for i in range(self._utf_vocab_size							):
															__lowercase								=   chr(_UpperCAmelCase							)
															__lowercase								=   i + len(self.special_tokens_encoder							)
											return vocab





							@property
							def      a__					(					self    :  Optional[Any]							)		->						Optional[int]:



											"""simple docstring"""


											return self._utf_vocab_size + self._num_special_tokens





							def      a__					(					self    :  Optional[Any]	,					_UpperCAmelCase    :  List[int]	,					_UpperCAmelCase    :  Optional[List[int]] = None	,					_UpperCAmelCase    :  bool = False							)		->						List[int]:



											"""simple docstring"""


											if already_has_special_tokens:
															return super().get_special_tokens_mask(
															    token_ids_a=_UpperCAmelCase	,					token_ids_a=_UpperCAmelCase	,					already_has_special_tokens=_UpperCAmelCase							)

											# normal case: some special tokens
											if token_ids_a is None:
															return [1] + [0] * len(_UpperCAmelCase							) + [1]
											return [1] + ([0] * len(_UpperCAmelCase							)) + [1] + ([0] * len(_UpperCAmelCase							)) + [1]





							def      a__					(					self    :  Tuple	,					_UpperCAmelCase    :  List[int]	,					_UpperCAmelCase    :  Optional[List[int]] = None							)		->						List[int]:



											"""simple docstring"""


											if token_ids_a is None:
															return [self.cls_token_id] + token_ids_a + [self.sep_token_id]
											else:
															return [self.cls_token_id] + token_ids_a + [self.sep_token_id] + token_ids_a + [self.sep_token_id]





							def      a__					(					self    :  Dict	,					_UpperCAmelCase    :  str							)		->						List[str]:



											"""simple docstring"""


											__lowercase								=   [chr(_UpperCAmelCase							) for i in text.encode('utf-8'							)]
											return tokens





							def      a__					(					self    :  Tuple	,					_UpperCAmelCase    :  Dict							)		->						Any:



											"""simple docstring"""


											if token in self.special_tokens_encoder:
															__lowercase								=   self.special_tokens_encoder[token]
											elif token in self.added_tokens_encoder:
															__lowercase								=   self.added_tokens_encoder[token]
											elif len(_UpperCAmelCase							) != 1:
															__lowercase								=   self.unk_token_id
											else:
															__lowercase								=   ord(_UpperCAmelCase							) + self._num_special_tokens
											return token_id





							def      a__					(					self    :  List[Any]	,					_UpperCAmelCase    :  Optional[Any]							)		->						str:



											"""simple docstring"""


											if index in self.special_tokens_decoder:
															__lowercase								=   self.special_tokens_decoder[index]
											elif index in self.added_tokens_decoder:
															__lowercase								=   self.added_tokens_decoder[index]
											else:
															__lowercase								=   chr(index - self._num_special_tokens							)
											return token





							def      a__					(					self    :  str	,					_UpperCAmelCase    :  int							)		->						Dict:



											"""simple docstring"""


											__lowercase								=   b''
											for token in tokens:
															if token in self.special_tokens_decoder:
																			__lowercase								=   self.special_tokens_decoder[token].encode('utf-8'							)
															elif token in self.added_tokens_decoder:
																			__lowercase								=   self.special_tokens_decoder[token].encode('utf-8'							)
															elif token in self.special_tokens_encoder:
																			__lowercase								=   token.encode('utf-8'							)
															elif token in self.added_tokens_encoder:
																			__lowercase								=   token.encode('utf-8'							)
															else:
																			__lowercase								=   bytes([ord(_UpperCAmelCase							)]							)
															bstring += tok_string
											__lowercase								=   bstring.decode('utf-8'	,					errors='replace'							)
											return string





							def      a__					(					self    :  List[str]	,					_UpperCAmelCase    :  str	,					_UpperCAmelCase    :  Optional[str] = None							)		->						Tuple[str]:



											"""simple docstring"""


											return ()







def 				__SCREAMING_SNAKE_CASE  (						SCREAMING_SNAKE_CASE			: Union[str, Any]       ,				SCREAMING_SNAKE_CASE			: Any     )	->		Tuple:
				# "Simpson Rule"
				# int(f) = delta_x/2 * (b-a)/3*(f1 + 4f2 + 2f_3 + ... + fn)
				__lowercase								=   (boundary[1] - boundary[0]) / steps
				__lowercase								=   boundary[0]
				__lowercase								=   boundary[1]
				__lowercase								=   make_points(SCREAMING_SNAKE_CASE       ,				SCREAMING_SNAKE_CASE       ,				SCREAMING_SNAKE_CASE     )
				__lowercase								=   0.0
				y += (h / 3.0) * f(SCREAMING_SNAKE_CASE     )
				__lowercase								=   2
				for i in x_i:
								y += (h / 3) * (4 - 2 * (cnt % 2)) * f(SCREAMING_SNAKE_CASE     )
								cnt += 1
				y += (h / 3.0) * f(SCREAMING_SNAKE_CASE     )
				return y




def 				__SCREAMING_SNAKE_CASE  (						SCREAMING_SNAKE_CASE			: List[Any]       ,				SCREAMING_SNAKE_CASE			: Dict       ,				SCREAMING_SNAKE_CASE			: int     )	->		Any:
				__lowercase								=   a + h
				while x < (b - h):
								yield x
								__lowercase								=   x + h




def 				__SCREAMING_SNAKE_CASE  (						SCREAMING_SNAKE_CASE			: Any     )	->		List[Any]:  # enter your function here
				__lowercase								=   (x - 0) * (x - 0)
				return y




def 				__SCREAMING_SNAKE_CASE  (						)	->		List[str]:
				__lowercase								=   0.0  # Lower bound of integration
				__lowercase								=   1.0  # Upper bound of integration
				__lowercase								=   10.0  # define number of steps or resolution
				__lowercase								=   [a, b]  # define boundary of integration
				__lowercase								=   method_a(SCREAMING_SNAKE_CASE       ,				SCREAMING_SNAKE_CASE     )
				print(F"""y = {y}"""     )


if __name__ == "__main__":
							main()





