






from typing import Dict, List, Optional, Tuple

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


lowerCAmelCase_     =			logging.get_logger(__name__)
class   UpperCamelCase			(					snake_case__			):







		"""simple docstring"""



		snake_case			 = ["input_ids", "attention_mask"]
		def __init__(	self		:							Any    ,_SCREAMING_SNAKE_CASE		:							int="[PAD]"    ,_SCREAMING_SNAKE_CASE		:							Any="[BOS]"    ,_SCREAMING_SNAKE_CASE		:							Any="[EOS]"    ,_SCREAMING_SNAKE_CASE		:							str="[MASK]"    ,_SCREAMING_SNAKE_CASE		:							str="[CLS]"    ,_SCREAMING_SNAKE_CASE		:							Dict="[SEP]"    ,_SCREAMING_SNAKE_CASE		:							Dict=2_0_4_8    ,**_SCREAMING_SNAKE_CASE		:							List[str]    ,)     -> None:


						'''simple docstring'''
						A									=   AddedToken(_SCREAMING_SNAKE_CASE    ,lstrip=_SCREAMING_SNAKE_CASE    ,rstrip=_SCREAMING_SNAKE_CASE		) if isinstance(_SCREAMING_SNAKE_CASE    ,_SCREAMING_SNAKE_CASE		) else pad_token
						A									=   AddedToken(_SCREAMING_SNAKE_CASE    ,lstrip=_SCREAMING_SNAKE_CASE    ,rstrip=_SCREAMING_SNAKE_CASE		) if isinstance(_SCREAMING_SNAKE_CASE    ,_SCREAMING_SNAKE_CASE		) else bos_token
						A									=   AddedToken(_SCREAMING_SNAKE_CASE    ,lstrip=_SCREAMING_SNAKE_CASE    ,rstrip=_SCREAMING_SNAKE_CASE		) if isinstance(_SCREAMING_SNAKE_CASE    ,_SCREAMING_SNAKE_CASE		) else eos_token
						A									=   AddedToken(_SCREAMING_SNAKE_CASE    ,lstrip=_SCREAMING_SNAKE_CASE    ,rstrip=_SCREAMING_SNAKE_CASE		) if isinstance(_SCREAMING_SNAKE_CASE    ,_SCREAMING_SNAKE_CASE		) else mask_token
						A									=   AddedToken(_SCREAMING_SNAKE_CASE    ,lstrip=_SCREAMING_SNAKE_CASE    ,rstrip=_SCREAMING_SNAKE_CASE		) if isinstance(_SCREAMING_SNAKE_CASE    ,_SCREAMING_SNAKE_CASE		) else cls_token
						A									=   AddedToken(_SCREAMING_SNAKE_CASE    ,lstrip=_SCREAMING_SNAKE_CASE    ,rstrip=_SCREAMING_SNAKE_CASE		) if isinstance(_SCREAMING_SNAKE_CASE    ,_SCREAMING_SNAKE_CASE		) else sep_token

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

						A									=   2**8  # utf is 8 bits

						# define special tokens dict
						A									=   {
						    self.pad_token: 0,
						    self.bos_token: 1,
						    self.eos_token: 2,
						    self.mask_token: 3,
						    self.cls_token: 4,
						    self.sep_token: 5,
						}
						A									=   len(self.special_tokens_encoder		)
						A									=   {v: k for k, v in self.special_tokens_encoder.items()}
		def    A(	self		:							List[Any]		)     -> Dict[str, int]:


						'''simple docstring'''
						A									=   self.special_tokens_encoder.copy()
						vocab.update(self.added_tokens_encoder		)
						for i in range(self._utf_vocab_size		):
										A									=   chr(_SCREAMING_SNAKE_CASE		)
										A									=   i + len(self.special_tokens_encoder		)
						return vocab
		@property
		def    A(	self		:							Tuple		)     -> List[Any]:


						'''simple docstring'''
						return self._utf_vocab_size + self._num_special_tokens
		def    A(	self		:							Optional[Any]    ,_SCREAMING_SNAKE_CASE		:							List[int]    ,_SCREAMING_SNAKE_CASE		:							Optional[List[int]] = None    ,_SCREAMING_SNAKE_CASE		:							bool = False		)     -> List[int]:


						'''simple docstring'''
						if already_has_special_tokens:
										return super().get_special_tokens_mask(
										    token_ids_a=_SCREAMING_SNAKE_CASE    ,token_ids_a=_SCREAMING_SNAKE_CASE    ,already_has_special_tokens=_SCREAMING_SNAKE_CASE		)

						# normal case: some special tokens
						if token_ids_a is None:
										return [1] + [0] * len(_SCREAMING_SNAKE_CASE		) + [1]
						return [1] + ([0] * len(_SCREAMING_SNAKE_CASE		)) + [1] + ([0] * len(_SCREAMING_SNAKE_CASE		)) + [1]
		def    A(	self		:							Tuple    ,_SCREAMING_SNAKE_CASE		:							List[int]    ,_SCREAMING_SNAKE_CASE		:							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		:							List[Any]    ,_SCREAMING_SNAKE_CASE		:							str		)     -> List[str]:


						'''simple docstring'''
						A									=   [chr(_SCREAMING_SNAKE_CASE		) for i in text.encode('utf-8'		)]
						return tokens
		def    A(	self		:							Optional[int]    ,_SCREAMING_SNAKE_CASE		:							int		)     -> Union[str, Any]:


						'''simple docstring'''
						if token in self.special_tokens_encoder:
										A									=   self.special_tokens_encoder[token]
						elif token in self.added_tokens_encoder:
										A									=   self.added_tokens_encoder[token]
						elif len(_SCREAMING_SNAKE_CASE		) != 1:
										A									=   self.unk_token_id
						else:
										A									=   ord(_SCREAMING_SNAKE_CASE		) + self._num_special_tokens
						return token_id
		def    A(	self		:							Any    ,_SCREAMING_SNAKE_CASE		:							Tuple		)     -> Union[str, Any]:


						'''simple docstring'''
						if index in self.special_tokens_decoder:
										A									=   self.special_tokens_decoder[index]
						elif index in self.added_tokens_decoder:
										A									=   self.added_tokens_decoder[index]
						else:
										A									=   chr(index - self._num_special_tokens		)
						return token
		def    A(	self		:							Tuple    ,_SCREAMING_SNAKE_CASE		:							Tuple		)     -> Union[str, Any]:


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







		def    A(	self		:							Optional[int]    ,_SCREAMING_SNAKE_CASE		:							str    ,_SCREAMING_SNAKE_CASE		:							Optional[str] = None		)     -> Tuple[str]:


						'''simple docstring'''
						return ()













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







def   snake_case		(				UpperCAmelCase						:							int,    UpperCAmelCase						:							int,    UpperCAmelCase						:							List[Any] ):
				A									=   a + h
				while x < (b - h):
								yield x
								A									=   x + h







def   snake_case		(				UpperCAmelCase						:							str ):  # enter your function here
				A									=   (x - 0) * (x - 0)
				return y







def   snake_case		(				):
				A									=   0.0  # Lower bound of integration
				A									=   1.0  # Upper bound of integration
				A									=   10.0  # define number of steps or resolution
				A									=   [a, b]  # define boundary of integration
				A									=   method_a(UpperCAmelCase,    UpperCAmelCase )
				print(f'y = {y}' )


if __name__ == "__main__":
					main()





