

"""simple docstring"""


import os
from typing import List, Optional, Union

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


__A						       =      logging.get_logger(__name__)

__A						       =      {"vocab_file": "vocab.txt"}

__A						       =      {
    "vocab_file": {
        "facebook/esm2_t6_8M_UR50D": "https://huggingface.co/facebook/esm2_t6_8M_UR50D/resolve/main/vocab.txt",
        "facebook/esm2_t12_35M_UR50D": "https://huggingface.co/facebook/esm2_t12_35M_UR50D/resolve/main/vocab.txt",
    },
}

__A						       =      {
    "facebook/esm2_t6_8M_UR50D": 1024,
    "facebook/esm2_t12_35M_UR50D": 1024,
}






def    a__   (   __SCREAMING_SNAKE_CASE			)     ->     Tuple:
		with open(__SCREAMING_SNAKE_CASE ,			"r"			) as f:
				__lowerCAmelCase:	Optional[Any]   				=      f.read().splitlines()
				return [l.strip() for l in lines]





class    snake_case     (    __snake_case  ):
				SCREAMING_SNAKE_CASE_       :				str       				=  VOCAB_FILES_NAMES
				SCREAMING_SNAKE_CASE_       :				int       				=  PRETRAINED_VOCAB_FILES_MAP
				SCREAMING_SNAKE_CASE_       :				Optional[int]       				=  PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
				SCREAMING_SNAKE_CASE_       :				Any       				=  ["""input_ids""", """attention_mask"""]

				def __init__(     self							:    Any					,  UpperCamelCase__							:    List[str]					,  UpperCamelCase__							:    Optional[int]="<unk>"					,  UpperCamelCase__							:    Tuple="<cls>"					,  UpperCamelCase__							:    Union[str, Any]="<pad>"					,  UpperCamelCase__							:    str="<mask>"					,  UpperCamelCase__							:    Dict="<eos>"					,  **UpperCamelCase__							:    List[Any]					,  )->       str:



						'''simple docstring'''


						super().__init__(**UpperCamelCase__)
						__lowerCAmelCase:	str   				=      load_vocab_file(UpperCamelCase__)
						__lowerCAmelCase:	List[Any]   				=      dict(enumerate(self.all_tokens))
						__lowerCAmelCase:	List[Any]   				=      {tok: ind for ind, tok in enumerate(self.all_tokens)}
						__lowerCAmelCase:	str   				=      unk_token
						__lowerCAmelCase:	Optional[int]   				=      cls_token
						__lowerCAmelCase:	Dict   				=      pad_token
						__lowerCAmelCase:	Any   				=      mask_token
						__lowerCAmelCase:	Any   				=      eos_token
						__lowerCAmelCase:	int   				=      self.all_tokens
						self._create_trie(self.unique_no_split_tokens)

				def 							lowercase_					(     self							:    Optional[Any]					,  UpperCamelCase__							:    int)->       str:



						'''simple docstring'''


						return self._id_to_token.get(UpperCamelCase__					,  self.unk_token)

				def 							lowercase_					(     self							:    List[str]					,  UpperCamelCase__							:    str)->       int:



						'''simple docstring'''


						return self._token_to_id.get(UpperCamelCase__					,  self._token_to_id.get(self.unk_token))

				def 							lowercase_					(     self							:    Any					,  UpperCamelCase__							:    Any					,  **UpperCamelCase__							:    str)->       Union[str, Any]:



						'''simple docstring'''


						return text.split()

				def 							lowercase_					(     self							:    Optional[int]					,  UpperCamelCase__							:    str=False)->       Optional[int]:



						'''simple docstring'''


						return len(self._id_to_token)

				def 							lowercase_					(     self							:    Union[str, Any])->       Union[str, Any]:



						'''simple docstring'''


						return {token: i for i, token in enumerate(self.all_tokens)}

				def 							lowercase_					(     self							:    Any					,  UpperCamelCase__							:    str)->       int:



						'''simple docstring'''


						return self._token_to_id.get(UpperCamelCase__					,  self._token_to_id.get(self.unk_token))

				def 							lowercase_					(     self							:    Any					,  UpperCamelCase__							:    int)->       str:



						'''simple docstring'''


						return self._id_to_token.get(UpperCamelCase__					,  self.unk_token)

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



						'''simple docstring'''


						__lowerCAmelCase:	int   				=      [self.cls_token_id]
						__lowerCAmelCase:	Tuple   				=      [self.eos_token_id]  # No sep token in ESM vocabulary
						if token_ids_a is None:
								if self.eos_token_id is None:
										return cls + token_ids_a
								else:
										return cls + token_ids_a + sep
						elif self.eos_token_id is None:
								raise ValueError("Cannot tokenize multiple sequences when EOS token is not set!")
						return cls + token_ids_a + sep + token_ids_a + sep  # Multiple inputs always have an EOS token

				def 							lowercase_					(     self							:    List[str]					,  UpperCamelCase__							:    List					,  UpperCamelCase__							:    Optional[List] = None					,  UpperCamelCase__							:    bool = False)->       List[int]:



						'''simple docstring'''


						if already_has_special_tokens:
								if token_ids_a is not None:
										raise ValueError(
										    "You should not supply a second sequence if the provided sequence of "
										    "ids is already formatted with special tokens for the model.")

								return [1 if token in self.all_special_ids else 0 for token in token_ids_a]
						__lowerCAmelCase:	List[Any]   				=      [1] + ([0] * len(UpperCamelCase__)) + [1]
						if token_ids_a is not None:
								mask += [0] * len(UpperCamelCase__) + [1]
						return mask

				def 							lowercase_					(     self							:    Tuple					,  UpperCamelCase__							:    Dict					,  UpperCamelCase__							:    Dict)->       Optional[int]:



						'''simple docstring'''


						__lowerCAmelCase:	Optional[int]   				=      os.path.join(UpperCamelCase__					,  (filename_prefix + "-" if filename_prefix else "") + "vocab.txt")
						with open(UpperCamelCase__					,  "w") as f:
								f.write("\n".join(self.all_tokens))
						return (vocab_file,)

				@property
				def 							lowercase_					(     self							:    List[str])->       int:



						'''simple docstring'''


						return self.get_vocab_size(with_added_tokens=UpperCamelCase__)




				def 							lowercase_					(     self							:    Tuple					,  UpperCamelCase__							:    Union[List[str], List[AddedToken]]					,  UpperCamelCase__							:    bool = False)->       int:



						'''simple docstring'''


						return super()._add_tokens(UpperCamelCase__					,  special_tokens=UpperCamelCase__)





"""simple docstring"""


from __future__ import annotations

from decimal import Decimal
from math import *  # noqa: F403

from sympy import diff






def    a__   (   __SCREAMING_SNAKE_CASE ,			__SCREAMING_SNAKE_CASE ,			__SCREAMING_SNAKE_CASE = 1_0**-1_0			)     ->     float:
		__lowerCAmelCase:	Union[str, Any]   				=      a
		while True:
				__lowerCAmelCase:	Optional[int]   				=      Decimal(__SCREAMING_SNAKE_CASE			) - (
				    Decimal(eval(__SCREAMING_SNAKE_CASE			)			) / Decimal(eval(str(diff(__SCREAMING_SNAKE_CASE			)			)			)			)  # noqa: S307
				)
				# This number dictates the accuracy of the answer
				if abs(eval(__SCREAMING_SNAKE_CASE			)			) < precision:  # noqa: S307
						return float(__SCREAMING_SNAKE_CASE			)


# Let's Execute
if __name__ == "__main__":
			# Find root of trigonometric function
			# Find value of pi
			print(F'''The root of sin(x) = 0 is {newton_raphson("sin(x)", 2)}''')
			# Find root of polynomial
			print(F'''The root of x**2 - 5*x + 2 = 0 is {newton_raphson("x**2 - 5*x + 2", 0.4)}''')
			# Find Square Root of 5
			print(F'''The root of log(x) - 1 = 0 is {newton_raphson("log(x) - 1", 2)}''')
			# Exponential Roots
			print(F'''The root of exp(x) - 1 = 0 is {newton_raphson("exp(x) - 1", 0)}''')


