"""simple docstring"""






import os
import tempfile
import unittest
from typing import List

from transformers.models.esm.tokenization_esm import VOCAB_FILES_NAMES, EsmTokenizer
from transformers.testing_utils import require_tokenizers
from transformers.tokenization_utils import PreTrainedTokenizer
from transformers.tokenization_utils_base import PreTrainedTokenizerBase
@require_tokenizers
class 							snake_case			(					unittest.TestCase							):




					"""simple docstring"""

					snake_case__							       =					EsmTokenizer







					def 						__lowerCAmelCase		(							self  :      Tuple     ):
									super().setUp()
									UpperCAmelCase__			 =				tempfile.mkdtemp()
									# fmt: off
									UpperCAmelCase__			 =				['<cls>', '<pad>', '<eos>', '<unk>', 'L', 'A', 'G', 'V', 'S', 'E', 'R', 'T', 'I', 'D', 'P', 'K', 'Q', 'N', 'F', 'Y', 'M', 'H', 'W', 'C', 'X', 'B', 'U', 'Z', 'O', '.', '-', '<null_1>', '<mask>']  # noqa: E501
									# fmt: on
									UpperCAmelCase__			 =				os.path.join(self.tmpdirname       ,VOCAB_FILES_NAMES['vocab_file']     )
									with open(self.vocab_file       ,'w'       ,encoding='utf-8'     ) as vocab_writer:
													vocab_writer.write(''.join([x + '\n' for x in vocab_tokens]     )     )







					def 						__lowerCAmelCase		(							self  :      Any       ,**lowerCamelCase__  :      str     ):
									return [self.get_tokenizer(**__SCREAMING_SNAKE_CASE     )]







					def 						__lowerCAmelCase		(							self  :      Union[str, Any]       ,**lowerCamelCase__  :      Optional[Any]     ):
									return self.tokenizer_class.from_pretrained(self.tmpdirname       ,**__SCREAMING_SNAKE_CASE     )







					def 						__lowerCAmelCase		(							self  :      List[Any]     ):
									UpperCAmelCase__			 =				self.tokenizer_class(self.vocab_file     )

									UpperCAmelCase__			 =				tokenizer.tokenize('LAGVS'     )
									self.assertListEqual(__SCREAMING_SNAKE_CASE       ,['L', 'A', 'G', 'V', 'S']     )
									self.assertListEqual(tokenizer.convert_tokens_to_ids(__SCREAMING_SNAKE_CASE     )       ,[4, 5, 6, 7, 8]     )







					def 						__lowerCAmelCase		(							self  :      List[Any]     ):
									UpperCAmelCase__			 =				self.tokenizer_class(self.vocab_file     )

									UpperCAmelCase__			 =				'LAGVS'
									self.assertListEqual(tokenizer.encode(__SCREAMING_SNAKE_CASE     )       ,[0, 4, 5, 6, 7, 8, 2]     )







					def 						__lowerCAmelCase		(							self  :      List[str]     ):
									UpperCAmelCase__			 =				self.tokenizer_class(self.vocab_file     )

									UpperCAmelCase__			 =				['LAGVS', 'WCB']
									UpperCAmelCase__			 =				tokenizer(__SCREAMING_SNAKE_CASE       ,padding=__SCREAMING_SNAKE_CASE     )['input_ids']

									self.assertListEqual(__SCREAMING_SNAKE_CASE       ,[[0, 4, 5, 6, 7, 8, 2], [0, 22, 23, 25, 2]]     )







					def 						__lowerCAmelCase		(							self  :      str     ):
									UpperCAmelCase__			 =				self.tokenizer_class(self.vocab_file     )

									UpperCAmelCase__			 =				['LAGVS', 'WCB']
									UpperCAmelCase__			 =				tokenizer(__SCREAMING_SNAKE_CASE       ,padding=__SCREAMING_SNAKE_CASE     )['input_ids']

									self.assertListEqual(__SCREAMING_SNAKE_CASE       ,[[0, 4, 5, 6, 7, 8, 2], [0, 22, 23, 25, 2, 1, 1]]     )







					def 						__lowerCAmelCase		(							self  :      Tuple     ):
									UpperCAmelCase__			 =				self.get_tokenizers(fast=__SCREAMING_SNAKE_CASE     )
									for tokenizer in tokenizers:
													with self.subTest(f'''{tokenizer.__class__.__name__}'''     ):
																	UpperCAmelCase__			 =				'<unk>'
																	UpperCAmelCase__			 =				'<mask>'

																	UpperCAmelCase__			 =				tokenizer.tokenize(__SCREAMING_SNAKE_CASE     )
																	UpperCAmelCase__			 =				tokenizer.tokenize(__SCREAMING_SNAKE_CASE     )

																	self.assertEqual(len(__SCREAMING_SNAKE_CASE     )       ,1     )
																	self.assertEqual(len(__SCREAMING_SNAKE_CASE     )       ,1     )
																	self.assertEqual(token_a[0]       ,__SCREAMING_SNAKE_CASE     )
																	self.assertEqual(token_a[0]       ,__SCREAMING_SNAKE_CASE     )






"""simple docstring"""




def   __SCREAMING_SNAKE_CASE		(		lowercase__ = 30 ):
					"""simple docstring"""
					A     =   exponent + 2
					A     =   (1 + 5**0.5) / 2
					A     =   (phi**fibonacci_index - (phi - 1) ** fibonacci_index) / 5**0.5

					return int(lowercase__ )


if __name__ == "__main__":
	print(f"""{solution() = }""")





