
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 						lowercase       (  unittest.TestCase					):
					__a					=    EsmTokenizer
					def lowercase_			(		self    ):
								"""simple docstring"""







								super().setUp()
								lowerCAmelCase__ :    Dict				      =			tempfile.mkdtemp()
								# fmt: off
								lowerCAmelCase__ :    List[str]				      =			["<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
								lowerCAmelCase__ :    Any				      =			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 lowercase_			(		self ,	**SCREAMING_SNAKE_CASE__    ):
								"""simple docstring"""







								return [self.get_tokenizer(**SCREAMING_SNAKE_CASE__    )]
					def lowercase_			(		self ,	**SCREAMING_SNAKE_CASE__    ):
								"""simple docstring"""







								return self.tokenizer_class.from_pretrained(self.tmpdirname ,	**SCREAMING_SNAKE_CASE__    )
					def lowercase_			(		self    ):
								"""simple docstring"""







								lowerCAmelCase__ :    List[str]				      =			self.tokenizer_class(self.vocab_file    )

								lowerCAmelCase__ :    Dict				      =			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 lowercase_			(		self    ):
								"""simple docstring"""







								lowerCAmelCase__ :    Any				      =			self.tokenizer_class(self.vocab_file    )

								lowerCAmelCase__ :    Optional[int]				      =			'''LAGVS'''
								self.assertListEqual(tokenizer.encode(SCREAMING_SNAKE_CASE__    ) ,	[0, 4, 5, 6, 7, 8, 2]    )
					def lowercase_			(		self    ):
								"""simple docstring"""







								lowerCAmelCase__ :    Any				      =			self.tokenizer_class(self.vocab_file    )

								lowerCAmelCase__ :    str				      =			['''LAGVS''', '''WCB''']
								lowerCAmelCase__ :    str				      =			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 lowercase_			(		self    ):
								"""simple docstring"""







								lowerCAmelCase__ :    int				      =			self.tokenizer_class(self.vocab_file    )

								lowerCAmelCase__ :    Dict				      =			['''LAGVS''', '''WCB''']
								lowerCAmelCase__ :    int				      =			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 lowercase_			(		self    ):
								"""simple docstring"""







								lowerCAmelCase__ :    Optional[int]				      =			self.get_tokenizers(fast=SCREAMING_SNAKE_CASE__    )
								for tokenizer in tokenizers:
											with self.subTest(f'''{tokenizer.__class__.__name__}'''    ):
														lowerCAmelCase__ :    Dict				      =			'''<unk>'''
														lowerCAmelCase__ :    Optional[int]				      =			'''<mask>'''

														lowerCAmelCase__ :    List[str]				      =			tokenizer.tokenize(SCREAMING_SNAKE_CASE__    )
														lowerCAmelCase__ :    Tuple				      =			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__    )





import abc
import copy
import dataclasses
from dataclasses import dataclass
from typing import ClassVar, Dict, Type, TypeVar

from ..features import Features


A__       :   Tuple   						=					TypeVar("""T""", bound="""TaskTemplate""")





@dataclass(frozen=__UpperCamelCase					)
class 						lowercase       (  abc.ABC					):
					# `task` is not a ClassVar since we want it to be part of the `asdict` output for JSON serialization
					__a					=    42
					__a					=    42
					__a					=    42
					def lowercase_			(		self ,	SCREAMING_SNAKE_CASE__    ):
								"""simple docstring"""







								return copy.deepcopy(self    )
					@property
					def lowercase_			(		self    ):
								"""simple docstring"""







								return Features(**self.input_schema ,	**self.label_schema    )
					@property
					@abc.abstractmethod
					def lowercase_			(		self    ):
								"""simple docstring"""







								raise NotImplementedError
					@classmethod
					def lowercase_			(		cls ,	SCREAMING_SNAKE_CASE__    ):
								"""simple docstring"""







								lowerCAmelCase__ :    List[Any]				      =			{f.name for f in dataclasses.fields(cls    )}
								return cls(**{k: v for k, v in template_dict.items() if k in field_names}    )



