"""simple docstring"""



import os
import unittest

from transformers import ElectraTokenizerFast
from transformers.models.electra.tokenization_electra import (
    VOCAB_FILES_NAMES,
    BasicTokenizer,
    ElectraTokenizer,
    WordpieceTokenizer,
    _is_control,
    _is_punctuation,
    _is_whitespace,
)
from transformers.testing_utils import require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin, filter_non_english
@require_tokenizers
class 	__UpperCAmelCase						(__A       ,      unittest.TestCase    ):







			'''simple docstring'''
			_UpperCamelCase     :	Optional[Any]				    =							ElectraTokenizer
			_UpperCamelCase     :	Dict				    =							ElectraTokenizerFast
			_UpperCamelCase     :	Tuple				    =							True
			_UpperCamelCase     :	str				    =							True
			_UpperCamelCase     :	Optional[int]				    =							filter_non_english





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										super().setUp()

										A__					:    List[Any]														= [
										    """[UNK]""",
										    """[CLS]""",
										    """[SEP]""",
										    """[PAD]""",
										    """[MASK]""",
										    """want""",
										    """##want""",
										    """##ed""",
										    """wa""",
										    """un""",
										    """runn""",
										    """##ing""",
										    """,""",
										    """low""",
										    """lowest""",
										]
										A__					:    Optional[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 		lowerCamelCase				( self      ,			snake_case_       ):







										'''simple docstring'''


										A__					:    Any														= """UNwant\u00E9d,running"""
										A__					:    List[Any]														= """unwanted, running"""
										return input_text, output_text





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


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

										A__					:    List[str]														= tokenizer.tokenize("""UNwant\u00E9d,running"""       )
										self.assertListEqual(snake_case_      ,			["""un""", """##want""", """##ed""", """,""", """runn""", """##ing"""]       )
										self.assertListEqual(tokenizer.convert_tokens_to_ids(snake_case_       )      ,			[9, 6, 7, 12, 10, 11]       )





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										if not self.test_rust_tokenizer:
																	return

										A__					:    Dict														= self.get_tokenizer()
										A__					:    Union[str, Any]														= self.get_rust_tokenizer()

										A__					:    List[str]														= """UNwant\u00E9d,running"""

										A__					:    List[str]														= tokenizer.tokenize(snake_case_       )
										A__					:    int														= rust_tokenizer.tokenize(snake_case_       )
										self.assertListEqual(snake_case_      ,			snake_case_       )

										A__					:    str														= tokenizer.encode(snake_case_      ,			add_special_tokens=snake_case_       )
										A__					:    Optional[Any]														= rust_tokenizer.encode(snake_case_      ,			add_special_tokens=snake_case_       )
										self.assertListEqual(snake_case_      ,			snake_case_       )

										A__					:    Dict														= self.get_rust_tokenizer()
										A__					:    int														= tokenizer.encode(snake_case_       )
										A__					:    int														= rust_tokenizer.encode(snake_case_       )
										self.assertListEqual(snake_case_      ,			snake_case_       )

										# With lower casing
										A__					:    Dict														= self.get_tokenizer(do_lower_case=snake_case_       )
										A__					:    Dict														= self.get_rust_tokenizer(do_lower_case=snake_case_       )

										A__					:    int														= """UNwant\u00E9d,running"""

										A__					:    int														= tokenizer.tokenize(snake_case_       )
										A__					:    Dict														= rust_tokenizer.tokenize(snake_case_       )
										self.assertListEqual(snake_case_      ,			snake_case_       )

										A__					:    Optional[Any]														= tokenizer.encode(snake_case_      ,			add_special_tokens=snake_case_       )
										A__					:    Tuple														= rust_tokenizer.encode(snake_case_      ,			add_special_tokens=snake_case_       )
										self.assertListEqual(snake_case_      ,			snake_case_       )

										A__					:    Optional[Any]														= self.get_rust_tokenizer()
										A__					:    Tuple														= tokenizer.encode(snake_case_       )
										A__					:    List[Any]														= rust_tokenizer.encode(snake_case_       )
										self.assertListEqual(snake_case_      ,			snake_case_       )





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										A__					:    Any														= BasicTokenizer()

										self.assertListEqual(tokenizer.tokenize("""ah\u535A\u63A8zz"""       )      ,			["""ah""", """\u535A""", """\u63A8""", """zz"""]       )





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										A__					:    List[str]														= BasicTokenizer(do_lower_case=snake_case_       )

										self.assertListEqual(
										    tokenizer.tokenize(""" \tHeLLo!how  \n Are yoU?  """       )      ,			["""hello""", """!""", """how""", """are""", """you""", """?"""]       )
										self.assertListEqual(tokenizer.tokenize("""H\u00E9llo"""       )      ,			["""hello"""]       )





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										A__					:    Any														= BasicTokenizer(do_lower_case=snake_case_      ,			strip_accents=snake_case_       )

										self.assertListEqual(
										    tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """       )      ,			["""hällo""", """!""", """how""", """are""", """you""", """?"""]       )
										self.assertListEqual(tokenizer.tokenize("""H\u00E9llo"""       )      ,			["""h\u00E9llo"""]       )





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										A__					:    Union[str, Any]														= BasicTokenizer(do_lower_case=snake_case_      ,			strip_accents=snake_case_       )

										self.assertListEqual(
										    tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """       )      ,			["""hallo""", """!""", """how""", """are""", """you""", """?"""]       )
										self.assertListEqual(tokenizer.tokenize("""H\u00E9llo"""       )      ,			["""hello"""]       )





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										A__					:    Union[str, Any]														= BasicTokenizer(do_lower_case=snake_case_       )

										self.assertListEqual(
										    tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """       )      ,			["""hallo""", """!""", """how""", """are""", """you""", """?"""]       )
										self.assertListEqual(tokenizer.tokenize("""H\u00E9llo"""       )      ,			["""hello"""]       )





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										A__					:    Union[str, Any]														= BasicTokenizer(do_lower_case=snake_case_       )

										self.assertListEqual(
										    tokenizer.tokenize(""" \tHeLLo!how  \n Are yoU?  """       )      ,			["""HeLLo""", """!""", """how""", """Are""", """yoU""", """?"""]       )





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										A__					:    List[str]														= BasicTokenizer(do_lower_case=snake_case_      ,			strip_accents=snake_case_       )

										self.assertListEqual(
										    tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """       )      ,			["""HäLLo""", """!""", """how""", """Are""", """yoU""", """?"""]       )





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										A__					:    List[Any]														= BasicTokenizer(do_lower_case=snake_case_      ,			strip_accents=snake_case_       )

										self.assertListEqual(
										    tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """       )      ,			["""HaLLo""", """!""", """how""", """Are""", """yoU""", """?"""]       )





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										A__					:    List[Any]														= BasicTokenizer(do_lower_case=snake_case_      ,			never_split=["""[UNK]"""]       )

										self.assertListEqual(
										    tokenizer.tokenize(""" \tHeLLo!how  \n Are yoU? [UNK]"""       )      ,			["""HeLLo""", """!""", """how""", """Are""", """yoU""", """?""", """[UNK]"""]       )





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										A__					:    List[Any]														= ["""[UNK]""", """[CLS]""", """[SEP]""", """want""", """##want""", """##ed""", """wa""", """un""", """runn""", """##ing"""]

										A__					:    Tuple														= {}
										for i, token in enumerate(snake_case_       ):
																	A__					:    Tuple														= i
										A__					:    int														= WordpieceTokenizer(vocab=snake_case_      ,			unk_token="""[UNK]"""       )

										self.assertListEqual(tokenizer.tokenize(""""""       )      ,			[]       )

										self.assertListEqual(tokenizer.tokenize("""unwanted running"""       )      ,			["""un""", """##want""", """##ed""", """runn""", """##ing"""]       )

										self.assertListEqual(tokenizer.tokenize("""unwantedX running"""       )      ,			["""[UNK]""", """runn""", """##ing"""]       )





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										self.assertTrue(_is_whitespace(""" """       )       )
										self.assertTrue(_is_whitespace("""\t"""       )       )
										self.assertTrue(_is_whitespace("""\r"""       )       )
										self.assertTrue(_is_whitespace("""\n"""       )       )
										self.assertTrue(_is_whitespace("""\u00A0"""       )       )

										self.assertFalse(_is_whitespace("""A"""       )       )
										self.assertFalse(_is_whitespace("""-"""       )       )





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										self.assertTrue(_is_control("""\u0005"""       )       )

										self.assertFalse(_is_control("""A"""       )       )
										self.assertFalse(_is_control(""" """       )       )
										self.assertFalse(_is_control("""\t"""       )       )
										self.assertFalse(_is_control("""\r"""       )       )





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										self.assertTrue(_is_punctuation("""-"""       )       )
										self.assertTrue(_is_punctuation("""$"""       )       )
										self.assertTrue(_is_punctuation("""`"""       )       )
										self.assertTrue(_is_punctuation("""."""       )       )

										self.assertFalse(_is_punctuation("""A"""       )       )
										self.assertFalse(_is_punctuation(""" """       )       )





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										A__					:    Optional[int]														= self.get_tokenizer()
										A__					:    str														= self.get_rust_tokenizer()

										# Example taken from the issue https://github.com/huggingface/tokenizers/issues/340
										self.assertListEqual([tokenizer.tokenize(snake_case_       ) for t in ["""Test""", """\xad""", """test"""]]      ,			[["""[UNK]"""], [], ["""[UNK]"""]]       )

										self.assertListEqual(
										    [rust_tokenizer.tokenize(snake_case_       ) for t in ["""Test""", """\xad""", """test"""]]      ,			[["""[UNK]"""], [], ["""[UNK]"""]]       )





			@slow
			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										A__					:    Union[str, Any]														= self.tokenizer_class.from_pretrained("""google/electra-base-discriminator"""       )

										A__					:    List[str]														= tokenizer.encode("""sequence builders"""      ,			add_special_tokens=snake_case_       )
										A__					:    Optional[Any]														= tokenizer.encode("""multi-sequence build"""      ,			add_special_tokens=snake_case_       )

										A__					:    Tuple														= tokenizer.build_inputs_with_special_tokens(snake_case_       )
										A__					:    List[str]														= tokenizer.build_inputs_with_special_tokens(snake_case_      ,			snake_case_       )

										assert encoded_sentence == [101] + text + [102]
										assert encoded_pair == [101] + text + [102] + text_a + [102]





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
																	with self.subTest(F'''{tokenizer.__class__.__name__} ({pretrained_name})'''       ):
																								A__					:    str														= self.rust_tokenizer_class.from_pretrained(snake_case_      ,			**snake_case_       )

																								A__					:    Optional[int]														= F'''A, naïve {tokenizer_r.mask_token} AllenNLP sentence.'''
																								A__					:    str														= tokenizer_r.encode_plus(
																								    snake_case_      ,			return_attention_mask=snake_case_      ,			return_token_type_ids=snake_case_      ,			return_offsets_mapping=snake_case_      ,			add_special_tokens=snake_case_      ,			)

																								A__					:    Union[str, Any]														= tokenizer_r.do_lower_case if hasattr(snake_case_      ,			"""do_lower_case"""       ) else False
																								A__					:    int														= (
																								    [
																								        ((0, 0), tokenizer_r.cls_token),
																								        ((0, 1), """A"""),
																								        ((1, 2), ""","""),
																								        ((3, 5), """na"""),
																								        ((5, 6), """##ï"""),
																								        ((6, 8), """##ve"""),
																								        ((9, 15), tokenizer_r.mask_token),
																								        ((16, 21), """Allen"""),
																								        ((21, 23), """##NL"""),
																								        ((23, 24), """##P"""),
																								        ((25, 33), """sentence"""),
																								        ((33, 34), """."""),
																								        ((0, 0), tokenizer_r.sep_token),
																								    ]
																								    if not do_lower_case
																								    else [
																								        ((0, 0), tokenizer_r.cls_token),
																								        ((0, 1), """a"""),
																								        ((1, 2), ""","""),
																								        ((3, 8), """naive"""),
																								        ((9, 15), tokenizer_r.mask_token),
																								        ((16, 21), """allen"""),
																								        ((21, 23), """##nl"""),
																								        ((23, 24), """##p"""),
																								        ((25, 33), """sentence"""),
																								        ((33, 34), """."""),
																								        ((0, 0), tokenizer_r.sep_token),
																								    ]
																								)

																								self.assertEqual(
																								    [e[1] for e in expected_results]      ,			tokenizer_r.convert_ids_to_tokens(tokens["""input_ids"""]       )       )
																								self.assertEqual([e[0] for e in expected_results]      ,			tokens["""offset_mapping"""]       )





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										A__					:    Tuple														= ["""的""", """人""", """有"""]
										A__					:    Optional[int]														= """""".join(snake_case_       )
										for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
																	with self.subTest(F'''{tokenizer.__class__.__name__} ({pretrained_name})'''       ):
																								A__					:    Dict														= True
																								A__					:    Optional[int]														= self.tokenizer_class.from_pretrained(snake_case_      ,			**snake_case_       )
																								A__					:    Dict														= self.rust_tokenizer_class.from_pretrained(snake_case_      ,			**snake_case_       )

																								A__					:    Any														= tokenizer_p.encode(snake_case_      ,			add_special_tokens=snake_case_       )
																								A__					:    Optional[int]														= tokenizer_r.encode(snake_case_      ,			add_special_tokens=snake_case_       )

																								A__					:    List[Any]														= tokenizer_r.convert_ids_to_tokens(snake_case_       )
																								A__					:    Tuple														= tokenizer_p.convert_ids_to_tokens(snake_case_       )

																								# it is expected that each Chinese character is not preceded by "##"
																								self.assertListEqual(snake_case_      ,			snake_case_       )
																								self.assertListEqual(snake_case_      ,			snake_case_       )

																								A__					:    Optional[int]														= False
																								A__					:    List[str]														= self.rust_tokenizer_class.from_pretrained(snake_case_      ,			**snake_case_       )
																								A__					:    Any														= self.tokenizer_class.from_pretrained(snake_case_      ,			**snake_case_       )

																								A__					:    int														= tokenizer_r.encode(snake_case_      ,			add_special_tokens=snake_case_       )
																								A__					:    Dict														= tokenizer_p.encode(snake_case_      ,			add_special_tokens=snake_case_       )

																								A__					:    List[str]														= tokenizer_r.convert_ids_to_tokens(snake_case_       )
																								A__					:    Any														= tokenizer_p.convert_ids_to_tokens(snake_case_       )

																								# it is expected that only the first Chinese character is not preceded by "##".
																								A__					:    List[Any]														= [
																								    F'''##{token}''' if idx != 0 else token for idx, token in enumerate(snake_case_       )
																								]
																								self.assertListEqual(snake_case_      ,			snake_case_       )
																								self.assertListEqual(snake_case_      ,			snake_case_       )






"""simple docstring"""



import enum
import inspect
import warnings
from functools import wraps
from typing import Callable, Optional

from .logging import get_logger


_UpperCamelCase         =		set()
_UpperCamelCase         =		get_logger(__name__)

def    _A(		lowerCAmelCase = None       ):

							def decorator(lowerCAmelCase       ):
														global _emitted_deprecation_warnings

														if inspect.isclass(lowerCAmelCase       ):
																					A__					:    List[Any]														= deprecated_class_or_function.__init__
																					A__					:    Any														= deprecated_class_or_function.__name__
														else:
																					A__					:    Dict														= deprecated_class_or_function
																					A__					:    Optional[int]														= deprecated_function.__name__
																					# Support deprecating __init__ class method: class name instead
																					A__					:    List[str]														= name if name != """__init__""" else deprecated_function.__qualname__.split("""."""       )[-2]

														A__					:    Union[str, Any]														= (
														    F'''{name} is deprecated and will be removed in the next major version of datasets.''' + F''' {help_message}'''
														    if help_message
														    else """"""
														)

														@wraps(lowerCAmelCase       )
														def wrapper(*lowerCAmelCase ,     **lowerCAmelCase       ):
																					A__					:    Tuple														= hash(lowerCAmelCase       )
																					if func_hash not in _emitted_deprecation_warnings:
																												warnings.warn(lowerCAmelCase ,     category=lowerCAmelCase ,     stacklevel=2       )
																												_emitted_deprecation_warnings.add(lowerCAmelCase       )
																					return deprecated_function(*lowerCAmelCase ,     **lowerCAmelCase       )

														A__					:    int														= """deprecated"""

														if inspect.isclass(lowerCAmelCase       ):
																					A__					:    Union[str, Any]														= wrapper
																					return deprecated_class_or_function
														else:
																					return wrapper

							return decorator
class 	__UpperCAmelCase						(enum.EnumMeta    ):







			'''simple docstring'''





			def __getattribute__( cls      ,			snake_case_       ):







										'''simple docstring'''


										A__					:    Union[str, Any]														= super().__getattribute__(snake_case_       )
										if isinstance(snake_case_      ,			enum.Enum       ) and obj._on_access:
																	obj._on_access()
										return obj





			def __getitem__( cls      ,			snake_case_       ):







										'''simple docstring'''


										A__					:    Tuple														= super().__getitem__(snake_case_       )
										if member._on_access:
																	member._on_access()
										return member





			def __call__( cls      ,			snake_case_      ,			snake_case_=None      ,			*, snake_case_=None      ,			snake_case_=None      ,			snake_case_=None      ,			snake_case_=1       ):







										'''simple docstring'''


										A__					:    List[Any]														= super().__call__(snake_case_      ,			snake_case_      ,			module=snake_case_      ,			qualname=snake_case_      ,			type=snake_case_      ,			start=snake_case_       )
										if isinstance(snake_case_      ,			enum.Enum       ) and obj._on_access:
																	obj._on_access()
										return obj





class 	__UpperCAmelCase						(enum.Enum       ,      metaclass=__A    ):







			'''simple docstring'''





			def __new__( cls      ,			snake_case_       ):







										'''simple docstring'''


										A__					:    Tuple														= object.__new__(cls       )
										A__					:    int														= value
										A__					:    Optional[int]														= member.deprecate
										return member





			@property
			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										return ""





			def 		lowerCamelCase				( self       ):







										'''simple docstring'''


										A__					:    Tuple														= F''' {self.help_message}''' if self.help_message else """"""
										warnings.warn(
										    F'''\'{self.__objclass__.__name__}\' is deprecated and will be removed in the next major version of datasets.'''
										    + help_message      ,			snake_case_      ,			stacklevel=3      ,			)





