



import os
import unittest

from transformers import MobileBertTokenizer, MobileBertTokenizerFast
from transformers.models.bert.tokenization_bert import (
    VOCAB_FILES_NAMES,
    BasicTokenizer,
    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 						__a (     SCREAMING_SNAKE_CASE	,    unittest.TestCase				):
	SCREAMING_SNAKE_CASE       =       MobileBertTokenizer
	SCREAMING_SNAKE_CASE       =       MobileBertTokenizerFast
	SCREAMING_SNAKE_CASE       =       True
	SCREAMING_SNAKE_CASE       =       True
	SCREAMING_SNAKE_CASE       =       filter_non_english
	SCREAMING_SNAKE_CASE       =       "google/mobilebert-uncased"



	def 		UpperCamelCase							(						self							:    int)->							Dict:
						super().setUp()

						__lowerCAmelCase	   =[
						    """[UNK]""",
						    """[CLS]""",
						    """[SEP]""",
						    """[PAD]""",
						    """[MASK]""",
						    """want""",
						    """##want""",
						    """##ed""",
						    """wa""",
						    """un""",
						    """runn""",
						    """##ing""",
						    """,""",
						    """low""",
						    """lowest""",
						]
						__lowerCAmelCase	   =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]))

						__lowerCAmelCase	   =[
						    (tokenizer_def[0], self.pre_trained_model_path, tokenizer_def[2])  # else the 'google/' prefix is stripped
						    for tokenizer_def in self.tokenizers_list
						]



	def 		UpperCamelCase							(						self							:    Optional[Any]				,	snake_case_							:    Optional[Any])->							Any:
						__lowerCAmelCase	   ="""UNwant\u00E9d,running"""
						__lowerCAmelCase	   ="""unwanted, running"""
						return input_text, output_text



	def 		UpperCamelCase							(						self							:    Dict)->							List[Any]:
						__lowerCAmelCase	   =self.tokenizer_class(self.vocab_file)

						__lowerCAmelCase	   =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 		UpperCamelCase							(						self							:    str)->							Optional[int]:
						if not self.test_rust_tokenizer:
											return

						__lowerCAmelCase	   =self.get_tokenizer()
						__lowerCAmelCase	   =self.get_rust_tokenizer()

						__lowerCAmelCase	   ="""UNwant\u00E9d,running"""

						__lowerCAmelCase	   =tokenizer.tokenize(snake_case_)
						__lowerCAmelCase	   =rust_tokenizer.tokenize(snake_case_)
						self.assertListEqual(snake_case_				,	snake_case_)

						__lowerCAmelCase	   =tokenizer.encode(snake_case_				,	add_special_tokens=snake_case_)
						__lowerCAmelCase	   =rust_tokenizer.encode(snake_case_				,	add_special_tokens=snake_case_)
						self.assertListEqual(snake_case_				,	snake_case_)

						__lowerCAmelCase	   =self.get_rust_tokenizer()
						__lowerCAmelCase	   =tokenizer.encode(snake_case_)
						__lowerCAmelCase	   =rust_tokenizer.encode(snake_case_)
						self.assertListEqual(snake_case_				,	snake_case_)

						# With lower casing
						__lowerCAmelCase	   =self.get_tokenizer(do_lower_case=snake_case_)
						__lowerCAmelCase	   =self.get_rust_tokenizer(do_lower_case=snake_case_)

						__lowerCAmelCase	   ="""UNwant\u00E9d,running"""

						__lowerCAmelCase	   =tokenizer.tokenize(snake_case_)
						__lowerCAmelCase	   =rust_tokenizer.tokenize(snake_case_)
						self.assertListEqual(snake_case_				,	snake_case_)

						__lowerCAmelCase	   =tokenizer.encode(snake_case_				,	add_special_tokens=snake_case_)
						__lowerCAmelCase	   =rust_tokenizer.encode(snake_case_				,	add_special_tokens=snake_case_)
						self.assertListEqual(snake_case_				,	snake_case_)

						__lowerCAmelCase	   =self.get_rust_tokenizer()
						__lowerCAmelCase	   =tokenizer.encode(snake_case_)
						__lowerCAmelCase	   =rust_tokenizer.encode(snake_case_)
						self.assertListEqual(snake_case_				,	snake_case_)



	def 		UpperCamelCase							(						self							:    Optional[int])->							int:
						__lowerCAmelCase	   =BasicTokenizer()

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



	def 		UpperCamelCase							(						self							:    Tuple)->							int:
						__lowerCAmelCase	   =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 		UpperCamelCase							(						self							:    Tuple)->							Optional[Any]:
						__lowerCAmelCase	   =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 		UpperCamelCase							(						self							:    Any)->							Union[str, Any]:
						__lowerCAmelCase	   =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 		UpperCamelCase							(						self							:    Union[str, Any])->							str:
						__lowerCAmelCase	   =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 		UpperCamelCase							(						self							:    List[str])->							int:
						__lowerCAmelCase	   =BasicTokenizer(do_lower_case=snake_case_)

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



	def 		UpperCamelCase							(						self							:    Union[str, Any])->							Optional[int]:
						__lowerCAmelCase	   =BasicTokenizer(do_lower_case=snake_case_				,	strip_accents=snake_case_)

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



	def 		UpperCamelCase							(						self							:    List[str])->							Optional[Any]:
						__lowerCAmelCase	   =BasicTokenizer(do_lower_case=snake_case_				,	strip_accents=snake_case_)

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



	def 		UpperCamelCase							(						self							:    str)->							List[str]:
						__lowerCAmelCase	   =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 		UpperCamelCase							(						self							:    str)->							Optional[int]:
						__lowerCAmelCase	   =["""[UNK]""", """[CLS]""", """[SEP]""", """want""", """##want""", """##ed""", """wa""", """un""", """runn""", """##ing"""]

						__lowerCAmelCase	   ={}
						for i, token in enumerate(snake_case_):
											__lowerCAmelCase	   =i
						__lowerCAmelCase	   =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 		UpperCamelCase							(						self							:    Optional[Any])->							Any:
						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 		UpperCamelCase							(						self							:    Optional[Any])->							List[str]:
						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 		UpperCamelCase							(						self							:    List[str])->							List[str]:
						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 		UpperCamelCase							(						self							:    Dict)->							List[str]:
						__lowerCAmelCase	   =self.get_tokenizer()
						__lowerCAmelCase	   =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 		UpperCamelCase							(						self							:    Dict)->							Union[str, Any]:
						__lowerCAmelCase	   =self.tokenizer_class.from_pretrained("""google/mobilebert-uncased""")

						__lowerCAmelCase	   =tokenizer.encode("""sequence builders"""				,	add_special_tokens=snake_case_)
						__lowerCAmelCase	   =tokenizer.encode("""multi-sequence build"""				,	add_special_tokens=snake_case_)

						__lowerCAmelCase	   =tokenizer.build_inputs_with_special_tokens(snake_case_)
						__lowerCAmelCase	   =tokenizer.build_inputs_with_special_tokens(snake_case_				,	snake_case_)

						assert encoded_sentence == [1_01] + text + [1_02]
						assert encoded_pair == [1_01] + text + [1_02] + text_a + [1_02]



	def 		UpperCamelCase							(						self							:    Tuple)->							Dict:
						for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
											with self.subTest(F"""{tokenizer.__class__.__name__} ({pretrained_name})"""):
																__lowerCAmelCase	   =self.rust_tokenizer_class.from_pretrained(snake_case_				,	**snake_case_)

																__lowerCAmelCase	   =F"""A, naïve {tokenizer_r.mask_token} AllenNLP sentence."""
																__lowerCAmelCase	   =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_				,	)

																__lowerCAmelCase	   =tokenizer_r.do_lower_case if hasattr(snake_case_				,	"""do_lower_case""") else False
																__lowerCAmelCase	   =(
																    [
																        ((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 		UpperCamelCase							(						self							:    Union[str, Any])->							Tuple:
						__lowerCAmelCase	   =["""的""", """人""", """有"""]
						__lowerCAmelCase	   ="""""".join(snake_case_)
						for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
											with self.subTest(F"""{tokenizer.__class__.__name__} ({pretrained_name})"""):
																__lowerCAmelCase	   =True
																__lowerCAmelCase	   =self.tokenizer_class.from_pretrained(snake_case_				,	**snake_case_)
																__lowerCAmelCase	   =self.rust_tokenizer_class.from_pretrained(snake_case_				,	**snake_case_)

																__lowerCAmelCase	   =tokenizer_p.encode(snake_case_				,	add_special_tokens=snake_case_)
																__lowerCAmelCase	   =tokenizer_r.encode(snake_case_				,	add_special_tokens=snake_case_)

																__lowerCAmelCase	   =tokenizer_r.convert_ids_to_tokens(snake_case_)
																__lowerCAmelCase	   =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_)

																__lowerCAmelCase	   =False
																__lowerCAmelCase	   =self.rust_tokenizer_class.from_pretrained(snake_case_				,	**snake_case_)
																__lowerCAmelCase	   =self.tokenizer_class.from_pretrained(snake_case_				,	**snake_case_)

																__lowerCAmelCase	   =tokenizer_r.encode(snake_case_				,	add_special_tokens=snake_case_)
																__lowerCAmelCase	   =tokenizer_p.encode(snake_case_				,	add_special_tokens=snake_case_)

																__lowerCAmelCase	   =tokenizer_r.convert_ids_to_tokens(snake_case_)
																__lowerCAmelCase	   =tokenizer_p.convert_ids_to_tokens(snake_case_)

																# it is expected that only the first Chinese character is not preceded by "##".
																__lowerCAmelCase	   =[
																    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_)









from typing import TYPE_CHECKING

from ...utils import (
    OptionalDependencyNotAvailable,
    _LazyModule,
    is_torch_available,
)


lowercase_	       =			{
    '''configuration_encodec''': [
        '''ENCODEC_PRETRAINED_CONFIG_ARCHIVE_MAP''',
        '''EncodecConfig''',
    ],
    '''feature_extraction_encodec''': ['''EncodecFeatureExtractor'''],
}

try:
				if not is_torch_available():
								raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
				pass
else:
				lowercase_	       =			[
				    '''ENCODEC_PRETRAINED_MODEL_ARCHIVE_LIST''',
				    '''EncodecModel''',
				    '''EncodecPreTrainedModel''',
				]

if TYPE_CHECKING:
				from .configuration_encodec import (
				    ENCODEC_PRETRAINED_CONFIG_ARCHIVE_MAP,
				    EncodecConfig,
				)
				from .feature_extraction_encodec import EncodecFeatureExtractor

				try:
								if not is_torch_available():
												raise OptionalDependencyNotAvailable()
				except OptionalDependencyNotAvailable:
								pass
				else:
								from .modeling_encodec import (
								    ENCODEC_PRETRAINED_MODEL_ARCHIVE_LIST,
								    EncodecModel,
								    EncodecPreTrainedModel,
								)

else:
				import sys

				lowercase_	       =			_LazyModule(__name__, globals()['''__file__'''], _import_structure, module_spec=__spec__)




