





'''simple docstring'''






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    lowerCamelCase  (      _A      ,   unittest.TestCase       ):
	snake_case_      =   MobileBertTokenizer
	snake_case_      =   MobileBertTokenizerFast
	snake_case_      =   True
	snake_case_      =   True
	snake_case_      =   filter_non_english
	snake_case_      =   "google/mobilebert-uncased"



	def   _lowerCamelCase    (   self	):
			super().setUp()

			lowerCAmelCase     :    Union[str, Any]						=   [
			    "[UNK]",
			    "[CLS]",
			    "[SEP]",
			    "[PAD]",
			    "[MASK]",
			    "want",
			    "##want",
			    "##ed",
			    "wa",
			    "un",
			    "runn",
			    "##ing",
			    ",",
			    "low",
			    "lowest",
			]
			lowerCAmelCase     :    Tuple						=   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     :    Dict						=   [
			    (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   _lowerCamelCase    (   self		,      a_	):
			lowerCAmelCase     :    Union[str, Any]						=   "UNwant\u00E9d,running"
			lowerCAmelCase     :    str						=   "unwanted, running"
			return input_text, output_text



	def   _lowerCamelCase    (   self	):
			lowerCAmelCase     :    Dict						=   self.tokenizer_class(self.vocab_file	)

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



	def   _lowerCamelCase    (   self	):
			if not self.test_rust_tokenizer:
					return

			lowerCAmelCase     :    Optional[int]						=   self.get_tokenizer()
			lowerCAmelCase     :    Tuple						=   self.get_rust_tokenizer()

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

			lowerCAmelCase     :    Optional[int]						=   tokenizer.tokenize(a_	)
			lowerCAmelCase     :    Union[str, Any]						=   rust_tokenizer.tokenize(a_	)
			self.assertListEqual(a_		,      a_	)

			lowerCAmelCase     :    int						=   tokenizer.encode(a_		,      add_special_tokens=a_	)
			lowerCAmelCase     :    Union[str, Any]						=   rust_tokenizer.encode(a_		,      add_special_tokens=a_	)
			self.assertListEqual(a_		,      a_	)

			lowerCAmelCase     :    Tuple						=   self.get_rust_tokenizer()
			lowerCAmelCase     :    Optional[int]						=   tokenizer.encode(a_	)
			lowerCAmelCase     :    str						=   rust_tokenizer.encode(a_	)
			self.assertListEqual(a_		,      a_	)

			# With lower casing
			lowerCAmelCase     :    Optional[Any]						=   self.get_tokenizer(do_lower_case=a_	)
			lowerCAmelCase     :    Tuple						=   self.get_rust_tokenizer(do_lower_case=a_	)

			lowerCAmelCase     :    Optional[Any]						=   "UNwant\u00E9d,running"

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

			lowerCAmelCase     :    Optional[int]						=   tokenizer.encode(a_		,      add_special_tokens=a_	)
			lowerCAmelCase     :    str						=   rust_tokenizer.encode(a_		,      add_special_tokens=a_	)
			self.assertListEqual(a_		,      a_	)

			lowerCAmelCase     :    Dict						=   self.get_rust_tokenizer()
			lowerCAmelCase     :    Dict						=   tokenizer.encode(a_	)
			lowerCAmelCase     :    Optional[Any]						=   rust_tokenizer.encode(a_	)
			self.assertListEqual(a_		,      a_	)



	def   _lowerCamelCase    (   self	):
			lowerCAmelCase     :    List[str]						=   BasicTokenizer()

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



	def   _lowerCamelCase    (   self	):
			lowerCAmelCase     :    Dict						=   BasicTokenizer(do_lower_case=a_	)

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



	def   _lowerCamelCase    (   self	):
			lowerCAmelCase     :    List[str]						=   BasicTokenizer(do_lower_case=a_		,      strip_accents=a_	)

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



	def   _lowerCamelCase    (   self	):
			lowerCAmelCase     :    Union[str, Any]						=   BasicTokenizer(do_lower_case=a_		,      strip_accents=a_	)

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



	def   _lowerCamelCase    (   self	):
			lowerCAmelCase     :    List[str]						=   BasicTokenizer(do_lower_case=a_	)

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



	def   _lowerCamelCase    (   self	):
			lowerCAmelCase     :    Dict						=   BasicTokenizer(do_lower_case=a_	)

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



	def   _lowerCamelCase    (   self	):
			lowerCAmelCase     :    int						=   BasicTokenizer(do_lower_case=a_		,      strip_accents=a_	)

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



	def   _lowerCamelCase    (   self	):
			lowerCAmelCase     :    Dict						=   BasicTokenizer(do_lower_case=a_		,      strip_accents=a_	)

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



	def   _lowerCamelCase    (   self	):
			lowerCAmelCase     :    str						=   BasicTokenizer(do_lower_case=a_		,      never_split=["[UNK]"]	)

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



	def   _lowerCamelCase    (   self	):
			lowerCAmelCase     :    int						=   ["[UNK]", "[CLS]", "[SEP]", "want", "##want", "##ed", "wa", "un", "runn", "##ing"]

			lowerCAmelCase     :    Dict						=   {}
			for i, token in enumerate(a_	):
					lowerCAmelCase     :    List[str]						=   i
			lowerCAmelCase     :    Tuple						=   WordpieceTokenizer(vocab=a_		,      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	):
			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	):
			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	):
			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	):
			lowerCAmelCase     :    Tuple						=   self.get_tokenizer()
			lowerCAmelCase     :    Dict						=   self.get_rust_tokenizer()

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

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



	@slow
	def   _lowerCamelCase    (   self	):
			lowerCAmelCase     :    Optional[Any]						=   self.tokenizer_class.from_pretrained("google/mobilebert-uncased"	)

			lowerCAmelCase     :    Tuple						=   tokenizer.encode("sequence builders"		,      add_special_tokens=a_	)
			lowerCAmelCase     :    Optional[Any]						=   tokenizer.encode("multi-sequence build"		,      add_special_tokens=a_	)

			lowerCAmelCase     :    Tuple						=   tokenizer.build_inputs_with_special_tokens(a_	)
			lowerCAmelCase     :    Any						=   tokenizer.build_inputs_with_special_tokens(a_		,      a_	)

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



	def   _lowerCamelCase    (   self	):
			for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
					with self.subTest(F'''{tokenizer.__class__.__name__} ({pretrained_name})'''	):
							lowerCAmelCase     :    Optional[int]						=   self.rust_tokenizer_class.from_pretrained(a_		,      **a_	)

							lowerCAmelCase     :    Optional[Any]						=   F'''A, naïve {tokenizer_r.mask_token} AllenNLP sentence.'''
							lowerCAmelCase     :    Any						=   tokenizer_r.encode_plus(
							    a_		,      return_attention_mask=a_		,      return_token_type_ids=a_		,      return_offsets_mapping=a_		,      add_special_tokens=a_		,      )

							lowerCAmelCase     :    List[str]						=   tokenizer_r.do_lower_case if hasattr(a_		,      "do_lower_case"	) else False
							lowerCAmelCase     :    Optional[Any]						=   (
							    [
							        ((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	):
			lowerCAmelCase     :    Any						=   ["的", "人", "有"]
			lowerCAmelCase     :    int						=   "".join(a_	)
			for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
					with self.subTest(F'''{tokenizer.__class__.__name__} ({pretrained_name})'''	):
							lowerCAmelCase     :    Union[str, Any]						=   True
							lowerCAmelCase     :    Optional[int]						=   self.tokenizer_class.from_pretrained(a_		,      **a_	)
							lowerCAmelCase     :    Union[str, Any]						=   self.rust_tokenizer_class.from_pretrained(a_		,      **a_	)

							lowerCAmelCase     :    Union[str, Any]						=   tokenizer_p.encode(a_		,      add_special_tokens=a_	)
							lowerCAmelCase     :    Union[str, Any]						=   tokenizer_r.encode(a_		,      add_special_tokens=a_	)

							lowerCAmelCase     :    Dict						=   tokenizer_r.convert_ids_to_tokens(a_	)
							lowerCAmelCase     :    Dict						=   tokenizer_p.convert_ids_to_tokens(a_	)

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

							lowerCAmelCase     :    Optional[int]						=   False
							lowerCAmelCase     :    int						=   self.rust_tokenizer_class.from_pretrained(a_		,      **a_	)
							lowerCAmelCase     :    List[Any]						=   self.tokenizer_class.from_pretrained(a_		,      **a_	)

							lowerCAmelCase     :    Union[str, Any]						=   tokenizer_r.encode(a_		,      add_special_tokens=a_	)
							lowerCAmelCase     :    List[Any]						=   tokenizer_p.encode(a_		,      add_special_tokens=a_	)

							lowerCAmelCase     :    List[Any]						=   tokenizer_r.convert_ids_to_tokens(a_	)
							lowerCAmelCase     :    List[str]						=   tokenizer_p.convert_ids_to_tokens(a_	)

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










'''simple docstring'''






import warnings

from ...utils import logging
from .image_processing_chinese_clip import ChineseCLIPImageProcessor


lowerCAmelCase       		=      logging.get_logger(__name__)
class 		lowerCamelCase  (      _A       ):



	def __init__(   self		,      *a_		,      **a_	):
			warnings.warn(
			    "The class ChineseCLIPFeatureExtractor is deprecated and will be removed in version 5 of Transformers."
			    " Please use ChineseCLIPImageProcessor instead."		,      a_		,      )
			super().__init__(*a_		,      **a_	)



