
'''simple docstring'''



from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available


UpperCamelCase__      :		int       							=  {
    "configuration_x_clip": [
        "XCLIP_PRETRAINED_CONFIG_ARCHIVE_MAP",
        "XCLIPConfig",
        "XCLIPTextConfig",
        "XCLIPVisionConfig",
    ],
    "processing_x_clip": ["XCLIPProcessor"],
}

try:
     if not is_torch_available():
          raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
     pass
else:
     UpperCamelCase__      :		List[Any]       							=  [
         "XCLIP_PRETRAINED_MODEL_ARCHIVE_LIST",
         "XCLIPModel",
         "XCLIPPreTrainedModel",
         "XCLIPTextModel",
         "XCLIPVisionModel",
     ]

if TYPE_CHECKING:
     from .configuration_x_clip import (
         XCLIP_PRETRAINED_CONFIG_ARCHIVE_MAP,
         XCLIPConfig,
         XCLIPTextConfig,
         XCLIPVisionConfig,
     )
     from .processing_x_clip import XCLIPProcessor

     try:
          if not is_torch_available():
               raise OptionalDependencyNotAvailable()
     except OptionalDependencyNotAvailable:
          pass
     else:
          from .modeling_x_clip import (
              XCLIP_PRETRAINED_MODEL_ARCHIVE_LIST,
              XCLIPModel,
              XCLIPPreTrainedModel,
              XCLIPTextModel,
              XCLIPVisionModel,
          )

else:
     import sys

     UpperCamelCase__      :		List[str]       							=  _LazyModule(__name__, globals()["__file__"], _import_structure, module_spec=__spec__)








'''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    _a				(_lowerCamelCase  ,					unittest.TestCase):





       """simple docstring"""




       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      )    ->			Any:
          super().setUp()

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

          _SCREAMING_SNAKE_CASE      =				[
              (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       ,							A__      )    ->			List[str]:
          _SCREAMING_SNAKE_CASE      =				"""UNwant\u00E9d,running"""
          _SCREAMING_SNAKE_CASE      =				"""unwanted, running"""
          return input_text, output_text






       def        UpperCamelCase				(							self      )    ->			Any:
          _SCREAMING_SNAKE_CASE      =				self.tokenizer_class(self.vocab_file      )

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

          _SCREAMING_SNAKE_CASE      =				self.get_tokenizer()
          _SCREAMING_SNAKE_CASE      =				self.get_rust_tokenizer()

          _SCREAMING_SNAKE_CASE      =				"""UNwant\u00E9d,running"""

          _SCREAMING_SNAKE_CASE      =				tokenizer.tokenize(A__      )
          _SCREAMING_SNAKE_CASE      =				rust_tokenizer.tokenize(A__      )
          self.assertListEqual(A__       ,							A__      )

          _SCREAMING_SNAKE_CASE      =				tokenizer.encode(A__       ,							add_special_tokens=A__      )
          _SCREAMING_SNAKE_CASE      =				rust_tokenizer.encode(A__       ,							add_special_tokens=A__      )
          self.assertListEqual(A__       ,							A__      )

          _SCREAMING_SNAKE_CASE      =				self.get_rust_tokenizer()
          _SCREAMING_SNAKE_CASE      =				tokenizer.encode(A__      )
          _SCREAMING_SNAKE_CASE      =				rust_tokenizer.encode(A__      )
          self.assertListEqual(A__       ,							A__      )

          # With lower casing
          _SCREAMING_SNAKE_CASE      =				self.get_tokenizer(do_lower_case=A__      )
          _SCREAMING_SNAKE_CASE      =				self.get_rust_tokenizer(do_lower_case=A__      )

          _SCREAMING_SNAKE_CASE      =				"""UNwant\u00E9d,running"""

          _SCREAMING_SNAKE_CASE      =				tokenizer.tokenize(A__      )
          _SCREAMING_SNAKE_CASE      =				rust_tokenizer.tokenize(A__      )
          self.assertListEqual(A__       ,							A__      )

          _SCREAMING_SNAKE_CASE      =				tokenizer.encode(A__       ,							add_special_tokens=A__      )
          _SCREAMING_SNAKE_CASE      =				rust_tokenizer.encode(A__       ,							add_special_tokens=A__      )
          self.assertListEqual(A__       ,							A__      )

          _SCREAMING_SNAKE_CASE      =				self.get_rust_tokenizer()
          _SCREAMING_SNAKE_CASE      =				tokenizer.encode(A__      )
          _SCREAMING_SNAKE_CASE      =				rust_tokenizer.encode(A__      )
          self.assertListEqual(A__       ,							A__      )






       def        UpperCamelCase				(							self      )    ->			Tuple:
          _SCREAMING_SNAKE_CASE      =				BasicTokenizer()

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






       def        UpperCamelCase				(							self      )    ->			List[Any]:
          _SCREAMING_SNAKE_CASE      =				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        UpperCamelCase				(							self      )    ->			Optional[Any]:
          _SCREAMING_SNAKE_CASE      =				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        UpperCamelCase				(							self      )    ->			Any:
          _SCREAMING_SNAKE_CASE      =				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        UpperCamelCase				(							self      )    ->			Any:
          _SCREAMING_SNAKE_CASE      =				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        UpperCamelCase				(							self      )    ->			str:
          _SCREAMING_SNAKE_CASE      =				BasicTokenizer(do_lower_case=A__      )

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






       def        UpperCamelCase				(							self      )    ->			Dict:
          _SCREAMING_SNAKE_CASE      =				BasicTokenizer(do_lower_case=A__       ,							strip_accents=A__      )

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






       def        UpperCamelCase				(							self      )    ->			Union[str, Any]:
          _SCREAMING_SNAKE_CASE      =				BasicTokenizer(do_lower_case=A__       ,							strip_accents=A__      )

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






       def        UpperCamelCase				(							self      )    ->			str:
          _SCREAMING_SNAKE_CASE      =				BasicTokenizer(do_lower_case=A__       ,							never_split=["""[UNK]"""]      )

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






       def        UpperCamelCase				(							self      )    ->			Tuple:
          _SCREAMING_SNAKE_CASE      =				["""[UNK]""", """[CLS]""", """[SEP]""", """want""", """##want""", """##ed""", """wa""", """un""", """runn""", """##ing"""]

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

          _SCREAMING_SNAKE_CASE      =				tokenizer.encode("""sequence builders"""       ,							add_special_tokens=A__      )
          _SCREAMING_SNAKE_CASE      =				tokenizer.encode("""multi-sequence build"""       ,							add_special_tokens=A__      )

          _SCREAMING_SNAKE_CASE      =				tokenizer.build_inputs_with_special_tokens(A__      )
          _SCREAMING_SNAKE_CASE      =				tokenizer.build_inputs_with_special_tokens(A__       ,							A__      )

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






       def        UpperCamelCase				(							self      )    ->			List[str]:
          for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
             with self.subTest(F"{tokenizer.__class__.__name__} ({pretrained_name})"      ):
                _SCREAMING_SNAKE_CASE      =				self.rust_tokenizer_class.from_pretrained(A__       ,							**A__      )

                _SCREAMING_SNAKE_CASE      =				F"A, naïve {tokenizer_r.mask_token} AllenNLP sentence."
                _SCREAMING_SNAKE_CASE      =				tokenizer_r.encode_plus(
                    A__       ,							return_attention_mask=A__       ,							return_token_type_ids=A__       ,							return_offsets_mapping=A__       ,							add_special_tokens=A__       ,							)

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

                _SCREAMING_SNAKE_CASE      =				tokenizer_p.encode(A__       ,							add_special_tokens=A__      )
                _SCREAMING_SNAKE_CASE      =				tokenizer_r.encode(A__       ,							add_special_tokens=A__      )

                _SCREAMING_SNAKE_CASE      =				tokenizer_r.convert_ids_to_tokens(A__      )
                _SCREAMING_SNAKE_CASE      =				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__      )

                _SCREAMING_SNAKE_CASE      =				False
                _SCREAMING_SNAKE_CASE      =				self.rust_tokenizer_class.from_pretrained(A__       ,							**A__      )
                _SCREAMING_SNAKE_CASE      =				self.tokenizer_class.from_pretrained(A__       ,							**A__      )

                _SCREAMING_SNAKE_CASE      =				tokenizer_r.encode(A__       ,							add_special_tokens=A__      )
                _SCREAMING_SNAKE_CASE      =				tokenizer_p.encode(A__       ,							add_special_tokens=A__      )

                _SCREAMING_SNAKE_CASE      =				tokenizer_r.convert_ids_to_tokens(A__      )
                _SCREAMING_SNAKE_CASE      =				tokenizer_p.convert_ids_to_tokens(A__      )

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






