import json
import os
import unittest

from transformers.models.roc_bert.tokenization_roc_bert import (
    VOCAB_FILES_NAMES,
    RoCBertBasicTokenizer,
    RoCBertTokenizer,
    RoCBertWordpieceTokenizer,
    _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 __snake_case       (		lowerCamelCase_     ,	unittest.TestCase	):
   lowerCAmelCase_														=							RoCBertTokenizer
   lowerCAmelCase_														=							None
   lowerCAmelCase_														=							False
   lowerCAmelCase_														=							True
   lowerCAmelCase_														=							filter_non_english




   def 			__a		(					self    :       List[str]   ):



     """simple docstring"""






     super().setUp()

     SCREAMING_SNAKE_CASE__    							=   ["""[UNK]""", """[CLS]""", """[SEP]""", """[PAD]""", """[MASK]""", """你""", """好""", """是""", """谁""", """a""", """b""", """c""", """d"""]
     SCREAMING_SNAKE_CASE__    							=   {}
     SCREAMING_SNAKE_CASE__    							=   {}
     for i, value in enumerate(_lowercase   ):
       SCREAMING_SNAKE_CASE__    							=   i
       SCREAMING_SNAKE_CASE__    							=   i
     SCREAMING_SNAKE_CASE__    							=   os.path.join(self.tmpdirname ,			VOCAB_FILES_NAMES["""vocab_file"""]   )
     SCREAMING_SNAKE_CASE__    							=   os.path.join(self.tmpdirname ,			VOCAB_FILES_NAMES["""word_shape_file"""]   )
     SCREAMING_SNAKE_CASE__    							=   os.path.join(self.tmpdirname ,			VOCAB_FILES_NAMES["""word_pronunciation_file"""]   )
     with open(self.vocab_file ,			"""w""" ,			encoding="""utf-8"""   ) as vocab_writer:
       vocab_writer.write("""""".join([x + """\n""" for x in vocab_tokens]   )   )
     with open(self.word_shape_file ,			"""w""" ,			encoding="""utf-8"""   ) as word_shape_writer:
       json.dump(_lowercase ,			_lowercase ,			ensure_ascii=_lowercase   )
     with open(self.word_pronunciation_file ,			"""w""" ,			encoding="""utf-8"""   ) as word_pronunciation_writer:
       json.dump(_lowercase ,			_lowercase ,			ensure_ascii=_lowercase   )




   def 			__a		(					self    :       Dict   ):



     """simple docstring"""






     SCREAMING_SNAKE_CASE__    							=   self.tokenizer_class(self.vocab_file ,			self.word_shape_file ,			self.word_pronunciation_file   )

     SCREAMING_SNAKE_CASE__    							=   tokenizer.tokenize("""你好[SEP]你是谁"""   )
     self.assertListEqual(_lowercase ,			["""你""", """好""", """[SEP]""", """你""", """是""", """谁"""]   )
     self.assertListEqual(tokenizer.convert_tokens_to_ids(_lowercase   ) ,			[5, 6, 2, 5, 7, 8]   )
     self.assertListEqual(tokenizer.convert_tokens_to_shape_ids(_lowercase   ) ,			[5, 6, 2, 5, 7, 8]   )
     self.assertListEqual(tokenizer.convert_tokens_to_pronunciation_ids(_lowercase   ) ,			[5, 6, 2, 5, 7, 8]   )




   def 			__a		(					self    :       List[str]   ):



     """simple docstring"""






     SCREAMING_SNAKE_CASE__    							=   RoCBertBasicTokenizer()

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




   def 			__a		(					self    :       str   ):



     """simple docstring"""






     SCREAMING_SNAKE_CASE__    							=   RoCBertBasicTokenizer(do_lower_case=_lowercase   )

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




   def 			__a		(					self    :       Any   ):



     """simple docstring"""






     SCREAMING_SNAKE_CASE__    							=   RoCBertBasicTokenizer(do_lower_case=_lowercase ,			strip_accents=_lowercase   )

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




   def 			__a		(					self    :       List[Any]   ):



     """simple docstring"""






     SCREAMING_SNAKE_CASE__    							=   RoCBertBasicTokenizer(do_lower_case=_lowercase ,			strip_accents=_lowercase   )

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




   def 			__a		(					self    :       List[str]   ):



     """simple docstring"""






     SCREAMING_SNAKE_CASE__    							=   RoCBertBasicTokenizer(do_lower_case=_lowercase   )

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




   def 			__a		(					self    :       Dict   ):



     """simple docstring"""






     SCREAMING_SNAKE_CASE__    							=   RoCBertBasicTokenizer(do_lower_case=_lowercase   )

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




   def 			__a		(					self    :       Tuple   ):



     """simple docstring"""






     SCREAMING_SNAKE_CASE__    							=   RoCBertBasicTokenizer(do_lower_case=_lowercase ,			strip_accents=_lowercase   )

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




   def 			__a		(					self    :       Tuple   ):



     """simple docstring"""






     SCREAMING_SNAKE_CASE__    							=   RoCBertBasicTokenizer(do_lower_case=_lowercase ,			strip_accents=_lowercase   )

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




   def 			__a		(					self    :       Union[str, Any]   ):



     """simple docstring"""






     SCREAMING_SNAKE_CASE__    							=   RoCBertBasicTokenizer(do_lower_case=_lowercase ,			never_split=["""[UNK]"""]   )

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




   def 			__a		(					self    :       Optional[Any]   ):



     """simple docstring"""






     SCREAMING_SNAKE_CASE__    							=   ["""[UNK]""", """[CLS]""", """[SEP]""", """want""", """##want""", """##ed""", """wa""", """un""", """runn""", """##ing"""]

     SCREAMING_SNAKE_CASE__    							=   {}
     for i, token in enumerate(_lowercase   ):
       SCREAMING_SNAKE_CASE__    							=   i
     SCREAMING_SNAKE_CASE__    							=   RoCBertWordpieceTokenizer(vocab=_lowercase ,			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 			__a		(					self    :       List[Any]   ):



     """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 			__a		(					self    :       Any   ):



     """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 			__a		(					self    :       Tuple   ):



     """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 			__a		(					self    :       Tuple   ):



     """simple docstring"""






     SCREAMING_SNAKE_CASE__    							=   self.get_tokenizer()

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

     if self.test_rust_tokenizer:
       SCREAMING_SNAKE_CASE__    							=   self.get_rust_tokenizer()
       self.assertListEqual(
           [rust_tokenizer.tokenize(_lowercase   ) for t in ["""Test""", """\xad""", """test"""]] ,			[["""[UNK]"""], [], ["""[UNK]"""]]   )




   def 			__a		(					self    :       Union[str, Any]   ):



     """simple docstring"""






     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(_lowercase ,			**_lowercase   )

         SCREAMING_SNAKE_CASE__    							=   f"""A, naïve {tokenizer_r.mask_token} AllenNLP sentence."""
         SCREAMING_SNAKE_CASE__    							=   tokenizer_r.encode_plus(
             _lowercase ,			return_attention_mask=_lowercase ,			return_token_type_ids=_lowercase ,			return_offsets_mapping=_lowercase ,			add_special_tokens=_lowercase ,			)

         SCREAMING_SNAKE_CASE__    							=   tokenizer_r.do_lower_case if hasattr(_lowercase ,			"""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 			__a		(					self    :       str   ):



     """simple docstring"""






     SCREAMING_SNAKE_CASE__    							=   ["""的""", """人""", """有"""]
     SCREAMING_SNAKE_CASE__    							=   """""".join(_lowercase   )
     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(_lowercase ,			**_lowercase   )
         SCREAMING_SNAKE_CASE__    							=   self.rust_tokenizer_class.from_pretrained(_lowercase ,			**_lowercase   )

         SCREAMING_SNAKE_CASE__    							=   tokenizer_p.encode(_lowercase ,			add_special_tokens=_lowercase   )
         SCREAMING_SNAKE_CASE__    							=   tokenizer_r.encode(_lowercase ,			add_special_tokens=_lowercase   )

         SCREAMING_SNAKE_CASE__    							=   tokenizer_r.convert_ids_to_tokens(_lowercase   )
         SCREAMING_SNAKE_CASE__    							=   tokenizer_p.convert_ids_to_tokens(_lowercase   )

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

         SCREAMING_SNAKE_CASE__    							=   False
         SCREAMING_SNAKE_CASE__    							=   self.rust_tokenizer_class.from_pretrained(_lowercase ,			**_lowercase   )
         SCREAMING_SNAKE_CASE__    							=   self.tokenizer_class.from_pretrained(_lowercase ,			**_lowercase   )

         SCREAMING_SNAKE_CASE__    							=   tokenizer_r.encode(_lowercase ,			add_special_tokens=_lowercase   )
         SCREAMING_SNAKE_CASE__    							=   tokenizer_p.encode(_lowercase ,			add_special_tokens=_lowercase   )

         SCREAMING_SNAKE_CASE__    							=   tokenizer_r.convert_ids_to_tokens(_lowercase   )
         SCREAMING_SNAKE_CASE__    							=   tokenizer_p.convert_ids_to_tokens(_lowercase   )

         # 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(_lowercase   )
         ]
         self.assertListEqual(_lowercase ,			_lowercase   )
         self.assertListEqual(_lowercase ,			_lowercase   )




   @slow
   def 			__a		(					self    :       str   ):



     """simple docstring"""






     SCREAMING_SNAKE_CASE__    							=   self.tokenizer_class(self.vocab_file ,			self.word_shape_file ,			self.word_pronunciation_file   )

     SCREAMING_SNAKE_CASE__    							=   tokenizer.encode("""你好""" ,			add_special_tokens=_lowercase   )
     SCREAMING_SNAKE_CASE__    							=   tokenizer.encode("""你是谁""" ,			add_special_tokens=_lowercase   )

     SCREAMING_SNAKE_CASE__    							=   tokenizer.build_inputs_with_special_tokens(_lowercase   )
     SCREAMING_SNAKE_CASE__    							=   tokenizer.build_inputs_with_special_tokens(_lowercase ,			_lowercase   )

     assert encoded_sentence == [1] + text + [2]
     assert encoded_pair == [1] + text + [2] + text_a + [2]




   def 			__a		(					self    :       int   ):



     """simple docstring"""






     SCREAMING_SNAKE_CASE__    							=   self.get_tokenizers(do_lower_case=_lowercase   )
     for tokenizer in tokenizers:
       with self.subTest(f"""{tokenizer.__class__.__name__}"""   ):
         SCREAMING_SNAKE_CASE__    							=   """你好，你是谁"""
         SCREAMING_SNAKE_CASE__    							=   tokenizer.tokenize(_lowercase   )
         SCREAMING_SNAKE_CASE__    							=   tokenizer.convert_tokens_to_ids(_lowercase   )
         SCREAMING_SNAKE_CASE__    							=   tokenizer.convert_tokens_to_shape_ids(_lowercase   )
         SCREAMING_SNAKE_CASE__    							=   tokenizer.convert_tokens_to_pronunciation_ids(_lowercase   )
         SCREAMING_SNAKE_CASE__    							=   tokenizer.prepare_for_model(
             _lowercase ,			_lowercase ,			_lowercase ,			add_special_tokens=_lowercase   )

         SCREAMING_SNAKE_CASE__    							=   tokenizer.encode_plus(_lowercase ,			add_special_tokens=_lowercase   )

         self.assertEqual(_lowercase ,			_lowercase   )

from ...configuration_utils import PretrainedConfig
from ...utils import logging


__lowerCamelCase    :				List[Any]							     =	logging.get_logger(__name__)

__lowerCamelCase    :				str							     =	{
    '''facebook/timesformer''': '''https://huggingface.co/facebook/timesformer/resolve/main/config.json''',
}







class __snake_case       (		lowerCamelCase_	):
   lowerCAmelCase_														=							"timesformer"




   def __init__(					self    :       Any ,			_lowercase    :       Tuple=2_24 ,			_lowercase    :       Tuple=16 ,			_lowercase    :       List[Any]=3 ,			_lowercase    :       str=8 ,			_lowercase    :       Optional[Any]=7_68 ,			_lowercase    :       List[str]=12 ,			_lowercase    :       List[str]=12 ,			_lowercase    :       Dict=30_72 ,			_lowercase    :       List[str]="gelu" ,			_lowercase    :       List[str]=0.0 ,			_lowercase    :       List[str]=0.0 ,			_lowercase    :       Tuple=0.02 ,			_lowercase    :       List[Any]=1E-6 ,			_lowercase    :       List[str]=True ,			_lowercase    :       Dict="divided_space_time" ,			_lowercase    :       Union[str, Any]=0 ,			**_lowercase    :       Union[str, Any] ,			):



     """simple docstring"""






     super().__init__(**_lowercase   )

     SCREAMING_SNAKE_CASE__    							=   image_size
     SCREAMING_SNAKE_CASE__    							=   patch_size
     SCREAMING_SNAKE_CASE__    							=   num_channels
     SCREAMING_SNAKE_CASE__    							=   num_frames

     SCREAMING_SNAKE_CASE__    							=   hidden_size
     SCREAMING_SNAKE_CASE__    							=   num_hidden_layers
     SCREAMING_SNAKE_CASE__    							=   num_attention_heads
     SCREAMING_SNAKE_CASE__    							=   intermediate_size
     SCREAMING_SNAKE_CASE__    							=   hidden_act
     SCREAMING_SNAKE_CASE__    							=   hidden_dropout_prob
     SCREAMING_SNAKE_CASE__    							=   attention_probs_dropout_prob
     SCREAMING_SNAKE_CASE__    							=   initializer_range
     SCREAMING_SNAKE_CASE__    							=   layer_norm_eps
     SCREAMING_SNAKE_CASE__    							=   qkv_bias

     SCREAMING_SNAKE_CASE__    							=   attention_type
     SCREAMING_SNAKE_CASE__    							=   drop_path_rate
