

import os
import unittest

from transformers import LxmertTokenizer, LxmertTokenizerFast
from transformers.models.bert.tokenization_bert import VOCAB_FILES_NAMES
from transformers.testing_utils import require_tokenizers

from ...test_tokenization_common import TokenizerTesterMixin






@require_tokenizers
class   _SCREAMING_SNAKE_CASE   (   lowercase__		,unittest.TestCase     ):
 __SCREAMING_SNAKE_CASE					:str      	=					LxmertTokenizer
 __SCREAMING_SNAKE_CASE					:int      	=					LxmertTokenizerFast
 __SCREAMING_SNAKE_CASE					:Union[str, Any]      	=					True
 __SCREAMING_SNAKE_CASE					:List[Any]      	=					True



 def 			snake_case__  (   self		:   Dict      ):
      super().setUp()

      __magic_name__						       =    [
          '[UNK]',
          '[CLS]',
          '[SEP]',
          'want',
          '##want',
          '##ed',
          'wa',
          'un',
          'runn',
          '##ing',
          ',',
          'low',
          'lowest',
      ]
      __magic_name__						       =    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 			snake_case__  (   self		:   Optional[Any]			,				a__		:   Tuple      ):
      __magic_name__						       =    'UNwant\u00E9d,running'
      __magic_name__						       =    'unwanted, running'
      return input_text, output_text



 def 			snake_case__  (   self		:   List[str]      ):
      __magic_name__						       =    self.tokenizer_class(self.vocab_file      )

      __magic_name__						       =    tokenizer.tokenize('''UNwant\u00E9d,running'''      )
      self.assertListEqual(_a			,				['''un''', '''##want''', '''##ed''', ''',''', '''runn''', '''##ing''']      )
      self.assertListEqual(tokenizer.convert_tokens_to_ids(_a      )			,				[7, 4, 5, 10, 8, 9]      )



 def 			snake_case__  (   self		:   Any      ):






      if not self.test_rust_tokenizer:
           return

      __magic_name__						       =    self.get_tokenizer()
      __magic_name__						       =    self.get_rust_tokenizer()

      __magic_name__						       =    'I was born in 92000, and this is falsé.'

      __magic_name__						       =    tokenizer.tokenize(_a      )
      __magic_name__						       =    rust_tokenizer.tokenize(_a      )
      self.assertListEqual(_a			,				_a      )

      __magic_name__						       =    tokenizer.encode(_a			,				add_special_tokens=_a      )
      __magic_name__						       =    rust_tokenizer.encode(_a			,				add_special_tokens=_a      )
      self.assertListEqual(_a			,				_a      )

      __magic_name__						       =    self.get_rust_tokenizer()
      __magic_name__						       =    tokenizer.encode(_a      )
      __magic_name__						       =    rust_tokenizer.encode(_a      )
      self.assertListEqual(_a			,				_a      )









'''simple docstring'''




import re

from flax.core.frozen_dict import freeze
from flax.traverse_util import flatten_dict, unflatten_dict
from jax.experimental import PartitionSpec as P


# Sentinels
_lowerCAmelCase         =						object()

# For specifying empty leaf dict `{}`
_lowerCAmelCase         =						object()




def 						UpperCamelCase	(			a		,						a			)				->     Union[str, Any]:






     '''simple docstring'''
     __magic_name__						       =    tuple((re.compile(x + '''$'''			) for x in qs)			)
     for i in range(len(a			) - len(a			) + 1			):
          __magic_name__						       =    [x.match(a			) for x, y in zip(a		,						ks[i:]			)]
          if matches and all(a			):
               return True
     return False




def 						UpperCamelCase	(			a			)				->     Tuple:






     '''simple docstring'''
     def replace(a		,						a			):
          for rule, replacement in rules:
               if _match(a		,						a			):
                    return replacement
          return val

     return replace




def 						UpperCamelCase	(			)				->     Union[str, Any]:






     '''simple docstring'''
     return [
         # embeddings
         (("transformer", "wpe", "embedding"), P('''mp'''		,						a			)),
         (("transformer", "wte", "embedding"), P('''mp'''		,						a			)),
         # atention
         (("attention", "(q_proj|k_proj|v_proj)", "kernel"), P(a		,						'''mp'''			)),
         (("attention", "out_proj", "kernel"), P('''mp'''		,						a			)),
         (("attention", "out_proj", "bias"), None),
         # mlp
         (("mlp", "c_fc", "kernel"), P(a		,						'''mp'''			)),
         (("mlp", "c_fc", "bias"), P('''mp'''			)),
         (("mlp", "c_proj", "kernel"), P('''mp'''		,						a			)),
         (("mlp", "c_proj", "bias"), None),
         # layer norms
         ((r"ln_\d+", "bias"), None),
         ((r"\d+", r"ln_\d+", "scale"), None),
         (("ln_f", "bias"), None),
         (("ln_f", "scale"), None),
     ]




def 						UpperCamelCase	(			a			)				->     str:






     '''simple docstring'''
     __magic_name__						       =    _get_partition_rules()
     __magic_name__						       =    _replacement_rules(a			)
     __magic_name__						       =    {k: _unmatched for k in flatten_dict(a			)}
     __magic_name__						       =    {k: replace(a		,						a			) for k, v in initd.items()}
     assert _unmatched not in result.values(), "Incomplete partition spec."
     return freeze(unflatten_dict(a			)			)






