



'''simple docstring'''


import unittest

from transformers import AutoConfig, AutoTokenizer, BertConfig, TensorType, is_flax_available
from transformers.testing_utils import DUMMY_UNKNOWN_IDENTIFIER, require_flax, slow


if is_flax_available():
   import jax

   from transformers.models.auto.modeling_flax_auto import FlaxAutoModel
   from transformers.models.bert.modeling_flax_bert import FlaxBertModel
   from transformers.models.roberta.modeling_flax_roberta import FlaxRobertaModel

@require_flax
class  SCREAMING_SNAKE_CASE (  unittest.TestCase		):






    """simple docstring"""





    @slow
    def  A       (  self      :					Optional[int] ):


       """simple docstring"""







       for model_name in ["bert-base-cased", "bert-large-uncased"]:
          with self.subTest(UpperCamelCase__ ):
             UpperCamelCase					=  AutoConfig.from_pretrained(UpperCamelCase__ )
             self.assertIsNotNone(UpperCamelCase__ )
             self.assertIsInstance(UpperCamelCase__  ,						UpperCamelCase__ )

             UpperCamelCase					=  FlaxAutoModel.from_pretrained(UpperCamelCase__ )
             self.assertIsNotNone(UpperCamelCase__ )
             self.assertIsInstance(UpperCamelCase__  ,						UpperCamelCase__ )






    @slow
    def  A       (  self      :					List[Any] ):


       """simple docstring"""







       for model_name in ["roberta-base", "roberta-large"]:
          with self.subTest(UpperCamelCase__ ):
             UpperCamelCase					=  AutoConfig.from_pretrained(UpperCamelCase__ )
             self.assertIsNotNone(UpperCamelCase__ )
             self.assertIsInstance(UpperCamelCase__  ,						UpperCamelCase__ )

             UpperCamelCase					=  FlaxAutoModel.from_pretrained(UpperCamelCase__ )
             self.assertIsNotNone(UpperCamelCase__ )
             self.assertIsInstance(UpperCamelCase__  ,						UpperCamelCase__ )






    @slow
    def  A       (  self      :					Union[str, Any] ):


       """simple docstring"""







       for model_name in ["bert-base-cased", "bert-large-uncased"]:
          UpperCamelCase					=  AutoTokenizer.from_pretrained(UpperCamelCase__ )
          UpperCamelCase					=  FlaxBertModel.from_pretrained(UpperCamelCase__ )
          UpperCamelCase					=  tokenizer('Do you support jax jitted function?'  ,						return_tensors=TensorType.JAX )

          @jax.jit
          def eval(**UpperCamelCase__      :					str ):
             return model(**UpperCamelCase__ )

          eval(**UpperCamelCase__ ).block_until_ready()






    @slow
    def  A       (  self      :					List[Any] ):


       """simple docstring"""







       for model_name in ["roberta-base", "roberta-large"]:
          UpperCamelCase					=  AutoTokenizer.from_pretrained(UpperCamelCase__ )
          UpperCamelCase					=  FlaxRobertaModel.from_pretrained(UpperCamelCase__ )
          UpperCamelCase					=  tokenizer('Do you support jax jitted function?'  ,						return_tensors=TensorType.JAX )

          @jax.jit
          def eval(**UpperCamelCase__      :					str ):
             return model(**UpperCamelCase__ )

          eval(**UpperCamelCase__ ).block_until_ready()






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


       """simple docstring"""







       with self.assertRaisesRegex(
           UpperCamelCase__  ,						'bert-base is not a local folder and is not a valid model identifier' ):
          UpperCamelCase					=  FlaxAutoModel.from_pretrained('bert-base' )






    def  A       (  self      :					List[Any] ):


       """simple docstring"""







       with self.assertRaisesRegex(
           UpperCamelCase__  ,						R'aaaaaa is not a valid git identifier \(branch name, tag name or commit id\)' ):
          UpperCamelCase					=  FlaxAutoModel.from_pretrained(UpperCamelCase__  ,						revision='aaaaaa' )






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


       """simple docstring"""







       with self.assertRaisesRegex(
           UpperCamelCase__  ,						'hf-internal-testing/config-no-model does not appear to have a file named flax_model.msgpack'  ,						):
          UpperCamelCase					=  FlaxAutoModel.from_pretrained('hf-internal-testing/config-no-model' )






    def  A       (  self      :					str ):


       """simple docstring"""







       with self.assertRaisesRegex(UpperCamelCase__  ,						'Use `from_pt=True` to load this model' ):
          UpperCamelCase					=  FlaxAutoModel.from_pretrained('hf-internal-testing/tiny-bert-pt-only' )









"""simple docstring"""


import re



def 					lowerCAmelCase				(    __UpperCamelCase ):




  """simple docstring"""







  return [char.split() for char in re.split(r'''[^ a-z A-Z 0-9 \s]'''		,       str_ )]



def 					lowerCAmelCase				(    __UpperCamelCase ):




  """simple docstring"""







  __A									= split_input(str_ )
  return "".join(
      [''''''.join([char.capitalize() for char in sub_str] ) for sub_str in string_split] )



def 					lowerCAmelCase				(    __UpperCamelCase		,       __UpperCamelCase		,       __UpperCamelCase ):




  """simple docstring"""







  try:
    __A									= split_input(__UpperCamelCase )
    if upper:
      __A									= ''''''.join(
          [
              separator.join([char.upper() for char in sub_str] )
              for sub_str in string_split
          ] )
    else:
      __A									= ''''''.join(
          [
              separator.join([char.lower() for char in sub_str] )
              for sub_str in string_split
          ] )
    return res_str
  except IndexError:
    return "not valid string"



def 					lowerCAmelCase				(    __UpperCamelCase ):




  """simple docstring"""







  return to_simple_case(__UpperCamelCase )



def 					lowerCAmelCase				(    __UpperCamelCase ):




  """simple docstring"""







  try:
    __A									= to_simple_case(__UpperCamelCase )
    return res_str[0].lower() + res_str[1:]
  except IndexError:
    return "not valid string"



def 					lowerCAmelCase				(    __UpperCamelCase		,       __UpperCamelCase ):




  """simple docstring"""







  return to_complex_case(__UpperCamelCase		,       __UpperCamelCase		,       '''_''' )



def 					lowerCAmelCase				(    __UpperCamelCase		,       __UpperCamelCase ):




  """simple docstring"""







  return to_complex_case(__UpperCamelCase		,       __UpperCamelCase		,       '''-''' )


if __name__ == "__main__":
       __import__('doctest').testmod()




