


from timeit import timeit

snake_case    :   Tuple	    =					{
    '''MALAYALAM''': True,
    '''String''': False,
    '''rotor''': True,
    '''level''': True,
    '''A''': True,
    '''BB''': True,
    '''ABC''': False,
    '''amanaplanacanalpanama''': True,  # "a man a plan a canal panama"
}
# Ensure our test data is valid
assert all((key == key[::-1]) is value for key, value in test_data.items())
def     __lowerCamelCase						(			UpperCAmelCase_						:		str						):




      """simple docstring"""





      a						:Union[str, Any]										=	0
      a						:Tuple										=	len(UpperCAmelCase_						) - 1
      while start_i < end_i:
            if s[start_i] == s[end_i]:
                  start_i += 1
                  end_i -= 1
            else:
                  return False
      return True
def     __lowerCamelCase						(			UpperCAmelCase_						:		str						):




      """simple docstring"""





      a						:str										=	len(UpperCAmelCase_						) // 2
      a						:List[str]										=	len(UpperCAmelCase_						)

      # We need to traverse till half of the length of string
      # as we can get access of the i'th last element from
      # i'th index.
      # eg: [0,1,2,3,4,5] => 4th index can be accessed
      # with the help of 1st index (i==n-i-1)
      # where n is length of string
      return all(s[i] == s[n - i - 1] for i in range(UpperCAmelCase_						)						)
def     __lowerCamelCase						(			UpperCAmelCase_						:		str						):




      """simple docstring"""





      if len(UpperCAmelCase_						) <= 2:
            return True
      if s[0] == s[len(UpperCAmelCase_						) - 1]:
            return is_palindrome_recursive(s[1:-1]						)
      else:
            return False
def     __lowerCamelCase						(			UpperCAmelCase_						:		str						):




      """simple docstring"""





      return s == s[::-1]
def     __lowerCamelCase						(			UpperCAmelCase_						:		str						):




      """simple docstring"""





      a						:Optional[int]										=	F'''all({name}(key) is value for key, value in test_data.items())'''
      a						:str										=	F'''from __main__ import test_data, {name}'''
      a						:List[Any]										=	50_0000
      a						:Tuple										=	timeit(stmt=UpperCAmelCase_			,  setup=UpperCAmelCase_			,  number=UpperCAmelCase_						)
      print(F'''{name:<35} finished {number:,} runs in {result:.5f} seconds'''						)


if __name__ == "__main__":
      for key, value in test_data.items():
            assert is_palindrome(key) is is_palindrome_recursive(key)
            assert is_palindrome(key) is is_palindrome_slice(key)
            print(F"""{key:21} {value}""")
      print('''a man a plan a canal panama''')

      # finished 500,000 runs in 0.46793 seconds
      benchmark_function('''is_palindrome_slice''')
      # finished 500,000 runs in 0.85234 seconds
      benchmark_function('''is_palindrome''')
      # finished 500,000 runs in 1.32028 seconds
      benchmark_function('''is_palindrome_recursive''')
      # finished 500,000 runs in 2.08679 seconds
      benchmark_function('''is_palindrome_traversal''')









from ...configuration_utils import PretrainedConfig







class 		_snake_case  (				_snake_case							):
 SCREAMING_SNAKE_CASE__				=	'bert-generation'




 def __init__(		self ,  _lowerCamelCase=5_0358 ,  _lowerCamelCase=1024 ,  _lowerCamelCase=24 ,  _lowerCamelCase=16 ,  _lowerCamelCase=4096 ,  _lowerCamelCase="gelu" ,  _lowerCamelCase=0.1 ,  _lowerCamelCase=0.1 ,  _lowerCamelCase=512 ,  _lowerCamelCase=0.02 ,  _lowerCamelCase=1e-12 ,  _lowerCamelCase=0 ,  _lowerCamelCase=2 ,  _lowerCamelCase=1 ,  _lowerCamelCase="absolute" ,  _lowerCamelCase=True ,  **_lowerCamelCase ,  ):
       super().__init__(pad_token_id=_lowerCamelCase ,  bos_token_id=_lowerCamelCase ,  eos_token_id=_lowerCamelCase ,  **_lowerCamelCase   )

       a						:Optional[int]										=	vocab_size
       a						:Tuple										=	hidden_size
       a						:Any										=	num_hidden_layers
       a						:Any										=	num_attention_heads
       a						:List[Any]										=	hidden_act
       a						:Tuple										=	intermediate_size
       a						:Any										=	hidden_dropout_prob
       a						:int										=	attention_probs_dropout_prob
       a						:Dict										=	max_position_embeddings
       a						:int										=	initializer_range
       a						:Union[str, Any]										=	layer_norm_eps
       a						:str										=	position_embedding_type
       a						:int										=	use_cache





