

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


__A     						=      logging.get_logger(__name__)

__A     						=      {
    '''bert-base-uncased''': '''https://huggingface.co/bert-base-uncased/resolve/main/config.json''',
    # QDQBERT models can be loaded from any BERT checkpoint, available at https://huggingface.co/models?filter=bert
}



class     lowercase_       (    __lowercase	):
      UpperCamelCase_     :						List[Any]		 =							"qdqbert"



      def __init__(     self :							Optional[Any]     ,   A__ :							Any=30522     ,   A__ :							Optional[Any]=768     ,   A__ :							int=12     ,   A__ :							Union[str, Any]=12     ,   A__ :							Optional[int]=3072     ,   A__ :							Optional[int]="gelu"     ,   A__ :							Union[str, Any]=0.1     ,   A__ :							Tuple=0.1     ,   A__ :							Tuple=512     ,   A__ :							List[str]=2     ,   A__ :							Union[str, Any]=0.02     ,   A__ :							List[str]=1e-12     ,   A__ :							Tuple=True     ,   A__ :							Any=1     ,   A__ :							Union[str, Any]=0     ,   A__ :							Optional[int]=2     ,   **A__ :							Any     ,   )       ->	Optional[Any]:
        super().__init__(pad_token_id=A__     ,   bos_token_id=A__     ,   eos_token_id=A__     ,   **A__						)

        _snake_case		=				vocab_size
        _snake_case		=				max_position_embeddings
        _snake_case		=				hidden_size
        _snake_case		=				num_hidden_layers
        _snake_case		=				num_attention_heads
        _snake_case		=				intermediate_size
        _snake_case		=				hidden_act
        _snake_case		=				hidden_dropout_prob
        _snake_case		=				attention_probs_dropout_prob
        _snake_case		=				initializer_range
        _snake_case		=				type_vocab_size
        _snake_case		=				layer_norm_eps
        _snake_case		=				use_cache




import functools
from math import sqrt
from time import time



def  snake_case_(_UpperCamelCase					,			*_UpperCamelCase					,			**_UpperCamelCase	)				->      str:



  """simple docstring"""






  _snake_case		=				time()
  _snake_case		=				func(*_UpperCamelCase					,			**_UpperCamelCase	)
  _snake_case		=				time()
  if int(end - start	) > 0:
    print(F"""{func.__name__} runtime: {(end - start):0.4f} s"""	)
  else:
    print(F"""{func.__name__} runtime: {(end - start) * 1_000:0.4f} ms"""	)
  return output



def  snake_case_(_UpperCamelCase	)				->      list[int]:



  """simple docstring"""






  if n < 0:
    raise Exception('''n is negative'''	)
  if n == 0:
    return [0]
  _snake_case		=				[0, 1]
  for _ in range(n - 1	):
    fib.append(fib[-1] + fib[-2]	)
  return fib



def  snake_case_(_UpperCamelCase	)				->      list[int]:



  """simple docstring"""






  def fib_recursive_term(_UpperCamelCase	) -> int:
    if i < 0:
      raise Exception('''n is negative'''	)
    if i < 2:
      return i
    return fib_recursive_term(i - 1	) + fib_recursive_term(i - 2	)

  if n < 0:
    raise Exception('''n is negative'''	)
  return [fib_recursive_term(_UpperCamelCase	) for i in range(n + 1	)]



def  snake_case_(_UpperCamelCase	)				->      list[int]:



  """simple docstring"""






  @functools.cache
  def fib_recursive_term(_UpperCamelCase	) -> int:
    if i < 0:
      raise Exception('''n is negative'''	)
    if i < 2:
      return i
    return fib_recursive_term(i - 1	) + fib_recursive_term(i - 2	)

  if n < 0:
    raise Exception('''n is negative'''	)
  return [fib_recursive_term(_UpperCamelCase	) for i in range(n + 1	)]



def  snake_case_(_UpperCamelCase	)				->      list[int]:



  """simple docstring"""






  if n < 0:
    raise Exception('''n is negative'''	)
  # Cache must be outside recursuive function
  # other it will reset every time it calls itself.
  _snake_case		=				{0: 0, 1: 1, 2: 1}  # Prefilled cache

  def rec_fn_memoized(_UpperCamelCase	) -> int:
    if num in cache:
      return cache[num]

    _snake_case		=				rec_fn_memoized(num - 1	) + rec_fn_memoized(num - 2	)
    _snake_case		=				value
    return value

  return [rec_fn_memoized(_UpperCamelCase	) for i in range(n + 1	)]



def  snake_case_(_UpperCamelCase	)				->      list[int]:



  """simple docstring"""






  if n < 0:
    raise Exception('''n is negative'''	)
  if n >= 1_475:
    raise Exception('''n is too large'''	)
  _snake_case		=				sqrt(5	)
  _snake_case		=				(1 + sqrt_a) / 2
  return [round(phi**i / sqrt_a	) for i in range(n + 1	)]


if __name__ == "__main__":
 __A     						=      30
 time_func(fib_iterative, num)
 time_func(fib_recursive, num)  # Around 3s runtime
 time_func(fib_recursive_cached, num)  # Around 0ms runtime
 time_func(fib_memoization, num)
 time_func(fib_binet, num)

