


"""simple docstring"""







import math


def      lowercase			(				A_  ,   A_ = 0  ,   A_ = 0       )->      list:
  '''simple docstring'''







  a						:		Optional[Any]      							=			end or len(A_       )
  for i in range(A_  ,   A_       ):
    a						:		Optional[Any]      							=			i
    a						:		Dict      							=			array[i]
    while temp_index != start and temp_index_value < array[temp_index - 1]:
      a						:		str      							=			array[temp_index - 1]
      temp_index -= 1
    a						:		Optional[Any]      							=			temp_index_value
  return array


def      lowercase			(				A_  ,   A_  ,   A_       )->      None:  # Max Heap
  '''simple docstring'''







  a						:		Union[str, Any]      							=			index
  a						:		str      							=			2 * index + 1  # Left Node
  a						:		Optional[int]      							=			2 * index + 2  # Right Node

  if left_index < heap_size and array[largest] < array[left_index]:
    a						:		List[Any]      							=			left_index

  if right_index < heap_size and array[largest] < array[right_index]:
    a						:		Optional[int]      							=			right_index

  if largest != index:
    a							,		a						:		List[Any]      							=			array[largest], array[index]
    heapify(A_  ,   A_  ,   A_       )


def      lowercase			(				A_       )->      list:
  '''simple docstring'''







  a						:		Optional[int]      							=			len(A_       )

  for i in range(n // 2  ,   -1  ,   -1       ):
    heapify(A_  ,   A_  ,   A_       )

  for i in range(n - 1  ,   0  ,   -1       ):
    a							,		a						:		Any      							=			array[0], array[i]
    heapify(A_  ,   0  ,   A_       )

  return array


def      lowercase			(				A_  ,   A_  ,   A_  ,   A_       )->      int:
  '''simple docstring'''







  if (array[first_index] > array[middle_index]) != (
      array[first_index] > array[last_index]
  ):
    return array[first_index]
  elif (array[middle_index] > array[first_index]) != (
      array[middle_index] > array[last_index]
  ):
    return array[middle_index]
  else:
    return array[last_index]


def      lowercase			(				A_  ,   A_  ,   A_  ,   A_       )->      int:
  '''simple docstring'''







  a						:		str      							=			low
  a						:		int      							=			high
  while True:
    while array[i] < pivot:
      i += 1
    j -= 1
    while pivot < array[j]:
      j -= 1
    if i >= j:
      return i
    a							,		a						:		int      							=			array[j], array[i]
    i += 1


def      lowercase			(				A_       )->      list:
  '''simple docstring'''







  if len(A_       ) == 0:
    return array
  a						:		Union[str, Any]      							=			2 * math.ceil(math.loga(len(A_       )       )       )
  a						:		Optional[int]      							=			16
  return intro_sort(A_  ,   0  ,   len(A_       )  ,   A_  ,   A_       )


def      lowercase			(				A_  ,   A_  ,   A_  ,   A_  ,   A_       )->      list:
  '''simple docstring'''







  while end - start > size_threshold:
    if max_depth == 0:
      return heap_sort(A_       )
    max_depth -= 1
    a						:		Tuple      							=			median_of_a(A_  ,   A_  ,   start + ((end - start) // 2) + 1  ,   end - 1       )
    a						:		Optional[Any]      							=			partition(A_  ,   A_  ,   A_  ,   A_       )
    intro_sort(A_  ,   A_  ,   A_  ,   A_  ,   A_       )
    a						:		Dict      							=			p
  return insertion_sort(A_  ,   A_  ,   A_       )


if __name__ == "__main__":
 import doctest

 doctest.testmod()

 __lowercase    					=      input("""Enter numbers separated by a comma : """).strip()
 __lowercase    					=      [float(item) for item in user_input.split(""",""")]
 print(sort(unsorted))












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


snake_case_ : int    		=       logging.get_logger(__name__)

snake_case_ : str    		=       {}







class __snake_case			(			a		):
   UpperCAmelCase__  :    str          =  '''llama'''
   UpperCAmelCase__  :    Dict          =  ['''past_key_values''']







   def __init__(      self		:						str					,						_snake_case		:						List[str]=32000					,						_snake_case		:						int=4096					,						_snake_case		:						List[str]=11008					,						_snake_case		:						Optional[int]=32					,						_snake_case		:						List[Any]=32					,						_snake_case		:						Tuple=None					,						_snake_case		:						int="silu"					,						_snake_case		:						List[Any]=2048					,						_snake_case		:						List[str]=0.0_2					,						_snake_case		:						Any=1e-6					,						_snake_case		:						List[str]=True					,						_snake_case		:						Optional[Any]=0					,						_snake_case		:						Dict=1					,						_snake_case		:						List[Any]=2					,						_snake_case		:						str=1					,						_snake_case		:						Union[str, Any]=False					,						_snake_case		:						str=None					,						**_snake_case		:						List[Any]					,						):

        """simple docstring"""


        UpperCAmelCase_          =							vocab_size
        UpperCAmelCase_          =							max_position_embeddings
        UpperCAmelCase_          =							hidden_size
        UpperCAmelCase_          =							intermediate_size
        UpperCAmelCase_          =							num_hidden_layers
        UpperCAmelCase_          =							num_attention_heads

        # for backward compatibility
        if num_key_value_heads is None:
             UpperCAmelCase_          =							num_attention_heads

        UpperCAmelCase_          =							num_key_value_heads
        UpperCAmelCase_          =							hidden_act
        UpperCAmelCase_          =							initializer_range
        UpperCAmelCase_          =							rms_norm_eps
        UpperCAmelCase_          =							pretraining_tp
        UpperCAmelCase_          =							use_cache
        UpperCAmelCase_          =							rope_scaling
        self._rope_scaling_validation()

        super().__init__(
            pad_token_id=_snake_case					,						bos_token_id=_snake_case					,						eos_token_id=_snake_case					,						tie_word_embeddings=_snake_case					,						**_snake_case					,						)







   def lowerCamelCase						(      self		:						Optional[int]):

        """simple docstring"""


        if self.rope_scaling is None:
             return

        if not isinstance(self.rope_scaling					,						_snake_case) or len(self.rope_scaling) != 2:
             raise ValueError(
                 '''`rope_scaling` must be a dictionary with with two fields, `name` and `factor`, '''
                 F"""got {self.rope_scaling}""")
        UpperCAmelCase_          =							self.rope_scaling.get('''type'''					,						_snake_case)
        UpperCAmelCase_          =							self.rope_scaling.get('''factor'''					,						_snake_case)
        if rope_scaling_type is None or rope_scaling_type not in ["linear", "dynamic"]:
             raise ValueError(
                 F"""`rope_scaling`'s name field must be one of ['linear', 'dynamic'], got {rope_scaling_type}""")
        if rope_scaling_factor is None or not isinstance(_snake_case					,						_snake_case) or rope_scaling_factor <= 1.0:
             raise ValueError(F"""`rope_scaling`'s factor field must be an float > 1, got {rope_scaling_factor}""")






