


'''simple docstring'''



from __future__ import annotations

from random import choice


def 				lowerCamelCase__				(	A       :      Tuple					):




						'''simple docstring'''






						return choice(A					)


def 				lowerCamelCase__				(	A       :      list[int]				,       A       :      int					):




						'''simple docstring'''






						UpperCAmelCase					    =     random_pivot(A					)

						# partition based on pivot
						# linear time
						UpperCAmelCase					    =     [e for e in lst if e < pivot]
						UpperCAmelCase					    =     [e for e in lst if e > pivot]

						# if we get lucky, pivot might be the element we want.
						# we can easily see this:
						# small (elements smaller than k)
						# + pivot (kth element)
						# + big (elements larger than k)
						if len(A					) == k - 1:
												return pivot
						# pivot is in elements bigger than k
						elif len(A					) < k - 1:
												return kth_number(A				,       k - len(A					) - 1					)
						# pivot is in elements smaller than k
						else:
												return kth_number(A				,       A					)


if __name__ == "__main__":
	import doctest

	doctest.testmod()









'''simple docstring'''



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


_lowercase      :      int            =					logging.get_logger(__name__)

_lowercase      :      Optional[Any]            =					{"""openai-gpt""": """https://huggingface.co/openai-gpt/resolve/main/config.json"""}






class 	UpperCamelCase__(       lowerCAmelCase	):
				__magic_name__    :				Union[str, Any]  		=	"openai-gpt"
				__magic_name__    :				Optional[int]  		=	{
				    "max_position_embeddings": "n_positions",
				    "hidden_size": "n_embd",
				    "num_attention_heads": "n_head",
				    "num_hidden_layers": "n_layer",
				}




				def __init__(		self      :			Optional[int]				,   lowerCAmelCase      :			Optional[Any]=40478				,   lowerCAmelCase      :			str=512				,   lowerCAmelCase      :			List[Any]=768				,   lowerCAmelCase      :			Tuple=12				,   lowerCAmelCase      :			int=12				,   lowerCAmelCase      :			List[str]="gelu"				,   lowerCAmelCase      :			List[str]=0.1				,   lowerCAmelCase      :			List[Any]=0.1				,   lowerCAmelCase      :			Dict=0.1				,   lowerCAmelCase      :			Tuple=1E-5				,   lowerCAmelCase      :			Tuple=0.02				,   lowerCAmelCase      :			Optional[int]="cls_index"				,   lowerCAmelCase      :			Dict=True				,   lowerCAmelCase      :			Optional[int]=None				,   lowerCAmelCase      :			Dict=True				,   lowerCAmelCase      :			int=0.1				,   **lowerCAmelCase      :			Optional[int]				,   )->					str:

										"""simple docstring"""




										UpperCAmelCase					    =     vocab_size
										UpperCAmelCase					    =     n_positions
										UpperCAmelCase					    =     n_embd
										UpperCAmelCase					    =     n_layer
										UpperCAmelCase					    =     n_head
										UpperCAmelCase					    =     afn
										UpperCAmelCase					    =     resid_pdrop
										UpperCAmelCase					    =     embd_pdrop
										UpperCAmelCase					    =     attn_pdrop
										UpperCAmelCase					    =     layer_norm_epsilon
										UpperCAmelCase					    =     initializer_range
										UpperCAmelCase					    =     summary_type
										UpperCAmelCase					    =     summary_use_proj
										UpperCAmelCase					    =     summary_activation
										UpperCAmelCase					    =     summary_first_dropout
										UpperCAmelCase					    =     summary_proj_to_labels
										super().__init__(**lowerCAmelCase				)





