



from bisect import bisect
from itertools import accumulate






def  lowerCamelCase_	(      lowerCAmelCase__	:	int			,	lowerCAmelCase__	:	str			,	lowerCAmelCase__	:	List[str]			,	lowerCAmelCase__	:	List[Any]				)       ->							Union[str, Any]:

							'''simple docstring'''






							A      						=    sorted(zip(lowerCAmelCase__			,	lowerCAmelCase__				)			,	key=lambda lowerCAmelCase__				: x[0] / x[1]			,	reverse=lowerCAmelCase__				)
							A						,   A      						=    [i[0] for i in r], [i[1] for i in r]
							A      						=    list(accumulate(lowerCAmelCase__				)				)
							A      						=    bisect(lowerCAmelCase__			,	lowerCAmelCase__				)
							return (
							    0
							    if k == 0
							    else sum(vl[:k]				) + (w - acc[k - 1]) * (vl[k]) / (wt[k])
							    if k != n
							    else sum(vl[:k]				)
							)


if __name__ == "__main__":
				import doctest

				doctest.testmod()




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


__snake_case     :List[str]			       =logging.get_logger(__name__)

__snake_case     :int			       ={'openai-gpt': 'https://huggingface.co/openai-gpt/resolve/main/config.json'}



class        lowerCAmelCase__					(  _lowerCamelCase       ):
				A_   :     Optional[Any]								=     'openai-gpt'
				A_   :     Any								=     {
				    'max_position_embeddings': 'n_positions',
				    'hidden_size': 'n_embd',
				    'num_attention_heads': 'n_head',
				    'num_hidden_layers': 'n_layer',
				}


				def __init__(							self      :  List[Any]						, __UpperCamelCase      :  List[str]=40_478						, __UpperCamelCase      :  List[Any]=512						, __UpperCamelCase      :  List[Any]=768						, __UpperCamelCase      :  Optional[int]=12						, __UpperCamelCase      :  Dict=12						, __UpperCamelCase      :  List[str]="gelu"						, __UpperCamelCase      :  str=0.1						, __UpperCamelCase      :  Optional[Any]=0.1						, __UpperCamelCase      :  Union[str, Any]=0.1						, __UpperCamelCase      :  List[str]=1e-5						, __UpperCamelCase      :  List[Any]=0.0_2						, __UpperCamelCase      :  str="cls_index"						, __UpperCamelCase      :  int=True						, __UpperCamelCase      :  int=None						, __UpperCamelCase      :  Optional[int]=True						, __UpperCamelCase      :  Tuple=0.1						, **__UpperCamelCase      :  List[Any]						, )		->     List[str]:
											A      						=    vocab_size
											A      						=    n_positions
											A      						=    n_embd
											A      						=    n_layer
											A      						=    n_head
											A      						=    afn
											A      						=    resid_pdrop
											A      						=    embd_pdrop
											A      						=    attn_pdrop
											A      						=    layer_norm_epsilon
											A      						=    initializer_range
											A      						=    summary_type
											A      						=    summary_use_proj
											A      						=    summary_activation
											A      						=    summary_first_dropout
											A      						=    summary_proj_to_labels
											super().__init__(**__UpperCamelCase       )