


"""simple docstring"""


def  __snake_case       (   UpperCamelCase__	)      ->		list:







		"""simple docstring"""





		A					       = len(UpperCamelCase__	)
		for i in range(1 ,			UpperCamelCase__	):
				A					       = collection[i]
				A					       = 0
				A					       = i - 1

				while low <= high:
						A					       = (low + high) // 2
						if val < collection[mid]:
								A					       = mid - 1
						else:
								A					       = mid + 1
				for j in range(UpperCamelCase__ ,			UpperCamelCase__ ,			-1	):
						A					       = collection[j - 1]
				A					       = val
		return collection


if __name__ == "__main__":
	UpperCamelCase						:				Union[str, Any]             =      input("Enter numbers separated by a comma:\n").strip()
	UpperCamelCase						:				Optional[Any]             =      [int(item) for item in user_input.split(",")]
	print(binary_insertion_sort(unsorted))









"""simple docstring"""


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


UpperCamelCase						:				Tuple             =      logging.get_logger(__name__)

UpperCamelCase						:				Union[str, Any]             =      {
    "SCUT-DLVCLab/lilt-roberta-en-base": (
        "https://huggingface.co/SCUT-DLVCLab/lilt-roberta-en-base/resolve/main/config.json"
    ),
}



class 			lowerCamelCase__						(   UpperCAmelCase_			):
						lowerCAmelCase       =     """lilt"""







						def __init__(							self   :    Optional[Any]			,			_lowercase   :    Dict=30_522			,			_lowercase   :    Any=768			,			_lowercase   :    Union[str, Any]=12			,			_lowercase   :    List[str]=12			,			_lowercase   :    str=3_072			,			_lowercase   :    int="gelu"			,			_lowercase   :    Union[str, Any]=0.1			,			_lowercase   :    Dict=0.1			,			_lowercase   :    Optional[Any]=512			,			_lowercase   :    Optional[Any]=2			,			_lowercase   :    Tuple=0.0_2			,			_lowercase   :    int=1e-12			,			_lowercase   :    Any=0			,			_lowercase   :    List[str]="absolute"			,			_lowercase   :    Dict=None			,			_lowercase   :    Optional[int]=4			,			_lowercase   :    Optional[int]=1_024			,			**_lowercase   :    Union[str, Any]			,			):
								super().__init__(pad_token_id=_lowercase			,			**_lowercase		)

								A					       = vocab_size
								A					       = hidden_size
								A					       = num_hidden_layers
								A					       = num_attention_heads
								A					       = hidden_act
								A					       = intermediate_size
								A					       = hidden_dropout_prob
								A					       = attention_probs_dropout_prob
								A					       = max_position_embeddings
								A					       = type_vocab_size
								A					       = initializer_range
								A					       = layer_norm_eps
								A					       = position_embedding_type
								A					       = classifier_dropout
								A					       = channel_shrink_ratio
								A					       = max_ad_position_embeddings





