


"""simple docstring"""


from collections import OrderedDict
from typing import Mapping

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


a_       							=    logging.get_logger(__name__)

a_       							=    {
    "distilbert-base-uncased": "https://huggingface.co/distilbert-base-uncased/resolve/main/config.json",
    "distilbert-base-uncased-distilled-squad": (
        "https://huggingface.co/distilbert-base-uncased-distilled-squad/resolve/main/config.json"
    ),
    "distilbert-base-cased": "https://huggingface.co/distilbert-base-cased/resolve/main/config.json",
    "distilbert-base-cased-distilled-squad": (
        "https://huggingface.co/distilbert-base-cased-distilled-squad/resolve/main/config.json"
    ),
    "distilbert-base-german-cased": "https://huggingface.co/distilbert-base-german-cased/resolve/main/config.json",
    "distilbert-base-multilingual-cased": (
        "https://huggingface.co/distilbert-base-multilingual-cased/resolve/main/config.json"
    ),
    "distilbert-base-uncased-finetuned-sst-2-english": (
        "https://huggingface.co/distilbert-base-uncased-finetuned-sst-2-english/resolve/main/config.json"
    ),
}
class snake_case      (  _UpperCamelCase):
		__UpperCamelCase           =			'distilbert'
		__UpperCamelCase           =			{
		    'hidden_size': 'dim',
		    'num_attention_heads': 'n_heads',
		    'num_hidden_layers': 'n_layers',
		}







		def __init__(					self      :       Any    ,   a__      :       Union[str, Any]=3_05_22    ,   a__      :       Optional[Any]=5_12    ,   a__      :       Union[str, Any]=False    ,   a__      :       Optional[Any]=6    ,   a__      :       Any=12    ,   a__      :       Union[str, Any]=7_68    ,   a__      :       List[str]=4 * 7_68    ,   a__      :       Any=0.1    ,   a__      :       Dict=0.1    ,   a__      :       List[Any]="gelu"    ,   a__      :       Dict=0.0_2    ,   a__      :       int=0.1    ,   a__      :       Optional[Any]=0.2    ,   a__      :       Union[str, Any]=0    ,   **a__      :       int    ,   )       ->						List[Any]:





						'''simple docstring'''







						_A					  =			vocab_size
						_A					  =			max_position_embeddings
						_A					  =			sinusoidal_pos_embds
						_A					  =			n_layers
						_A					  =			n_heads
						_A					  =			dim
						_A					  =			hidden_dim
						_A					  =			dropout
						_A					  =			attention_dropout
						_A					  =			activation
						_A					  =			initializer_range
						_A					  =			qa_dropout
						_A					  =			seq_classif_dropout
						super().__init__(**a__    ,   pad_token_id=a__		)





class snake_case      (  _UpperCamelCase):







		@property
		def  a_ (					self      :       Optional[Any]		)       ->						Mapping[str, Mapping[int, str]]:





						'''simple docstring'''







						if self.task == "multiple-choice":
										_A					  =			{0: "batch", 1: "choice", 2: "sequence"}
						else:
										_A					  =			{0: "batch", 1: "sequence"}
						return OrderedDict(
						    [
						        ("input_ids", dynamic_axis),
						        ("attention_mask", dynamic_axis),
						    ]		)










"""simple docstring"""


import random






def      a__ (				__lowercase     ,			__lowercase     ,			__lowercase   )	->	Optional[Any]:
				_A					  =			a[left_index]
				_A					  =			left_index + 1
				for j in range(left_index + 1     ,			__lowercase   ):
								if a[j] < pivot:
												_A  ,		_A					  =			a[i], a[j]
												i += 1
				_A  ,		_A					  =			a[i - 1], a[left_index]
				return i - 1






def      a__ (				__lowercase     ,			__lowercase     ,			__lowercase   )	->	int:
				if left < right:
								_A					  =			random.randint(__lowercase     ,			right - 1   )
								_A  ,		_A					  =			(
								    a[left],
								    a[pivot],
								)  # switches the pivot with the left most bound
								_A					  =			partition(__lowercase     ,			__lowercase     ,			__lowercase   )
								quick_sort_random(
								    __lowercase     ,			__lowercase     ,			__lowercase   )  # recursive quicksort to the left of the pivot point
								quick_sort_random(
								    __lowercase     ,			pivot_index + 1     ,			__lowercase   )  # recursive quicksort to the right of the pivot point






def      a__ (				)	->	Dict:
				_A					  =			input("Enter numbers separated by a comma:\n"   ).strip()
				_A					  =			[int(__lowercase   ) for item in user_input.split(","   )]

				quick_sort_random(__lowercase     ,			0     ,			len(__lowercase   )   )

				print(__lowercase   )


if __name__ == "__main__":
		main()