




from collections import OrderedDict
from typing import Mapping

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


lowercase__    :					Union[str, Any]					=						logging.get_logger(__name__)

lowercase__    :					Any					=						{
    "squeezebert/squeezebert-uncased": (
        "https://huggingface.co/squeezebert/squeezebert-uncased/resolve/main/config.json"
    ),
    "squeezebert/squeezebert-mnli": "https://huggingface.co/squeezebert/squeezebert-mnli/resolve/main/config.json",
    "squeezebert/squeezebert-mnli-headless": (
        "https://huggingface.co/squeezebert/squeezebert-mnli-headless/resolve/main/config.json"
    ),
}
class 		UpperCAmelCase       (    __A      ):







      '''simple docstring'''





      lowerCAmelCase_							=       SQUEEZEBERT_PRETRAINED_CONFIG_ARCHIVE_MAP
      lowerCAmelCase_							=       '''squeezebert'''






      def __init__(						self							:					Dict	,     __lowercase							:					int=3_05_22	,     __lowercase							:					Tuple=7_68	,     __lowercase							:					int=12	,     __lowercase							:					str=12	,     __lowercase							:					Optional[Any]=30_72	,     __lowercase							:					str="gelu"	,     __lowercase							:					Any=0.1	,     __lowercase							:					Optional[Any]=0.1	,     __lowercase							:					List[str]=5_12	,     __lowercase							:					str=2	,     __lowercase							:					Any=0.02	,     __lowercase							:					Optional[int]=1E-12	,     __lowercase							:					Optional[int]=0	,     __lowercase							:					int=7_68	,     __lowercase							:					Optional[int]=4	,     __lowercase							:					int=4	,     __lowercase							:					Union[str, Any]=4	,     __lowercase							:					int=1	,     __lowercase							:					Optional[Any]=4	,     __lowercase							:					List[str]=4	,     **__lowercase							:					List[str]	,     ):






       """simple docstring"""






       super().__init__(pad_token_id=__lowercase	,     **__lowercase						)

       snake_case_		   =					vocab_size
       snake_case_		   =					hidden_size
       snake_case_		   =					num_hidden_layers
       snake_case_		   =					num_attention_heads
       snake_case_		   =					hidden_act
       snake_case_		   =					intermediate_size
       snake_case_		   =					hidden_dropout_prob
       snake_case_		   =					attention_probs_dropout_prob
       snake_case_		   =					max_position_embeddings
       snake_case_		   =					type_vocab_size
       snake_case_		   =					initializer_range
       snake_case_		   =					layer_norm_eps
       snake_case_		   =					embedding_size
       snake_case_		   =					q_groups
       snake_case_		   =					k_groups
       snake_case_		   =					v_groups
       snake_case_		   =					post_attention_groups
       snake_case_		   =					intermediate_groups
       snake_case_		   =					output_groups







class 		UpperCAmelCase       (    __A      ):







      '''simple docstring'''





      @property
      def 	snake_case__						(						self							:					List[str]						):






       """simple docstring"""






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






def 						lowerCamelCase__   (		_A					,     _A					,     _A							):







	'''simple docstring'''





	if right <= left:
		return
	snake_case_		   =					snake_case_		   =					left
	snake_case_		   =					right
	snake_case_		   =					sorting[left]
	while i <= b:
		if sorting[i] < pivot:
			snake_case_   ,				snake_case_		   =					sorting[i], sorting[a]
			a += 1
			i += 1
		elif sorting[i] > pivot:
			snake_case_   ,				snake_case_		   =					sorting[i], sorting[b]
			b -= 1
		else:
			i += 1
	quick_sort_apartition(_A					,     _A					,     a - 1							)
	quick_sort_apartition(_A					,     b + 1					,     _A							)


def 						lowerCamelCase__   (		_A					,     _A					,     _A							):







	'''simple docstring'''





	if left < right:
		snake_case_		   =					lomuto_partition(_A					,     _A					,     _A							)
		quick_sort_lomuto_partition(_A					,     _A					,     pivot_index - 1							)
		quick_sort_lomuto_partition(_A					,     pivot_index + 1					,     _A							)


def 						lowerCamelCase__   (		_A					,     _A					,     _A							):







	'''simple docstring'''





	snake_case_		   =					sorting[right]
	snake_case_		   =					left
	for i in range(_A					,     _A							):
		if sorting[i] < pivot:
			snake_case_   ,				snake_case_		   =					sorting[i], sorting[store_index]
			store_index += 1
	snake_case_   ,				snake_case_		   =					sorting[store_index], sorting[right]
	return store_index


def 						lowerCamelCase__   (		_A							):







	'''simple docstring'''





	if len(_A							) <= 1:
		return sorting
	return (
	    three_way_radix_quicksort([i for i in sorting if i < sorting[0]]							)
	    + [i for i in sorting if i == sorting[0]]
	    + three_way_radix_quicksort([i for i in sorting if i > sorting[0]]							)
	)


if __name__ == "__main__":
		import doctest

		doctest.testmod(verbose=True)

		lowercase__    :					Tuple					=						input("Enter numbers separated by a comma:\n").strip()
		lowercase__    :					int					=						[int(item) for item in user_input.split(",")]
		quick_sort_apartition(unsorted, 0, len(unsorted) - 1)
		print(unsorted)
