



from collections import OrderedDict
from typing import Mapping

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


UpperCamelCase__			=    logging.get_logger(__name__)

UpperCamelCase__			=    {
    "google/rembert": "https://huggingface.co/google/rembert/resolve/main/config.json",
    # See all RemBERT models at https://huggingface.co/models?filter=rembert
}
class       _lowerCAmelCase (			_UpperCAmelCase      ):






			"""simple docstring"""





			lowercase__   :	int  			=      """rembert"""





			def __init__(					self						:							Optional[Any]      ,  lowercase						:							Any=250_300      ,  lowercase						:							str=1_152      ,  lowercase						:							Union[str, Any]=32      ,  lowercase						:							int=18      ,  lowercase						:							Tuple=256      ,  lowercase						:							List[Any]=1_664      ,  lowercase						:							int=4_608      ,  lowercase						:							str="gelu"      ,  lowercase						:							Optional[int]=0.0      ,  lowercase						:							List[str]=0.0      ,  lowercase						:							str=0.1      ,  lowercase						:							Any=512      ,  lowercase						:							List[str]=2      ,  lowercase						:							List[Any]=0.02      ,  lowercase						:							Union[str, Any]=1E-1_2      ,  lowercase						:							Tuple=True      ,  lowercase						:							Union[str, Any]=0      ,  lowercase						:							int=312      ,  lowercase						:							Optional[int]=313      ,  **lowercase						:							List[Any]      ,  )    ->       Any:
									"""simple docstring"""







									super().__init__(pad_token_id=lowercase      ,  bos_token_id=lowercase      ,  eos_token_id=lowercase      ,  **lowercase )

									__lowercase											=					vocab_size
									__lowercase											=					input_embedding_size
									__lowercase											=					output_embedding_size
									__lowercase											=					max_position_embeddings
									__lowercase											=					hidden_size
									__lowercase											=					num_hidden_layers
									__lowercase											=					num_attention_heads
									__lowercase											=					intermediate_size
									__lowercase											=					hidden_act
									__lowercase											=					hidden_dropout_prob
									__lowercase											=					attention_probs_dropout_prob
									__lowercase											=					classifier_dropout_prob
									__lowercase											=					initializer_range
									__lowercase											=					type_vocab_size
									__lowercase											=					layer_norm_eps
									__lowercase											=					use_cache
									__lowercase											=					False





class       _lowerCAmelCase (			_UpperCAmelCase      ):






			"""simple docstring"""





			@property
			def 		snake_case__      (					self						:							Any )    ->       Mapping[str, Mapping[int, str]]:
									"""simple docstring"""







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







			@property
			def 		snake_case__      (					self						:							List[str] )    ->       float:
									"""simple docstring"""







									return 1E-4










from __future__ import annotations






def 			UpperCAmelCase__     (     lowercase__ )			->   list[int]:
						if not list_of_ints:
												return []

						if min(lowercase__ ) < 0:
												raise ValueError("""All numbers must be positive""" )

						__lowercase											=					max(len(bin(lowercase__ )[2:] ) for x in list_of_ints )
						return _msd_radix_sort(lowercase__    ,							lowercase__ )






def 			UpperCAmelCase__     (     lowercase__    ,							lowercase__ )			->   list[int]:
						if bit_position == 0 or len(lowercase__ ) in [0, 1]:
												return list_of_ints

						__lowercase											=					[]
						__lowercase											=					[]
						# Split numbers based on bit at bit_position from the right
						for number in list_of_ints:
												if (number >> (bit_position - 1)) & 1:
																		# number has a one at bit bit_position
																		ones.append(lowercase__ )
												else:
																		# number has a zero at bit bit_position
																		zeros.append(lowercase__ )

    # recursively split both lists further
						__lowercase											=					_msd_radix_sort(lowercase__    ,							bit_position - 1 )
						__lowercase											=					_msd_radix_sort(lowercase__    ,							bit_position - 1 )

						# recombine lists
						__lowercase											=					zeros
						res.extend(lowercase__ )

						return res






def 			UpperCAmelCase__     (     lowercase__ )			->   List[Any]:
						__lowercase											=					len(lowercase__ )
						if not list_of_ints or length == 1:
												return

						if min(lowercase__ ) < 0:
												raise ValueError("""All numbers must be positive""" )

						__lowercase											=					max(len(bin(lowercase__ )[2:] ) for x in list_of_ints )
						_msd_radix_sort_inplace(lowercase__    ,							lowercase__    ,							0    ,							lowercase__ )






def 			UpperCAmelCase__     (     lowercase__    ,							lowercase__    ,							lowercase__    ,							lowercase__ )			->   Optional[Any]:
						if bit_position == 0 or end_index - begin_index <= 1:
												return

						bit_position -= 1

						__lowercase											=					begin_index
						__lowercase											=					end_index - 1
						while i <= j:
												__lowercase											=					False
												if not (list_of_ints[i] >> bit_position) & 1:
																		# found zero at the beginning
																		i += 1
																		__lowercase											=					True
												if (list_of_ints[j] >> bit_position) & 1:
																		# found one at the end
																		j -= 1
																		__lowercase											=					True

												if changed:
																		continue

												__lowercase						,      __lowercase											=					list_of_ints[j], list_of_ints[i]
												j -= 1
												if j != i:
																		i += 1

						_msd_radix_sort_inplace(lowercase__    ,							lowercase__    ,							lowercase__    ,							lowercase__ )
						_msd_radix_sort_inplace(lowercase__    ,							lowercase__    ,							lowercase__    ,							lowercase__ )


if __name__ == "__main__":
			import doctest

			doctest.testmod()





