"""simple docstring"""






import random


def      UpperCAmelCase__			(							lowerCAmelCase__	:list   ,						lowerCAmelCase__	:Optional[Any]						)					->       tuple:
      '''simple docstring'''


      lowercase				,				lowercase				,				lowercase								=      [], [], []
      for element in data:
            if element < pivot:
                  less.append(lowerCAmelCase__						)
            elif element > pivot:
                  greater.append(lowerCAmelCase__						)
            else:
                  equal.append(lowerCAmelCase__						)
      return less, equal, greater






def      UpperCAmelCase__			(							lowerCAmelCase__	:list   ,						lowerCAmelCase__	:int						)					->       Optional[int]:
      '''simple docstring'''


      if index >= len(lowerCAmelCase__						) or index < 0:
            return None

      lowercase								=      items[random.randint(0   ,						len(lowerCAmelCase__						) - 1						)]
      lowercase								=      0
      lowercase				,				lowercase				,				lowercase								=      _partition(lowerCAmelCase__   ,						lowerCAmelCase__						)
      lowercase								=      len(lowerCAmelCase__						)
      lowercase								=      len(lowerCAmelCase__						)

      # index is the pivot
      if m <= index < m + count:
            return pivot
      # must be in smaller
      elif m > index:
            return quick_select(lowerCAmelCase__   ,						lowerCAmelCase__						)
      # must be in larger
      else:
            return quick_select(lowerCAmelCase__   ,						index - (m + count)						)




"""simple docstring"""






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


__lowerCAmelCase       :			int   	=logging.get_logger(__name__)

__lowerCAmelCase       :			Optional[Any]   	={
    """uw-madison/mra-base-512-4""": """https://huggingface.co/uw-madison/mra-base-512-4/resolve/main/config.json""",
}





class 					_A		(			lowerCAmelCase      ):
      snake_case__     :  Optional[int]				    =      'mra'

      def __init__(		self						,			__lowerCAmelCase=5_0265						,			__lowerCAmelCase=768						,			__lowerCAmelCase=12						,			__lowerCAmelCase=12						,			__lowerCAmelCase=3072						,			__lowerCAmelCase="gelu"						,			__lowerCAmelCase=0.1						,			__lowerCAmelCase=0.1						,			__lowerCAmelCase=512						,			__lowerCAmelCase=1						,			__lowerCAmelCase=0.0_2						,			__lowerCAmelCase=1E-5						,			__lowerCAmelCase="absolute"						,			__lowerCAmelCase=4						,			__lowerCAmelCase="full"						,			__lowerCAmelCase=0						,			__lowerCAmelCase=0						,			__lowerCAmelCase=1						,			__lowerCAmelCase=0						,			__lowerCAmelCase=2						,			**__lowerCAmelCase						,			):







            """simple docstring"""



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

            lowercase								=      vocab_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								=      initializer_range
            lowercase								=      type_vocab_size
            lowercase								=      layer_norm_eps
            lowercase								=      position_embedding_type
            lowercase								=      block_per_row
            lowercase								=      approx_mode
            lowercase								=      initial_prior_first_n_blocks
            lowercase								=      initial_prior_diagonal_n_blocks



