






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


__a :    Dict								=				logging.get_logger(__name__)

__a :    int								=				{
    "google/reformer-crime-and-punishment": (
        "https://huggingface.co/google/reformer-crime-and-punishment/resolve/main/config.json"
    ),
    "google/reformer-enwik8": "https://huggingface.co/google/reformer-enwik8/resolve/main/config.json",
}


class  __lowercase (		lowercase_					):







     '''simple docstring'''
     SCREAMING_SNAKE_CASE				  =			"reformer"
     SCREAMING_SNAKE_CASE				  =			["past_buckets_states"]
     SCREAMING_SNAKE_CASE				  =			{}




     def __init__(			self    :     Any	,		UpperCamelCase_    :     int=64	,		UpperCamelCase_    :     List[Any]=["local", "lsh", "local", "lsh", "local", "lsh"]	,		UpperCamelCase_    :     int=1.0	,		UpperCamelCase_    :     Tuple=True	,		UpperCamelCase_    :     Dict=[64, 64]	,		UpperCamelCase_    :     List[str]=[64, 192]	,		UpperCamelCase_    :     Dict=0	,		UpperCamelCase_    :     Dict=2	,		UpperCamelCase_    :     int=512	,		UpperCamelCase_    :     List[str]=None	,		UpperCamelCase_    :     List[Any]="relu"	,		UpperCamelCase_    :     Union[str, Any]=0.05	,		UpperCamelCase_    :     Dict=256	,		UpperCamelCase_    :     str=0.02	,		UpperCamelCase_    :     Optional[int]=False	,		UpperCamelCase_    :     Union[str, Any]=1e-12	,		UpperCamelCase_    :     Optional[Any]=1	,		UpperCamelCase_    :     Optional[Any]=0	,		UpperCamelCase_    :     List[Any]=0.05	,		UpperCamelCase_    :     Any=64	,		UpperCamelCase_    :     Tuple=64	,		UpperCamelCase_    :     Union[str, Any]=0.0	,		UpperCamelCase_    :     List[Any]=1	,		UpperCamelCase_    :     int=0	,		UpperCamelCase_    :     str=4_096	,		UpperCamelCase_    :     Union[str, Any]=12	,		UpperCamelCase_    :     Any=None	,		UpperCamelCase_    :     str=1	,		UpperCamelCase_    :     Any=0	,		UpperCamelCase_    :     List[str]=320	,		UpperCamelCase_    :     List[Any]=False	,		UpperCamelCase_    :     Dict=True	,		UpperCamelCase_    :     Tuple=None	,		**UpperCamelCase_    :     Union[str, Any]	,		):


         """simple docstring"""



         __A             =		hash_seed
         __A             =		vocab_size
         __A             =		attention_head_size
         __A             =		hidden_size
         __A             =		num_attention_heads
         __A             =		num_hashes
         __A             =		len(UpperCamelCase_			)
         __A             =		tuple(UpperCamelCase_			) if isinstance(UpperCamelCase_	,		UpperCamelCase_			) else num_buckets
         __A             =		lsh_attn_chunk_length
         __A             =		local_attn_chunk_length
         __A             =		lsh_num_chunks_after
         __A             =		lsh_num_chunks_before
         __A             =		local_num_chunks_after
         __A             =		local_num_chunks_before
         __A             =		hidden_act
         __A             =		feed_forward_size
         __A             =		hidden_dropout_prob
         __A             =		lsh_attention_probs_dropout_prob
         __A             =		local_attention_probs_dropout_prob
         __A             =		max_position_embeddings
         __A             =		initializer_range
         __A             =		layer_norm_eps
         __A             =		axial_pos_embds
         __A             =		tuple(UpperCamelCase_			)
         __A             =		tuple(UpperCamelCase_			)
         __A             =		axial_norm_std
         __A             =		chunk_size_lm_head
         __A             =		attn_layers
         __A             =		use_cache
         __A             =		classifier_dropout
         super().__init__(
             pad_token_id=UpperCamelCase_	,		eos_token_id=UpperCamelCase_	,		is_decoder=UpperCamelCase_	,		tie_word_embeddings=UpperCamelCase_	,		**UpperCamelCase_	,		)












def      _SCREAMING_SNAKE_CASE  (	__lowercase				:     list[int]      )  -> list[int]:





    """simple docstring"""

    if len(__lowercase      ) > 1:
        __A             =		len(__lowercase      ) // 2  # Finds the middle of the array
        __A             =		arr[
            :middle_length
        ]  # Creates an array of the elements in the first half.
        __A             =		arr[
            middle_length:
        ]  # Creates an array of the elements in the second half.
        __A             =		len(__lowercase      )
        __A             =		len(__lowercase      )
        merge(__lowercase      )  # Starts sorting the left.
        merge(__lowercase      )  # Starts sorting the right
        __A             =		0  # Left Counter
        __A             =		0  # Right Counter
        __A             =		0  # Position Counter
        while (
            left_index < left_size and right_index < right_size
        ):  # Runs until the lowers size of the left and right are sorted.
            if left_array[left_index] < right_array[right_index]:
                __A             =		left_array[left_index]
                left_index += 1
            else:
                __A             =		right_array[right_index]
                right_index += 1
            index += 1
        while (
            left_index < left_size
        ):  # Adds the left over elements in the left half of the array
            __A             =		left_array[left_index]
            left_index += 1
            index += 1
        while (
            right_index < right_size
        ):  # Adds the left over elements in the right half of the array
            __A             =		right_array[right_index]
            right_index += 1
            index += 1
    return arr


if __name__ == "__main__":
  import doctest

  doctest.testmod()




