
"""simple docstring"""


from __future__ import annotations

import random
from collections.abc import Iterable
from typing import Any, Generic, TypeVar

lowerCAmelCase								=						TypeVar("""T""", bound=bool)

class    A_     (					Generic[T]       ):



							"""simple docstring"""






							def __init__(  self  :Tuple					,							lowerCamelCase_  :T	):





										"""simple docstring"""

										lowerCamelCase__     :					T     	=value
										lowerCamelCase__     :					RandomizedHeapNode[T] | None     	=None
										lowerCamelCase__     :					RandomizedHeapNode[T] | None     	=None





							@property
							def 				UpperCAmelCase__							(  self  :Union[str, Any]	):





										"""simple docstring"""

										return self._value





							@staticmethod
							def 				UpperCAmelCase__							(  lowerCamelCase_  :RandomizedHeapNode[T] | None					,							lowerCamelCase_  :RandomizedHeapNode[T] | None	):





										"""simple docstring"""

										if not roota:
													return roota

										if not roota:
													return roota

										if roota.value > roota.value:
													lowerCamelCase__     :					int     	=roota, roota

										if random.choice([True, False]	):
													lowerCamelCase__     :					Any     	=roota.right, roota.left

										lowerCamelCase__     :					str     	=RandomizedHeapNode.merge(roota.left					,							lowerCamelCase_	)

										return roota






class    A_     (					Generic[T]       ):



							"""simple docstring"""






							def __init__(  self  :Optional[int]					,							lowerCamelCase_  :Iterable[T] | None = ()	):





										"""simple docstring"""

										lowerCamelCase__     :					RandomizedHeapNode[T] | None     	=None

										if data:
													for item in data:
																self.insert(lowerCamelCase_	)





							def 				UpperCAmelCase__							(  self  :List[Any]					,							lowerCamelCase_  :T	):





										"""simple docstring"""

										lowerCamelCase__     :					List[Any]     	=RandomizedHeapNode.merge(self._root					,							RandomizedHeapNode(lowerCamelCase_	)	)





							def 				UpperCAmelCase__							(  self  :List[str]	):





										"""simple docstring"""

										lowerCamelCase__     :					Tuple     	=self.top()

										if self._root is None:
													return None

										lowerCamelCase__     :					Tuple     	=RandomizedHeapNode.merge(self._root.left					,							self._root.right	)

										return result





							def 				UpperCAmelCase__							(  self  :Optional[int]	):





										"""simple docstring"""

										if not self._root:
													raise IndexError('Can\'t get top element for the empty heap.'	)
										return self._root.value





							def 				UpperCAmelCase__							(  self  :int	):





										"""simple docstring"""

										lowerCamelCase__     :					int     	=None





							def 				UpperCAmelCase__							(  self  :Tuple	):





										"""simple docstring"""

										lowerCamelCase__     :					List[str]     	=[]
										while self:
													result.append(self.pop()	)

										return result





							def __bool__(  self  :Union[str, Any]	):





										"""simple docstring"""

										return self._root is not None


if __name__ == "__main__":
							import doctest

							doctest.testmod()

"""simple docstring"""


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


lowerCAmelCase								=						logging.get_logger(__name__)

lowerCAmelCase								=						{
    """uw-madison/nystromformer-512""": """https://huggingface.co/uw-madison/nystromformer-512/resolve/main/config.json""",
    # See all Nystromformer models at https://huggingface.co/models?filter=nystromformer
}

class    A_     (					A__       ):



							"""simple docstring"""






							SCREAMING_SNAKE_CASE_     				=       """nystromformer"""





							def __init__(  self  :Optional[Any]					,							lowerCamelCase_  :Optional[Any]=30_000					,							lowerCamelCase_  :str=768					,							lowerCamelCase_  :str=12					,							lowerCamelCase_  :str=12					,							lowerCamelCase_  :Any=3_072					,							lowerCamelCase_  :Optional[int]="gelu_new"					,							lowerCamelCase_  :List[Any]=0.1					,							lowerCamelCase_  :List[str]=0.1					,							lowerCamelCase_  :Any=510					,							lowerCamelCase_  :Optional[int]=2					,							lowerCamelCase_  :List[Any]=64					,							lowerCamelCase_  :Union[str, Any]=64					,							lowerCamelCase_  :str=65					,							lowerCamelCase_  :Union[str, Any]=False					,							lowerCamelCase_  :str=0.02					,							lowerCamelCase_  :Any=1e-5					,							lowerCamelCase_  :int=1					,							lowerCamelCase_  :Optional[int]=0					,							lowerCamelCase_  :str=2					,							**lowerCamelCase_  :int					,							):





										"""simple docstring"""

										lowerCamelCase__     :					int		=vocab_size
										lowerCamelCase__     :					Optional[int]		=max_position_embeddings
										lowerCamelCase__     :					List[Any]		=hidden_size
										lowerCamelCase__     :					Tuple		=num_hidden_layers
										lowerCamelCase__     :					Optional[Any]		=num_attention_heads
										lowerCamelCase__     :					List[str]		=intermediate_size
										lowerCamelCase__     :					Union[str, Any]		=hidden_act
										lowerCamelCase__     :					int		=hidden_dropout_prob
										lowerCamelCase__     :					Tuple		=attention_probs_dropout_prob
										lowerCamelCase__     :					Dict		=initializer_range
										lowerCamelCase__     :					Tuple		=type_vocab_size
										lowerCamelCase__     :					Any		=segment_means_seq_len
										lowerCamelCase__     :					int		=num_landmarks
										lowerCamelCase__     :					Tuple		=conv_kernel_size
										lowerCamelCase__     :					Optional[int]		=inv_coeff_init_option
										lowerCamelCase__     :					List[str]		=layer_norm_eps
										super().__init__(pad_token_id=lowerCamelCase_					,							bos_token_id=lowerCamelCase_					,							eos_token_id=lowerCamelCase_					,							**lowerCamelCase_	)