





"""simple docstring"""


from __future__ import annotations

from abc import abstractmethod
from collections.abc import Iterable
from typing import Generic, Protocol, TypeVar






class        lowercase__ (      __SCREAMING_SNAKE_CASE  ):

			"""simple docstring"""







			@abstractmethod
			def __lt__(			self	,      _A						):






									'''simple docstring'''







									pass







			@abstractmethod
			def __gt__(			self	,      _A						):






									'''simple docstring'''







									pass







			@abstractmethod
			def __eq__(			self	,      _A						):






									'''simple docstring'''







									pass


__magic_name__					:				Union[str, Any]	= TypeVar("""T""", bound=Comparable)






class        lowercase__ (      Generic[T]  ):

			"""simple docstring"""







			def __init__(			self						):






									'''simple docstring'''







									UpperCamelCase							:		list[T]							      = []
									UpperCamelCase							:		int							      = 0







			def __repr__(			self						):






									'''simple docstring'''







									return str(self.h						)







			def      _a			(			self	,      _A						):






									'''simple docstring'''







									if child_idx > 0:
															return (child_idx - 1) // 2
									return None







			def      _a			(			self	,      _A						):






									'''simple docstring'''







									UpperCamelCase							:		Any							      = 2 * parent_idx + 1
									if left_child_index < self.heap_size:
															return left_child_index
									return None







			def      _a			(			self	,      _A						):






									'''simple docstring'''







									UpperCamelCase							:		Any							      = 2 * parent_idx + 2
									if right_child_index < self.heap_size:
															return right_child_index
									return None







			def      _a			(			self	,      _A						):






									'''simple docstring'''







									if index < self.heap_size:
															UpperCamelCase							:		int							      = index
															UpperCamelCase							:		int							      = self.left_child_idx(_A						)
															UpperCamelCase							:		int							      = self.right_child_idx(_A						)
															# check which child is larger than its parent
															if left_child is not None and self.h[left_child] > self.h[violation]:
																					UpperCamelCase							:		Dict							      = left_child
															if right_child is not None and self.h[right_child] > self.h[violation]:
																					UpperCamelCase							:		List[Any]							      = right_child
															# if violation indeed exists
															if violation != index:
																					# swap to fix the violation
																					UpperCamelCase      ,	UpperCamelCase							:		Tuple							      = self.h[index], self.h[violation]
																					# fix the subsequent violation recursively if any
																					self.max_heapify(_A						)







			def      _a			(			self	,      _A						):






									'''simple docstring'''







									UpperCamelCase							:		Dict							      = list(_A						)
									UpperCamelCase							:		List[str]							      = len(self.h						)
									if self.heap_size > 1:
															# max_heapify from right to left but exclude leaves (last level)
															for i in range(self.heap_size // 2 - 1	,      -1	,      -1						):
																					self.max_heapify(_A						)







			def      _a			(			self						):






									'''simple docstring'''







									if self.heap_size >= 2:
															UpperCamelCase							:		int							      = self.h[0]
															UpperCamelCase							:		Tuple							      = self.h.pop(-1						)
															self.heap_size -= 1
															self.max_heapify(0						)
															return me
									elif self.heap_size == 1:
															self.heap_size -= 1
															return self.h.pop(-1						)
									else:
															raise Exception("""Empty heap"""						)







			def      _a			(			self	,      _A						):






									'''simple docstring'''







									self.h.append(_A						)
									UpperCamelCase							:		Tuple							      = (self.heap_size - 1) // 2
									self.heap_size += 1
									while idx >= 0:
															self.max_heapify(_A						)
															UpperCamelCase							:		Tuple							      = (idx - 1) // 2







			def      _a			(			self						):






									'''simple docstring'''







									UpperCamelCase							:		Union[str, Any]							      = self.heap_size
									for j in range(size - 1	,      0	,      -1						):
															UpperCamelCase      ,	UpperCamelCase							:		Optional[int]							      = self.h[j], self.h[0]
															self.heap_size -= 1
															self.max_heapify(0						)
									UpperCamelCase							:		Tuple							      = size


if __name__ == "__main__":
		import doctest

		# run doc test
		doctest.testmod()

		# demo
		for unsorted in [
		    [0],
		    [2],
		    [3, 5],
		    [5, 3],
		    [5, 5],
		    [0, 0, 0, 0],
		    [1, 1, 1, 1],
		    [2, 2, 3, 5],
		    [0, 2, 2, 3, 5],
		    [2, 5, 3, 0, 2, 3, 0, 3],
		    [6, 1, 2, 7, 9, 3, 4, 5, 1_0, 8],
		    [1_0_3, 9, 1, 7, 1_1, 1_5, 2_5, 2_0_1, 2_0_9, 1_0_7, 5],
		    [-4_5, -2, -5],
		]:
				print(f'''unsorted array: {unsorted}''')

				__magic_name__					:				Heap[int]	= Heap()
				heap.build_max_heap(unsorted)
				print(f'''after build heap: {heap}''')

				print(f'''max value: {heap.extract_max()}''')
				print(f'''after max value removed: {heap}''')

				heap.insert(1_0_0)
				print(f'''after new value 100 inserted: {heap}''')

				heap.heap_sort()
				print(f'''heap-sorted array: {heap}\n''')










"""simple docstring"""


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


__magic_name__					:				Any	= logging.get_logger(__name__)

__magic_name__					:				Dict	= {
    """uw-madison/yoso-4096""": """https://huggingface.co/uw-madison/yoso-4096/resolve/main/config.json""",
    # See all YOSO models at https://huggingface.co/models?filter=yoso
}






class        lowercase__ (      __SCREAMING_SNAKE_CASE  ):

			"""simple docstring"""
			__lowerCAmelCase    :							Optional[int]								=     """yoso"""







			def __init__(			self	,      _A=5_0_2_6_5	,      _A=7_6_8	,      _A=1_2	,      _A=1_2	,      _A=3_0_7_2	,      _A="gelu"	,      _A=0.1	,      _A=0.1	,      _A=4_0_9_6	,      _A=1	,      _A=0.02	,      _A=1e-1_2	,      _A="absolute"	,      _A=True	,      _A=9	,      _A=6_4	,      _A=None	,      _A=True	,      _A=True	,      _A=1	,      _A=0	,      _A=2	,      **_A	,      ):






									'''simple docstring'''







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

									UpperCamelCase							:		Any							      = vocab_size
									UpperCamelCase							:		Any							      = max_position_embeddings
									UpperCamelCase							:		int							      = hidden_size
									UpperCamelCase							:		List[Any]							      = num_hidden_layers
									UpperCamelCase							:		Any							      = num_attention_heads
									UpperCamelCase							:		Optional[Any]							      = intermediate_size
									UpperCamelCase							:		Optional[int]							      = hidden_act
									UpperCamelCase							:		List[Any]							      = hidden_dropout_prob
									UpperCamelCase							:		int							      = attention_probs_dropout_prob
									UpperCamelCase							:		Any							      = initializer_range
									UpperCamelCase							:		Optional[Any]							      = type_vocab_size
									UpperCamelCase							:		Any							      = layer_norm_eps
									UpperCamelCase							:		List[Any]							      = position_embedding_type
									UpperCamelCase							:		Optional[Any]							      = use_expectation
									UpperCamelCase							:		Any							      = hash_code_len
									UpperCamelCase							:		Optional[int]							      = num_hash
									UpperCamelCase							:		List[Any]							      = conv_window
									UpperCamelCase							:		Tuple							      = use_fast_hash
									UpperCamelCase							:		Dict							      = lsh_backward



