'''simple docstring'''




from __future__ import annotations

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






class     a__( lowerCAmelCase__     ):


			'''simple docstring'''






			@abstractmethod
			def __lt__(       self	,   __lowerCAmelCase):




					"""simple docstring"""


					pass



			@abstractmethod
			def __gt__(       self	,   __lowerCAmelCase):




					"""simple docstring"""


					pass







			@abstractmethod
			def __eq__(       self	,   __lowerCAmelCase):




					"""simple docstring"""


					pass







__lowercase				   =  TypeVar('''T''', bound=Comparable)






class     a__( Generic[T]     ):


			'''simple docstring'''






			def __init__(       self):




					"""simple docstring"""


					lowerCAmelCase        =  []
					lowerCAmelCase        =  0



			def __repr__(       self):




					"""simple docstring"""


					return str(self.h)



			def 							a_	(       self	,   __lowerCAmelCase):




					"""simple docstring"""


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



			def 							a_	(       self	,   __lowerCAmelCase):




					"""simple docstring"""


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



			def 							a_	(       self	,   __lowerCAmelCase):




					"""simple docstring"""


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



			def 							a_	(       self	,   __lowerCAmelCase):




					"""simple docstring"""


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



			def 							a_	(       self	,   __lowerCAmelCase):




					"""simple docstring"""


					lowerCAmelCase        =  list(__lowerCAmelCase)
					lowerCAmelCase        =  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(__lowerCAmelCase)



			def 							a_	(       self):




					"""simple docstring"""


					if self.heap_size >= 2:
							lowerCAmelCase        =  self.h[0]
							lowerCAmelCase        =  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	,   __lowerCAmelCase):




					"""simple docstring"""


					self.h.append(__lowerCAmelCase)
					lowerCAmelCase        =  (self.heap_size - 1) // 2
					self.heap_size += 1
					while idx >= 0:
							self.max_heapify(__lowerCAmelCase)
							lowerCAmelCase        =  (idx - 1) // 2







			def 							a_	(       self):




					"""simple docstring"""


					lowerCAmelCase        =  self.heap_size
					for j in range(size - 1	,   0	,   -1):
							lowerCAmelCase ,					lowerCAmelCase        =  self.h[j], self.h[0]
							self.heap_size -= 1
							self.max_heapify(0)
					lowerCAmelCase        =  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}')

						__lowercase				   =  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 collections import OrderedDict
from typing import Mapping

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


__lowercase				   =  logging.get_logger(__name__)

__lowercase				   =  {
    '''flaubert/flaubert_small_cased''': '''https://huggingface.co/flaubert/flaubert_small_cased/resolve/main/config.json''',
    '''flaubert/flaubert_base_uncased''': '''https://huggingface.co/flaubert/flaubert_base_uncased/resolve/main/config.json''',
    '''flaubert/flaubert_base_cased''': '''https://huggingface.co/flaubert/flaubert_base_cased/resolve/main/config.json''',
    '''flaubert/flaubert_large_cased''': '''https://huggingface.co/flaubert/flaubert_large_cased/resolve/main/config.json''',
}






class     a__( lowerCAmelCase__     ):


			'''simple docstring'''






			UpperCAmelCase_      :					int								=	'''flaubert'''
			UpperCAmelCase_      :					Optional[Any]								=	{
			    '''hidden_size''': '''emb_dim''',
			    '''num_attention_heads''': '''n_heads''',
			    '''num_hidden_layers''': '''n_layers''',
			    '''n_words''': '''vocab_size''',  # For backward compatibility
			}



			def __init__(       self	,   __lowerCAmelCase=False	,   __lowerCAmelCase=0.0	,   __lowerCAmelCase=30145	,   __lowerCAmelCase=2048	,   __lowerCAmelCase=12	,   __lowerCAmelCase=16	,   __lowerCAmelCase=0.1	,   __lowerCAmelCase=0.1	,   __lowerCAmelCase=True	,   __lowerCAmelCase=False	,   __lowerCAmelCase=False	,   __lowerCAmelCase=False	,   __lowerCAmelCase=1	,   __lowerCAmelCase=True	,   __lowerCAmelCase=512	,   __lowerCAmelCase=2048**-0.5	,   __lowerCAmelCase=1E-1_2	,   __lowerCAmelCase=0.02	,   __lowerCAmelCase=0	,   __lowerCAmelCase=1	,   __lowerCAmelCase=2	,   __lowerCAmelCase=3	,   __lowerCAmelCase=5	,   __lowerCAmelCase=True	,   __lowerCAmelCase="first"	,   __lowerCAmelCase=True	,   __lowerCAmelCase=None	,   __lowerCAmelCase=True	,   __lowerCAmelCase=0.1	,   __lowerCAmelCase=5	,   __lowerCAmelCase=5	,   __lowerCAmelCase=0	,   __lowerCAmelCase=0	,   __lowerCAmelCase=2	,   __lowerCAmelCase=0	,   **__lowerCAmelCase	,   ):




					"""simple docstring"""


					lowerCAmelCase        =  pre_norm
					lowerCAmelCase        =  layerdrop
					lowerCAmelCase        =  vocab_size
					lowerCAmelCase        =  emb_dim
					lowerCAmelCase        =  n_layers
					lowerCAmelCase        =  n_heads
					lowerCAmelCase        =  dropout
					lowerCAmelCase        =  attention_dropout
					lowerCAmelCase        =  gelu_activation
					lowerCAmelCase        =  sinusoidal_embeddings
					lowerCAmelCase        =  causal
					lowerCAmelCase        =  asm
					lowerCAmelCase        =  n_langs
					lowerCAmelCase        =  use_lang_emb
					lowerCAmelCase        =  layer_norm_eps
					lowerCAmelCase        =  bos_index
					lowerCAmelCase        =  eos_index
					lowerCAmelCase        =  pad_index
					lowerCAmelCase        =  unk_index
					lowerCAmelCase        =  mask_index
					lowerCAmelCase        =  is_encoder
					lowerCAmelCase        =  max_position_embeddings
					lowerCAmelCase        =  embed_init_std
					lowerCAmelCase        =  init_std
					lowerCAmelCase        =  summary_type
					lowerCAmelCase        =  summary_use_proj
					lowerCAmelCase        =  summary_activation
					lowerCAmelCase        =  summary_proj_to_labels
					lowerCAmelCase        =  summary_first_dropout
					lowerCAmelCase        =  start_n_top
					lowerCAmelCase        =  end_n_top
					lowerCAmelCase        =  mask_token_id
					lowerCAmelCase        =  lang_id

					if "n_words" in kwargs:
							lowerCAmelCase        =  kwargs["""n_words"""]

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







class     a__( lowerCAmelCase__     ):


			'''simple docstring'''






			@property
			def 							a_	(       self):




					"""simple docstring"""


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




