"""simple docstring"""




from __future__ import annotations

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

class        __SCREAMING_SNAKE_CASE     (   _lowerCAmelCase							):







				@abstractmethod
				def __lt__(    self    :T      ,__UpperCAmelCase    :T  )      ->					bool:




									"""simple docstring"""



									pass







				@abstractmethod
				def __gt__(    self    :T      ,__UpperCAmelCase    :T  )      ->					bool:




									"""simple docstring"""



									pass







				@abstractmethod
				def __eq__(    self    :T      ,__UpperCAmelCase    :object  )      ->					bool:




									"""simple docstring"""



									pass





UpperCAmelCase       :    List[Any]									=			TypeVar("T", bound=Comparable)

class        __SCREAMING_SNAKE_CASE     (   Generic[T]							):







				def __init__(    self    :List[Any]  )      ->					None:




									"""simple docstring"""



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







				def __repr__(    self    :List[str]  )      ->					str:




									"""simple docstring"""



									return str(self.h  )







				def   lowercase_		(    self    :List[str]      ,__UpperCAmelCase    :int  )      ->					int | None:




									"""simple docstring"""



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







				def   lowercase_		(    self    :Any      ,__UpperCAmelCase    :int  )      ->					int | None:




									"""simple docstring"""



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







				def   lowercase_		(    self    :Tuple      ,__UpperCAmelCase    :int  )      ->					int | None:




									"""simple docstring"""



									lowerCamelCase__		:   Union[str, Any]  				=					2 * parent_idx + 2
									if right_child_index < self.heap_size:
														return right_child_index
									return None







				def   lowercase_		(    self    :Optional[Any]      ,__UpperCAmelCase    :int  )      ->					None:




									"""simple docstring"""



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







				def   lowercase_		(    self    :List[str]      ,__UpperCAmelCase    :Iterable[T]  )      ->					None:




									"""simple docstring"""



									lowerCamelCase__		:   Any  				=					list(__UpperCAmelCase  )
									lowerCamelCase__		:   List[Any]  				=					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(__UpperCAmelCase  )







				def   lowercase_		(    self    :Union[str, Any]  )      ->					T:




									"""simple docstring"""



									if self.heap_size >= 2:
														lowerCamelCase__		:   Optional[Any]  				=					self.h[0]
														lowerCamelCase__		:   List[Any]  				=					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   lowercase_		(    self    :Any      ,__UpperCAmelCase    :T  )      ->					None:




									"""simple docstring"""



									self.h.append(__UpperCAmelCase  )
									lowerCamelCase__		:   Any  				=					(self.heap_size - 1) // 2
									self.heap_size += 1
									while idx >= 0:
														self.max_heapify(__UpperCAmelCase  )
														lowerCamelCase__		:   int  				=					(idx - 1) // 2







				def   lowercase_		(    self    :Tuple  )      ->					None:




									"""simple docstring"""



									lowerCamelCase__		:   int  				=					self.heap_size
									for j in range(size - 1      ,0      ,-1  ):
														lowerCamelCase__				,						lowerCamelCase__		:   Union[str, Any]  				=					self.h[j], self.h[0]
														self.heap_size -= 1
														self.max_heapify(0  )
									lowerCamelCase__		:   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, 10, 8],
					    [103, 9, 1, 7, 11, 15, 25, 201, 209, 107, 5],
					    [-45, -2, -5],
					]:
										print(f'''unsorted array: {unsorted}''')

										UpperCAmelCase       :    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(100)
										print(f'''after new value 100 inserted: {heap}''')

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







"""simple docstring"""




from transformers import HfArgumentParser, PyTorchBenchmark, PyTorchBenchmarkArguments



def 				__a       (			):







					"""simple docstring"""





					lowerCamelCase__		:   Union[str, Any]  				=					HfArgumentParser(_lowercase						)
					try:
										lowerCamelCase__		:   Optional[int]  				=					parser.parse_args_into_dataclasses()[0]
					except ValueError as e:
										lowerCamelCase__		:   Tuple  				=					'''Arg --no_{0} is no longer used, please use --no-{0} instead.'''
										lowerCamelCase__		:   Tuple  				=					''' '''.join(str(_lowercase						).split(''' '''						)[:-1]						)
										lowerCamelCase__		:   Union[str, Any]  				=					''''''
										lowerCamelCase__		:   int  				=					eval(str(_lowercase						).split(''' '''						)[-1]						)
										lowerCamelCase__		:   Any  				=					[]
										for arg in depreciated_args:
															# arg[2:] removes '--'
															if arg[2:] in PyTorchBenchmarkArguments.deprecated_args:
																				# arg[5:] removes '--no_'
																				full_error_msg += arg_error_msg.format(arg[5:]						)
															else:
																				wrong_args.append(_lowercase						)
										if len(_lowercase						) > 0:
															lowerCamelCase__		:   Any  				=					full_error_msg + begin_error_msg + str(_lowercase						)
										raise ValueError(_lowercase						)

					lowerCamelCase__		:   List[Any]  				=					PyTorchBenchmark(args=_lowercase						)
					benchmark.run()


if __name__ == "__main__":
					main()






