






import math






def 						a    (		lowerCamelCase_	,     lowerCamelCase_ = 0	,     lowerCamelCase_ = 0       ):






				'''simple docstring'''
				lowercase__     				=    end or len(lowerCamelCase_       )
				for i in range(lowerCamelCase_	,     lowerCamelCase_       ):
								lowercase__     				=    i
								lowercase__     				=    array[i]
								while temp_index != start and temp_index_value < array[temp_index - 1]:
												lowercase__     				=    array[temp_index - 1]
												temp_index -= 1
								lowercase__     				=    temp_index_value
				return array






def 						a    (		lowerCamelCase_	,     lowerCamelCase_	,     lowerCamelCase_       ):  # Max Heap






				'''simple docstring'''
				lowercase__     				=    index
				lowercase__     				=    2 * index + 1  # Left Node
				lowercase__     				=    2 * index + 2  # Right Node

				if left_index < heap_size and array[largest] < array[left_index]:
								lowercase__     				=    left_index

				if right_index < heap_size and array[largest] < array[right_index]:
								lowercase__     				=    right_index

				if largest != index:
								lowercase__				,		lowercase__     				=    array[largest], array[index]
								heapify(lowerCamelCase_	,     lowerCamelCase_	,     lowerCamelCase_       )






def 						a    (		lowerCamelCase_       ):






				'''simple docstring'''
				lowercase__     				=    len(lowerCamelCase_       )

				for i in range(n // 2	,     -1	,     -1       ):
								heapify(lowerCamelCase_	,     lowerCamelCase_	,     lowerCamelCase_       )

				for i in range(n - 1	,     0	,     -1       ):
								lowercase__				,		lowercase__     				=    array[0], array[i]
								heapify(lowerCamelCase_	,     0	,     lowerCamelCase_       )

				return array






def 						a    (		lowerCamelCase_	,     lowerCamelCase_	,     lowerCamelCase_	,     lowerCamelCase_       ):






				'''simple docstring'''
				if (array[first_index] > array[middle_index]) != (
				    array[first_index] > array[last_index]
				):
								return array[first_index]
				elif (array[middle_index] > array[first_index]) != (
				    array[middle_index] > array[last_index]
				):
								return array[middle_index]
				else:
								return array[last_index]






def 						a    (		lowerCamelCase_	,     lowerCamelCase_	,     lowerCamelCase_	,     lowerCamelCase_       ):






				'''simple docstring'''
				lowercase__     				=    low
				lowercase__     				=    high
				while True:
								while array[i] < pivot:
												i += 1
								j -= 1
								while pivot < array[j]:
												j -= 1
								if i >= j:
												return i
								lowercase__				,		lowercase__     				=    array[j], array[i]
								i += 1






def 						a    (		lowerCamelCase_       ):






				'''simple docstring'''
				if len(lowerCamelCase_       ) == 0:
								return array
				lowercase__     				=    2 * math.ceil(math.loga(len(lowerCamelCase_       )       )       )
				lowercase__     				=    16
				return intro_sort(lowerCamelCase_	,     0	,     len(lowerCamelCase_       )	,     lowerCamelCase_	,     lowerCamelCase_       )






def 						a    (		lowerCamelCase_	,     lowerCamelCase_	,     lowerCamelCase_	,     lowerCamelCase_	,     lowerCamelCase_       ):






				'''simple docstring'''
				while end - start > size_threshold:
								if max_depth == 0:
												return heap_sort(lowerCamelCase_       )
								max_depth -= 1
								lowercase__     				=    median_of_a(lowerCamelCase_	,     lowerCamelCase_	,     start + ((end - start) // 2) + 1	,     end - 1       )
								lowercase__     				=    partition(lowerCamelCase_	,     lowerCamelCase_	,     lowerCamelCase_	,     lowerCamelCase_       )
								intro_sort(lowerCamelCase_	,     lowerCamelCase_	,     lowerCamelCase_	,     lowerCamelCase_	,     lowerCamelCase_       )
								lowercase__     				=    p
				return insertion_sort(lowerCamelCase_	,     lowerCamelCase_	,     lowerCamelCase_       )


if __name__ == "__main__":
							import doctest

							doctest.testmod()

							A__			:    Tuple         =				input('Enter numbers separated by a comma : ').strip()
							A__			:    Union[str, Any]         =				[float(item) for item in user_input.split(',')]
							print(sort(unsorted))












from typing import TYPE_CHECKING

from ...utils import (
    OptionalDependencyNotAvailable,
    _LazyModule,
    is_flax_available,
    is_tf_available,
    is_torch_available,
)


A__			:    Any         =				{'configuration_unispeech': ['UNISPEECH_PRETRAINED_CONFIG_ARCHIVE_MAP', 'UniSpeechConfig']}

try:
							if not is_torch_available():
														raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
							pass
else:
							A__			:    Union[str, Any]         =				[
							    'UNISPEECH_PRETRAINED_MODEL_ARCHIVE_LIST',
							    'UniSpeechForCTC',
							    'UniSpeechForPreTraining',
							    'UniSpeechForSequenceClassification',
							    'UniSpeechModel',
							    'UniSpeechPreTrainedModel',
							]

if TYPE_CHECKING:
							from .configuration_unispeech import UNISPEECH_PRETRAINED_CONFIG_ARCHIVE_MAP, UniSpeechConfig

							try:
														if not is_torch_available():
																					raise OptionalDependencyNotAvailable()
							except OptionalDependencyNotAvailable:
														pass
							else:
														from .modeling_unispeech import (
														    UNISPEECH_PRETRAINED_MODEL_ARCHIVE_LIST,
														    UniSpeechForCTC,
														    UniSpeechForPreTraining,
														    UniSpeechForSequenceClassification,
														    UniSpeechModel,
														    UniSpeechPreTrainedModel,
														)

else:
							import sys

							A__			:    List[Any]         =				_LazyModule(__name__, globals()['__file__'], _import_structure, module_spec=__spec__)




