





import math






def 							_lowerCAmelCase (  _a   :					list					,   _a   :					int = 0					,   _a   :					int = 0			)	->			list:
     lowerCAmelCase_					:       List[str]    =		end or len(_a			)
     for i in range(_a					,   _a			):
          lowerCAmelCase_					:       List[Any]    =		i
          lowerCAmelCase_					:       Tuple    =		array[i]
          while temp_index != start and temp_index_value < array[temp_index - 1]:
               lowerCAmelCase_					:       Tuple    =		array[temp_index - 1]
               temp_index -= 1
          lowerCAmelCase_					:       Optional[Any]    =		temp_index_value
     return array






def 							_lowerCAmelCase (  _a   :					list					,   _a   :					int					,   _a   :					int			)	->			None:  # Max Heap
     lowerCAmelCase_					:       List[str]    =		index
     lowerCAmelCase_					:       Tuple    =		2 * index + 1  # Left Node
     lowerCAmelCase_					:       Any    =		2 * index + 2  # Right Node

     if left_index < heap_size and array[largest] < array[left_index]:
          lowerCAmelCase_					:       Optional[int]    =		left_index

     if right_index < heap_size and array[largest] < array[right_index]:
          lowerCAmelCase_					:       Union[str, Any]    =		right_index

     if largest != index:
          lowerCAmelCase_   ,  lowerCAmelCase_					:       Union[str, Any]    =		array[largest], array[index]
          heapify(_a					,   _a					,   _a			)






def 							_lowerCAmelCase (  _a   :					list			)	->			list:
     lowerCAmelCase_					:       List[Any]    =		len(_a			)

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

     for i in range(n - 1					,   0					,   -1			):
          lowerCAmelCase_   ,  lowerCAmelCase_					:       List[Any]    =		array[0], array[i]
          heapify(_a					,   0					,   _a			)

     return array






def 							_lowerCAmelCase (  _a   :					list					,   _a   :					int					,   _a   :					int					,   _a   :					int			)	->			int:
     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 							_lowerCAmelCase (  _a   :					list					,   _a   :					int					,   _a   :					int					,   _a   :					int			)	->			int:
     lowerCAmelCase_					:       Union[str, Any]    =		low
     lowerCAmelCase_					:       List[Any]    =		high
     while True:
          while array[i] < pivot:
               i += 1
          j -= 1
          while pivot < array[j]:
               j -= 1
          if i >= j:
               return i
          lowerCAmelCase_   ,  lowerCAmelCase_					:       Any    =		array[j], array[i]
          i += 1






def 							_lowerCAmelCase (  _a   :					list			)	->			list:
     if len(_a			) == 0:
          return array
     lowerCAmelCase_					:       int    =		2 * math.ceil(math.loga(len(_a			)			)			)
     lowerCAmelCase_					:       Tuple    =		16
     return intro_sort(_a					,   0					,   len(_a			)					,   _a					,   _a			)






def 							_lowerCAmelCase (  _a   :					list					,   _a   :					int					,   _a   :					int					,   _a   :					int					,   _a   :					int			)	->			list:
     while end - start > size_threshold:
          if max_depth == 0:
               return heap_sort(_a			)
          max_depth -= 1
          lowerCAmelCase_					:       Tuple    =		median_of_a(_a					,   _a					,   start + ((end - start) // 2) + 1					,   end - 1			)
          lowerCAmelCase_					:       Optional[int]    =		partition(_a					,   _a					,   _a					,   _a			)
          intro_sort(_a					,   _a					,   _a					,   _a					,   _a			)
          lowerCAmelCase_					:       int    =		p
     return insertion_sort(_a					,   _a					,   _a			)


if __name__ == "__main__":
      import doctest

      doctest.testmod()

      UpperCAmelCase_					:   List[Any] 							=						input("""Enter numbers separated by a comma : """).strip()
      UpperCAmelCase_					:   Optional[int] 							=						[float(item) for item in user_input.split(""",""")]
      print(sort(unsorted))







import inspect
import os
import unittest
from pathlib import Path

import torch

import accelerate
from accelerate.test_utils import execute_subprocess_async
from accelerate.test_utils.testing import run_command





class      lowercase__    (							unittest.TestCase  ):
  __UpperCamelCase	     =  inspect.getfile(accelerate.test_utils  )
  __UpperCamelCase	     =  os.path.sep.join(mod_file.split(os.path.sep  )[:-1] + ["""scripts""", """test_cli.py"""]  )

  __UpperCamelCase	     =  ["""accelerate""", """launch"""]
  __UpperCamelCase	     =  Path.home() / """.cache/huggingface/accelerate"""
  __UpperCamelCase	     =  """default_config.yaml"""
  __UpperCamelCase	     =  config_folder / config_file
  __UpperCamelCase	     =  config_folder / """_default_config.yaml"""

  __UpperCamelCase	     =  Path("""tests/test_configs"""  )







  @classmethod
  def 	UpperCAmelCase__		(	cls						):
       if cls.config_path.is_file():
            cls.config_path.rename(cls.changed_path						)







  @classmethod
  def 	UpperCAmelCase__		(	cls						):
       if cls.changed_path.is_file():
            cls.changed_path.rename(cls.config_path						)







  def 	UpperCAmelCase__		(	self						):
       lowerCAmelCase_					:       int    =		self.base_cmd
       if torch.cuda.is_available() and (torch.cuda.device_count() > 1):
            cmd += ["--multi_gpu"]
       execute_subprocess_async(cmd + [self.test_file_path]    ,						env=os.environ.copy()						)







  def 	UpperCAmelCase__		(	self						):
       for config in sorted(self.test_config_path.glob("""**/*.yaml"""						)						):
            with self.subTest(config_file=_lowercase						):
                 execute_subprocess_async(
                     self.base_cmd + ["""--config_file""", str(_lowercase						), self.test_file_path]    ,						env=os.environ.copy()						)







  def 	UpperCAmelCase__		(	self						):
       execute_subprocess_async(["""accelerate""", """test"""]    ,						env=os.environ.copy()						)





class      lowercase__    (							unittest.TestCase  ):
  __UpperCamelCase	     =  """test-tpu"""
  __UpperCamelCase	     =  """us-central1-a"""
  __UpperCamelCase	     =  """ls"""
  __UpperCamelCase	     =  ["""accelerate""", """tpu-config"""]
  __UpperCamelCase	     =  """cd /usr/share"""
  __UpperCamelCase	     =  """tests/test_samples/test_command_file.sh"""
  __UpperCamelCase	     =  """Running gcloud compute tpus tpu-vm ssh"""







  def 	UpperCAmelCase__		(	self						):
       lowerCAmelCase_					:       str    =		run_command(
           self.cmd
           + ["""--command""", self.command, """--tpu_zone""", self.tpu_zone, """--tpu_name""", self.tpu_name, """--debug"""]    ,						return_stdout=_lowercase    ,						)
       self.assertIn(
           F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls --worker all'    ,						_lowercase    ,						)







  def 	UpperCAmelCase__		(	self						):
       lowerCAmelCase_					:       str    =		run_command(
           self.cmd
           + [
               """--config_file""",
               """tests/test_configs/0_12_0.yaml""",
               """--command""",
               self.command,
               """--tpu_zone""",
               self.tpu_zone,
               """--tpu_name""",
               self.tpu_name,
               """--debug""",
           ]    ,						return_stdout=_lowercase    ,						)
       self.assertIn(
           F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls --worker all'    ,						_lowercase    ,						)







  def 	UpperCAmelCase__		(	self						):
       lowerCAmelCase_					:       Optional[Any]    =		run_command(
           self.cmd + ["""--config_file""", """tests/test_configs/latest.yaml""", """--debug"""]    ,						return_stdout=_lowercase						)
       self.assertIn(
           F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; echo "hello world"; echo "this is a second command" --worker all'    ,						_lowercase    ,						)







  def 	UpperCAmelCase__		(	self						):
       lowerCAmelCase_					:       Tuple    =		run_command(
           self.cmd + ["""--config_file""", """tests/test_configs/latest.yaml""", """--command""", self.command, """--debug"""]    ,						return_stdout=_lowercase    ,						)
       self.assertIn(
           F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls --worker all'    ,						_lowercase    ,						)







  def 	UpperCAmelCase__		(	self						):
       lowerCAmelCase_					:       str    =		run_command(
           self.cmd
           + [
               """--config_file""",
               """tests/test_configs/latest.yaml""",
               """--command""",
               self.command,
               """--command""",
               """echo \"Hello World\"""",
               """--debug""",
           ]    ,						return_stdout=_lowercase    ,						)
       self.assertIn(
           F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls; echo "Hello World" --worker all'    ,						_lowercase    ,						)







  def 	UpperCAmelCase__		(	self						):
       lowerCAmelCase_					:       str    =		run_command(
           self.cmd
           + ["""--config_file""", """tests/test_configs/latest.yaml""", """--command_file""", self.command_file, """--debug"""]    ,						return_stdout=_lowercase    ,						)
       self.assertIn(
           F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; echo "hello world"; echo "this is a second command" --worker all'    ,						_lowercase    ,						)







  def 	UpperCAmelCase__		(	self						):
       lowerCAmelCase_					:       Optional[Any]    =		run_command(
           self.cmd
           + [
               """--config_file""",
               """tests/test_configs/0_12_0.yaml""",
               """--command_file""",
               self.command_file,
               """--tpu_zone""",
               self.tpu_zone,
               """--tpu_name""",
               self.tpu_name,
               """--debug""",
           ]    ,						return_stdout=_lowercase    ,						)
       self.assertIn(
           F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; echo "hello world"; echo "this is a second command" --worker all'    ,						_lowercase    ,						)







  def 	UpperCAmelCase__		(	self						):
       lowerCAmelCase_					:       Tuple    =		run_command(
           self.cmd + ["""--config_file""", """tests/test_configs/latest.yaml""", """--install_accelerate""", """--debug"""]    ,						return_stdout=_lowercase    ,						)
       self.assertIn(
           F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; pip install accelerate -U; echo "hello world"; echo "this is a second command" --worker all'    ,						_lowercase    ,						)







  def 	UpperCAmelCase__		(	self						):
       lowerCAmelCase_					:       Any    =		run_command(
           self.cmd
           + [
               """--config_file""",
               """tests/test_configs/latest.yaml""",
               """--install_accelerate""",
               """--accelerate_version""",
               """12.0.0""",
               """--debug""",
           ]    ,						return_stdout=_lowercase    ,						)
       self.assertIn(
           F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; pip install accelerate==12.0.0; echo "hello world"; echo "this is a second command" --worker all'    ,						_lowercase    ,						)
