



'''simple docstring'''


import math






def  UpperCAmelCase_       (		lowercase__       ,	lowercase__ = 0       ,	lowercase__ = 0       ):


     '''simple docstring'''







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






def  UpperCAmelCase_       (		lowercase__       ,	lowercase__       ,	lowercase__       ):  # Max Heap


     '''simple docstring'''







     a_       		=index
     a_       		=2 * index + 1  # Left Node
     a_       		=2 * index + 2  # Right Node

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

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

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






def  UpperCAmelCase_       (		lowercase__       ):


     '''simple docstring'''







     a_       		=len(lowercase__       )

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

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

     return array






def  UpperCAmelCase_       (		lowercase__       ,	lowercase__       ,	lowercase__       ,	lowercase__       ):


     '''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  UpperCAmelCase_       (		lowercase__       ,	lowercase__       ,	lowercase__       ,	lowercase__       ):


     '''simple docstring'''







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






def  UpperCAmelCase_       (		lowercase__       ):


     '''simple docstring'''







     if len(lowercase__       ) == 0:
          return array
     a_       		=2 * math.ceil(math.loga(len(lowercase__       )       )       )
     a_       		=1_6
     return intro_sort(lowercase__       ,	0       ,	len(lowercase__       )       ,	lowercase__       ,	lowercase__       )






def  UpperCAmelCase_       (		lowercase__       ,	lowercase__       ,	lowercase__       ,	lowercase__       ,	lowercase__       ):


     '''simple docstring'''







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


if __name__ == "__main__":
  import doctest

  doctest.testmod()

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







'''simple docstring'''


import json
import logging
import os
import sys
from time import time
from unittest.mock import patch

from transformers.testing_utils import TestCasePlus, require_torch_tpu


logging.basicConfig(level=logging.DEBUG)

lowercase							       =			logging.getLogger()






def  UpperCAmelCase_       (		lowercase__       ):


     '''simple docstring'''







     a_       		={}
     a_       		=os.path.join(lowercase__       ,	"all_results.json"       )
     if os.path.exists(lowercase__       ):
          with open(lowercase__       ,	"r"       ) as f:
               a_       		=json.load(lowercase__       )
     else:
          raise ValueError(F"""can't find {path}"""       )
     return results


lowercase							       =			logging.StreamHandler(sys.stdout)
logger.addHandler(stream_handler)







@require_torch_tpu
class 	UpperCAmelCase	(		__a):


 '''simple docstring'''




 def       lowercase_  (   self) ->      List[Any]:



      """simple docstring"""







      import xla_spawn

      a_       		=self.get_auto_remove_tmp_dir()
      a_       		=f"""
            ./examples/pytorch/text-classification/run_glue.py
            --num_cores=8
            ./examples/pytorch/text-classification/run_glue.py
            --model_name_or_path distilbert-base-uncased
            --output_dir {tmp_dir}
            --overwrite_output_dir
            --train_file ./tests/fixtures/tests_samples/MRPC/train.csv
            --validation_file ./tests/fixtures/tests_samples/MRPC/dev.csv
            --do_train
            --do_eval
            --debug tpu_metrics_debug
            --per_device_train_batch_size=2
            --per_device_eval_batch_size=1
            --learning_rate=1e-4
            --max_steps=10
            --warmup_steps=2
            --seed=42
            --max_seq_length=128
            """.split()

      with patch.object(lowerCAmelCase_							,  "argv"							,  lowerCAmelCase_):
           a_       		=time()
           xla_spawn.main()
           a_       		=time()

           a_       		=get_results(lowerCAmelCase_)
           self.assertGreaterEqual(result["eval_accuracy"]							,  0.7_5)

           # Assert that the script takes less than 500 seconds to make sure it doesn't hang.
           self.assertLess(end - start							,  5_0_0)




 def       lowercase_  (   self) ->      Tuple:



      """simple docstring"""







      import xla_spawn

      a_       		="\n            ./tests/test_trainer_tpu.py\n            --num_cores=8\n            ./tests/test_trainer_tpu.py\n            ".split()
      with patch.object(lowerCAmelCase_							,  "argv"							,  lowerCAmelCase_):
           xla_spawn.main()


