

def    __lowercase (       _A  ,      _A  ,      _A  ,      _A     )       ->  Any:
      if start == end:
            return start if lst[start] > item else start + 1
      if start > end:
            return start

      SCREAMING_SNAKE_CASE	: List[Any]					       =				(start + end) // 2
      if lst[mid] < item:
            return binary_search(_A  ,      _A  ,      mid + 1  ,      _A     )
      elif lst[mid] > item:
            return binary_search(_A  ,      _A  ,      _A  ,      mid - 1     )
      else:
            return mid






def    __lowercase (       _A     )       ->  Tuple:
      SCREAMING_SNAKE_CASE	: List[str]					       =				len(_A     )

      for index in range(1  ,      _A     ):
            SCREAMING_SNAKE_CASE	: Dict					       =				lst[index]
            SCREAMING_SNAKE_CASE	: str					       =				binary_search(_A  ,      _A  ,      0  ,      index - 1     )
            SCREAMING_SNAKE_CASE	: Any					       =				lst[:pos] + [value] + lst[pos:index] + lst[index + 1 :]

      return lst






def    __lowercase (       _A  ,      _A     )       ->  int:
      if not left:
            return right

      if not right:
            return left

      if left[0] < right[0]:
            return [left[0], *merge(left[1:]  ,      _A     )]

      return [right[0], *merge(_A  ,      right[1:]     )]






def    __lowercase (       _A     )       ->  Union[str, Any]:
      SCREAMING_SNAKE_CASE	: Union[str, Any]					       =				len(_A     )
      SCREAMING_SNAKE_CASE       ,		SCREAMING_SNAKE_CASE	: int					       =				[], []
      SCREAMING_SNAKE_CASE	: Optional[int]					       =				[lst[0]]
      SCREAMING_SNAKE_CASE	: int					       =				[]
      SCREAMING_SNAKE_CASE	: Optional[int]					       =				1
      while i < length:
            if lst[i] < lst[i - 1]:
                  runs.append(_A     )
                  SCREAMING_SNAKE_CASE	: List[Any]					       =				[lst[i]]
            else:
                  new_run.append(lst[i]     )
            i += 1
      runs.append(_A     )

      for run in runs:
            sorted_runs.append(insertion_sort(_A     )     )
      for run in sorted_runs:
            SCREAMING_SNAKE_CASE	: List[str]					       =				merge(_A  ,      _A     )

      return sorted_array






def    __lowercase (       )       ->  int:
      SCREAMING_SNAKE_CASE	: Optional[int]					       =				[5, 9, 10, 3, -4, 5, 178, 92, 46, -18, 0, 7]
      SCREAMING_SNAKE_CASE	: str					       =				tim_sort(_A     )
      print(_A     )


if __name__ == "__main__":
  main()







import os
import unittest

import pytest
from parameterized import parameterized

from transformers.testing_utils import require_torch, require_torch_gpu, slow, torch_device


# skipping in unittest tests

UpperCAmelCase__	:       Dict			      =      [(1,)]






def    __lowercase (       )       ->  Tuple:
      SCREAMING_SNAKE_CASE	: Optional[Any]					       =				bool(os.getenv("""RUN_SLOW"""  ,      0     )     )
      if run_slow:
            assert True
      else:
            assert False, "should have been skipped"






def    __lowercase (       )       ->  Optional[Any]:
      SCREAMING_SNAKE_CASE	: Dict					       =				bool(os.getenv("""RUN_SLOW"""  ,      0     )     )
      if run_slow and torch_device == "cuda":
            assert True
      else:
            assert False, "should have been skipped"







@require_torch
class     a__    (				unittest.TestCase    ):







  """simple docstring"""




  @slow
  @require_torch_gpu
  def 	_lowercase (     self      :	Any						)   ->Optional[Any]:
        """simple docstring"""







        check_slow_torch_cuda()


  @require_torch_gpu
  @slow
  def 	_lowercase (     self      :	Optional[Any]						)   ->Any:
        """simple docstring"""







        check_slow_torch_cuda()




  @parameterized.expand(UpperCAmelCase__						)
  @slow
  def 	_lowercase (     self      :	Optional[int]			,			UpperCAmelCase__      :	Dict=None						)   ->Optional[Any]:
        """simple docstring"""







        check_slow()






@slow
@require_torch_gpu
def    __lowercase (       )       ->  Optional[int]:
      check_slow_torch_cuda()






@require_torch_gpu
@slow
def    __lowercase (       )       ->  int:
      check_slow_torch_cuda()






@slow
@pytest.mark.parametrize("""param"""  ,      [1]     )
def    __lowercase (       _A     )       ->  Optional[int]:
      check_slow()







@pytest.mark.parametrize("""param"""  ,      [1]     )
@slow
def    __lowercase (       _A     )       ->  str:
      check_slow()




