




import pytest

import datasets


# Import fixture modules as plugins
snake_case_ : Tuple    		=       ["tests.fixtures.files", "tests.fixtures.hub", "tests.fixtures.fsspec"]


def    A						(__A   :    Optional[int]   ,				__A   :    Any       )   ->      Optional[int]:







     """simple docstring"""


     for item in items:
          if any(marker in item.keywords for marker in ['''integration''', '''unit''']       ):
               continue
          item.add_marker(pytest.mark.unit       )


def    A						(__A   :    Optional[Any]       )   ->      Optional[int]:







     """simple docstring"""


     config.addinivalue_line('''markers'''   ,				'''torchaudio_latest: mark test to run with torchaudio>=0.12'''       )


@pytest.fixture(autouse=__A       )
def    A						(__A   :    Optional[int]   ,				__A   :    Dict       )   ->      List[Any]:







     """simple docstring"""


     UpperCAmelCase_          =							tmp_path_factory.getbasetemp() / '''cache'''
     UpperCAmelCase_          =							test_hf_cache_home / '''datasets'''
     UpperCAmelCase_          =							test_hf_cache_home / '''metrics'''
     UpperCAmelCase_          =							test_hf_cache_home / '''modules'''
     monkeypatch.setattr('''datasets.config.HF_DATASETS_CACHE'''   ,				str(__A       )       )
     monkeypatch.setattr('''datasets.config.HF_METRICS_CACHE'''   ,				str(__A       )       )
     monkeypatch.setattr('''datasets.config.HF_MODULES_CACHE'''   ,				str(__A       )       )
     UpperCAmelCase_          =							test_hf_datasets_cache / '''downloads'''
     monkeypatch.setattr('''datasets.config.DOWNLOADED_DATASETS_PATH'''   ,				str(__A       )       )
     UpperCAmelCase_          =							test_hf_datasets_cache / '''downloads''' / '''extracted'''
     monkeypatch.setattr('''datasets.config.EXTRACTED_DATASETS_PATH'''   ,				str(__A       )       )


@pytest.fixture(autouse=__A   ,				scope='''session'''       )
def    A						()   ->      Dict:







     """simple docstring"""


     datasets.disable_progress_bar()


@pytest.fixture(autouse=__A       )
def    A						(__A   :    Tuple       )   ->      str:







     """simple docstring"""


     monkeypatch.setattr('''datasets.config.HF_UPDATE_DOWNLOAD_COUNTS'''   ,				__A       )


@pytest.fixture
def    A						(__A   :    Union[str, Any]       )   ->      int:







     """simple docstring"""


     monkeypatch.setattr('''sqlalchemy.util.deprecations.SILENCE_UBER_WARNING'''   ,				__A       )










'''simple docstring'''






from statistics import mean, stdev







def 				UpperCamelCase_			(    A__					:   list							,    A__					:   int = 3					):
  '''simple docstring'''





  lowerCAmelCase_			:      List[str]			=   min(A__					)
  lowerCAmelCase_			:      Optional[int]			=   max(A__					)
  # normalize data
  return [round((x - x_min) / (x_max - x_min)							,    A__					) for x in data]







def 				UpperCamelCase_			(    A__					:   list							,    A__					:   int = 3					):
  '''simple docstring'''





  lowerCAmelCase_			:      str			=   mean(A__					)
  lowerCAmelCase_			:      List[Any]			=   stdev(A__					)
  # standardize data
  return [round((x - mu) / (sigma)							,    A__					) for x in data]



