

def 		UpperCamelCase      (lowercase_:				Optional[int]					,   lowercase_:				Optional[int]					,   lowercase_:				Optional[Any]=False      )  ->   Union[str, Any]:

	if isinstance(lowercase_					,   lowercase_      ) and isinstance(lowercase_					,   lowercase_      ):
		A__							:					Union[str, Any]       =	len(set_a.intersection(lowercase_      )      )

		if alternative_union:
			A__							:					Union[str, Any]       =	len(lowercase_      ) + len(lowercase_      )
		else:
			A__							:					Optional[int]       =	len(set_a.union(lowercase_      )      )

		return intersection / union

	if isinstance(lowercase_					,   (list, tuple)      ) and isinstance(lowercase_					,   (list, tuple)      ):
		A__							:					Any       =	[element for element in set_a if element in set_b]

		if alternative_union:
			A__							:					Union[str, Any]       =	len(lowercase_      ) + len(lowercase_      )
			return len(lowercase_      ) / union
		else:
			A__							:					Optional[int]       =	set_a + [element for element in set_b if element not in set_a]
			return len(lowercase_      ) / len(lowercase_      )

		return len(lowercase_      ) / len(lowercase_      )
	return None


if __name__ == "__main__":
	A_ :				Optional[Any]						 =    {'a', 'b', 'c', 'd', 'e'}
	A_ :				List[Any]						 =    {'c', 'd', 'e', 'f', 'h', 'i'}
	print(jaccard_similarity(set_a, set_b))






# tests directory-specific settings - this file is run automatically
# by pytest before any tests are run

import doctest
import sys
import warnings
from os.path import abspath, dirname, join

import _pytest

from transformers.testing_utils import HfDoctestModule, HfDocTestParser


# allow having multiple repository checkouts and not needing to remember to rerun
# 'pip install -e .[dev]' when switching between checkouts and running tests.
A_ :				Optional[int]						 =    abspath(join(dirname(__file__), 'src'))
sys.path.insert(1, git_repo_path)

# silence FutureWarning warnings in tests since often we can't act on them until
# they become normal warnings - i.e. the tests still need to test the current functionality
warnings.simplefilter(action='ignore', category=FutureWarning)

def 		UpperCamelCase      (lowercase_:				List[str]      )  ->   Any:
	config.addinivalue_line(
	    """markers"""					,   """is_pt_tf_cross_test: mark test to run only when PT and TF interactions are tested"""      )
	config.addinivalue_line(
	    """markers"""					,   """is_pt_flax_cross_test: mark test to run only when PT and FLAX interactions are tested"""      )
	config.addinivalue_line("""markers"""					,   """is_pipeline_test: mark test to run only when pipelines are tested"""      )
	config.addinivalue_line("""markers"""					,   """is_staging_test: mark test to run only in the staging environment"""      )
	config.addinivalue_line("""markers"""					,   """accelerate_tests: mark test that require accelerate"""      )
	config.addinivalue_line("""markers"""					,   """tool_tests: mark the tool tests that are run on their specific schedule"""      )

def 		UpperCamelCase      (lowercase_:				Optional[int]      )  ->   Optional[Any]:
	from transformers.testing_utils import pytest_addoption_shared

	pytest_addoption_shared(lowercase_      )

def 		UpperCamelCase      (lowercase_:				List[str]      )  ->   Optional[Any]:
	from transformers.testing_utils import pytest_terminal_summary_main

	A__							:					List[Any]       =	terminalreporter.config.getoption("""--make-reports"""      )
	if make_reports:
		pytest_terminal_summary_main(lowercase_					,   id=lowercase_      )

def 		UpperCamelCase      (lowercase_:				Union[str, Any]					,   lowercase_:				int      )  ->   List[str]:
	# If no tests are collected, pytest exists with code 5, which makes the CI fail.
	if exitstatus == 5:
		A__							:					Tuple       =	0


# Doctest custom flag to ignore output.
A_ :				Tuple						 =    doctest.register_optionflag('IGNORE_RESULT')

A_ :				Dict						 =    doctest.OutputChecker



class 					_a		(__magic_name__       ):


					'''simple docstring'''






					def 						__A    (				self					, A__					, A__					, A__    ):
						if IGNORE_RESULT & optionflags:
							return True
						return OutputChecker.check_output(self					, A__					, A__					, A__    )



A_ :				str						 =    CustomOutputChecker
A_ :				Dict						 =    HfDoctestModule


A_ :				Optional[int]						 =    HfDocTestParser



