



"""simple docstring"""






import importlib
import os
import sys


# This is required to make the module import works (when the python process is running from the root of the repo)
sys.path.append('.')


def 			_lowercase				(  __snake_case	)						->   List[Any]:
			__lowerCAmelCase      :  Any												=       test_file.split(os.path.sep	)
			if components[0:2] != ["tests", "models"]:
						raise ValueError(
						    "`test_file` should start with `tests/models/` (with `/` being the OS specific path separator). Got "
						    F"""{test_file} instead."""	)
			__lowerCAmelCase      :  str												=       components[-1]
			if not test_fn.endswith("py"	):
						raise ValueError(F"""`test_file` should be a python file. Got {test_fn} instead."""	)
			if not test_fn.startswith("test_modeling_"	):
						raise ValueError(
						    F"""`test_file` should point to a file name of the form `test_modeling_*.py`. Got {test_fn} instead."""	)

			__lowerCAmelCase      :  int												=       components[:-1] + [test_fn.replace(".py"					,""	)]
			__lowerCAmelCase      :  Tuple												=       ".".join(__snake_case	)

			return test_module_path


def 			_lowercase				(  __snake_case	)						->   Union[str, Any]:
			__lowerCAmelCase      :  List[Any]												=       get_module_path(__snake_case	)
			__lowerCAmelCase      :  Optional[int]												=       importlib.import_module(__snake_case	)

			return test_module


def 			_lowercase				(  __snake_case	)						->   Optional[Any]:
			__lowerCAmelCase      :  Union[str, Any]												=       []
			__lowerCAmelCase      :  str												=       get_test_module(__snake_case	)
			for attr in dir(__snake_case	):
						if attr.endswith("ModelTester"	):
									tester_classes.append(getattr(__snake_case					,__snake_case	)	)

    # sort with class names
			return sorted(__snake_case					,key=lambda __snake_case	: x.__name__	)


def 			_lowercase				(  __snake_case	)						->   Union[str, Any]:
			__lowerCAmelCase      :  int												=       []
			__lowerCAmelCase      :  List[Any]												=       get_test_module(__snake_case	)
			for attr in dir(__snake_case	):
						__lowerCAmelCase      :  List[Any]												=       getattr(__snake_case					,__snake_case	)
						# (TF/Flax)ModelTesterMixin is also an attribute in specific model test module. Let's exclude them by checking
						# `all_model_classes` is not empty (which also excludes other special classes).
						__lowerCAmelCase      :  Optional[int]												=       getattr(__snake_case					,"all_model_classes"					,[]	)
						if len(__snake_case	) > 0:
									test_classes.append(__snake_case	)

    # sort with class names
			return sorted(__snake_case					,key=lambda __snake_case	: x.__name__	)


def 			_lowercase				(  __snake_case	)						->   str:
			__lowerCAmelCase      :  Optional[Any]												=       get_test_classes(__snake_case	)
			__lowerCAmelCase      :  List[Any]												=       set()
			for test_class in test_classes:
						model_classes.update(test_class.all_model_classes	)

			# sort with class names
			return sorted(__snake_case					,key=lambda __snake_case	: x.__name__	)


def 			_lowercase				(  __snake_case	)						->   str:
			__lowerCAmelCase      :  Any												=       test_class()
			if hasattr(__snake_case					,"setUp"	):
						test.setUp()

			__lowerCAmelCase      :  int												=       None
			if hasattr(__snake_case					,"model_tester"	):
						# `(TF/Flax)ModelTesterMixin` has this attribute default to `None`. Let's skip this case.
						if test.model_tester is not None:
									__lowerCAmelCase      :  Optional[int]												=       test.model_tester.__class__

			return model_tester


def 			_lowercase				(  __snake_case					,__snake_case	)						->   str:
			__lowerCAmelCase      :  int												=       get_test_classes(__snake_case	)

			__lowerCAmelCase      :  Tuple												=       []
			for test_class in test_classes:
						if model_class in test_class.all_model_classes:
									target_test_classes.append(__snake_case	)

    # sort with class names
			return sorted(__snake_case					,key=lambda __snake_case	: x.__name__	)


def 			_lowercase				(  __snake_case					,__snake_case	)						->   int:
			__lowerCAmelCase      :  str												=       get_test_classes_for_model(__snake_case					,__snake_case	)

			__lowerCAmelCase      :  Optional[Any]												=       []
			for test_class in test_classes:
						__lowerCAmelCase      :  str												=       get_model_tester_from_test_class(__snake_case	)
						if tester_class is not None:
									tester_classes.append(__snake_case	)

    # sort with class names
			return sorted(__snake_case					,key=lambda __snake_case	: x.__name__	)


def 			_lowercase				(  __snake_case	)						->   Dict:
			__lowerCAmelCase      :  Union[str, Any]												=       get_test_classes(__snake_case	)
			__lowerCAmelCase      :  Dict												=       {test_class: get_model_tester_from_test_class(__snake_case	) for test_class in test_classes}
			return test_tester_mapping


def 			_lowercase				(  __snake_case	)						->   Dict:
			__lowerCAmelCase      :  int												=       get_model_classes(__snake_case	)
			__lowerCAmelCase      :  List[str]												=       {
			    model_class: get_test_classes_for_model(__snake_case					,__snake_case	) for model_class in model_classes
			}
			return model_test_mapping


def 			_lowercase				(  __snake_case	)						->   Optional[int]:
			__lowerCAmelCase      :  Dict												=       get_model_classes(__snake_case	)
			__lowerCAmelCase      :  str												=       {
			    model_class: get_tester_classes_for_model(__snake_case					,__snake_case	) for model_class in model_classes
			}
			return model_to_tester_mapping





def 			_lowercase				(  __snake_case	)						->   Any:
			if isinstance(__snake_case					,__snake_case	):
						return o
			elif isinstance(__snake_case					,__snake_case	):
						return o.__name__
			elif isinstance(__snake_case					,(list, tuple)	):
						return [to_json(__snake_case	) for x in o]
			elif isinstance(__snake_case					,__snake_case	):
						return {to_json(__snake_case	): to_json(__snake_case	) for k, v in o.items()}
			else:
						return o




"""simple docstring"""






import os
from math import logaa


def 			_lowercase				(  __snake_case = "base_exp.txt"	)						->   int:
			__lowerCAmelCase      :  float												=       0
			__lowerCAmelCase      :  Any												=       0
			for i, line in enumerate(open(os.path.join(os.path.dirname(__snake_case	)					,__snake_case	)	)	):
						__lowerCAmelCase						,	__lowerCAmelCase      :  List[str]												=       list(map(__snake_case					,line.split(","	)	)	)
						if x * logaa(__snake_case	) > largest:
									__lowerCAmelCase      :  Tuple												=       x * logaa(__snake_case	)
									__lowerCAmelCase      :  Optional[Any]												=       i + 1
			return result


if __name__ == "__main__":
	print(solution())