



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        __a			(   __lowerCAmelCase   )     ->     Optional[int]:
					SCREAMING_SNAKE_CASE							:     int						=				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.'''   )
					SCREAMING_SNAKE_CASE							:     Optional[int]						=				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.'''   )

					SCREAMING_SNAKE_CASE							:     int						=				components[:-1] + [test_fn.replace('.py'      ,	''   )]
					SCREAMING_SNAKE_CASE							:     str						=				'.'.join(__lowerCAmelCase   )

					return test_module_path

def        __a			(   __lowerCAmelCase   )     ->     List[Any]:
					SCREAMING_SNAKE_CASE							:     Dict						=				get_module_path(__lowerCAmelCase   )
					SCREAMING_SNAKE_CASE							:     Tuple						=				importlib.import_module(__lowerCAmelCase   )

					return test_module

def        __a			(   __lowerCAmelCase   )     ->     Any:
					SCREAMING_SNAKE_CASE							:     Optional[Any]						=				[]
					SCREAMING_SNAKE_CASE							:     str						=				get_test_module(__lowerCAmelCase   )
					for attr in dir(__lowerCAmelCase   ):
										if attr.endswith('ModelTester'   ):
															tester_classes.append(getattr(__lowerCAmelCase      ,	__lowerCAmelCase   )   )

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

def        __a			(   __lowerCAmelCase   )     ->     List[Any]:
					SCREAMING_SNAKE_CASE							:     Union[str, Any]						=				[]
					SCREAMING_SNAKE_CASE							:     Optional[Any]						=				get_test_module(__lowerCAmelCase   )
					for attr in dir(__lowerCAmelCase   ):
										SCREAMING_SNAKE_CASE							:     List[str]						=				getattr(__lowerCAmelCase      ,	__lowerCAmelCase   )
										# (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).
										SCREAMING_SNAKE_CASE							:     int						=				getattr(__lowerCAmelCase      ,	'all_model_classes'      ,	[]   )
										if len(__lowerCAmelCase   ) > 0:
															test_classes.append(__lowerCAmelCase   )

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

def        __a			(   __lowerCAmelCase   )     ->     Dict:
					SCREAMING_SNAKE_CASE							:     Optional[Any]						=				get_test_classes(__lowerCAmelCase   )
					SCREAMING_SNAKE_CASE							:     Union[str, Any]						=				set()
					for test_class in test_classes:
										model_classes.update(test_class.all_model_classes   )

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

def        __a			(   __lowerCAmelCase   )     ->     Optional[int]:
					SCREAMING_SNAKE_CASE							:     Any						=				test_class()
					if hasattr(__lowerCAmelCase      ,	'setUp'   ):
										test.setUp()

					SCREAMING_SNAKE_CASE							:     Union[str, Any]						=				None
					if hasattr(__lowerCAmelCase      ,	'model_tester'   ):
										# `(TF/Flax)ModelTesterMixin` has this attribute default to `None`. Let's skip this case.
										if test.model_tester is not None:
															SCREAMING_SNAKE_CASE							:     Tuple						=				test.model_tester.__class__

					return model_tester

def        __a			(   __lowerCAmelCase      ,	__lowerCAmelCase   )     ->     List[str]:
					SCREAMING_SNAKE_CASE							:     Any						=				get_test_classes(__lowerCAmelCase   )

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

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

def        __a			(   __lowerCAmelCase      ,	__lowerCAmelCase   )     ->     int:
					SCREAMING_SNAKE_CASE							:     List[str]						=				get_test_classes_for_model(__lowerCAmelCase      ,	__lowerCAmelCase   )

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

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

def        __a			(   __lowerCAmelCase   )     ->     Optional[Any]:
					SCREAMING_SNAKE_CASE							:     Tuple						=				get_test_classes(__lowerCAmelCase   )
					SCREAMING_SNAKE_CASE							:     Optional[Any]						=				{test_class: get_model_tester_from_test_class(__lowerCAmelCase   ) for test_class in test_classes}
					return test_tester_mapping

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

def        __a			(   __lowerCAmelCase   )     ->     Union[str, Any]:
					SCREAMING_SNAKE_CASE							:     Optional[Any]						=				get_model_classes(__lowerCAmelCase   )
					SCREAMING_SNAKE_CASE							:     Dict						=				{
					    model_class: get_tester_classes_for_model(__lowerCAmelCase      ,	__lowerCAmelCase   ) for model_class in model_classes
					}
					return model_to_tester_mapping



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




def        __a			(   __lowerCAmelCase      ,	__lowerCAmelCase = 0   )     ->     list:
					SCREAMING_SNAKE_CASE							:     int						=				length or len(__lowerCAmelCase   )
					SCREAMING_SNAKE_CASE							:     Union[str, Any]						=				False
					for i in range(length - 1   ):
										if list_data[i] > list_data[i + 1]:
															SCREAMING_SNAKE_CASE					,  SCREAMING_SNAKE_CASE							:     List[Any]						=				list_data[i + 1], list_data[i]
															SCREAMING_SNAKE_CASE							:     Any						=				True

					return list_data if not swapped else bubble_sort(__lowerCAmelCase      ,	length - 1   )


if __name__ == "__main__":
			import doctest

			doctest.testmod()