





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 lowerCamelCase__   (							snake_case_     :  Any	)				->    Tuple:
   __snake_case								=       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."""	)
   __snake_case								=       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."""	)

   __snake_case								=       components[:-1] + [test_fn.replace('''.py'''	,				''''''	)]
   __snake_case								=       '''.'''.join(__snake_case	)

   return test_module_path






def lowerCamelCase__   (							snake_case_     :  Union[str, Any]	)				->    Union[str, Any]:
   __snake_case								=       get_module_path(__snake_case	)
   __snake_case								=       importlib.import_module(__snake_case	)

   return test_module






def lowerCamelCase__   (							snake_case_     :  Dict	)				->    Tuple:
   __snake_case								=       []
   __snake_case								=       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 lowerCamelCase__   (							snake_case_     :  List[Any]	)				->    Optional[int]:
   __snake_case								=       []
   __snake_case								=       get_test_module(__snake_case	)
   for attr in dir(__snake_case	):
      __snake_case								=       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).
      __snake_case								=       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 lowerCamelCase__   (							snake_case_     :  List[Any]	)				->    Optional[int]:
   __snake_case								=       get_test_classes(__snake_case	)
   __snake_case								=       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 lowerCamelCase__   (							snake_case_     :  str	)				->    str:
   __snake_case								=       test_class()
   if hasattr(__snake_case	,				'''setUp'''	):
      test.setUp()

   __snake_case								=       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:
         __snake_case								=       test.model_tester.__class__

   return model_tester






def lowerCamelCase__   (							snake_case_     :  Dict	,				snake_case_     :  List[str]	)				->    List[Any]:
   __snake_case								=       get_test_classes(__snake_case	)

   __snake_case								=       []
   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 lowerCamelCase__   (							snake_case_     :  Optional[Any]	,				snake_case_     :  List[str]	)				->    Any:
   __snake_case								=       get_test_classes_for_model(__snake_case	,				__snake_case	)

   __snake_case								=       []
   for test_class in test_classes:
      __snake_case								=       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 lowerCamelCase__   (							snake_case_     :  Tuple	)				->    Tuple:
   __snake_case								=       get_test_classes(__snake_case	)
   __snake_case								=       {test_class: get_model_tester_from_test_class(__snake_case	) for test_class in test_classes}
   return test_tester_mapping






def lowerCamelCase__   (							snake_case_     :  Dict	)				->    Optional[Any]:
   __snake_case								=       get_model_classes(__snake_case	)
   __snake_case								=       {
       model_class: get_test_classes_for_model(__snake_case	,				__snake_case	) for model_class in model_classes
   }
   return model_test_mapping






def lowerCamelCase__   (							snake_case_     :  Optional[Any]	)				->    Dict:
   __snake_case								=       get_model_classes(__snake_case	)
   __snake_case								=       {
       model_class: get_tester_classes_for_model(__snake_case	,				__snake_case	) for model_class in model_classes
   }
   return model_to_tester_mapping







def lowerCamelCase__   (							snake_case_     :  List[str]	)				->    List[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








# Algorithm for the pigeonhole sorting








def lowerCamelCase__   (							snake_case_     :  int	)				->    Optional[int]:
   __snake_case								=       min(snake_case_	)  # min() finds the minimum value
   __snake_case								=       max(snake_case_	)  # max() finds the maximum value

   __snake_case								=       max_val - min_val + 1  # size is difference of max and min values plus one

   # list of pigeonholes of size equal to the variable size
   __snake_case								=       [0] * size

   # Populate the pigeonholes.
   for x in a:
      assert isinstance(snake_case_	,				snake_case_	), "integers only please"
      holes[x - min_val] += 1

   # Putting the elements back into the array in an order.
   __snake_case								=       0
   for count in range(snake_case_	):
      while holes[count] > 0:
         holes[count] -= 1
         __snake_case								=       count + min_val
         i += 1






def lowerCamelCase__   (							)				->    Union[str, Any]:
   __snake_case								=       [8, 3, 2, 7, 4, 6, 8]
   pigeonhole_sort(snake_case_	)
   print('''Sorted order is:'''	,				''' '''.join(snake_case_	)	)


if __name__ == "__main__":
    main()

