



"""simple docstring"""
import inspect
import warnings
from typing import Any, Dict, Optional, Union

from packaging import version

def       _snake_case						(						*UpperCamelCase						:		str			,		UpperCamelCase						:		Optional[Union[Dict, Any]] = None			,		UpperCamelCase						:		Tuple=True			,		UpperCamelCase						:		Optional[int]=2						):
 from .. import __version__

 UpperCAmelCase	:					Tuple	=	take_from
 UpperCAmelCase	:					Optional[Any]	=	()
 if not isinstance(args[0]			,		UpperCamelCase						):
  UpperCAmelCase	:					List[str]	=	(args,)

 for attribute, version_name, message in args:
  if version.parse(version.parse(UpperCamelCase						).base_version						) >= version.parse(UpperCamelCase						):
   raise ValueError(
       F"The deprecation tuple {(attribute, version_name, message)} should be removed since diffusers'"
       F" version {__version__} is >= {version_name}"						)

  UpperCAmelCase	:					Optional[int]	=	None
  if isinstance(UpperCamelCase			,		UpperCamelCase						) and attribute in deprecated_kwargs:
   values += (deprecated_kwargs.pop(UpperCamelCase						),)
   UpperCAmelCase	:					List[str]	=	F"The `{attribute}` argument is deprecated and will be removed in version {version_name}."
  elif hasattr(UpperCamelCase			,		UpperCamelCase						):
   values += (getattr(UpperCamelCase			,		UpperCamelCase						),)
   UpperCAmelCase	:					List[Any]	=	F"The `{attribute}` attribute is deprecated and will be removed in version {version_name}."
  elif deprecated_kwargs is None:
   UpperCAmelCase	:					int	=	F"`{attribute}` is deprecated and will be removed in version {version_name}."

  if warning is not None:
   UpperCAmelCase	:					Optional[Any]	=	warning + """ """ if standard_warn else """"""
   warnings.warn(warning + message			,		UpperCamelCase			,		stacklevel=UpperCamelCase						)

 if isinstance(UpperCamelCase			,		UpperCamelCase						) and len(UpperCamelCase						) > 0:
  UpperCAmelCase	:					Optional[int]	=	inspect.getouterframes(inspect.currentframe()						)[1]
  UpperCAmelCase	:					Union[str, Any]	=	call_frame.filename
  UpperCAmelCase	:					List[Any]	=	call_frame.lineno
  UpperCAmelCase	:					List[str]	=	call_frame.function
  UpperCAmelCase	,		UpperCAmelCase	:					Optional[int]	=	next(iter(deprecated_kwargs.items()						)						)
  raise TypeError(F"{function} in {filename} line {line_number-1} got an unexpected keyword argument `{key}`"						)

 if len(UpperCamelCase						) == 0:
  return
 elif len(UpperCamelCase						) == 1:
  return values[0]
 return values





'''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 						__snake_case(				_lowerCAmelCase		)		-> int:
      snake_case__  :    Optional[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."		)
      snake_case__  :    Dict    						=      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__  :    int    						=      components[:-1] + [test_fn.replace(""".py"""     ,   """"""		)]
      snake_case__  :    int    						=      """.""".join(_lowerCAmelCase		)

      return test_module_path





def 						__snake_case(				_lowerCAmelCase		)		-> List[str]:
      snake_case__  :    str    						=      get_module_path(_lowerCAmelCase		)
      snake_case__  :    Union[str, Any]    						=      importlib.import_module(_lowerCAmelCase		)

      return test_module





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

      snake_case__  :    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:
                  snake_case__  :    Tuple    						=      test.model_tester.__class__

      return model_tester





def 						__snake_case(				_lowerCAmelCase     ,   _lowerCAmelCase		)		-> Dict:
      snake_case__  :    Union[str, Any]    						=      get_test_classes(_lowerCAmelCase		)

      snake_case__  :    str    						=      []
      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 						__snake_case(				_lowerCAmelCase     ,   _lowerCAmelCase		)		-> Tuple:
      snake_case__  :    Optional[Any]    						=      get_test_classes_for_model(_lowerCAmelCase     ,   _lowerCAmelCase		)

      snake_case__  :    Union[str, Any]    						=      []
      for test_class in test_classes:
            snake_case__  :    Tuple    						=      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 						__snake_case(				_lowerCAmelCase		)		-> Union[str, Any]:
      snake_case__  :    Optional[Any]    						=      get_test_classes(_lowerCAmelCase		)
      snake_case__  :    Union[str, Any]    						=      {test_class: get_model_tester_from_test_class(_lowerCAmelCase		) for test_class in test_classes}
      return test_tester_mapping





def 						__snake_case(				_lowerCAmelCase		)		-> int:
      snake_case__  :    Any    						=      get_model_classes(_lowerCAmelCase		)
      snake_case__  :    Any    						=      {
          model_class: get_test_classes_for_model(_lowerCAmelCase     ,   _lowerCAmelCase		) for model_class in model_classes
      }
      return model_test_mapping





def 						__snake_case(				_lowerCAmelCase		)		-> Optional[int]:
      snake_case__  :    Union[str, Any]    						=      get_model_classes(_lowerCAmelCase		)
      snake_case__  :    str    						=      {
          model_class: get_tester_classes_for_model(_lowerCAmelCase     ,   _lowerCAmelCase		) for model_class in model_classes
      }
      return model_to_tester_mapping





def 						__snake_case(				_lowerCAmelCase		)		-> int:
      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
