





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 						__SCREAMING_SNAKE_CASE  (				UpperCamelCase__ )  ->				List[str]:







			'''simple docstring'''

			UpperCAmelCase   		=				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.""" )
			UpperCAmelCase   		=				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.""" )

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

			return test_module_path





def 						__SCREAMING_SNAKE_CASE  (				UpperCamelCase__ )  ->				List[Any]:







			'''simple docstring'''

			UpperCAmelCase   		=				get_module_path(_UpperCAmelCase )
			UpperCAmelCase   		=				importlib.import_module(_UpperCAmelCase )

			return test_module





def 						__SCREAMING_SNAKE_CASE  (				UpperCamelCase__ )  ->				List[str]:







			'''simple docstring'''

			UpperCAmelCase   		=				[]
			UpperCAmelCase   		=				get_test_module(_UpperCAmelCase )
			for attr in dir(_UpperCAmelCase ):
						if attr.endswith('''ModelTester''' ):
									tester_classes.append(getattr(_UpperCAmelCase			,			_UpperCAmelCase ) )

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





def 						__SCREAMING_SNAKE_CASE  (				UpperCamelCase__ )  ->				Any:







			'''simple docstring'''

			UpperCAmelCase   		=				[]
			UpperCAmelCase   		=				get_test_module(_UpperCAmelCase )
			for attr in dir(_UpperCAmelCase ):
						UpperCAmelCase   		=				getattr(_UpperCAmelCase			,			_UpperCAmelCase )
						# (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).
						UpperCAmelCase   		=				getattr(_UpperCAmelCase			,			'''all_model_classes'''			,			[] )
						if len(_UpperCAmelCase ) > 0:
									test_classes.append(_UpperCAmelCase )

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





def 						__SCREAMING_SNAKE_CASE  (				UpperCamelCase__ )  ->				Optional[Any]:







			'''simple docstring'''

			UpperCAmelCase   		=				get_test_classes(_UpperCAmelCase )
			UpperCAmelCase   		=				set()
			for test_class in test_classes:
						model_classes.update(test_class.all_model_classes )

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





def 						__SCREAMING_SNAKE_CASE  (				UpperCamelCase__ )  ->				str:







			'''simple docstring'''

			UpperCAmelCase   		=				test_class()
			if hasattr(_UpperCAmelCase			,			'''setUp''' ):
						test.setUp()

			UpperCAmelCase   		=				None
			if hasattr(_UpperCAmelCase			,			'''model_tester''' ):
						# `(TF/Flax)ModelTesterMixin` has this attribute default to `None`. Let's skip this case.
						if test.model_tester is not None:
									UpperCAmelCase   		=				test.model_tester.__class__

			return model_tester





def 						__SCREAMING_SNAKE_CASE  (				UpperCamelCase__			,			UpperCamelCase__ )  ->				Dict:







			'''simple docstring'''

			UpperCAmelCase   		=				get_test_classes(_UpperCAmelCase )

			UpperCAmelCase   		=				[]
			for test_class in test_classes:
						if model_class in test_class.all_model_classes:
									target_test_classes.append(_UpperCAmelCase )

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





def 						__SCREAMING_SNAKE_CASE  (				UpperCamelCase__			,			UpperCamelCase__ )  ->				str:







			'''simple docstring'''

			UpperCAmelCase   		=				get_test_classes_for_model(_UpperCAmelCase			,			_UpperCAmelCase )

			UpperCAmelCase   		=				[]
			for test_class in test_classes:
						UpperCAmelCase   		=				get_model_tester_from_test_class(_UpperCAmelCase )
						if tester_class is not None:
									tester_classes.append(_UpperCAmelCase )

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





def 						__SCREAMING_SNAKE_CASE  (				UpperCamelCase__ )  ->				Union[str, Any]:







			'''simple docstring'''

			UpperCAmelCase   		=				get_test_classes(_UpperCAmelCase )
			UpperCAmelCase   		=				{test_class: get_model_tester_from_test_class(_UpperCAmelCase ) for test_class in test_classes}
			return test_tester_mapping





def 						__SCREAMING_SNAKE_CASE  (				UpperCamelCase__ )  ->				Tuple:







			'''simple docstring'''

			UpperCAmelCase   		=				get_model_classes(_UpperCAmelCase )
			UpperCAmelCase   		=				{
			    model_class: get_test_classes_for_model(_UpperCAmelCase			,			_UpperCAmelCase ) for model_class in model_classes
			}
			return model_test_mapping





def 						__SCREAMING_SNAKE_CASE  (				UpperCamelCase__ )  ->				Union[str, Any]:







			'''simple docstring'''

			UpperCAmelCase   		=				get_model_classes(_UpperCAmelCase )
			UpperCAmelCase   		=				{
			    model_class: get_tester_classes_for_model(_UpperCAmelCase			,			_UpperCAmelCase ) for model_class in model_classes
			}
			return model_to_tester_mapping






def 						__SCREAMING_SNAKE_CASE  (				UpperCamelCase__ )  ->				Optional[Any]:







			'''simple docstring'''

			if isinstance(_UpperCAmelCase			,			_UpperCAmelCase ):
						return o
			elif isinstance(_UpperCAmelCase			,			_UpperCAmelCase ):
						return o.__name__
			elif isinstance(_UpperCAmelCase			,			(list, tuple) ):
						return [to_json(_UpperCAmelCase ) for x in o]
			elif isinstance(_UpperCAmelCase			,			_UpperCAmelCase ):
						return {to_json(_UpperCAmelCase ): to_json(_UpperCAmelCase ) for k, v in o.items()}
			else:
						return o








import json
import os
import tempfile

from transformers.testing_utils import check_json_file_has_correct_format

class 		UpperCAmelCase__			:




			'''simple docstring'''






			UpperCamelCase									=       None




			def  snake_case__     (   self							: List[str] ):
					'''simple docstring'''





					__UpperCAmelCase    :     List[Any]													=	self.feature_extraction_class(**self.feat_extract_dict )
					__UpperCAmelCase    :     Optional[int]													=	json.loads(feat_extract.to_json_string() )
					for key, value in self.feat_extract_dict.items():
							self.assertEqual(obj[key]       ,       a_ )




			def  snake_case__     (   self							: Any ):
					'''simple docstring'''





					__UpperCAmelCase    :     str													=	self.feature_extraction_class(**self.feat_extract_dict )

					with tempfile.TemporaryDirectory() as tmpdirname:
							__UpperCAmelCase    :     Union[str, Any]													=	os.path.join(a_       ,       '''feat_extract.json''' )
							feat_extract_first.to_json_file(a_ )
							__UpperCAmelCase    :     Any													=	self.feature_extraction_class.from_json_file(a_ )

					self.assertEqual(feat_extract_second.to_dict()       ,       feat_extract_first.to_dict() )




			def  snake_case__     (   self							: Optional[int] ):
					'''simple docstring'''





					__UpperCAmelCase    :     Tuple													=	self.feature_extraction_class(**self.feat_extract_dict )

					with tempfile.TemporaryDirectory() as tmpdirname:
							__UpperCAmelCase    :     List[str]													=	feat_extract_first.save_pretrained(a_ )[0]
							check_json_file_has_correct_format(a_ )
							__UpperCAmelCase    :     Optional[Any]													=	self.feature_extraction_class.from_pretrained(a_ )

					self.assertEqual(feat_extract_second.to_dict()       ,       feat_extract_first.to_dict() )




			def  snake_case__     (   self							: Dict ):
					'''simple docstring'''





					__UpperCAmelCase    :     int													=	self.feature_extraction_class()
					self.assertIsNotNone(a_ )





