


"""simple docstring"""






import warnings

from ...processing_utils import ProcessorMixin
from ...tokenization_utils_base import BatchEncoding






class      A(  lowerCamelCase__		):

		"""simple docstring"""





		A    =							["image_processor", "tokenizer"]
		A    =							"ViTImageProcessor"
		A    =							("CLIPTokenizer", "CLIPTokenizerFast")
		def __init__( self					,				SCREAMING_SNAKE_CASE__=None					,				SCREAMING_SNAKE_CASE__=None					,				**SCREAMING_SNAKE_CASE__   )      ->	List[str]:

					"""simple docstring"""



					_UpperCamelCase					:List[str]					     =	None
					if "feature_extractor" in kwargs:
								warnings.warn(
								    '''The `feature_extractor` argument is deprecated and will be removed in v5, use `image_processor`'''
								    ''' instead.'''					,				SCREAMING_SNAKE_CASE__					,				)
								_UpperCamelCase					:List[str]					     =	kwargs.pop('''feature_extractor'''   )

					_UpperCamelCase					:Optional[Any]					     =	image_processor if image_processor is not None else feature_extractor
					if image_processor is None:
								raise ValueError('''You need to specify an `image_processor`.'''   )
					if tokenizer is None:
								raise ValueError('''You need to specify a `tokenizer`.'''   )

					super().__init__(SCREAMING_SNAKE_CASE__					,				SCREAMING_SNAKE_CASE__   )
		def __call__( self					,				SCREAMING_SNAKE_CASE__=None					,				SCREAMING_SNAKE_CASE__=None					,				SCREAMING_SNAKE_CASE__=None					,				SCREAMING_SNAKE_CASE__=None					,				**SCREAMING_SNAKE_CASE__   )      ->	Tuple:

					"""simple docstring"""



					if text is None and visual_prompt is None and images is None:
								raise ValueError('''You have to specify either text, visual prompt or images.'''   )

					if text is not None and visual_prompt is not None:
								raise ValueError('''You have to specify exactly one type of prompt. Either text or visual prompt.'''   )

					if text is not None:
								_UpperCamelCase					:Dict					     =	self.tokenizer(SCREAMING_SNAKE_CASE__					,				return_tensors=SCREAMING_SNAKE_CASE__					,				**SCREAMING_SNAKE_CASE__   )

					if visual_prompt is not None:
								_UpperCamelCase					:Optional[Any]					     =	self.image_processor(SCREAMING_SNAKE_CASE__					,				return_tensors=SCREAMING_SNAKE_CASE__					,				**SCREAMING_SNAKE_CASE__   )

					if images is not None:
								_UpperCamelCase					:Union[str, Any]					     =	self.image_processor(SCREAMING_SNAKE_CASE__					,				return_tensors=SCREAMING_SNAKE_CASE__					,				**SCREAMING_SNAKE_CASE__   )

					if visual_prompt is not None and images is not None:
								_UpperCamelCase					:List[str]					     =	{
								    '''pixel_values''': image_features.pixel_values,
								    '''conditional_pixel_values''': prompt_features.pixel_values,
								}
								return encoding
					elif text is not None and images is not None:
								_UpperCamelCase					:List[Any]					     =	image_features.pixel_values
								return encoding
					elif text is not None:
								return encoding
					elif visual_prompt is not None:
								_UpperCamelCase					:Optional[Any]					     =	{
								    '''conditional_pixel_values''': prompt_features.pixel_values,
								}
								return encoding
					else:
								return BatchEncoding(data=dict(**SCREAMING_SNAKE_CASE__   )					,				tensor_type=SCREAMING_SNAKE_CASE__   )
		def   _UpperCamelCase( self					,				*SCREAMING_SNAKE_CASE__					,				**SCREAMING_SNAKE_CASE__   )      ->	Any:

					"""simple docstring"""



					return self.tokenizer.batch_decode(*SCREAMING_SNAKE_CASE__					,				**SCREAMING_SNAKE_CASE__   )
		def   _UpperCamelCase( self					,				*SCREAMING_SNAKE_CASE__					,				**SCREAMING_SNAKE_CASE__   )      ->	Tuple:

					"""simple docstring"""



					return self.tokenizer.decode(*SCREAMING_SNAKE_CASE__					,				**SCREAMING_SNAKE_CASE__   )
		@property
		def   _UpperCamelCase( self   )      ->	Tuple:

					"""simple docstring"""



					warnings.warn(
					    '''`feature_extractor_class` is deprecated and will be removed in v5. Use `image_processor_class` instead.'''					,				SCREAMING_SNAKE_CASE__					,				)
					return self.image_processor_class





		@property
		def   _UpperCamelCase( self   )      ->	Union[str, Any]:

					"""simple docstring"""



					warnings.warn(
					    '''`feature_extractor` is deprecated and will be removed in v5. Use `image_processor` instead.'''					,				SCREAMING_SNAKE_CASE__					,				)
					return self.image_processor





"""simple docstring"""






import unittest

from transformers.testing_utils import CaptureStdout
from transformers.tools.python_interpreter import evaluate





def 				A_       ( snake_case__		)					->  Union[str, Any]:
			return x + 2






class      A(  unittest.TestCase		):

		"""simple docstring"""





		def   _UpperCamelCase( self   )      ->	Optional[int]:

					"""simple docstring"""



					_UpperCamelCase					:Union[str, Any]					     =	'''x = 3'''
					_UpperCamelCase					:List[str]					     =	{}
					_UpperCamelCase					:int					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 3
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3}   )

					_UpperCamelCase					:Tuple					     =	'''x = y'''
					_UpperCamelCase					:Optional[int]					     =	{'''y''': 5}
					_UpperCamelCase					:Optional[Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					# evaluate returns the value of the last assignment.
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 5, '''y''': 5}   )
		def   _UpperCamelCase( self   )      ->	int:

					"""simple docstring"""



					_UpperCamelCase					:str					     =	'''y = add_two(x)'''
					_UpperCamelCase					:Optional[int]					     =	{'''x''': 3}
					_UpperCamelCase					:Union[str, Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''add_two''': add_two}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''y''': 5}   )

					# Won't work without the tool
					with CaptureStdout() as out:
								_UpperCamelCase					:Union[str, Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result is None
					assert "tried to execute add_two" in out.out
		def   _UpperCamelCase( self   )      ->	List[Any]:

					"""simple docstring"""



					_UpperCamelCase					:Any					     =	'''x = 3'''
					_UpperCamelCase					:int					     =	{}
					_UpperCamelCase					:List[Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 3
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3}   )
		def   _UpperCamelCase( self   )      ->	List[Any]:

					"""simple docstring"""



					_UpperCamelCase					:str					     =	'''test_dict = {\'x\': x, \'y\': add_two(x)}'''
					_UpperCamelCase					:str					     =	{'''x''': 3}
					_UpperCamelCase					:Dict					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''add_two''': add_two}					,				state=SCREAMING_SNAKE_CASE__   )
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''y''': 5}   )
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''test_dict''': {'''x''': 3, '''y''': 5}}   )
		def   _UpperCamelCase( self   )      ->	Tuple:

					"""simple docstring"""



					_UpperCamelCase					:int					     =	'''x = 3\ny = 5'''
					_UpperCamelCase					:int					     =	{}
					_UpperCamelCase					:Optional[int]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					# evaluate returns the value of the last assignment.
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''y''': 5}   )
		def   _UpperCamelCase( self   )      ->	Optional[int]:

					"""simple docstring"""



					_UpperCamelCase					:Union[str, Any]					     =	'''text = f\'This is x: {x}.\''''
					_UpperCamelCase					:List[str]					     =	{'''x''': 3}
					_UpperCamelCase					:Any					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					# evaluate returns the value of the last assignment.
					assert result == "This is x: 3."
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''text''': '''This is x: 3.'''}   )
		def   _UpperCamelCase( self   )      ->	Union[str, Any]:

					"""simple docstring"""



					_UpperCamelCase					:Optional[Any]					     =	'''if x <= 3:\n    y = 2\nelse:\n    y = 5'''
					_UpperCamelCase					:Dict					     =	{'''x''': 3}
					_UpperCamelCase					:Any					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					# evaluate returns the value of the last assignment.
					assert result == 2
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''y''': 2}   )

					_UpperCamelCase					:Union[str, Any]					     =	{'''x''': 8}
					_UpperCamelCase					:Optional[int]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					# evaluate returns the value of the last assignment.
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 8, '''y''': 5}   )
		def   _UpperCamelCase( self   )      ->	Tuple:

					"""simple docstring"""



					_UpperCamelCase					:List[str]					     =	'''test_list = [x, add_two(x)]'''
					_UpperCamelCase					:Optional[int]					     =	{'''x''': 3}
					_UpperCamelCase					:str					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''add_two''': add_two}					,				state=SCREAMING_SNAKE_CASE__   )
					self.assertListEqual(SCREAMING_SNAKE_CASE__					,				[3, 5]   )
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''test_list''': [3, 5]}   )
		def   _UpperCamelCase( self   )      ->	Dict:

					"""simple docstring"""



					_UpperCamelCase					:List[Any]					     =	'''y = x'''
					_UpperCamelCase					:List[str]					     =	{'''x''': 3}
					_UpperCamelCase					:Union[str, Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 3
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''y''': 3}   )
		def   _UpperCamelCase( self   )      ->	Tuple:

					"""simple docstring"""



					_UpperCamelCase					:Tuple					     =	'''test_list = [x, add_two(x)]\ntest_list[1]'''
					_UpperCamelCase					:Optional[Any]					     =	{'''x''': 3}
					_UpperCamelCase					:Any					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''add_two''': add_two}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''test_list''': [3, 5]}   )

					_UpperCamelCase					:str					     =	'''test_dict = {\'x\': x, \'y\': add_two(x)}\ntest_dict[\'y\']'''
					_UpperCamelCase					:Optional[int]					     =	{'''x''': 3}
					_UpperCamelCase					:Union[str, Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''add_two''': add_two}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''test_dict''': {'''x''': 3, '''y''': 5}}   )





		def   _UpperCamelCase( self   )      ->	int:

					"""simple docstring"""



					_UpperCamelCase					:str					     =	'''x = 0\nfor i in range(3):\n    x = i'''
					_UpperCamelCase					:Tuple					     =	{}
					_UpperCamelCase					:Union[str, Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''range''': range}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 2
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 2, '''i''': 2}   )

