




import unittest

from diffusers.models.unet_ad_blocks import *  # noqa F403
from diffusers.utils import torch_device

from .test_unet_blocks_common import UNetBlockTesterMixin

class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: Optional[int]    =					DownBlockaD  # noqa F405
      lowerCAmelCase__			: str    =					"down"







      def       snake_case	(     self					: str				):
          __UpperCamelCase  		=						[-0.02_32, -0.98_69, 0.80_54, -0.06_37, -0.16_88, -1.42_64, 0.44_70, -1.33_94, 0.09_04]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: Dict    =					ResnetDownsampleBlockaD  # noqa F405
      lowerCAmelCase__			: int    =					"down"







      def       snake_case	(     self					: int				):
          __UpperCamelCase  		=						[0.07_10, 0.24_10, -0.73_20, -1.07_57, -1.13_43, 0.35_40, -0.01_33, -0.25_76, 0.09_48]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: Optional[Any]    =					AttnDownBlockaD  # noqa F405
      lowerCAmelCase__			: Any    =					"down"







      def       snake_case	(     self					: List[str]				):
          __UpperCamelCase  		=						[0.06_36, 0.89_64, -0.62_34, -1.01_31, 0.08_44, 0.49_35, 0.34_37, 0.09_11, -0.29_57]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: int    =					CrossAttnDownBlockaD  # noqa F405
      lowerCAmelCase__			: Any    =					"down"







      def       snake_case	(     self					: Union[str, Any]				):
          __UpperCamelCase		,      __UpperCamelCase  		=						super().prepare_init_args_and_inputs_for_common()
          __UpperCamelCase  		=						32
          return init_dict, inputs_dict







      def       snake_case	(     self					: Optional[Any]				):
          __UpperCamelCase  		=						[0.22_38, -0.73_96, -0.22_55, -0.38_29, 0.19_25, 1.16_65, 0.06_03, -0.72_95, 0.19_83]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: Optional[Any]    =					SimpleCrossAttnDownBlockaD  # noqa F405
      lowerCAmelCase__			: Dict    =					"down"







      @property
      def       snake_case	(     self					: Optional[int]				):
          return super().get_dummy_input(include_encoder_hidden_states=snake_case				)







      def       snake_case	(     self					: Union[str, Any]				):
          __UpperCamelCase		,      __UpperCamelCase  		=						super().prepare_init_args_and_inputs_for_common()
          __UpperCamelCase  		=						32
          return init_dict, inputs_dict







      @unittest.skipIf(torch_device == '''mps''' ,       '''MPS result is not consistent'''				)
      def       snake_case	(     self					: Union[str, Any]				):
          __UpperCamelCase  		=						[0.79_21, -0.09_92, -0.19_62, -0.76_95, -0.42_42, 0.78_04, 0.47_37, 0.27_65, 0.33_38]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: str    =					SkipDownBlockaD  # noqa F405
      lowerCAmelCase__			: Union[str, Any]    =					"down"







      @property
      def       snake_case	(     self					: List[str]				):
          return super().get_dummy_input(include_skip_sample=snake_case				)







      def       snake_case	(     self					: List[Any]				):
          __UpperCamelCase  		=						[-0.08_45, -0.20_87, -0.24_65, 0.09_71, 0.19_00, -0.04_84, 0.26_64, 0.41_79, 0.50_69]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: List[Any]    =					AttnSkipDownBlockaD  # noqa F405
      lowerCAmelCase__			: Dict    =					"down"







      @property
      def       snake_case	(     self					: Optional[Any]				):
          return super().get_dummy_input(include_skip_sample=snake_case				)







      def       snake_case	(     self					: str				):
          __UpperCamelCase  		=						[0.55_39, 0.16_09, 0.49_24, 0.05_37, -0.19_95, 0.40_50, 0.09_79, -0.27_21, -0.06_42]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: str    =					DownEncoderBlockaD  # noqa F405
      lowerCAmelCase__			: Optional[int]    =					"down"







      @property
      def       snake_case	(     self					: List[Any]				):
          return super().get_dummy_input(include_temb=snake_case				)







      def       snake_case	(     self					: str				):
          __UpperCamelCase  		=						{
              '''in_channels''': 32,
              '''out_channels''': 32,
          }
          __UpperCamelCase  		=						self.dummy_input
          return init_dict, inputs_dict







      def       snake_case	(     self					: Optional[Any]				):
          __UpperCamelCase  		=						[1.11_02, 0.53_02, 0.48_72, -0.00_23, -0.80_42, 0.04_83, -0.34_89, -0.56_32, 0.76_26]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: List[Any]    =					AttnDownEncoderBlockaD  # noqa F405
      lowerCAmelCase__			: Any    =					"down"







      @property
      def       snake_case	(     self					: List[Any]				):
          return super().get_dummy_input(include_temb=snake_case				)







      def       snake_case	(     self					: str				):
          __UpperCamelCase  		=						{
              '''in_channels''': 32,
              '''out_channels''': 32,
          }
          __UpperCamelCase  		=						self.dummy_input
          return init_dict, inputs_dict







      def       snake_case	(     self					: str				):
          __UpperCamelCase  		=						[0.89_66, -0.14_86, 0.85_68, 0.81_41, -0.90_46, -0.13_42, -0.09_72, -0.74_17, 0.15_38]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: Optional[int]    =					UNetMidBlockaD  # noqa F405
      lowerCAmelCase__			: Union[str, Any]    =					"mid"







      def       snake_case	(     self					: Optional[int]				):
          __UpperCamelCase  		=						{
              '''in_channels''': 32,
              '''temb_channels''': 128,
          }
          __UpperCamelCase  		=						self.dummy_input
          return init_dict, inputs_dict







      def       snake_case	(     self					: str				):
          __UpperCamelCase  		=						[-0.10_62, 1.72_48, 0.34_94, 1.45_69, -0.09_10, -1.24_21, -0.99_84, 0.67_36, 1.00_28]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: Union[str, Any]    =					UNetMidBlockaDCrossAttn  # noqa F405
      lowerCAmelCase__			: int    =					"mid"







      def       snake_case	(     self					: Any				):
          __UpperCamelCase		,      __UpperCamelCase  		=						super().prepare_init_args_and_inputs_for_common()
          __UpperCamelCase  		=						32
          return init_dict, inputs_dict







      def       snake_case	(     self					: str				):
          __UpperCamelCase  		=						[0.01_87, 2.42_20, 0.44_84, 1.12_03, -0.61_21, -1.51_22, -0.82_70, 0.78_51, 1.83_35]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: Optional[int]    =					UNetMidBlockaDSimpleCrossAttn  # noqa F405
      lowerCAmelCase__			: List[Any]    =					"mid"







      @property
      def       snake_case	(     self					: int				):
          return super().get_dummy_input(include_encoder_hidden_states=snake_case				)







      def       snake_case	(     self					: Dict				):
          __UpperCamelCase		,      __UpperCamelCase  		=						super().prepare_init_args_and_inputs_for_common()
          __UpperCamelCase  		=						32
          return init_dict, inputs_dict







      def       snake_case	(     self					: str				):
          __UpperCamelCase  		=						[0.71_43, 1.99_74, 0.54_48, 1.39_77, 0.12_82, -1.12_37, -1.42_38, 0.55_30, 0.88_80]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: Optional[Any]    =					UpBlockaD  # noqa F405
      lowerCAmelCase__			: Dict    =					"up"







      @property
      def       snake_case	(     self					: Dict				):
          return super().get_dummy_input(include_res_hidden_states_tuple=snake_case				)







      def       snake_case	(     self					: Optional[int]				):
          __UpperCamelCase  		=						[-0.20_41, -0.41_65, -0.30_22, 0.00_41, -0.66_28, -0.70_53, 0.19_28, -0.03_25, 0.05_23]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: Union[str, Any]    =					ResnetUpsampleBlockaD  # noqa F405
      lowerCAmelCase__			: Optional[Any]    =					"up"







      @property
      def       snake_case	(     self					: Tuple				):
          return super().get_dummy_input(include_res_hidden_states_tuple=snake_case				)







      def       snake_case	(     self					: Optional[int]				):
          __UpperCamelCase  		=						[0.22_87, 0.35_49, -0.13_46, 0.47_97, -0.17_15, -0.96_49, 0.73_05, -0.58_64, -0.62_44]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: Any    =					CrossAttnUpBlockaD  # noqa F405
      lowerCAmelCase__			: Optional[Any]    =					"up"







      @property
      def       snake_case	(     self					: int				):
          return super().get_dummy_input(include_res_hidden_states_tuple=snake_case				)







      def       snake_case	(     self					: Dict				):
          __UpperCamelCase		,      __UpperCamelCase  		=						super().prepare_init_args_and_inputs_for_common()
          __UpperCamelCase  		=						32
          return init_dict, inputs_dict







      def       snake_case	(     self					: Union[str, Any]				):
          __UpperCamelCase  		=						[-0.14_03, -0.35_15, -0.04_20, -0.14_25, 0.31_67, 0.50_94, -0.21_81, 0.59_31, 0.55_82]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: str    =					SimpleCrossAttnUpBlockaD  # noqa F405
      lowerCAmelCase__			: Any    =					"up"







      @property
      def       snake_case	(     self					: Tuple				):
          return super().get_dummy_input(include_res_hidden_states_tuple=snake_case ,       include_encoder_hidden_states=snake_case				)







      def       snake_case	(     self					: Optional[int]				):
          __UpperCamelCase		,      __UpperCamelCase  		=						super().prepare_init_args_and_inputs_for_common()
          __UpperCamelCase  		=						32
          return init_dict, inputs_dict







      def       snake_case	(     self					: List[Any]				):
          __UpperCamelCase  		=						[0.26_45, 0.14_80, 0.09_09, 0.80_44, -0.97_58, -0.90_83, 0.09_94, -1.14_53, -0.74_02]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: Optional[Any]    =					AttnUpBlockaD  # noqa F405
      lowerCAmelCase__			: int    =					"up"







      @property
      def       snake_case	(     self					: List[Any]				):
          return super().get_dummy_input(include_res_hidden_states_tuple=snake_case				)







      @unittest.skipIf(torch_device == '''mps''' ,       '''MPS result is not consistent'''				)
      def       snake_case	(     self					: List[str]				):
          __UpperCamelCase  		=						[0.09_79, 0.13_26, 0.00_21, 0.06_59, 0.22_49, 0.00_59, 0.11_32, 0.59_52, 0.10_33]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: int    =					SkipUpBlockaD  # noqa F405
      lowerCAmelCase__			: List[Any]    =					"up"







      @property
      def       snake_case	(     self					: Dict				):
          return super().get_dummy_input(include_res_hidden_states_tuple=snake_case				)







      def       snake_case	(     self					: Optional[int]				):
          __UpperCamelCase  		=						[-0.08_93, -0.12_34, -0.15_06, -0.03_32, 0.01_23, -0.02_11, 0.05_66, 0.01_43, 0.03_62]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: Union[str, Any]    =					AttnSkipUpBlockaD  # noqa F405
      lowerCAmelCase__			: Tuple    =					"up"







      @property
      def       snake_case	(     self					: List[Any]				):
          return super().get_dummy_input(include_res_hidden_states_tuple=snake_case				)







      def       snake_case	(     self					: Any				):
          __UpperCamelCase  		=						[0.03_61, 0.06_17, 0.27_87, -0.03_50, 0.03_42, 0.34_21, -0.08_43, 0.09_13, 0.30_15]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: Dict    =					UpDecoderBlockaD  # noqa F405
      lowerCAmelCase__			: Optional[int]    =					"up"







      @property
      def       snake_case	(     self					: Optional[Any]				):
          return super().get_dummy_input(include_temb=snake_case				)







      def       snake_case	(     self					: List[Any]				):
          __UpperCamelCase  		=						{'''in_channels''': 32, '''out_channels''': 32}

          __UpperCamelCase  		=						self.dummy_input
          return init_dict, inputs_dict







      def       snake_case	(     self					: List[str]				):
          __UpperCamelCase  		=						[0.44_04, 0.19_98, -0.98_86, -0.33_20, -0.31_28, -0.70_34, -0.69_55, -0.23_38, -0.31_37]
          super().test_output(snake_case				)







class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE							,			unittest.TestCase   ):

      """simple docstring"""

      lowerCAmelCase__			: str    =					AttnUpDecoderBlockaD  # noqa F405
      lowerCAmelCase__			: Dict    =					"up"







      @property
      def       snake_case	(     self					: Optional[Any]				):
          return super().get_dummy_input(include_temb=snake_case				)







      def       snake_case	(     self					: Union[str, Any]				):
          __UpperCamelCase  		=						{'''in_channels''': 32, '''out_channels''': 32}

          __UpperCamelCase  		=						self.dummy_input
          return init_dict, inputs_dict







      def       snake_case	(     self					: str				):
          __UpperCamelCase  		=						[0.67_38, 0.44_91, 0.10_55, 1.07_10, 0.73_16, 0.33_39, 0.33_52, 0.10_23, 0.35_68]
          super().test_output(snake_case				)












import warnings

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

class  _lowerCamelCase						(			_SCREAMING_SNAKE_CASE   ):

      """simple docstring"""

      lowerCAmelCase__			: Dict    =					["image_processor", "tokenizer"]
      lowerCAmelCase__			: List[Any]    =					"ViTImageProcessor"
      lowerCAmelCase__			: Optional[int]    =					("CLIPTokenizer", "CLIPTokenizerFast")







      def __init__(     self					: Any ,       snake_case					: Any=None ,       snake_case					: Dict=None ,       **snake_case					: Tuple				):
          __UpperCamelCase  		=						None
          if "feature_extractor" in kwargs:
              warnings.warn(
                  '''The `feature_extractor` argument is deprecated and will be removed in v5, use `image_processor`'''
                  ''' instead.''' ,       snake_case ,       )
              __UpperCamelCase  		=						kwargs.pop('''feature_extractor'''				)

          __UpperCamelCase  		=						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__(snake_case ,       snake_case				)







      def __call__(     self					: Dict ,       snake_case					: Union[str, Any]=None ,       snake_case					: Tuple=None ,       snake_case					: Any=None ,       snake_case					: Any=None ,       **snake_case					: Optional[int]				):
          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  		=						self.tokenizer(snake_case ,       return_tensors=snake_case ,       **snake_case				)

          if visual_prompt is not None:
              __UpperCamelCase  		=						self.image_processor(snake_case ,       return_tensors=snake_case ,       **snake_case				)

          if images is not None:
              __UpperCamelCase  		=						self.image_processor(snake_case ,       return_tensors=snake_case ,       **snake_case				)

          if visual_prompt is not None and images is not None:
              __UpperCamelCase  		=						{
                  '''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  		=						image_features.pixel_values
              return encoding
          elif text is not None:
              return encoding
          elif visual_prompt is not None:
              __UpperCamelCase  		=						{
                  '''conditional_pixel_values''': prompt_features.pixel_values,
              }
              return encoding
          else:
              return BatchEncoding(data=dict(**snake_case				) ,       tensor_type=snake_case				)







      def       snake_case	(     self					: Optional[int] ,       *snake_case					: Tuple ,       **snake_case					: Any				):
          return self.tokenizer.batch_decode(*snake_case ,       **snake_case				)







      def       snake_case	(     self					: Optional[int] ,       *snake_case					: Dict ,       **snake_case					: List[str]				):
          return self.tokenizer.decode(*snake_case ,       **snake_case				)







      @property
      def       snake_case	(     self					: Optional[Any]				):
          warnings.warn(
              '''`feature_extractor_class` is deprecated and will be removed in v5. Use `image_processor_class` instead.''' ,       snake_case ,       )
          return self.image_processor_class







      @property
      def       snake_case	(     self					: Optional[Any]				):
          warnings.warn(
              '''`feature_extractor` is deprecated and will be removed in v5. Use `image_processor` instead.''' ,       snake_case ,       )
          return self.image_processor






