




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 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						DownBlockaD  # noqa F405
      _snake_case												=						"""down"""

      def      UpperCAmelCase				(				self     )		->    List[Any]:
         snake_case				:    Any           =	[-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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						ResnetDownsampleBlockaD  # noqa F405
      _snake_case												=						"""down"""

      def      UpperCAmelCase				(				self     )		->    str:
         snake_case				:    List[str]           =	[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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						AttnDownBlockaD  # noqa F405
      _snake_case												=						"""down"""

      def      UpperCAmelCase				(				self     )		->    Union[str, Any]:
         snake_case				:    Any           =	[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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						CrossAttnDownBlockaD  # noqa F405
      _snake_case												=						"""down"""

      def      UpperCAmelCase				(				self     )		->    List[Any]:
         snake_case     , snake_case				:    Optional[Any]           =	super().prepare_init_args_and_inputs_for_common()
         snake_case				:    Any           =	3_2
         return init_dict, inputs_dict

      def      UpperCAmelCase				(				self     )		->    Union[str, Any]:
         snake_case				:    Union[str, Any]           =	[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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						SimpleCrossAttnDownBlockaD  # noqa F405
      _snake_case												=						"""down"""

      @property
      def      UpperCAmelCase				(				self     )		->    Optional[int]:
         return super().get_dummy_input(include_encoder_hidden_states=A     )

      def      UpperCAmelCase				(				self     )		->    str:
         snake_case     , snake_case				:    Union[str, Any]           =	super().prepare_init_args_and_inputs_for_common()
         snake_case				:    List[str]           =	3_2
         return init_dict, inputs_dict

      @unittest.skipIf(torch_device == """mps"""    ,				"""MPS result is not consistent"""     )
      def      UpperCAmelCase				(				self     )		->    List[Any]:
         snake_case				:    Any           =	[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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						SkipDownBlockaD  # noqa F405
      _snake_case												=						"""down"""

      @property
      def      UpperCAmelCase				(				self     )		->    List[str]:
         return super().get_dummy_input(include_skip_sample=A     )

      def      UpperCAmelCase				(				self     )		->    Optional[Any]:
         snake_case				:    str           =	[-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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						AttnSkipDownBlockaD  # noqa F405
      _snake_case												=						"""down"""

      @property
      def      UpperCAmelCase				(				self     )		->    Union[str, Any]:
         return super().get_dummy_input(include_skip_sample=A     )

      def      UpperCAmelCase				(				self     )		->    Dict:
         snake_case				:    Dict           =	[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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						DownEncoderBlockaD  # noqa F405
      _snake_case												=						"""down"""

      @property
      def      UpperCAmelCase				(				self     )		->    List[str]:
         return super().get_dummy_input(include_temb=A     )

      def      UpperCAmelCase				(				self     )		->    List[str]:
         snake_case				:    List[Any]           =	{
             """in_channels""": 3_2,
             """out_channels""": 3_2,
         }
         snake_case				:    Optional[int]           =	self.dummy_input
         return init_dict, inputs_dict

      def      UpperCAmelCase				(				self     )		->    Tuple:
         snake_case				:    Tuple           =	[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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						AttnDownEncoderBlockaD  # noqa F405
      _snake_case												=						"""down"""

      @property
      def      UpperCAmelCase				(				self     )		->    Any:
         return super().get_dummy_input(include_temb=A     )

      def      UpperCAmelCase				(				self     )		->    List[Any]:
         snake_case				:    int           =	{
             """in_channels""": 3_2,
             """out_channels""": 3_2,
         }
         snake_case				:    List[str]           =	self.dummy_input
         return init_dict, inputs_dict

      def      UpperCAmelCase				(				self     )		->    Tuple:
         snake_case				:    Optional[int]           =	[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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						UNetMidBlockaD  # noqa F405
      _snake_case												=						"""mid"""

      def      UpperCAmelCase				(				self     )		->    Union[str, Any]:
         snake_case				:    List[str]           =	{
             """in_channels""": 3_2,
             """temb_channels""": 1_2_8,
         }
         snake_case				:    int           =	self.dummy_input
         return init_dict, inputs_dict

      def      UpperCAmelCase				(				self     )		->    Dict:
         snake_case				:    Tuple           =	[-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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						UNetMidBlockaDCrossAttn  # noqa F405
      _snake_case												=						"""mid"""

      def      UpperCAmelCase				(				self     )		->    Tuple:
         snake_case     , snake_case				:    Optional[Any]           =	super().prepare_init_args_and_inputs_for_common()
         snake_case				:    Any           =	3_2
         return init_dict, inputs_dict

      def      UpperCAmelCase				(				self     )		->    List[str]:
         snake_case				:    Optional[int]           =	[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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						UNetMidBlockaDSimpleCrossAttn  # noqa F405
      _snake_case												=						"""mid"""

      @property
      def      UpperCAmelCase				(				self     )		->    Optional[Any]:
         return super().get_dummy_input(include_encoder_hidden_states=A     )

      def      UpperCAmelCase				(				self     )		->    Tuple:
         snake_case     , snake_case				:    Optional[int]           =	super().prepare_init_args_and_inputs_for_common()
         snake_case				:    Tuple           =	3_2
         return init_dict, inputs_dict

      def      UpperCAmelCase				(				self     )		->    Optional[Any]:
         snake_case				:    Optional[int]           =	[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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						UpBlockaD  # noqa F405
      _snake_case												=						"""up"""

      @property
      def      UpperCAmelCase				(				self     )		->    Tuple:
         return super().get_dummy_input(include_res_hidden_states_tuple=A     )

      def      UpperCAmelCase				(				self     )		->    int:
         snake_case				:    Optional[Any]           =	[-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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						ResnetUpsampleBlockaD  # noqa F405
      _snake_case												=						"""up"""

      @property
      def      UpperCAmelCase				(				self     )		->    Union[str, Any]:
         return super().get_dummy_input(include_res_hidden_states_tuple=A     )

      def      UpperCAmelCase				(				self     )		->    Tuple:
         snake_case				:    Optional[Any]           =	[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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						CrossAttnUpBlockaD  # noqa F405
      _snake_case												=						"""up"""

      @property
      def      UpperCAmelCase				(				self     )		->    Optional[Any]:
         return super().get_dummy_input(include_res_hidden_states_tuple=A     )

      def      UpperCAmelCase				(				self     )		->    Union[str, Any]:
         snake_case     , snake_case				:    Optional[int]           =	super().prepare_init_args_and_inputs_for_common()
         snake_case				:    Union[str, Any]           =	3_2
         return init_dict, inputs_dict

      def      UpperCAmelCase				(				self     )		->    List[Any]:
         snake_case				:    str           =	[-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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						SimpleCrossAttnUpBlockaD  # noqa F405
      _snake_case												=						"""up"""

      @property
      def      UpperCAmelCase				(				self     )		->    int:
         return super().get_dummy_input(include_res_hidden_states_tuple=A    ,				include_encoder_hidden_states=A     )

      def      UpperCAmelCase				(				self     )		->    Dict:
         snake_case     , snake_case				:    Dict           =	super().prepare_init_args_and_inputs_for_common()
         snake_case				:    int           =	3_2
         return init_dict, inputs_dict

      def      UpperCAmelCase				(				self     )		->    Optional[Any]:
         snake_case				:    Optional[Any]           =	[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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						AttnUpBlockaD  # noqa F405
      _snake_case												=						"""up"""

      @property
      def      UpperCAmelCase				(				self     )		->    str:
         return super().get_dummy_input(include_res_hidden_states_tuple=A     )

      @unittest.skipIf(torch_device == """mps"""    ,				"""MPS result is not consistent"""     )
      def      UpperCAmelCase				(				self     )		->    Union[str, Any]:
         snake_case				:    List[Any]           =	[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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						SkipUpBlockaD  # noqa F405
      _snake_case												=						"""up"""

      @property
      def      UpperCAmelCase				(				self     )		->    Dict:
         return super().get_dummy_input(include_res_hidden_states_tuple=A     )

      def      UpperCAmelCase				(				self     )		->    Optional[int]:
         snake_case				:    Tuple           =	[-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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						AttnSkipUpBlockaD  # noqa F405
      _snake_case												=						"""up"""

      @property
      def      UpperCAmelCase				(				self     )		->    str:
         return super().get_dummy_input(include_res_hidden_states_tuple=A     )

      def      UpperCAmelCase				(				self     )		->    Any:
         snake_case				:    Tuple           =	[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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						UpDecoderBlockaD  # noqa F405
      _snake_case												=						"""up"""

      @property
      def      UpperCAmelCase				(				self     )		->    str:
         return super().get_dummy_input(include_temb=A     )

      def      UpperCAmelCase				(				self     )		->    Union[str, Any]:
         snake_case				:    Optional[Any]           =	{"""in_channels""": 3_2, """out_channels""": 3_2}

         snake_case				:    Any           =	self.dummy_input
         return init_dict, inputs_dict

      def      UpperCAmelCase				(				self     )		->    List[Any]:
         snake_case				:    List[Any]           =	[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(A     )




class 						__lowercase		(UpperCamelCase__					,		unittest.TestCase							):




      """simple docstring"""





      _snake_case												=						AttnUpDecoderBlockaD  # noqa F405
      _snake_case												=						"""up"""

      @property
      def      UpperCAmelCase				(				self     )		->    int:
         return super().get_dummy_input(include_temb=A     )

      def      UpperCAmelCase				(				self     )		->    int:
         snake_case				:    List[str]           =	{"""in_channels""": 3_2, """out_channels""": 3_2}

         snake_case				:    Optional[int]           =	self.dummy_input
         return init_dict, inputs_dict

      def      UpperCAmelCase				(				self     )		->    List[Any]:
         snake_case				:    Optional[int]           =	[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(A     )











def 						SCREAMING_SNAKE_CASE__ (   )  ->       Dict:
   snake_case				:    Optional[int]           =	[]
   snake_case				:    Tuple           =	1

   while len(lowercase					) < 1E6:
      constant.append(str(lowercase					)					)
      i += 1

   snake_case				:    int           =	"""""".join(lowercase					)

   return (
       int(constant[0]					)
       * int(constant[9]					)
       * int(constant[99]					)
       * int(constant[999]					)
       * int(constant[9999]					)
       * int(constant[99999]					)
       * int(constant[999999]					)
   )


if __name__ == "__main__":
       print(solution())





