





'''simple docstring'''

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					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					Optional[Any]						    =   DownBlockaD  # noqa F405
       _snake_case     :					int						    =   'down'





       def snake_case__						(							self       :		Any					)   ->					List[Any]:

            '''simple docstring'''




            _UpperCamelCase       =	[-0.0232, -0.9869, 0.8054, -0.0637, -0.1688, -1.4264, 0.4470, -1.3394, 0.0904]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					Any						    =   ResnetDownsampleBlockaD  # noqa F405
       _snake_case     :					Optional[Any]						    =   'down'





       def snake_case__						(							self       :		List[Any]					)   ->					List[str]:

            '''simple docstring'''




            _UpperCamelCase       =	[0.0710, 0.2410, -0.7320, -1.0757, -1.1343, 0.3540, -0.0133, -0.2576, 0.0948]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					List[Any]						    =   AttnDownBlockaD  # noqa F405
       _snake_case     :					Optional[int]						    =   'down'





       def snake_case__						(							self       :		str					)   ->					str:

            '''simple docstring'''




            _UpperCamelCase       =	[0.0636, 0.8964, -0.6234, -1.0131, 0.0844, 0.4935, 0.3437, 0.0911, -0.2957]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					Optional[int]						    =   CrossAttnDownBlockaD  # noqa F405
       _snake_case     :					str						    =   'down'





       def snake_case__						(							self       :		List[str]					)   ->					List[str]:

            '''simple docstring'''




            _UpperCamelCase   ,    _UpperCamelCase       =	super().prepare_init_args_and_inputs_for_common()
            _UpperCamelCase       =	32
            return init_dict, inputs_dict







       def snake_case__						(							self       :		Union[str, Any]					)   ->					Union[str, Any]:

            '''simple docstring'''




            _UpperCamelCase       =	[0.2238, -0.7396, -0.2255, -0.3829, 0.1925, 1.1665, 0.0603, -0.7295, 0.1983]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					Any						    =   SimpleCrossAttnDownBlockaD  # noqa F405
       _snake_case     :					Dict						    =   'down'





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

            '''simple docstring'''




            return super().get_dummy_input(include_encoder_hidden_states=lowerCAmelCase__					)





       def snake_case__						(							self       :		List[str]					)   ->					Optional[int]:

            '''simple docstring'''




            _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]					)   ->					Optional[Any]:

            '''simple docstring'''




            _UpperCamelCase       =	[0.7921, -0.0992, -0.1962, -0.7695, -0.4242, 0.7804, 0.4737, 0.2765, 0.3338]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					str						    =   SkipDownBlockaD  # noqa F405
       _snake_case     :					Optional[Any]						    =   'down'





       @property
       def snake_case__						(							self       :		int					)   ->					Dict:

            '''simple docstring'''




            return super().get_dummy_input(include_skip_sample=lowerCAmelCase__					)







       def snake_case__						(							self       :		Tuple					)   ->					str:

            '''simple docstring'''




            _UpperCamelCase       =	[-0.0845, -0.2087, -0.2465, 0.0971, 0.1900, -0.0484, 0.2664, 0.4179, 0.5069]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					Union[str, Any]						    =   AttnSkipDownBlockaD  # noqa F405
       _snake_case     :					int						    =   'down'





       @property
       def snake_case__						(							self       :		Dict					)   ->					Dict:

            '''simple docstring'''




            return super().get_dummy_input(include_skip_sample=lowerCAmelCase__					)







       def snake_case__						(							self       :		int					)   ->					int:

            '''simple docstring'''




            _UpperCamelCase       =	[0.5539, 0.1609, 0.4924, 0.0537, -0.1995, 0.4050, 0.0979, -0.2721, -0.0642]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					Any						    =   DownEncoderBlockaD  # noqa F405
       _snake_case     :					List[str]						    =   'down'





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

            '''simple docstring'''




            return super().get_dummy_input(include_temb=lowerCAmelCase__					)





       def snake_case__						(							self       :		List[Any]					)   ->					Dict:

            '''simple docstring'''




            _UpperCamelCase       =	{
                '''in_channels''': 32,
                '''out_channels''': 32,
            }
            _UpperCamelCase       =	self.dummy_input
            return init_dict, inputs_dict







       def snake_case__						(							self       :		List[str]					)   ->					Dict:

            '''simple docstring'''




            _UpperCamelCase       =	[1.1102, 0.5302, 0.4872, -0.0023, -0.8042, 0.0483, -0.3489, -0.5632, 0.7626]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					Union[str, Any]						    =   AttnDownEncoderBlockaD  # noqa F405
       _snake_case     :					List[str]						    =   'down'





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

            '''simple docstring'''




            return super().get_dummy_input(include_temb=lowerCAmelCase__					)





       def snake_case__						(							self       :		Tuple					)   ->					Union[str, Any]:

            '''simple docstring'''




            _UpperCamelCase       =	{
                '''in_channels''': 32,
                '''out_channels''': 32,
            }
            _UpperCamelCase       =	self.dummy_input
            return init_dict, inputs_dict







       def snake_case__						(							self       :		Optional[Any]					)   ->					List[Any]:

            '''simple docstring'''




            _UpperCamelCase       =	[0.8966, -0.1486, 0.8568, 0.8141, -0.9046, -0.1342, -0.0972, -0.7417, 0.1538]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					int						    =   UNetMidBlockaD  # noqa F405
       _snake_case     :					Dict						    =   'mid'





       def snake_case__						(							self       :		List[str]					)   ->					Union[str, Any]:

            '''simple docstring'''




            _UpperCamelCase       =	{
                '''in_channels''': 32,
                '''temb_channels''': 128,
            }
            _UpperCamelCase       =	self.dummy_input
            return init_dict, inputs_dict







       def snake_case__						(							self       :		Optional[int]					)   ->					str:

            '''simple docstring'''




            _UpperCamelCase       =	[-0.1062, 1.7248, 0.3494, 1.4569, -0.0910, -1.2421, -0.9984, 0.6736, 1.0028]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					Dict						    =   UNetMidBlockaDCrossAttn  # noqa F405
       _snake_case     :					List[str]						    =   'mid'





       def snake_case__						(							self       :		Tuple					)   ->					List[Any]:

            '''simple docstring'''




            _UpperCamelCase   ,    _UpperCamelCase       =	super().prepare_init_args_and_inputs_for_common()
            _UpperCamelCase       =	32
            return init_dict, inputs_dict







       def snake_case__						(							self       :		Union[str, Any]					)   ->					List[Any]:

            '''simple docstring'''




            _UpperCamelCase       =	[0.0187, 2.4220, 0.4484, 1.1203, -0.6121, -1.5122, -0.8270, 0.7851, 1.8335]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					Optional[Any]						    =   UNetMidBlockaDSimpleCrossAttn  # noqa F405
       _snake_case     :					List[str]						    =   'mid'





       @property
       def snake_case__						(							self       :		int					)   ->					str:

            '''simple docstring'''




            return super().get_dummy_input(include_encoder_hidden_states=lowerCAmelCase__					)





       def snake_case__						(							self       :		Dict					)   ->					int:

            '''simple docstring'''




            _UpperCamelCase   ,    _UpperCamelCase       =	super().prepare_init_args_and_inputs_for_common()
            _UpperCamelCase       =	32
            return init_dict, inputs_dict







       def snake_case__						(							self       :		Union[str, Any]					)   ->					Optional[int]:

            '''simple docstring'''




            _UpperCamelCase       =	[0.7143, 1.9974, 0.5448, 1.3977, 0.1282, -1.1237, -1.4238, 0.5530, 0.8880]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					Tuple						    =   UpBlockaD  # noqa F405
       _snake_case     :					Union[str, Any]						    =   'up'





       @property
       def snake_case__						(							self       :		Optional[Any]					)   ->					Optional[int]:

            '''simple docstring'''




            return super().get_dummy_input(include_res_hidden_states_tuple=lowerCAmelCase__					)







       def snake_case__						(							self       :		Union[str, Any]					)   ->					int:

            '''simple docstring'''




            _UpperCamelCase       =	[-0.2041, -0.4165, -0.3022, 0.0041, -0.6628, -0.7053, 0.1928, -0.0325, 0.0523]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					str						    =   ResnetUpsampleBlockaD  # noqa F405
       _snake_case     :					Dict						    =   'up'





       @property
       def snake_case__						(							self       :		Any					)   ->					Dict:

            '''simple docstring'''




            return super().get_dummy_input(include_res_hidden_states_tuple=lowerCAmelCase__					)







       def snake_case__						(							self       :		Dict					)   ->					List[Any]:

            '''simple docstring'''




            _UpperCamelCase       =	[0.2287, 0.3549, -0.1346, 0.4797, -0.1715, -0.9649, 0.7305, -0.5864, -0.6244]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					Optional[int]						    =   CrossAttnUpBlockaD  # noqa F405
       _snake_case     :					int						    =   'up'





       @property
       def snake_case__						(							self       :		List[str]					)   ->					int:

            '''simple docstring'''




            return super().get_dummy_input(include_res_hidden_states_tuple=lowerCAmelCase__					)





       def snake_case__						(							self       :		Optional[int]					)   ->					Union[str, Any]:

            '''simple docstring'''




            _UpperCamelCase   ,    _UpperCamelCase       =	super().prepare_init_args_and_inputs_for_common()
            _UpperCamelCase       =	32
            return init_dict, inputs_dict







       def snake_case__						(							self       :		Any					)   ->					Optional[Any]:

            '''simple docstring'''




            _UpperCamelCase       =	[-0.1403, -0.3515, -0.0420, -0.1425, 0.3167, 0.5094, -0.2181, 0.5931, 0.5582]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					List[Any]						    =   SimpleCrossAttnUpBlockaD  # noqa F405
       _snake_case     :					Optional[Any]						    =   'up'





       @property
       def snake_case__						(							self       :		str					)   ->					Dict:

            '''simple docstring'''




            return super().get_dummy_input(include_res_hidden_states_tuple=lowerCAmelCase__	,			include_encoder_hidden_states=lowerCAmelCase__					)





       def snake_case__						(							self       :		Optional[Any]					)   ->					Optional[Any]:

            '''simple docstring'''




            _UpperCamelCase   ,    _UpperCamelCase       =	super().prepare_init_args_and_inputs_for_common()
            _UpperCamelCase       =	32
            return init_dict, inputs_dict







       def snake_case__						(							self       :		Tuple					)   ->					int:

            '''simple docstring'''




            _UpperCamelCase       =	[0.2645, 0.1480, 0.0909, 0.8044, -0.9758, -0.9083, 0.0994, -1.1453, -0.7402]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					int						    =   AttnUpBlockaD  # noqa F405
       _snake_case     :					Union[str, Any]						    =   'up'





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

            '''simple docstring'''




            return super().get_dummy_input(include_res_hidden_states_tuple=lowerCAmelCase__					)







       @unittest.skipIf(torch_device == '''mps'''	,			'''MPS result is not consistent'''					)
       def snake_case__						(							self       :		Any					)   ->					Optional[Any]:

            '''simple docstring'''




            _UpperCamelCase       =	[0.0979, 0.1326, 0.0021, 0.0659, 0.2249, 0.0059, 0.1132, 0.5952, 0.1033]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					Optional[Any]						    =   SkipUpBlockaD  # noqa F405
       _snake_case     :					Tuple						    =   'up'





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

            '''simple docstring'''




            return super().get_dummy_input(include_res_hidden_states_tuple=lowerCAmelCase__					)







       def snake_case__						(							self       :		Union[str, Any]					)   ->					List[str]:

            '''simple docstring'''




            _UpperCamelCase       =	[-0.0893, -0.1234, -0.1506, -0.0332, 0.0123, -0.0211, 0.0566, 0.0143, 0.0362]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					Tuple						    =   AttnSkipUpBlockaD  # noqa F405
       _snake_case     :					Union[str, Any]						    =   'up'





       @property
       def snake_case__						(							self       :		Any					)   ->					Dict:

            '''simple docstring'''




            return super().get_dummy_input(include_res_hidden_states_tuple=lowerCAmelCase__					)







       def snake_case__						(							self       :		Optional[Any]					)   ->					str:

            '''simple docstring'''




            _UpperCamelCase       =	[0.0361, 0.0617, 0.2787, -0.0350, 0.0342, 0.3421, -0.0843, 0.0913, 0.3015]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					Dict						    =   UpDecoderBlockaD  # noqa F405
       _snake_case     :					int						    =   'up'





       @property
       def snake_case__						(							self       :		List[str]					)   ->					Any:

            '''simple docstring'''




            return super().get_dummy_input(include_temb=lowerCAmelCase__					)





       def snake_case__						(							self       :		List[Any]					)   ->					Union[str, Any]:

            '''simple docstring'''




            _UpperCamelCase       =	{'''in_channels''': 32, '''out_channels''': 32}

            _UpperCamelCase       =	self.dummy_input
            return init_dict, inputs_dict







       def snake_case__						(							self       :		Optional[Any]					)   ->					List[Any]:

            '''simple docstring'''




            _UpperCamelCase       =	[0.4404, 0.1998, -0.9886, -0.3320, -0.3128, -0.7034, -0.6955, -0.2338, -0.3137]
            super().test_output(lowerCAmelCase__					)

class     __lowerCAmelCase					(   __magic_name__						,						unittest.TestCase			):






       """simple docstring"""
       _snake_case     :					Optional[Any]						    =   AttnUpDecoderBlockaD  # noqa F405
       _snake_case     :					Optional[int]						    =   'up'





       @property
       def snake_case__						(							self       :		str					)   ->					Dict:

            '''simple docstring'''




            return super().get_dummy_input(include_temb=lowerCAmelCase__					)





       def snake_case__						(							self       :		Any					)   ->					Any:

            '''simple docstring'''




            _UpperCamelCase       =	{'''in_channels''': 32, '''out_channels''': 32}

            _UpperCamelCase       =	self.dummy_input
            return init_dict, inputs_dict







       def snake_case__						(							self       :		List[Any]					)   ->					Optional[int]:

            '''simple docstring'''




            _UpperCamelCase       =	[0.6738, 0.4491, 0.1055, 1.0710, 0.7316, 0.3339, 0.3352, 0.1023, 0.3568]
            super().test_output(lowerCAmelCase__					)










'''simple docstring'''

from cva import destroyAllWindows, imread, imshow, waitKey







def  a__    (    lowercase :					str				)		->		Optional[int]:





     """simple docstring"""

     _UpperCamelCase   ,    _UpperCamelCase       =	img.shape[0], img.shape[1]

     # converting each pixel's color to its negative
     for i in range(lowercase				):
          for j in range(lowercase				):
               _UpperCamelCase       =	[255, 255, 255] - img[i][j]

     return img


if __name__ == "__main__":
   # read original image
   lowercase__						:      Optional[int]	=    imread('image_data/lena.jpg', 1)

   # convert to its negative
   lowercase__						:      Union[str, Any]	=    convert_to_negative(img)

   # show result image
   imshow('negative of original image', img)
   waitKey(0)
   destroyAllWindows()



