





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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:Optional[Any]						    =   DownBlockaD  # noqa F405
      _UpperCAmelCase	:Tuple						    =   'down'





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					List[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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:Optional[Any]						    =   ResnetDownsampleBlockaD  # noqa F405
      _UpperCAmelCase	:Any						    =   'down'





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					List[Any]       	=   [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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:int						    =   AttnDownBlockaD  # noqa F405
      _UpperCAmelCase	:str						    =   'down'





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					Tuple       	=   [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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:Union[str, Any]						    =   CrossAttnDownBlockaD  # noqa F405
      _UpperCAmelCase	:Optional[int]						    =   'down'





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	,    UpperCamelCase	:					Any       	=   super().prepare_init_args_and_inputs_for_common()
       UpperCamelCase	:					Optional[Any]       	=   32
       return init_dict, inputs_dict





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					Optional[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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:int						    =   SimpleCrossAttnDownBlockaD  # noqa F405
      _UpperCAmelCase	:Dict						    =   'down'





      @property
      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       return super().get_dummy_input(include_encoder_hidden_states=A_   )





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	,    UpperCamelCase	:					Optional[int]       	=   super().prepare_init_args_and_inputs_for_common()
       UpperCamelCase	:					int       	=   32
       return init_dict, inputs_dict





      @unittest.skipIf(torch_device == "mps"       ,							"MPS result is not consistent"   )
      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					int       	=   [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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:Optional[Any]						    =   SkipDownBlockaD  # noqa F405
      _UpperCAmelCase	:Optional[Any]						    =   'down'





      @property
      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       return super().get_dummy_input(include_skip_sample=A_   )





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					Optional[Any]       	=   [-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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:List[Any]						    =   AttnSkipDownBlockaD  # noqa F405
      _UpperCAmelCase	:str						    =   'down'





      @property
      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       return super().get_dummy_input(include_skip_sample=A_   )





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					Union[str, Any]       	=   [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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:Tuple						    =   DownEncoderBlockaD  # noqa F405
      _UpperCAmelCase	:Tuple						    =   'down'





      @property
      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       return super().get_dummy_input(include_temb=A_   )





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					Optional[int]       	=   {
           "in_channels": 32,
           "out_channels": 32,
       }
       UpperCamelCase	:					Any       	=   self.dummy_input
       return init_dict, inputs_dict





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					Any       	=   [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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:Tuple						    =   AttnDownEncoderBlockaD  # noqa F405
      _UpperCAmelCase	:int						    =   'down'





      @property
      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       return super().get_dummy_input(include_temb=A_   )





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					str       	=   {
           "in_channels": 32,
           "out_channels": 32,
       }
       UpperCamelCase	:					Tuple       	=   self.dummy_input
       return init_dict, inputs_dict





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					Tuple       	=   [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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:Dict						    =   UNetMidBlockaD  # noqa F405
      _UpperCAmelCase	:int						    =   'mid'





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					Optional[Any]       	=   {
           "in_channels": 32,
           "temb_channels": 128,
       }
       UpperCamelCase	:					int       	=   self.dummy_input
       return init_dict, inputs_dict





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:Union[str, Any]						    =   UNetMidBlockaDCrossAttn  # noqa F405
      _UpperCAmelCase	:Tuple						    =   'mid'





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	,    UpperCamelCase	:					List[Any]       	=   super().prepare_init_args_and_inputs_for_common()
       UpperCamelCase	:					Optional[int]       	=   32
       return init_dict, inputs_dict





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					List[Any]       	=   [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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:Dict						    =   UNetMidBlockaDSimpleCrossAttn  # noqa F405
      _UpperCAmelCase	:Tuple						    =   'mid'





      @property
      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       return super().get_dummy_input(include_encoder_hidden_states=A_   )





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	,    UpperCamelCase	:					str       	=   super().prepare_init_args_and_inputs_for_common()
       UpperCamelCase	:					Dict       	=   32
       return init_dict, inputs_dict





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					Optional[Any]       	=   [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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:List[Any]						    =   UpBlockaD  # noqa F405
      _UpperCAmelCase	:int						    =   'up'





      @property
      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       return super().get_dummy_input(include_res_hidden_states_tuple=A_   )





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					Union[str, 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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:Optional[Any]						    =   ResnetUpsampleBlockaD  # noqa F405
      _UpperCAmelCase	:Optional[int]						    =   'up'





      @property
      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       return super().get_dummy_input(include_res_hidden_states_tuple=A_   )





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					List[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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:int						    =   CrossAttnUpBlockaD  # noqa F405
      _UpperCAmelCase	:Optional[Any]						    =   'up'





      @property
      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       return super().get_dummy_input(include_res_hidden_states_tuple=A_   )





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	,    UpperCamelCase	:					Union[str, Any]       	=   super().prepare_init_args_and_inputs_for_common()
       UpperCamelCase	:					Dict       	=   32
       return init_dict, inputs_dict





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					int       	=   [-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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:Optional[Any]						    =   SimpleCrossAttnUpBlockaD  # noqa F405
      _UpperCAmelCase	:Dict						    =   'up'





      @property
      def        __UpperCamelCase( self   ):
       '''simple docstring'''




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





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	,    UpperCamelCase	:					List[Any]       	=   super().prepare_init_args_and_inputs_for_common()
       UpperCamelCase	:					str       	=   32
       return init_dict, inputs_dict





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					Union[str, 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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:int						    =   AttnUpBlockaD  # noqa F405
      _UpperCAmelCase	:int						    =   'up'





      @property
      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       return super().get_dummy_input(include_res_hidden_states_tuple=A_   )





      @unittest.skipIf(torch_device == "mps"       ,							"MPS result is not consistent"   )
      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:List[str]						    =   SkipUpBlockaD  # noqa F405
      _UpperCAmelCase	:int						    =   'up'





      @property
      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       return super().get_dummy_input(include_res_hidden_states_tuple=A_   )





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:Optional[Any]						    =   AttnSkipUpBlockaD  # noqa F405
      _UpperCAmelCase	:Any						    =   'up'





      @property
      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       return super().get_dummy_input(include_res_hidden_states_tuple=A_   )





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					Optional[Any]       	=   [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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:int						    =   UpDecoderBlockaD  # noqa F405
      _UpperCAmelCase	:Union[str, Any]						    =   'up'





      @property
      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       return super().get_dummy_input(include_temb=A_   )





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					List[Any]       	=   {"in_channels": 32, "out_channels": 32}

       UpperCamelCase	:					Dict       	=   self.dummy_input
       return init_dict, inputs_dict





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					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 					A__   (       __snake_case       ,   unittest.TestCase			):
      _UpperCAmelCase	:List[str]						    =   AttnUpDecoderBlockaD  # noqa F405
      _UpperCAmelCase	:Any						    =   'up'





      @property
      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       return super().get_dummy_input(include_temb=A_   )





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					List[Any]       	=   {"in_channels": 32, "out_channels": 32}

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





      def        __UpperCamelCase( self   ):
       '''simple docstring'''




       UpperCamelCase	:					Tuple       	=   [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 		A_				(     _lowerCAmelCase     )						-> str:
 UpperCamelCase	:					List[Any]       	=   ""
 for ch in key:
  if ch == " " or ch not in key_no_dups and ch.isalpha():
   key_no_dups += ch
 return key_no_dups



def 		A_				(     _lowerCAmelCase     )						-> dict[str, str]:
 UpperCamelCase	:					Optional[Any]       	=   [chr(i + 65     ) for i in range(26     )]
 # Remove duplicate characters from key
 UpperCamelCase	:					Tuple       	=   remove_duplicates(key.upper()     )
 UpperCamelCase	:					int       	=   len(_lowerCAmelCase     )
 # First fill cipher with key characters
 UpperCamelCase	:					int       	=   {alphabet[i]: char for i, char in enumerate(_lowerCAmelCase     )}
 # Then map remaining characters in alphabet to
 # the alphabet from the beginning
 for i in range(len(_lowerCAmelCase     )							,   26     ):
  UpperCamelCase	:					Optional[Any]       	=   alphabet[i - offset]
  # Ensure we are not mapping letters to letters previously mapped
  while char in key:
   offset -= 1
   UpperCamelCase	:					List[str]       	=   alphabet[i - offset]
  UpperCamelCase	:					List[Any]       	=   char
 return cipher_alphabet



def 		A_				(     _lowerCAmelCase							,   _lowerCAmelCase     )						-> str:
 return "".join(cipher_map.get(_lowerCAmelCase							,   _lowerCAmelCase     ) for ch in message.upper()     )



def 		A_				(     _lowerCAmelCase							,   _lowerCAmelCase     )						-> str:
 UpperCamelCase	:					Union[str, Any]       	=   {v: k for k, v in cipher_map.items()}
 return "".join(rev_cipher_map.get(_lowerCAmelCase							,   _lowerCAmelCase     ) for ch in message.upper()     )



def 		A_				(     )						-> None:
 UpperCamelCase	:					int       	=   input("Enter message to encode or decode: "     ).strip()
 UpperCamelCase	:					str       	=   input("Enter keyword: "     ).strip()
 UpperCamelCase	:					Union[str, Any]       	=   input("Encipher or decipher? E/D:"     ).strip()[0].lower()
 try:
  UpperCamelCase	:					List[str]       	=   {"e": encipher, "d": decipher}[option]
 except KeyError:
  raise KeyError("invalid input option"     )
 UpperCamelCase	:					str       	=   create_cipher_map(_lowerCAmelCase     )
 print(func(_lowerCAmelCase							,   _lowerCAmelCase     )     )


if __name__ == "__main__":
    import doctest

    doctest.testmod()
    main()
