




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'''







 lowercase_							       =       DownBlockaD  # noqa F405
 lowercase_							       =       "down"



 def  lowerCAmelCase_    (				self    :						Tuple		):
       SCREAMING_SNAKE_CASE_      		=     [-0.0232, -0.9869, 0.8054, -0.0637, -0.1688, -1.4264, 0.4470, -1.3394, 0.0904]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       ResnetDownsampleBlockaD  # noqa F405
 lowercase_							       =       "down"



 def  lowerCAmelCase_    (				self    :						List[Any]		):
       SCREAMING_SNAKE_CASE_      		=     [0.0710, 0.2410, -0.7320, -1.0757, -1.1343, 0.3540, -0.0133, -0.2576, 0.0948]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       AttnDownBlockaD  # noqa F405
 lowercase_							       =       "down"



 def  lowerCAmelCase_    (				self    :						List[Any]		):
       SCREAMING_SNAKE_CASE_      		=     [0.0636, 0.8964, -0.6234, -1.0131, 0.0844, 0.4935, 0.3437, 0.0911, -0.2957]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       CrossAttnDownBlockaD  # noqa F405
 lowercase_							       =       "down"



 def  lowerCAmelCase_    (				self    :						Tuple		):
       SCREAMING_SNAKE_CASE_		,					SCREAMING_SNAKE_CASE_      		=     super().prepare_init_args_and_inputs_for_common()
       SCREAMING_SNAKE_CASE_      		=     32
       return init_dict, inputs_dict




 def  lowerCAmelCase_    (				self    :						Dict		):
       SCREAMING_SNAKE_CASE_      		=     [0.2238, -0.7396, -0.2255, -0.3829, 0.1925, 1.1665, 0.0603, -0.7295, 0.1983]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       SimpleCrossAttnDownBlockaD  # noqa F405
 lowercase_							       =       "down"



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



 def  lowerCAmelCase_    (				self    :						Any		):
       SCREAMING_SNAKE_CASE_		,					SCREAMING_SNAKE_CASE_      		=     super().prepare_init_args_and_inputs_for_common()
       SCREAMING_SNAKE_CASE_      		=     32
       return init_dict, inputs_dict




 @unittest.skipIf(torch_device == 'mps'							,							'MPS result is not consistent'		)
 def  lowerCAmelCase_    (				self    :						Union[str, Any]		):
       SCREAMING_SNAKE_CASE_      		=     [0.7921, -0.0992, -0.1962, -0.7695, -0.4242, 0.7804, 0.4737, 0.2765, 0.3338]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       SkipDownBlockaD  # noqa F405
 lowercase_							       =       "down"



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




 def  lowerCAmelCase_    (				self    :						Dict		):
       SCREAMING_SNAKE_CASE_      		=     [-0.0845, -0.2087, -0.2465, 0.0971, 0.1900, -0.0484, 0.2664, 0.4179, 0.5069]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       AttnSkipDownBlockaD  # noqa F405
 lowercase_							       =       "down"



 @property
 def  lowerCAmelCase_    (				self    :						int		):
       return super().get_dummy_input(include_skip_sample=_lowerCAmelCase		)




 def  lowerCAmelCase_    (				self    :						Any		):
       SCREAMING_SNAKE_CASE_      		=     [0.5539, 0.1609, 0.4924, 0.0537, -0.1995, 0.4050, 0.0979, -0.2721, -0.0642]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       DownEncoderBlockaD  # noqa F405
 lowercase_							       =       "down"



 @property
 def  lowerCAmelCase_    (				self    :						List[str]		):
       return super().get_dummy_input(include_temb=_lowerCAmelCase		)



 def  lowerCAmelCase_    (				self    :						Union[str, Any]		):
       SCREAMING_SNAKE_CASE_      		=     {
           'in_channels': 32,
           'out_channels': 32,
       }
       SCREAMING_SNAKE_CASE_      		=     self.dummy_input
       return init_dict, inputs_dict




 def  lowerCAmelCase_    (				self    :						Optional[Any]		):
       SCREAMING_SNAKE_CASE_      		=     [1.1102, 0.5302, 0.4872, -0.0023, -0.8042, 0.0483, -0.3489, -0.5632, 0.7626]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       AttnDownEncoderBlockaD  # noqa F405
 lowercase_							       =       "down"



 @property
 def  lowerCAmelCase_    (				self    :						Union[str, Any]		):
       return super().get_dummy_input(include_temb=_lowerCAmelCase		)



 def  lowerCAmelCase_    (				self    :						Tuple		):
       SCREAMING_SNAKE_CASE_      		=     {
           'in_channels': 32,
           'out_channels': 32,
       }
       SCREAMING_SNAKE_CASE_      		=     self.dummy_input
       return init_dict, inputs_dict




 def  lowerCAmelCase_    (				self    :						Dict		):
       SCREAMING_SNAKE_CASE_      		=     [0.8966, -0.1486, 0.8568, 0.8141, -0.9046, -0.1342, -0.0972, -0.7417, 0.1538]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       UNetMidBlockaD  # noqa F405
 lowercase_							       =       "mid"



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




 def  lowerCAmelCase_    (				self    :						Any		):
       SCREAMING_SNAKE_CASE_      		=     [-0.1062, 1.7248, 0.3494, 1.4569, -0.0910, -1.2421, -0.9984, 0.6736, 1.0028]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       UNetMidBlockaDCrossAttn  # noqa F405
 lowercase_							       =       "mid"



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




 def  lowerCAmelCase_    (				self    :						List[Any]		):
       SCREAMING_SNAKE_CASE_      		=     [0.0187, 2.4220, 0.4484, 1.1203, -0.6121, -1.5122, -0.8270, 0.7851, 1.8335]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       UNetMidBlockaDSimpleCrossAttn  # noqa F405
 lowercase_							       =       "mid"



 @property
 def  lowerCAmelCase_    (				self    :						List[Any]		):
       return super().get_dummy_input(include_encoder_hidden_states=_lowerCAmelCase		)



 def  lowerCAmelCase_    (				self    :						Any		):
       SCREAMING_SNAKE_CASE_		,					SCREAMING_SNAKE_CASE_      		=     super().prepare_init_args_and_inputs_for_common()
       SCREAMING_SNAKE_CASE_      		=     32
       return init_dict, inputs_dict




 def  lowerCAmelCase_    (				self    :						Optional[int]		):
       SCREAMING_SNAKE_CASE_      		=     [0.7143, 1.9974, 0.5448, 1.3977, 0.1282, -1.1237, -1.4238, 0.5530, 0.8880]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       UpBlockaD  # noqa F405
 lowercase_							       =       "up"



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




 def  lowerCAmelCase_    (				self    :						List[Any]		):
       SCREAMING_SNAKE_CASE_      		=     [-0.2041, -0.4165, -0.3022, 0.0041, -0.6628, -0.7053, 0.1928, -0.0325, 0.0523]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       ResnetUpsampleBlockaD  # noqa F405
 lowercase_							       =       "up"



 @property
 def  lowerCAmelCase_    (				self    :						Union[str, Any]		):
       return super().get_dummy_input(include_res_hidden_states_tuple=_lowerCAmelCase		)




 def  lowerCAmelCase_    (				self    :						Optional[Any]		):
       SCREAMING_SNAKE_CASE_      		=     [0.2287, 0.3549, -0.1346, 0.4797, -0.1715, -0.9649, 0.7305, -0.5864, -0.6244]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       CrossAttnUpBlockaD  # noqa F405
 lowercase_							       =       "up"



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



 def  lowerCAmelCase_    (				self    :						List[str]		):
       SCREAMING_SNAKE_CASE_		,					SCREAMING_SNAKE_CASE_      		=     super().prepare_init_args_and_inputs_for_common()
       SCREAMING_SNAKE_CASE_      		=     32
       return init_dict, inputs_dict




 def  lowerCAmelCase_    (				self    :						Optional[int]		):
       SCREAMING_SNAKE_CASE_      		=     [-0.1403, -0.3515, -0.0420, -0.1425, 0.3167, 0.5094, -0.2181, 0.5931, 0.5582]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       SimpleCrossAttnUpBlockaD  # noqa F405
 lowercase_							       =       "up"



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



 def  lowerCAmelCase_    (				self    :						Dict		):
       SCREAMING_SNAKE_CASE_		,					SCREAMING_SNAKE_CASE_      		=     super().prepare_init_args_and_inputs_for_common()
       SCREAMING_SNAKE_CASE_      		=     32
       return init_dict, inputs_dict




 def  lowerCAmelCase_    (				self    :						Union[str, Any]		):
       SCREAMING_SNAKE_CASE_      		=     [0.2645, 0.1480, 0.0909, 0.8044, -0.9758, -0.9083, 0.0994, -1.1453, -0.7402]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       AttnUpBlockaD  # noqa F405
 lowercase_							       =       "up"



 @property
 def  lowerCAmelCase_    (				self    :						Optional[Any]		):
       return super().get_dummy_input(include_res_hidden_states_tuple=_lowerCAmelCase		)




 @unittest.skipIf(torch_device == 'mps'							,							'MPS result is not consistent'		)
 def  lowerCAmelCase_    (				self    :						Any		):
       SCREAMING_SNAKE_CASE_      		=     [0.0979, 0.1326, 0.0021, 0.0659, 0.2249, 0.0059, 0.1132, 0.5952, 0.1033]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       SkipUpBlockaD  # noqa F405
 lowercase_							       =       "up"



 @property
 def  lowerCAmelCase_    (				self    :						Union[str, Any]		):
       return super().get_dummy_input(include_res_hidden_states_tuple=_lowerCAmelCase		)




 def  lowerCAmelCase_    (				self    :						Tuple		):
       SCREAMING_SNAKE_CASE_      		=     [-0.0893, -0.1234, -0.1506, -0.0332, 0.0123, -0.0211, 0.0566, 0.0143, 0.0362]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       AttnSkipUpBlockaD  # noqa F405
 lowercase_							       =       "up"



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




 def  lowerCAmelCase_    (				self    :						Dict		):
       SCREAMING_SNAKE_CASE_      		=     [0.0361, 0.0617, 0.2787, -0.0350, 0.0342, 0.3421, -0.0843, 0.0913, 0.3015]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       UpDecoderBlockaD  # noqa F405
 lowercase_							       =       "up"



 @property
 def  lowerCAmelCase_    (				self    :						List[str]		):
       return super().get_dummy_input(include_temb=_lowerCAmelCase		)



 def  lowerCAmelCase_    (				self    :						Any		):
       SCREAMING_SNAKE_CASE_      		=     {'in_channels': 32, 'out_channels': 32}

       SCREAMING_SNAKE_CASE_      		=     self.dummy_input
       return init_dict, inputs_dict




 def  lowerCAmelCase_    (				self    :						Optional[Any]		):
       SCREAMING_SNAKE_CASE_      		=     [0.4404, 0.1998, -0.9886, -0.3320, -0.3128, -0.7034, -0.6955, -0.2338, -0.3137]
       super().test_output(_lowerCAmelCase		)





class 			lowerCamelCase_				( _SCREAMING_SNAKE_CASE			,  unittest.TestCase   ):


 '''simple docstring'''







 lowercase_							       =       AttnUpDecoderBlockaD  # noqa F405
 lowercase_							       =       "up"



 @property
 def  lowerCAmelCase_    (				self    :						Optional[int]		):
       return super().get_dummy_input(include_temb=_lowerCAmelCase		)



 def  lowerCAmelCase_    (				self    :						Dict		):
       SCREAMING_SNAKE_CASE_      		=     {'in_channels': 32, 'out_channels': 32}

       SCREAMING_SNAKE_CASE_      		=     self.dummy_input
       return init_dict, inputs_dict




 def  lowerCAmelCase_    (				self    :						int		):
       SCREAMING_SNAKE_CASE_      		=     [0.6738, 0.4491, 0.1055, 1.0710, 0.7316, 0.3339, 0.3352, 0.1023, 0.3568]
       super().test_output(_lowerCAmelCase		)






import os
import string
import sys


SCREAMING_SNAKE_CASE__							:      int         =    1 << 8

SCREAMING_SNAKE_CASE__							:      List[str]         =    {
    """tab""": ord("""\t"""),
    """newline""": ord("""\r"""),
    """esc""": 2_7,
    """up""": 6_5 + ARROW_KEY_FLAG,
    """down""": 6_6 + ARROW_KEY_FLAG,
    """right""": 6_7 + ARROW_KEY_FLAG,
    """left""": 6_8 + ARROW_KEY_FLAG,
    """mod_int""": 9_1,
    """undefined""": sys.maxsize,
    """interrupt""": 3,
    """insert""": 5_0,
    """delete""": 5_1,
    """pg_up""": 5_3,
    """pg_down""": 5_4,
}

SCREAMING_SNAKE_CASE__							:      Any         =    KEYMAP["""up"""]
SCREAMING_SNAKE_CASE__							:      Tuple         =    KEYMAP["""left"""]

if sys.platform == "win32":
  SCREAMING_SNAKE_CASE__							:      Optional[Any]         =    []
  SCREAMING_SNAKE_CASE__							:      Dict         =    {
      B"""\xe0H""": KEYMAP["""up"""] - ARROW_KEY_FLAG,
      B"""\x00H""": KEYMAP["""up"""] - ARROW_KEY_FLAG,
      B"""\xe0P""": KEYMAP["""down"""] - ARROW_KEY_FLAG,
      B"""\x00P""": KEYMAP["""down"""] - ARROW_KEY_FLAG,
      B"""\xe0M""": KEYMAP["""right"""] - ARROW_KEY_FLAG,
      B"""\x00M""": KEYMAP["""right"""] - ARROW_KEY_FLAG,
      B"""\xe0K""": KEYMAP["""left"""] - ARROW_KEY_FLAG,
      B"""\x00K""": KEYMAP["""left"""] - ARROW_KEY_FLAG,
  }

for i in range(1_0):
  SCREAMING_SNAKE_CASE__							:      Dict         =    ord(str(i))






def    _A	(   ):
   if os.name == "nt":
      import msvcrt

      a__						:    int   		=	"mbcs"
      # Flush the keyboard buffer
      while msvcrt.kbhit():
         msvcrt.getch()
      if len(lowerCamelCase ) == 0:
         # Read the keystroke
         a__						:    int   		=	msvcrt.getch()

         # If it is a prefix char, get second part
         if ch in (b"\x00", b"\xe0"):
            a__						:    Union[str, Any]   		=	ch + msvcrt.getch()
            # Translate actual Win chars to bullet char types
            try:
               a__						:    Optional[int]   		=	chr(WIN_KEYMAP[cha] )
               WIN_CH_BUFFER.append(chr(KEYMAP["mod_int"] ) )
               WIN_CH_BUFFER.append(lowerCamelCase )
               if ord(lowerCamelCase ) in (
                   KEYMAP["insert"] - 1 << 9,
                   KEYMAP["delete"] - 1 << 9,
                   KEYMAP["pg_up"] - 1 << 9,
                   KEYMAP["pg_down"] - 1 << 9,
               ):
                  WIN_CH_BUFFER.append(chr(126 ) )
               a__						:    int   		=	chr(KEYMAP["esc"] )
            except KeyError:
               a__						:    Dict   		=	cha[1]
         else:
            a__						:    Union[str, Any]   		=	ch.decode(lowerCamelCase )
      else:
         a__						:    Optional[int]   		=	WIN_CH_BUFFER.pop(0 )
   elif os.name == "posix":
      import termios
      import tty

      a__						:    Tuple   		=	sys.stdin.fileno()
      a__						:    int   		=	termios.tcgetattr(lowerCamelCase )
      try:
         tty.setraw(lowerCamelCase )
         a__						:    Tuple   		=	sys.stdin.read(1 )
      finally:
         termios.tcsetattr(lowerCamelCase				,			termios.TCSADRAIN				,			lowerCamelCase )
   return ch






def    _A	(   ):
   a__						:    str   		=	get_raw_chars()
   if ord(lowerCamelCase ) in [KEYMAP["interrupt"], KEYMAP["newline"]]:
      return char

   elif ord(lowerCamelCase ) == KEYMAP["esc"]:
      a__						:    Tuple   		=	get_raw_chars()
      if ord(lowerCamelCase ) == KEYMAP["mod_int"]:
         a__						:    List[Any]   		=	get_raw_chars()
         if ord(lowerCamelCase ) >= KEYMAP["arrow_begin"] - ARROW_KEY_FLAG and ord(lowerCamelCase ) <= KEYMAP["arrow_end"] - ARROW_KEY_FLAG:
            return chr(ord(lowerCamelCase ) + ARROW_KEY_FLAG )
         else:
            return KEYMAP["undefined"]
      else:
         return get_raw_chars()

   else:
      if char in string.printable:
         return char
      else:
         return KEYMAP["undefined"]

