





"""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  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:Union[str, Any]						    =   DownBlockaD  # noqa F405
       __magic_name__	:str						    =   """down"""






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :Optional[int]											=				[-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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:List[Any]						    =   ResnetDownsampleBlockaD  # noqa F405
       __magic_name__	:List[str]						    =   """down"""






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:List[Any]						    =   AttnDownBlockaD  # noqa F405
       __magic_name__	:Dict						    =   """down"""






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :Union[str, 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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:int						    =   CrossAttnDownBlockaD  # noqa F405
       __magic_name__	:Dict						    =   """down"""






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__				,							lowerCAmelCase__     :Optional[int]											=				super().prepare_init_args_and_inputs_for_common()
         lowerCAmelCase__     :Optional[Any]											=				3_2
         return init_dict, inputs_dict






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :Optional[int]											=				[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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:str						    =   SimpleCrossAttnDownBlockaD  # noqa F405
       __magic_name__	:Dict						    =   """down"""






       @property
       def 	snake_case		(       self ):



         '''simple docstring'''

         return super().get_dummy_input(include_encoder_hidden_states=__UpperCAmelCase )






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__				,							lowerCAmelCase__     :List[str]											=				super().prepare_init_args_and_inputs_for_common()
         lowerCAmelCase__     :Dict											=				3_2
         return init_dict, inputs_dict






       @unittest.skipIf(torch_device == 'mps'       ,					'MPS result is not consistent' )
       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :str											=				[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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:List[str]						    =   SkipDownBlockaD  # noqa F405
       __magic_name__	:str						    =   """down"""






       @property
       def 	snake_case		(       self ):



         '''simple docstring'''

         return super().get_dummy_input(include_skip_sample=__UpperCAmelCase )






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :Tuple											=				[-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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:int						    =   AttnSkipDownBlockaD  # noqa F405
       __magic_name__	:Union[str, Any]						    =   """down"""






       @property
       def 	snake_case		(       self ):



         '''simple docstring'''

         return super().get_dummy_input(include_skip_sample=__UpperCAmelCase )






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:Any						    =   DownEncoderBlockaD  # noqa F405
       __magic_name__	:Optional[int]						    =   """down"""






       @property
       def 	snake_case		(       self ):



         '''simple docstring'''

         return super().get_dummy_input(include_temb=__UpperCAmelCase )






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :Any											=				{
             'in_channels': 3_2,
             'out_channels': 3_2,
         }
         lowerCAmelCase__     :Any											=				self.dummy_input
         return init_dict, inputs_dict






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :List[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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:Any						    =   AttnDownEncoderBlockaD  # noqa F405
       __magic_name__	:Optional[int]						    =   """down"""






       @property
       def 	snake_case		(       self ):



         '''simple docstring'''

         return super().get_dummy_input(include_temb=__UpperCAmelCase )






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :Optional[Any]											=				{
             'in_channels': 3_2,
             'out_channels': 3_2,
         }
         lowerCAmelCase__     :Optional[int]											=				self.dummy_input
         return init_dict, inputs_dict






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:List[str]						    =   UNetMidBlockaD  # noqa F405
       __magic_name__	:Union[str, Any]						    =   """mid"""






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :List[str]											=				{
             'in_channels': 3_2,
             'temb_channels': 1_2_8,
         }
         lowerCAmelCase__     :Union[str, Any]											=				self.dummy_input
         return init_dict, inputs_dict






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :str											=				[-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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:Dict						    =   UNetMidBlockaDCrossAttn  # noqa F405
       __magic_name__	:int						    =   """mid"""






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__				,							lowerCAmelCase__     :str											=				super().prepare_init_args_and_inputs_for_common()
         lowerCAmelCase__     :Union[str, Any]											=				3_2
         return init_dict, inputs_dict






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:List[str]						    =   UNetMidBlockaDSimpleCrossAttn  # noqa F405
       __magic_name__	:Any						    =   """mid"""






       @property
       def 	snake_case		(       self ):



         '''simple docstring'''

         return super().get_dummy_input(include_encoder_hidden_states=__UpperCAmelCase )






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__				,							lowerCAmelCase__     :List[str]											=				super().prepare_init_args_and_inputs_for_common()
         lowerCAmelCase__     :Union[str, Any]											=				3_2
         return init_dict, inputs_dict






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :Tuple											=				[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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:List[Any]						    =   UpBlockaD  # noqa F405
       __magic_name__	:str						    =   """up"""






       @property
       def 	snake_case		(       self ):



         '''simple docstring'''

         return super().get_dummy_input(include_res_hidden_states_tuple=__UpperCAmelCase )






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:List[Any]						    =   ResnetUpsampleBlockaD  # noqa F405
       __magic_name__	:str						    =   """up"""






       @property
       def 	snake_case		(       self ):



         '''simple docstring'''

         return super().get_dummy_input(include_res_hidden_states_tuple=__UpperCAmelCase )






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :Union[str, 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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:List[Any]						    =   CrossAttnUpBlockaD  # noqa F405
       __magic_name__	:Any						    =   """up"""






       @property
       def 	snake_case		(       self ):



         '''simple docstring'''

         return super().get_dummy_input(include_res_hidden_states_tuple=__UpperCAmelCase )






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__				,							lowerCAmelCase__     :List[str]											=				super().prepare_init_args_and_inputs_for_common()
         lowerCAmelCase__     :Union[str, Any]											=				3_2
         return init_dict, inputs_dict






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :Optional[Any]											=				[-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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:Dict						    =   SimpleCrossAttnUpBlockaD  # noqa F405
       __magic_name__	:Dict						    =   """up"""






       @property
       def 	snake_case		(       self ):



         '''simple docstring'''

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






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__				,							lowerCAmelCase__     :Union[str, Any]											=				super().prepare_init_args_and_inputs_for_common()
         lowerCAmelCase__     :List[str]											=				3_2
         return init_dict, inputs_dict






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:Dict						    =   AttnUpBlockaD  # noqa F405
       __magic_name__	:Optional[int]						    =   """up"""






       @property
       def 	snake_case		(       self ):



         '''simple docstring'''

         return super().get_dummy_input(include_res_hidden_states_tuple=__UpperCAmelCase )






       @unittest.skipIf(torch_device == 'mps'       ,					'MPS result is not consistent' )
       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :Optional[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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:Union[str, Any]						    =   SkipUpBlockaD  # noqa F405
       __magic_name__	:str						    =   """up"""






       @property
       def 	snake_case		(       self ):



         '''simple docstring'''

         return super().get_dummy_input(include_res_hidden_states_tuple=__UpperCAmelCase )






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :List[str]											=				[-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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:Any						    =   AttnSkipUpBlockaD  # noqa F405
       __magic_name__	:int						    =   """up"""






       @property
       def 	snake_case		(       self ):



         '''simple docstring'''

         return super().get_dummy_input(include_res_hidden_states_tuple=__UpperCAmelCase )






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :Optional[int]											=				[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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:Optional[int]						    =   UpDecoderBlockaD  # noqa F405
       __magic_name__	:Union[str, Any]						    =   """up"""






       @property
       def 	snake_case		(       self ):



         '''simple docstring'''

         return super().get_dummy_input(include_temb=__UpperCAmelCase )






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :str											=				{'in_channels': 3_2, 'out_channels': 3_2}

         lowerCAmelCase__     :Optional[Any]											=				self.dummy_input
         return init_dict, inputs_dict






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :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(__UpperCAmelCase )






class    _lowerCAmelCase  (	a    ,  unittest.TestCase			):
       """simple docstring"""




       __magic_name__	:List[str]						    =   AttnUpDecoderBlockaD  # noqa F405
       __magic_name__	:Any						    =   """up"""






       @property
       def 	snake_case		(       self ):



         '''simple docstring'''

         return super().get_dummy_input(include_temb=__UpperCAmelCase )






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :Optional[Any]											=				{'in_channels': 3_2, 'out_channels': 3_2}

         lowerCAmelCase__     :Any											=				self.dummy_input
         return init_dict, inputs_dict






       def 	snake_case		(       self ):



         '''simple docstring'''

         lowerCAmelCase__     :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(__UpperCAmelCase )







"""simple docstring"""





import importlib.metadata
import operator
import re
import sys
from typing import Optional

from packaging import version


__A											=						{
    """<""": operator.lt,
    """<=""": operator.le,
    """==""": operator.eq,
    """!=""": operator.ne,
    """>=""": operator.ge,
    """>""": operator.gt,
}
def 					__A  (_SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE     )   ->Union[str, Any]:





  """simple docstring"""


  if got_ver is None or want_ver is None:
    raise ValueError(
        F"Unable to compare versions for {requirement}: need={want_ver} found={got_ver}. This is unusual. Consider"
        F" reinstalling {pkg}."     )
  if not ops[op](version.parse(_SCREAMING_SNAKE_CASE     )	,  version.parse(_SCREAMING_SNAKE_CASE     )     ):
    raise ImportError(
        F"{requirement} is required for a normal functioning of this module, but found {pkg}=={got_ver}.{hint}"     )
def 					__A  (_SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE = None     )   ->None:





  """simple docstring"""


  lowerCAmelCase__     :List[str]											=				F"\n{hint}" if hint is not None else ''

  # non-versioned check
  if re.match(r'^[\w_\-\d]+$'	,  _SCREAMING_SNAKE_CASE     ):
    lowerCAmelCase__				,							lowerCAmelCase__				,							lowerCAmelCase__     :Any											=				requirement, None, None
  else:
    lowerCAmelCase__     :List[str]											=				re.findall(r'^([^!=<>\s]+)([\s!=<>]{1,2}.+)'	,  _SCREAMING_SNAKE_CASE     )
    if not match:
      raise ValueError(
          'requirement needs to be in the pip package format, .e.g., package_a==1.23, or package_b>=1.23, but'
          F" got {requirement}"     )
    lowerCAmelCase__				,							lowerCAmelCase__     :Union[str, Any]											=				match[0]
    lowerCAmelCase__     :List[Any]											=				want_full.split(','     )  # there could be multiple requirements
    lowerCAmelCase__     :Any											=				{}
    for w in want_range:
      lowerCAmelCase__     :Tuple											=				re.findall(r'^([\s!=<>]{1,2})(.+)'	,  _SCREAMING_SNAKE_CASE     )
      if not match:
        raise ValueError(
            'requirement needs to be in the pip package format, .e.g., package_a==1.23, or package_b>=1.23,'
            F" but got {requirement}"     )
      lowerCAmelCase__				,							lowerCAmelCase__     :int											=				match[0]
      lowerCAmelCase__     :str											=				want_ver
      if op not in ops:
        raise ValueError(F"{requirement}: need one of {list(ops.keys()     )}, but got {op}"     )

    # special case
  if pkg == "python":
    lowerCAmelCase__     :Any											=				'.'.join([str(_SCREAMING_SNAKE_CASE     ) for x in sys.version_info[:3]]     )
    for op, want_ver in wanted.items():
      _compare_versions(_SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE     )
    return

  # check if any version is installed
  try:
    lowerCAmelCase__     :List[Any]											=				importlib.metadata.version(_SCREAMING_SNAKE_CASE     )
  except importlib.metadata.PackageNotFoundError:
    raise importlib.metadata.PackageNotFoundError(
        F"The '{requirement}' distribution was not found and is required by this application. {hint}"     )

  # check that the right version is installed if version number or a range was provided
  if want_ver is not None:
    for op, want_ver in wanted.items():
      _compare_versions(_SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE     )




def 					__A  (_SCREAMING_SNAKE_CASE     )   ->List[Any]:





  """simple docstring"""


  lowerCAmelCase__     :Optional[Any]											=				'Try: pip install transformers -U or pip install -e \'.[dev]\' if you\'re working with git main'
  return require_version(_SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE     )
