





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_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : Tuple      =  DownBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : List[str]      =  '''down'''







       def    __UpperCAmelCase (    self	:	Optional[int]  )						->					int:
         _lowercase							= [-0.0232, -0.9869, 0.8054, -0.0637, -0.1688, -1.4264, 0.4470, -1.3394, 0.0904]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : str      =  ResnetDownsampleBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : Any      =  '''down'''







       def    __UpperCAmelCase (    self	:	Tuple  )						->					Optional[Any]:
         _lowercase							= [0.0710, 0.2410, -0.7320, -1.0757, -1.1343, 0.3540, -0.0133, -0.2576, 0.0948]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : Optional[int]      =  AttnDownBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : Tuple      =  '''down'''







       def    __UpperCAmelCase (    self	:	List[Any]  )						->					Tuple:
         _lowercase							= [0.0636, 0.8964, -0.6234, -1.0131, 0.0844, 0.4935, 0.3437, 0.0911, -0.2957]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : List[Any]      =  CrossAttnDownBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : Any      =  '''down'''







       def    __UpperCAmelCase (    self	:	Any  )						->					str:
         _lowercase						,		_lowercase							= super().prepare_init_args_and_inputs_for_common()
         _lowercase							= 32
         return init_dict, inputs_dict







       def    __UpperCAmelCase (    self	:	int  )						->					int:
         _lowercase							= [0.2238, -0.7396, -0.2255, -0.3829, 0.1925, 1.1665, 0.0603, -0.7295, 0.1983]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : Tuple      =  SimpleCrossAttnDownBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : Dict      =  '''down'''







       @property
       def    __UpperCAmelCase (    self	:	Optional[Any]  )						->					str:
         return super().get_dummy_input(include_encoder_hidden_states=__A  )







       def    __UpperCAmelCase (    self	:	List[Any]  )						->					Dict:
         _lowercase						,		_lowercase							= super().prepare_init_args_and_inputs_for_common()
         _lowercase							= 32
         return init_dict, inputs_dict







       @unittest.skipIf(torch_device == 'mps'						,'MPS result is not consistent'  )
       def    __UpperCAmelCase (    self	:	Dict  )						->					Tuple:
         _lowercase							= [0.7921, -0.0992, -0.1962, -0.7695, -0.4242, 0.7804, 0.4737, 0.2765, 0.3338]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : Optional[int]      =  SkipDownBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : List[Any]      =  '''down'''







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







       def    __UpperCAmelCase (    self	:	str  )						->					int:
         _lowercase							= [-0.0845, -0.2087, -0.2465, 0.0971, 0.1900, -0.0484, 0.2664, 0.4179, 0.5069]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : str      =  AttnSkipDownBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : Optional[int]      =  '''down'''







       @property
       def    __UpperCAmelCase (    self	:	Any  )						->					Tuple:
         return super().get_dummy_input(include_skip_sample=__A  )







       def    __UpperCAmelCase (    self	:	List[Any]  )						->					Tuple:
         _lowercase							= [0.5539, 0.1609, 0.4924, 0.0537, -0.1995, 0.4050, 0.0979, -0.2721, -0.0642]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : int      =  DownEncoderBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : int      =  '''down'''







       @property
       def    __UpperCAmelCase (    self	:	Union[str, Any]  )						->					Union[str, Any]:
         return super().get_dummy_input(include_temb=__A  )







       def    __UpperCAmelCase (    self	:	Union[str, Any]  )						->					Tuple:
         _lowercase							= {
             'in_channels': 32,
             'out_channels': 32,
         }
         _lowercase							= self.dummy_input
         return init_dict, inputs_dict







       def    __UpperCAmelCase (    self	:	Any  )						->					Union[str, Any]:
         _lowercase							= [1.1102, 0.5302, 0.4872, -0.0023, -0.8042, 0.0483, -0.3489, -0.5632, 0.7626]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : int      =  AttnDownEncoderBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : str      =  '''down'''







       @property
       def    __UpperCAmelCase (    self	:	Union[str, Any]  )						->					int:
         return super().get_dummy_input(include_temb=__A  )







       def    __UpperCAmelCase (    self	:	List[str]  )						->					Union[str, Any]:
         _lowercase							= {
             'in_channels': 32,
             'out_channels': 32,
         }
         _lowercase							= self.dummy_input
         return init_dict, inputs_dict







       def    __UpperCAmelCase (    self	:	Dict  )						->					Union[str, Any]:
         _lowercase							= [0.8966, -0.1486, 0.8568, 0.8141, -0.9046, -0.1342, -0.0972, -0.7417, 0.1538]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : int      =  UNetMidBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : List[str]      =  '''mid'''







       def    __UpperCAmelCase (    self	:	Optional[int]  )						->					Dict:
         _lowercase							= {
             'in_channels': 32,
             'temb_channels': 128,
         }
         _lowercase							= self.dummy_input
         return init_dict, inputs_dict







       def    __UpperCAmelCase (    self	:	Dict  )						->					Optional[int]:
         _lowercase							= [-0.1062, 1.7248, 0.3494, 1.4569, -0.0910, -1.2421, -0.9984, 0.6736, 1.0028]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : Dict      =  UNetMidBlockaDCrossAttn  # noqa F405
       SCREAMING_SNAKE_CASE_      : Dict      =  '''mid'''







       def    __UpperCAmelCase (    self	:	Union[str, Any]  )						->					List[str]:
         _lowercase						,		_lowercase							= super().prepare_init_args_and_inputs_for_common()
         _lowercase							= 32
         return init_dict, inputs_dict







       def    __UpperCAmelCase (    self	:	int  )						->					int:
         _lowercase							= [0.0187, 2.4220, 0.4484, 1.1203, -0.6121, -1.5122, -0.8270, 0.7851, 1.8335]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : Union[str, Any]      =  UNetMidBlockaDSimpleCrossAttn  # noqa F405
       SCREAMING_SNAKE_CASE_      : Optional[int]      =  '''mid'''







       @property
       def    __UpperCAmelCase (    self	:	str  )						->					Optional[int]:
         return super().get_dummy_input(include_encoder_hidden_states=__A  )







       def    __UpperCAmelCase (    self	:	int  )						->					Optional[int]:
         _lowercase						,		_lowercase							= super().prepare_init_args_and_inputs_for_common()
         _lowercase							= 32
         return init_dict, inputs_dict







       def    __UpperCAmelCase (    self	:	Dict  )						->					Tuple:
         _lowercase							= [0.7143, 1.9974, 0.5448, 1.3977, 0.1282, -1.1237, -1.4238, 0.5530, 0.8880]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : Dict      =  UpBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : List[str]      =  '''up'''







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







       def    __UpperCAmelCase (    self	:	Union[str, Any]  )						->					Tuple:
         _lowercase							= [-0.2041, -0.4165, -0.3022, 0.0041, -0.6628, -0.7053, 0.1928, -0.0325, 0.0523]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : Union[str, Any]      =  ResnetUpsampleBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : List[str]      =  '''up'''







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







       def    __UpperCAmelCase (    self	:	str  )						->					Dict:
         _lowercase							= [0.2287, 0.3549, -0.1346, 0.4797, -0.1715, -0.9649, 0.7305, -0.5864, -0.6244]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : Any      =  CrossAttnUpBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : Any      =  '''up'''







       @property
       def    __UpperCAmelCase (    self	:	List[str]  )						->					Any:
         return super().get_dummy_input(include_res_hidden_states_tuple=__A  )







       def    __UpperCAmelCase (    self	:	Any  )						->					Union[str, Any]:
         _lowercase						,		_lowercase							= super().prepare_init_args_and_inputs_for_common()
         _lowercase							= 32
         return init_dict, inputs_dict







       def    __UpperCAmelCase (    self	:	Optional[Any]  )						->					Union[str, Any]:
         _lowercase							= [-0.1403, -0.3515, -0.0420, -0.1425, 0.3167, 0.5094, -0.2181, 0.5931, 0.5582]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : Dict      =  SimpleCrossAttnUpBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : Optional[int]      =  '''up'''







       @property
       def    __UpperCAmelCase (    self	:	List[Any]  )						->					str:
         return super().get_dummy_input(include_res_hidden_states_tuple=__A						,include_encoder_hidden_states=__A  )







       def    __UpperCAmelCase (    self	:	Any  )						->					Any:
         _lowercase						,		_lowercase							= super().prepare_init_args_and_inputs_for_common()
         _lowercase							= 32
         return init_dict, inputs_dict







       def    __UpperCAmelCase (    self	:	Optional[int]  )						->					Optional[Any]:
         _lowercase							= [0.2645, 0.1480, 0.0909, 0.8044, -0.9758, -0.9083, 0.0994, -1.1453, -0.7402]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : Any      =  AttnUpBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : List[Any]      =  '''up'''







       @property
       def    __UpperCAmelCase (    self	:	Optional[Any]  )						->					Optional[int]:
         return super().get_dummy_input(include_res_hidden_states_tuple=__A  )







       @unittest.skipIf(torch_device == 'mps'						,'MPS result is not consistent'  )
       def    __UpperCAmelCase (    self	:	Tuple  )						->					List[str]:
         _lowercase							= [0.0979, 0.1326, 0.0021, 0.0659, 0.2249, 0.0059, 0.1132, 0.5952, 0.1033]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : Any      =  SkipUpBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : Dict      =  '''up'''







       @property
       def    __UpperCAmelCase (    self	:	int  )						->					Optional[int]:
         return super().get_dummy_input(include_res_hidden_states_tuple=__A  )







       def    __UpperCAmelCase (    self	:	Optional[Any]  )						->					Optional[int]:
         _lowercase							= [-0.0893, -0.1234, -0.1506, -0.0332, 0.0123, -0.0211, 0.0566, 0.0143, 0.0362]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : Optional[int]      =  AttnSkipUpBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : str      =  '''up'''







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







       def    __UpperCAmelCase (    self	:	Optional[int]  )						->					Any:
         _lowercase							= [0.0361, 0.0617, 0.2787, -0.0350, 0.0342, 0.3421, -0.0843, 0.0913, 0.3015]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : Any      =  UpDecoderBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : Optional[int]      =  '''up'''







       @property
       def    __UpperCAmelCase (    self	:	Optional[int]  )						->					Optional[Any]:
         return super().get_dummy_input(include_temb=__A  )







       def    __UpperCAmelCase (    self	:	List[str]  )						->					List[Any]:
         _lowercase							= {'in_channels': 32, 'out_channels': 32}

         _lowercase							= self.dummy_input
         return init_dict, inputs_dict







       def    __UpperCAmelCase (    self	:	List[Any]  )						->					Tuple:
         _lowercase							= [0.4404, 0.1998, -0.9886, -0.3320, -0.3128, -0.7034, -0.6955, -0.2338, -0.3137]
         super().test_output(__A  )





class 				A_				(      UpperCAmelCase					,	unittest.TestCase	):







       """simple docstring"""





       SCREAMING_SNAKE_CASE_      : Optional[Any]      =  AttnUpDecoderBlockaD  # noqa F405
       SCREAMING_SNAKE_CASE_      : List[str]      =  '''up'''







       @property
       def    __UpperCAmelCase (    self	:	Dict  )						->					Tuple:
         return super().get_dummy_input(include_temb=__A  )







       def    __UpperCAmelCase (    self	:	Dict  )						->					List[Any]:
         _lowercase							= {'in_channels': 32, 'out_channels': 32}

         _lowercase							= self.dummy_input
         return init_dict, inputs_dict







       def    __UpperCAmelCase (    self	:	Union[str, Any]  )						->					Any:
         _lowercase							= [0.6738, 0.4491, 0.1055, 1.0710, 0.7316, 0.3339, 0.3352, 0.1023, 0.3568]
         super().test_output(__A  )






import unittest

from transformers import is_torch_available
from transformers.testing_utils import require_torch


if is_torch_available():
      import torch

      from transformers.generation import DisjunctiveConstraint





@require_torch
class 				A_				(      unittest.TestCase	):







       """simple docstring"""





       def    __UpperCAmelCase (    self	:	Union[str, Any]  )						->					List[Any]:
         # For consistency across different places the DisjunctiveConstraint is called,
         # dc.token_ids is a list of integers. It is also initialized only by integers.

         _lowercase							= [[1, 2, 4], [1, 2, 3, 4]]
         _lowercase							= DisjunctiveConstraint(__A  )
         self.assertTrue(isinstance(dc.token_ids						,__A  )  )

         with self.assertRaises(__A  ):
           DisjunctiveConstraint(torch.LongTensor([[1, 2, 4], [1, 2, 3]]  )  )

         with self.assertRaises(__A  ):
           DisjunctiveConstraint([torch.LongTensor([1, 2, 4]  ), torch.LongTensor([1, 2, 3, 4, 5]  )]  )







       def    __UpperCAmelCase (    self	:	List[Any]  )						->					str:
         # We can't have constraints that are complete subsets of another. This leads to a preverse
         # interpretation of "constraint fulfillment": does generating [1,2,3] fulfill the constraint?
         # It would mean that it generated [1,2] which fulfills it, but it's in the middle of potentially
         # fulfilling [1,2,3,4]. If we believe that [1,2,3] does fulfill the constraint, then the algorithm
         # will necessarily never reach [1,2,3,4], giving users a false sense of control (better to just not allow it).
         _lowercase							= [[1, 2], [1, 2, 3, 4]]

         with self.assertRaises(__A  ):
           DisjunctiveConstraint(__A  )  # fails here







       def    __UpperCAmelCase (    self	:	Dict  )						->					Optional[Any]:
         _lowercase							= [[1, 2, 3], [1, 2, 4]]

         _lowercase							= DisjunctiveConstraint(__A  )

         _lowercase						,		_lowercase						,		_lowercase							= dc.update(1  )
         _lowercase							= stepped is True and completed is False and reset is False
         self.assertTrue(__A  )
         self.assertTrue(not dc.completed  )
         self.assertTrue(dc.current_seq == [1]  )

         _lowercase						,		_lowercase						,		_lowercase							= dc.update(2  )
         _lowercase							= stepped is True and completed is False and reset is False
         self.assertTrue(__A  )
         self.assertTrue(not dc.completed  )
         self.assertTrue(dc.current_seq == [1, 2]  )

         _lowercase						,		_lowercase						,		_lowercase							= dc.update(3  )
         _lowercase							= stepped is True and completed is True and reset is False
         self.assertTrue(__A  )
         self.assertTrue(dc.completed  )  # Completed!
         self.assertTrue(dc.current_seq == [1, 2, 3]  )







       def    __UpperCAmelCase (    self	:	List[Any]  )						->					Any:
         _lowercase							= [[1, 2, 3], [1, 2, 4, 5], [1, 2, 5]]

         _lowercase							= DisjunctiveConstraint(__A  )

         _lowercase						,		_lowercase						,		_lowercase							= dc.update(1  )
         self.assertTrue(not dc.completed  )
         self.assertTrue(dc.current_seq == [1]  )

         _lowercase						,		_lowercase						,		_lowercase							= dc.update(2  )
         self.assertTrue(not dc.completed  )
         self.assertTrue(dc.current_seq == [1, 2]  )

         _lowercase						,		_lowercase						,		_lowercase							= dc.update(4  )
         self.assertTrue(not dc.completed  )
         self.assertTrue(dc.current_seq == [1, 2, 4]  )

         _lowercase						,		_lowercase						,		_lowercase							= dc.update(5  )
         self.assertTrue(dc.completed  )  # Completed!
         self.assertTrue(dc.current_seq == [1, 2, 4, 5]  )

         dc.reset()

         _lowercase						,		_lowercase						,		_lowercase							= dc.update(1  )
         self.assertTrue(not dc.completed  )
         self.assertTrue(dc.remaining() == 3  )
         self.assertTrue(dc.current_seq == [1]  )

         _lowercase						,		_lowercase						,		_lowercase							= dc.update(2  )
         self.assertTrue(not dc.completed  )
         self.assertTrue(dc.remaining() == 2  )
         self.assertTrue(dc.current_seq == [1, 2]  )

         _lowercase						,		_lowercase						,		_lowercase							= dc.update(5  )
         self.assertTrue(dc.completed  )  # Completed!
         self.assertTrue(dc.remaining() == 0  )
         self.assertTrue(dc.current_seq == [1, 2, 5]  )