




'''simple docstring'''






import random
import unittest

import torch

from diffusers import IFInpaintingSuperResolutionPipeline
from diffusers.utils import floats_tensor
from diffusers.utils.import_utils import is_xformers_available
from diffusers.utils.testing_utils import skip_mps, torch_device

from ..pipeline_params import (
    TEXT_GUIDED_IMAGE_INPAINTING_BATCH_PARAMS,
    TEXT_GUIDED_IMAGE_INPAINTING_PARAMS,
)
from ..test_pipelines_common import PipelineTesterMixin
from . import IFPipelineTesterMixin






@skip_mps
class        lowercase_      (						lowerCAmelCase_						,       lowerCAmelCase_						,       unittest.TestCase							):
     A_											=			IFInpaintingSuperResolutionPipeline
     A_											=			TEXT_GUIDED_IMAGE_INPAINTING_PARAMS - {"width", "height"}
     A_											=			TEXT_GUIDED_IMAGE_INPAINTING_BATCH_PARAMS.union({"original_image"}							)
     A_											=			PipelineTesterMixin.required_optional_params - {"latents"}





     def 			_lowerCAmelCase      (     self     :					List[str]			):
           return self._get_superresolution_dummy_components()





     def 			_lowerCAmelCase      (     self     :					Union[str, Any]     ,							__lowerCamelCase     :					List[Any]     ,							__lowerCamelCase     :					Union[str, Any]=0			):
           if str(__lowerCamelCase			).startswith('mps'			):
                 snake_case__       :   Union[str, Any]	      =    torch.manual_seed(__lowerCamelCase			)
           else:
                 snake_case__       :   Tuple	      =    torch.Generator(device=__lowerCamelCase			).manual_seed(__lowerCamelCase			)

           snake_case__       :   int	      =    floats_tensor((1, 3, 16, 16)     ,							rng=random.Random(__lowerCamelCase			)			).to(__lowerCamelCase			)
           snake_case__       :   Optional[int]	      =    floats_tensor((1, 3, 32, 32)     ,							rng=random.Random(__lowerCamelCase			)			).to(__lowerCamelCase			)
           snake_case__       :   Dict	      =    floats_tensor((1, 3, 32, 32)     ,							rng=random.Random(__lowerCamelCase			)			).to(__lowerCamelCase			)

           snake_case__       :   Tuple	      =    {
               'prompt': 'A painting of a squirrel eating a burger',
               'image': image,
               'original_image': original_image,
               'mask_image': mask_image,
               'generator': generator,
               'num_inference_steps': 2,
               'output_type': 'numpy',
           }

           return inputs





     @unittest.skipIf(
         torch_device != 'cuda' or not is_xformers_available()     ,							reason='XFormers attention is only available with CUDA and `xformers` installed'     ,							)
     def 			_lowerCAmelCase      (     self     :					Tuple			):
           self._test_xformers_attention_forwardGenerator_pass(expected_max_diff=1E-3			)





     def 			_lowerCAmelCase      (     self     :					List[Any]			):
           self._test_save_load_optional_components()





     @unittest.skipIf(torch_device != 'cuda'     ,							reason='float16 requires CUDA'			)
     def 			_lowerCAmelCase      (     self     :					List[str]			):
           # Due to non-determinism in save load of the hf-internal-testing/tiny-random-t5 text encoder
           super().test_save_load_floataa(expected_max_diff=1E-1			)





     def 			_lowerCAmelCase      (     self     :					str			):
           self._test_attention_slicing_forward_pass(expected_max_diff=1E-2			)





     def 			_lowerCAmelCase      (     self     :					Optional[Any]			):
           self._test_save_load_local()





     def 			_lowerCAmelCase      (     self     :					List[str]			):
           self._test_inference_batch_single_identical(
               expected_max_diff=1E-2     ,							)






'''simple docstring'''






from ..utils import DummyObject, requires_backends






class        lowercase_      (						metaclass=lowerCAmelCase_							):
     A_											=			["flax"]





     def __init__(     self     :					Optional[Any]     ,							*__lowerCamelCase     :					Tuple     ,							**__lowerCamelCase     :					Optional[int]			):
           requires_backends(self     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					Tuple     ,							*__lowerCamelCase     :					str     ,							**__lowerCamelCase     :					Optional[int]			):
           requires_backends(cls     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					Any     ,							*__lowerCamelCase     :					Dict     ,							**__lowerCamelCase     :					List[str]			):
           requires_backends(cls     ,							['flax']			)






class        lowercase_      (						metaclass=lowerCAmelCase_							):
     A_											=			["flax"]





     def __init__(     self     :					int     ,							*__lowerCamelCase     :					str     ,							**__lowerCamelCase     :					Union[str, Any]			):
           requires_backends(self     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					Optional[Any]     ,							*__lowerCamelCase     :					List[str]     ,							**__lowerCamelCase     :					Optional[int]			):
           requires_backends(cls     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					Optional[Any]     ,							*__lowerCamelCase     :					Optional[Any]     ,							**__lowerCamelCase     :					Optional[int]			):
           requires_backends(cls     ,							['flax']			)






class        lowercase_      (						metaclass=lowerCAmelCase_							):
     A_											=			["flax"]





     def __init__(     self     :					List[str]     ,							*__lowerCamelCase     :					str     ,							**__lowerCamelCase     :					str			):
           requires_backends(self     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					Union[str, Any]     ,							*__lowerCamelCase     :					str     ,							**__lowerCamelCase     :					str			):
           requires_backends(cls     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					Any     ,							*__lowerCamelCase     :					Tuple     ,							**__lowerCamelCase     :					Optional[int]			):
           requires_backends(cls     ,							['flax']			)






class        lowercase_      (						metaclass=lowerCAmelCase_							):
     A_											=			["flax"]





     def __init__(     self     :					Optional[Any]     ,							*__lowerCamelCase     :					Optional[Any]     ,							**__lowerCamelCase     :					str			):
           requires_backends(self     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					str     ,							*__lowerCamelCase     :					Dict     ,							**__lowerCamelCase     :					int			):
           requires_backends(cls     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					Optional[Any]     ,							*__lowerCamelCase     :					Union[str, Any]     ,							**__lowerCamelCase     :					Union[str, Any]			):
           requires_backends(cls     ,							['flax']			)






class        lowercase_      (						metaclass=lowerCAmelCase_							):
     A_											=			["flax"]





     def __init__(     self     :					Optional[int]     ,							*__lowerCamelCase     :					Tuple     ,							**__lowerCamelCase     :					Optional[Any]			):
           requires_backends(self     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					List[Any]     ,							*__lowerCamelCase     :					Dict     ,							**__lowerCamelCase     :					int			):
           requires_backends(cls     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					Tuple     ,							*__lowerCamelCase     :					List[str]     ,							**__lowerCamelCase     :					str			):
           requires_backends(cls     ,							['flax']			)






class        lowercase_      (						metaclass=lowerCAmelCase_							):
     A_											=			["flax"]





     def __init__(     self     :					List[Any]     ,							*__lowerCamelCase     :					Dict     ,							**__lowerCamelCase     :					Union[str, Any]			):
           requires_backends(self     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					Any     ,							*__lowerCamelCase     :					Union[str, Any]     ,							**__lowerCamelCase     :					Optional[int]			):
           requires_backends(cls     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					List[Any]     ,							*__lowerCamelCase     :					Optional[Any]     ,							**__lowerCamelCase     :					Optional[int]			):
           requires_backends(cls     ,							['flax']			)






class        lowercase_      (						metaclass=lowerCAmelCase_							):
     A_											=			["flax"]





     def __init__(     self     :					Dict     ,							*__lowerCamelCase     :					Union[str, Any]     ,							**__lowerCamelCase     :					Any			):
           requires_backends(self     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					List[Any]     ,							*__lowerCamelCase     :					Optional[int]     ,							**__lowerCamelCase     :					List[str]			):
           requires_backends(cls     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					Union[str, Any]     ,							*__lowerCamelCase     :					str     ,							**__lowerCamelCase     :					Any			):
           requires_backends(cls     ,							['flax']			)






class        lowercase_      (						metaclass=lowerCAmelCase_							):
     A_											=			["flax"]





     def __init__(     self     :					Tuple     ,							*__lowerCamelCase     :					Union[str, Any]     ,							**__lowerCamelCase     :					Dict			):
           requires_backends(self     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					List[Any]     ,							*__lowerCamelCase     :					Tuple     ,							**__lowerCamelCase     :					List[Any]			):
           requires_backends(cls     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					int     ,							*__lowerCamelCase     :					Union[str, Any]     ,							**__lowerCamelCase     :					str			):
           requires_backends(cls     ,							['flax']			)






class        lowercase_      (						metaclass=lowerCAmelCase_							):
     A_											=			["flax"]





     def __init__(     self     :					Union[str, Any]     ,							*__lowerCamelCase     :					Optional[Any]     ,							**__lowerCamelCase     :					int			):
           requires_backends(self     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					Any     ,							*__lowerCamelCase     :					List[str]     ,							**__lowerCamelCase     :					int			):
           requires_backends(cls     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					List[str]     ,							*__lowerCamelCase     :					Optional[Any]     ,							**__lowerCamelCase     :					List[str]			):
           requires_backends(cls     ,							['flax']			)






class        lowercase_      (						metaclass=lowerCAmelCase_							):
     A_											=			["flax"]





     def __init__(     self     :					Union[str, Any]     ,							*__lowerCamelCase     :					Optional[Any]     ,							**__lowerCamelCase     :					List[Any]			):
           requires_backends(self     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					Any     ,							*__lowerCamelCase     :					Optional[int]     ,							**__lowerCamelCase     :					int			):
           requires_backends(cls     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					str     ,							*__lowerCamelCase     :					Tuple     ,							**__lowerCamelCase     :					List[Any]			):
           requires_backends(cls     ,							['flax']			)






class        lowercase_      (						metaclass=lowerCAmelCase_							):
     A_											=			["flax"]





     def __init__(     self     :					Optional[Any]     ,							*__lowerCamelCase     :					Union[str, Any]     ,							**__lowerCamelCase     :					Union[str, Any]			):
           requires_backends(self     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					Union[str, Any]     ,							*__lowerCamelCase     :					Tuple     ,							**__lowerCamelCase     :					Optional[Any]			):
           requires_backends(cls     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					str     ,							*__lowerCamelCase     :					Dict     ,							**__lowerCamelCase     :					Optional[int]			):
           requires_backends(cls     ,							['flax']			)






class        lowercase_      (						metaclass=lowerCAmelCase_							):
     A_											=			["flax"]





     def __init__(     self     :					Union[str, Any]     ,							*__lowerCamelCase     :					List[Any]     ,							**__lowerCamelCase     :					Optional[int]			):
           requires_backends(self     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					Optional[int]     ,							*__lowerCamelCase     :					Tuple     ,							**__lowerCamelCase     :					Tuple			):
           requires_backends(cls     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					Dict     ,							*__lowerCamelCase     :					Dict     ,							**__lowerCamelCase     :					Optional[Any]			):
           requires_backends(cls     ,							['flax']			)






class        lowercase_      (						metaclass=lowerCAmelCase_							):
     A_											=			["flax"]





     def __init__(     self     :					str     ,							*__lowerCamelCase     :					int     ,							**__lowerCamelCase     :					Dict			):
           requires_backends(self     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					List[str]     ,							*__lowerCamelCase     :					Optional[int]     ,							**__lowerCamelCase     :					Tuple			):
           requires_backends(cls     ,							['flax']			)





     @classmethod
     def 			_lowerCAmelCase      (     cls     :					Dict     ,							*__lowerCamelCase     :					Optional[int]     ,							**__lowerCamelCase     :					Optional[Any]			):
           requires_backends(cls     ,							['flax']			)
