




from ..utils import deprecate
from .attention_processor import (  # noqa: F401
    Attention,
    AttentionProcessor,
    AttnAddedKVProcessor,
    AttnProcessor2_0,
    LoRAAttnProcessor,
    LoRALinearLayer,
    LoRAXFormersAttnProcessor,
    SlicedAttnAddedKVProcessor,
    SlicedAttnProcessor,
    XFormersAttnProcessor,
)
from .attention_processor import AttnProcessor as AttnProcessorRename  # noqa: F401


deprecate(
    "cross_attention",
    "0.20.0",
    "Importing from cross_attention is deprecated. Please import from diffusers.models.attention_processor instead.",
    standard_warn=False,
)


_UpperCAmelCase						:    str      =  AttentionProcessor




class  __lowerCAmelCase							(				lowerCAmelCase):






       def __init__( self:       Dict							,       *_lowerCAmelCase:       int							,       **_lowerCAmelCase:       List[Any]					):
         lowercase     :Any   						=    F"{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {''.join(self.__class__.__name__.split('Cross'					)					)} instead."
         deprecate("cross_attention"							,       "0.20.0"							,       _lowerCAmelCase							,       standard_warn=_lowerCAmelCase					)
         super().__init__(*_lowerCAmelCase							,       **_lowerCAmelCase					)







class  __lowerCAmelCase							(				lowerCAmelCase):






       def __init__( self:       Tuple							,       *_lowerCAmelCase:       Optional[Any]							,       **_lowerCAmelCase:       Any					):
         lowercase     :Tuple   						=    F"{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {''.join(self.__class__.__name__.split('Cross'					)					)} instead."
         deprecate("cross_attention"							,       "0.20.0"							,       _lowerCAmelCase							,       standard_warn=_lowerCAmelCase					)
         super().__init__(*_lowerCAmelCase							,       **_lowerCAmelCase					)







class  __lowerCAmelCase							(				lowerCAmelCase):






       def __init__( self:       Optional[Any]							,       *_lowerCAmelCase:       Optional[int]							,       **_lowerCAmelCase:       List[Any]					):
         lowercase     :List[Any]   						=    F"{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {''.join(self.__class__.__name__.split('Cross'					)					)} instead."
         deprecate("cross_attention"							,       "0.20.0"							,       _lowerCAmelCase							,       standard_warn=_lowerCAmelCase					)
         super().__init__(*_lowerCAmelCase							,       **_lowerCAmelCase					)







class  __lowerCAmelCase							(				lowerCAmelCase):






       def __init__( self:       Union[str, Any]							,       *_lowerCAmelCase:       List[Any]							,       **_lowerCAmelCase:       Tuple					):
         lowercase     :List[Any]   						=    F"{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {''.join(self.__class__.__name__.split('Cross'					)					)} instead."
         deprecate("cross_attention"							,       "0.20.0"							,       _lowerCAmelCase							,       standard_warn=_lowerCAmelCase					)
         super().__init__(*_lowerCAmelCase							,       **_lowerCAmelCase					)







class  __lowerCAmelCase							(				lowerCAmelCase):






       def __init__( self:       Union[str, Any]							,       *_lowerCAmelCase:       Tuple							,       **_lowerCAmelCase:       int					):
         lowercase     :List[str]   						=    F"{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {''.join(self.__class__.__name__.split('Cross'					)					)} instead."
         deprecate("cross_attention"							,       "0.20.0"							,       _lowerCAmelCase							,       standard_warn=_lowerCAmelCase					)
         super().__init__(*_lowerCAmelCase							,       **_lowerCAmelCase					)







class  __lowerCAmelCase							(				lowerCAmelCase):






       def __init__( self:       Optional[int]							,       *_lowerCAmelCase:       List[Any]							,       **_lowerCAmelCase:       Dict					):
         lowercase     :List[Any]   						=    F"{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {''.join(self.__class__.__name__.split('Cross'					)					)} instead."
         deprecate("cross_attention"							,       "0.20.0"							,       _lowerCAmelCase							,       standard_warn=_lowerCAmelCase					)
         super().__init__(*_lowerCAmelCase							,       **_lowerCAmelCase					)







class  __lowerCAmelCase							(				lowerCAmelCase):






       def __init__( self:       int							,       *_lowerCAmelCase:       List[str]							,       **_lowerCAmelCase:       int					):
         lowercase     :str   						=    F"{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {''.join(self.__class__.__name__.split('Cross'					)					)} instead."
         deprecate("cross_attention"							,       "0.20.0"							,       _lowerCAmelCase							,       standard_warn=_lowerCAmelCase					)
         super().__init__(*_lowerCAmelCase							,       **_lowerCAmelCase					)







class  __lowerCAmelCase							(				lowerCAmelCase):






       def __init__( self:       int							,       *_lowerCAmelCase:       Dict							,       **_lowerCAmelCase:       Union[str, Any]					):
         lowercase     :Optional[Any]   						=    F"{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {''.join(self.__class__.__name__.split('Cross'					)					)} instead."
         deprecate("cross_attention"							,       "0.20.0"							,       _lowerCAmelCase							,       standard_warn=_lowerCAmelCase					)
         super().__init__(*_lowerCAmelCase							,       **_lowerCAmelCase					)









import unittest
from pathlib import Path

from transformers import is_vision_available, load_tool
from transformers.testing_utils import get_tests_dir

from .test_tools_common import ToolTesterMixin


if is_vision_available():
     from PIL import Image




class  __lowerCAmelCase							(				unittest.TestCase   ,			lowerCAmelCase):






       def        SCREAMING_SNAKE_CASE     ( self:       Dict					):
         lowercase     :Any   						=    load_tool("image-segmentation"					)
         self.tool.setup()
         lowercase     :int   						=    load_tool("image-segmentation"							,       remote=_lowerCAmelCase					)






       def        SCREAMING_SNAKE_CASE     ( self:       str					):
         lowercase     :Any   						=    Image.open(Path(get_tests_dir("fixtures/tests_samples/COCO"					)					) / "000000039769.png"					)
         lowercase     :Dict   						=    self.tool(_lowerCAmelCase							,       "cat"					)
         self.assertTrue(isinstance(_lowerCAmelCase							,       Image.Image					)					)






       def        SCREAMING_SNAKE_CASE     ( self:       Union[str, Any]					):
         lowercase     :Dict   						=    Image.open(Path(get_tests_dir("fixtures/tests_samples/COCO"					)					) / "000000039769.png"					)
         lowercase     :List[Any]   						=    self.remote_tool(_lowerCAmelCase							,       "cat"					)
         self.assertTrue(isinstance(_lowerCAmelCase							,       Image.Image					)					)






       def        SCREAMING_SNAKE_CASE     ( self:       List[Any]					):
         lowercase     :Optional[Any]   						=    Image.open(Path(get_tests_dir("fixtures/tests_samples/COCO"					)					) / "000000039769.png"					)
         lowercase     :Dict   						=    self.tool(image=_lowerCAmelCase							,       label="cat"					)
         self.assertTrue(isinstance(_lowerCAmelCase							,       Image.Image					)					)






       def        SCREAMING_SNAKE_CASE     ( self:       Tuple					):
         lowercase     :int   						=    Image.open(Path(get_tests_dir("fixtures/tests_samples/COCO"					)					) / "000000039769.png"					)
         lowercase     :List[str]   						=    self.remote_tool(image=_lowerCAmelCase							,       label="cat"					)
         self.assertTrue(isinstance(_lowerCAmelCase							,       Image.Image					)					)



