


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,
)


_SCREAMING_SNAKE_CASE    :				Optional[int]       =					AttentionProcessor

class 						A__      (					snake_case__			):







    """simple docstring"""

    def __init__( self    ,      *__snake_case    ,      **__snake_case					):
         snake_case					=       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'''    ,      __snake_case    ,      standard_warn=__snake_case					)
         super().__init__(*__snake_case    ,      **__snake_case					)






class 						A__      (					snake_case__			):







    """simple docstring"""

    def __init__( self    ,      *__snake_case    ,      **__snake_case					):
         snake_case					=       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'''    ,      __snake_case    ,      standard_warn=__snake_case					)
         super().__init__(*__snake_case    ,      **__snake_case					)






class 						A__      (					snake_case__			):







    """simple docstring"""

    def __init__( self    ,      *__snake_case    ,      **__snake_case					):
         snake_case					=       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'''    ,      __snake_case    ,      standard_warn=__snake_case					)
         super().__init__(*__snake_case    ,      **__snake_case					)






class 						A__      (					snake_case__			):







    """simple docstring"""

    def __init__( self    ,      *__snake_case    ,      **__snake_case					):
         snake_case					=       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'''    ,      __snake_case    ,      standard_warn=__snake_case					)
         super().__init__(*__snake_case    ,      **__snake_case					)






class 						A__      (					snake_case__			):







    """simple docstring"""

    def __init__( self    ,      *__snake_case    ,      **__snake_case					):
         snake_case					=       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'''    ,      __snake_case    ,      standard_warn=__snake_case					)
         super().__init__(*__snake_case    ,      **__snake_case					)






class 						A__      (					snake_case__			):







    """simple docstring"""

    def __init__( self    ,      *__snake_case    ,      **__snake_case					):
         snake_case					=       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'''    ,      __snake_case    ,      standard_warn=__snake_case					)
         super().__init__(*__snake_case    ,      **__snake_case					)






class 						A__      (					snake_case__			):







    """simple docstring"""

    def __init__( self    ,      *__snake_case    ,      **__snake_case					):
         snake_case					=       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'''    ,      __snake_case    ,      standard_warn=__snake_case					)
         super().__init__(*__snake_case    ,      **__snake_case					)






class 						A__      (					snake_case__			):







    """simple docstring"""

    def __init__( self    ,      *__snake_case    ,      **__snake_case					):
         snake_case					=       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'''    ,      __snake_case    ,      standard_warn=__snake_case					)
         super().__init__(*__snake_case    ,      **__snake_case					)








from manim import *

class 						A__      (					snake_case__			):







    """simple docstring"""

    def 	a_    ( self					):
         snake_case					=       Rectangle(height=0.5    ,      width=0.5					)
         snake_case					=       Rectangle(height=0.46    ,      width=0.46					).set_stroke(width=0					)
         snake_case					=       Rectangle(height=0.25    ,      width=0.25					)

         snake_case					=       [mem.copy() for i in range(6					)]
         snake_case					=       [mem.copy() for i in range(6					)]
         snake_case					=       VGroup(*__snake_case					).arrange(__snake_case    ,      buff=0					)
         snake_case					=       VGroup(*__snake_case					).arrange(__snake_case    ,      buff=0					)
         snake_case					=       VGroup(__snake_case    ,      __snake_case					).arrange(__snake_case    ,      buff=0					)
         snake_case					=       Text('''CPU'''    ,      font_size=2_4					)
         snake_case					=       Group(__snake_case    ,      __snake_case					).arrange(__snake_case    ,      buff=0.5    ,      aligned_edge=__snake_case					)
         cpu.move_to([-2.5, -0.5, 0]					)
         self.add(__snake_case					)

         snake_case					=       [mem.copy() for i in range(4					)]
         snake_case					=       VGroup(*__snake_case					).arrange(__snake_case    ,      buff=0					)
         snake_case					=       Text('''GPU'''    ,      font_size=2_4					)
         snake_case					=       Group(__snake_case    ,      __snake_case					).arrange(__snake_case    ,      buff=0.5    ,      aligned_edge=__snake_case					)
         gpu.move_to([-1, -1, 0]					)
         self.add(__snake_case					)

         snake_case					=       [mem.copy() for i in range(6					)]
         snake_case					=       VGroup(*__snake_case					).arrange(__snake_case    ,      buff=0					)

         snake_case					=       Text('''Model'''    ,      font_size=2_4					)
         snake_case					=       Group(__snake_case    ,      __snake_case					).arrange(__snake_case    ,      buff=0.5    ,      aligned_edge=__snake_case					)
         model.move_to([3, -1.0, 0]					)
         self.add(__snake_case					)

         snake_case					=       []
         snake_case					=       []

         for i, rect in enumerate(__snake_case					):
              rect.set_stroke(__snake_case					)

              snake_case					=       Rectangle(height=0.46 / 4    ,      width=0.46 / 3					).set_stroke(width=0.0					).set_fill(__snake_case    ,      opacity=0.7					)

              if i == 0:
                   cpu_target.next_to(cpu_left_col_base[0].get_corner(DOWN + LEFT					)    ,      buff=0.02    ,      direction=__snake_case					)
                   cpu_target.set_x(cpu_target.get_x() + 0.1					)
              elif i == 3:
                   cpu_target.next_to(model_cpu_arr[0]    ,      direction=__snake_case    ,      buff=0.0					)
              else:
                   cpu_target.next_to(model_cpu_arr[i - 1]    ,      direction=__snake_case    ,      buff=0.0					)
              self.add(__snake_case					)
              model_cpu_arr.append(__snake_case					)

         self.add(*__snake_case    ,      *__snake_case					)

         snake_case					=       [meta_mem.copy() for i in range(6					)]
         snake_case					=       [meta_mem.copy() for i in range(6					)]
         snake_case					=       VGroup(*__snake_case					).arrange(__snake_case    ,      buff=0					)
         snake_case					=       VGroup(*__snake_case					).arrange(__snake_case    ,      buff=0					)
         snake_case					=       VGroup(__snake_case    ,      __snake_case					).arrange(__snake_case    ,      buff=0					)
         snake_case					=       Text('''Disk'''    ,      font_size=2_4					)
         snake_case					=       Group(__snake_case    ,      __snake_case					).arrange(__snake_case    ,      buff=0.5    ,      aligned_edge=__snake_case					)
         disk.move_to([-4.0, -1.25, 0]					)
         self.add(__snake_case    ,      __snake_case					)

         snake_case					=       []

         for i in range(6					):
              snake_case					=       fill.copy().set_fill(__snake_case    ,      opacity=0.8					)
              target.move_to(disk_left_col_base[i]					).scale(0.5					)
              cpu_disk_arr.append(__snake_case					)

         self.add(*__snake_case					)

         snake_case					=       Square(side_length=2.2					)
         key.move_to([-5, 2, 0]					)

         snake_case					=       MarkupText(
             F'''<b>Key:</b>\n\n<span fgcolor=\'{YELLOW}\'>●</span> Empty Model'''    ,      font_size=1_8    ,      )

         key_text.move_to([-5, 2.4, 0]					)

         self.add(__snake_case    ,      __snake_case					)

         snake_case					=       MarkupText(
             F'''<span fgcolor=\'{BLUE}\'>●</span> Checkpoint'''    ,      font_size=1_8    ,      )

         blue_text.next_to(__snake_case    ,      DOWN * 2.4    ,      aligned_edge=key_text.get_left()					)
         self.add(__snake_case					)

         snake_case					=       MarkupText(F'''The offloaded weights are all sent to the CPU.'''    ,      font_size=2_4					)
         step_a.move_to([2, 2, 0]					)

         self.play(Write(__snake_case    ,      run_time=3					)					)

         for i in range(6					):
              snake_case					=       cpu_disk_arr[i]
              snake_case					=       rect.copy().set_fill(__snake_case    ,      opacity=0.8					).scale(2.0					)
              cpa.generate_target()
              cpa.target.move_to(model_base[i]					)

              if i == 0:
                   rect.set_fill(__snake_case    ,      opacity=0.8					)
                   rect.generate_target()
                   rect.target.move_to(cpu_left_col_base[0]					).scale(2.0					)

                   self.remove(
                       *__snake_case    ,      *__snake_case    ,      )

              else:
                   rect.generate_target()
                   rect.target.move_to(cpu_left_col_base[i]					).scale(2.0					)
              self.play(MoveToTarget(__snake_case					)    ,      MoveToTarget(__snake_case					)    ,      model_base[i].animate.set_stroke(__snake_case					)					)
         self.play(FadeOut(__snake_case					)					)

         snake_case					=       MarkupText(
             F'''Finally, hooks are added to each weight in the model\nto transfer the weights from CPU to GPU\n\t\tand back when needed.'''    ,      font_size=2_4    ,      )
         step_a.move_to([2, 2, 0]					)

         self.play(Write(__snake_case    ,      run_time=3					)					)

         snake_case					=       []
         snake_case					=       []
         for i in range(6					):
              snake_case					=       Arrow(start=__snake_case    ,      end=__snake_case    ,      color=__snake_case    ,      buff=0.5					)
              a.next_to(model_base[i].get_left()    ,      __snake_case    ,      buff=0.2					)
              arrows.append(__snake_case					)
              animations.append(Write(__snake_case					)					)
         self.play(*__snake_case					)
         self.wait()




