



from manim import *







class 						snake_case  (		UpperCamelCase__					):



   '''simple docstring'''






   def        UpperCamelCase_					(   self							:     str)			->			Any:

    """simple docstring"""







    _snake_case      :					Optional[Any]					=   Rectangle(height=0.5			,						width=0.5)
    _snake_case      :					Optional[int]					=   Rectangle(height=0.46			,						width=0.46).set_stroke(width=0)
    _snake_case      :					List[Any]					=   Rectangle(height=0.25			,						width=0.25)

    _snake_case      :					Tuple					=   [mem.copy() for i in range(6)]
    _snake_case      :					Dict					=   [mem.copy() for i in range(6)]
    _snake_case      :					Dict					=   VGroup(*__lowerCamelCase).arrange(__lowerCamelCase			,						buff=0)
    _snake_case      :					List[Any]					=   VGroup(*__lowerCamelCase).arrange(__lowerCamelCase			,						buff=0)
    _snake_case      :					List[Any]					=   VGroup(__lowerCamelCase			,						__lowerCamelCase).arrange(__lowerCamelCase			,						buff=0)
    _snake_case      :					List[str]					=   Text("""CPU"""			,						font_size=24)
    _snake_case      :					Optional[int]					=   Group(__lowerCamelCase			,						__lowerCamelCase).arrange(__lowerCamelCase			,						buff=0.5			,						aligned_edge=__lowerCamelCase)
    cpu.move_to([-2.5, -0.5, 0])
    self.add(__lowerCamelCase)

    _snake_case      :					Dict					=   [mem.copy() for i in range(4)]
    _snake_case      :					Any					=   VGroup(*__lowerCamelCase).arrange(__lowerCamelCase			,						buff=0)
    _snake_case      :					str					=   Text("""GPU"""			,						font_size=24)
    _snake_case      :					List[Any]					=   Group(__lowerCamelCase			,						__lowerCamelCase).arrange(__lowerCamelCase			,						buff=0.5			,						aligned_edge=__lowerCamelCase)
    gpu.move_to([-1, -1, 0])
    self.add(__lowerCamelCase)

    _snake_case      :					str					=   [mem.copy() for i in range(6)]
    _snake_case      :					Tuple					=   VGroup(*__lowerCamelCase).arrange(__lowerCamelCase			,						buff=0)

    _snake_case      :					Union[str, Any]					=   Text("""Model"""			,						font_size=24)
    _snake_case      :					Tuple					=   Group(__lowerCamelCase			,						__lowerCamelCase).arrange(__lowerCamelCase			,						buff=0.5			,						aligned_edge=__lowerCamelCase)
    model.move_to([3, -1.0, 0])
    self.add(__lowerCamelCase)

    _snake_case      :					int					=   []
    _snake_case      :					Optional[Any]					=   []

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

     _snake_case      :					Tuple					=   Rectangle(height=0.46 / 4			,						width=0.46 / 3).set_stroke(width=0.0).set_fill(__lowerCamelCase			,						opacity=0.7)

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

    self.add(*__lowerCamelCase			,						*__lowerCamelCase)

    _snake_case      :					int					=   [meta_mem.copy() for i in range(6)]
    _snake_case      :					Dict					=   [meta_mem.copy() for i in range(6)]
    _snake_case      :					Union[str, Any]					=   VGroup(*__lowerCamelCase).arrange(__lowerCamelCase			,						buff=0)
    _snake_case      :					Tuple					=   VGroup(*__lowerCamelCase).arrange(__lowerCamelCase			,						buff=0)
    _snake_case      :					int					=   VGroup(__lowerCamelCase			,						__lowerCamelCase).arrange(__lowerCamelCase			,						buff=0)
    _snake_case      :					List[Any]					=   Text("""Disk"""			,						font_size=24)
    _snake_case      :					Union[str, Any]					=   Group(__lowerCamelCase			,						__lowerCamelCase).arrange(__lowerCamelCase			,						buff=0.5			,						aligned_edge=__lowerCamelCase)
    disk.move_to([-4.0, -1.25, 0])
    self.add(__lowerCamelCase			,						__lowerCamelCase)

    _snake_case      :					Optional[int]					=   []

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

    self.add(*__lowerCamelCase)

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

    _snake_case      :					str					=   MarkupText(
        F'''<b>Key:</b>\n\n<span fgcolor=\'{YELLOW}\'>●</span> Empty Model'''			,						font_size=18			,						)

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

    self.add(__lowerCamelCase			,						__lowerCamelCase)

    _snake_case      :					str					=   MarkupText(
        F'''<span fgcolor=\'{BLUE}\'>●</span> Checkpoint'''			,						font_size=18			,						)

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

    _snake_case      :					Dict					=   MarkupText(F'''The offloaded weights are all sent to the CPU.'''			,						font_size=24)
    step_a.move_to([2, 2, 0])

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

    for i in range(6):
     _snake_case      :					List[Any]					=   cpu_disk_arr[i]
     _snake_case      :					Optional[int]					=   rect.copy().set_fill(__lowerCamelCase			,						opacity=0.8).scale(2.0)
     cpa.generate_target()
     cpa.target.move_to(model_base[i])

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

      self.remove(
          *__lowerCamelCase			,						*__lowerCamelCase			,						)

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

    _snake_case      :					Dict					=   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=24			,						)
    step_a.move_to([2, 2, 0])

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

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





def  lowercase    (				SCREAMING_SNAKE_CASE__    :		float			,    SCREAMING_SNAKE_CASE__    :		float			)					->       float:
 _snake_case      :					str					=   float()
 try:
  _snake_case      :					str					=   mass * acceleration
 except Exception:
  return -0.0
 return force


if __name__ == "__main__":
  import doctest

  # run doctest
  doctest.testmod()

  # demo
  a__      =		12.5
  a__      =		10
  a__      =		newtons_second_law_of_motion(mass, acceleration)
  print("""The force is """, force, """N""")
