code: 
  
  
  """simple docstring"""
  from manim import *
  
  
  
  
  class   lowercase__							(				A_							):
  
  
  
  
  
     def 		UpperCamelCase_     (       self)     ->     List[str]:
        _lowerCamelCase  :				Optional[int]      =		Rectangle(height=0.5			,      width=0.5)
        _lowerCamelCase  :				Tuple      =		Rectangle(height=0.46			,      width=0.46).set_stroke(width=0)
        _lowerCamelCase  :				Union[str, Any]      =		Rectangle(height=0.25			,      width=0.25)
  
        _lowerCamelCase  :				Optional[int]      =		[mem.copy() for i in range(6)]
        _lowerCamelCase  :				Optional[int]      =		[mem.copy() for i in range(6)]
        _lowerCamelCase  :				Tuple      =		VGroup(*SCREAMING_SNAKE_CASE).arrange(SCREAMING_SNAKE_CASE			,      buff=0)
        _lowerCamelCase  :				Optional[Any]      =		VGroup(*SCREAMING_SNAKE_CASE).arrange(SCREAMING_SNAKE_CASE			,      buff=0)
        _lowerCamelCase  :				List[str]      =		VGroup(SCREAMING_SNAKE_CASE			,      SCREAMING_SNAKE_CASE).arrange(SCREAMING_SNAKE_CASE			,      buff=0)
        _lowerCamelCase  :				List[Any]      =		Text("""CPU"""			,      font_size=24)
        _lowerCamelCase  :				Dict      =		Group(SCREAMING_SNAKE_CASE			,      SCREAMING_SNAKE_CASE).arrange(SCREAMING_SNAKE_CASE			,      buff=0.5			,      aligned_edge=SCREAMING_SNAKE_CASE)
        cpu.move_to([-2.5, -0.5, 0])
        self.add(SCREAMING_SNAKE_CASE)
  
        _lowerCamelCase  :				Tuple      =		[mem.copy() for i in range(4)]
        _lowerCamelCase  :				Union[str, Any]      =		VGroup(*SCREAMING_SNAKE_CASE).arrange(SCREAMING_SNAKE_CASE			,      buff=0)
        _lowerCamelCase  :				List[str]      =		Text("""GPU"""			,      font_size=24)
        _lowerCamelCase  :				Tuple      =		Group(SCREAMING_SNAKE_CASE			,      SCREAMING_SNAKE_CASE).arrange(SCREAMING_SNAKE_CASE			,      buff=0.5			,      aligned_edge=SCREAMING_SNAKE_CASE)
        gpu.move_to([-1, -1, 0])
        self.add(SCREAMING_SNAKE_CASE)
  
        _lowerCamelCase  :				Any      =		[mem.copy() for i in range(6)]
        _lowerCamelCase  :				Optional[Any]      =		VGroup(*SCREAMING_SNAKE_CASE).arrange(SCREAMING_SNAKE_CASE			,      buff=0)
  
        _lowerCamelCase  :				Any      =		Text("""Model"""			,      font_size=24)
        _lowerCamelCase  :				List[Any]      =		Group(SCREAMING_SNAKE_CASE			,      SCREAMING_SNAKE_CASE).arrange(SCREAMING_SNAKE_CASE			,      buff=0.5			,      aligned_edge=SCREAMING_SNAKE_CASE)
        model.move_to([3, -1.0, 0])
        self.add(SCREAMING_SNAKE_CASE)
  
        _lowerCamelCase  :				Optional[int]      =		[]
        _lowerCamelCase  :				List[str]      =		[]
  
        for i, rect in enumerate(SCREAMING_SNAKE_CASE):
           rect.set_stroke(SCREAMING_SNAKE_CASE)
  
           _lowerCamelCase  :				List[str]      =		Rectangle(height=0.46 / 4			,      width=0.46 / 3).set_stroke(width=0.0).set_fill(SCREAMING_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=SCREAMING_SNAKE_CASE)
              cpu_target.set_x(cpu_target.get_x() + 0.1)
           elif i == 3:
              cpu_target.next_to(model_cpu_arr[0]			,      direction=SCREAMING_SNAKE_CASE			,      buff=0.0)
           else:
              cpu_target.next_to(model_cpu_arr[i - 1]			,      direction=SCREAMING_SNAKE_CASE			,      buff=0.0)
           self.add(SCREAMING_SNAKE_CASE)
           model_cpu_arr.append(SCREAMING_SNAKE_CASE)
  
        self.add(*SCREAMING_SNAKE_CASE			,      *SCREAMING_SNAKE_CASE)
  
        _lowerCamelCase  :				List[str]      =		[meta_mem.copy() for i in range(6)]
        _lowerCamelCase  :				str      =		[meta_mem.copy() for i in range(6)]
        _lowerCamelCase  :				List[str]      =		VGroup(*SCREAMING_SNAKE_CASE).arrange(SCREAMING_SNAKE_CASE			,      buff=0)
        _lowerCamelCase  :				Tuple      =		VGroup(*SCREAMING_SNAKE_CASE).arrange(SCREAMING_SNAKE_CASE			,      buff=0)
        _lowerCamelCase  :				Union[str, Any]      =		VGroup(SCREAMING_SNAKE_CASE			,      SCREAMING_SNAKE_CASE).arrange(SCREAMING_SNAKE_CASE			,      buff=0)
        _lowerCamelCase  :				Tuple      =		Text("""Disk"""			,      font_size=24)
        _lowerCamelCase  :				List[str]      =		Group(SCREAMING_SNAKE_CASE			,      SCREAMING_SNAKE_CASE).arrange(SCREAMING_SNAKE_CASE			,      buff=0.5			,      aligned_edge=SCREAMING_SNAKE_CASE)
        disk.move_to([-4.0, -1.25, 0])
        self.add(SCREAMING_SNAKE_CASE			,      SCREAMING_SNAKE_CASE)
  
        _lowerCamelCase  :				Optional[int]      =		[]
  
        for i in range(6):
           _lowerCamelCase  :				str      =		fill.copy().set_fill(SCREAMING_SNAKE_CASE			,      opacity=0.8)
           target.move_to(disk_left_col_base[i]).scale(0.5)
           cpu_disk_arr.append(SCREAMING_SNAKE_CASE)
  
        self.add(*SCREAMING_SNAKE_CASE)
  
        _lowerCamelCase  :				Union[str, Any]      =		Square(side_length=2.2)
        key.move_to([-5, 2, 0])
  
        _lowerCamelCase  :				Optional[Any]      =		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(SCREAMING_SNAKE_CASE			,      SCREAMING_SNAKE_CASE)
  
        _lowerCamelCase  :				Optional[int]      =		MarkupText(
            F'<span fgcolor=\'{BLUE}\'>●</span> Checkpoint'			,      font_size=18			,      )
  
        blue_text.next_to(SCREAMING_SNAKE_CASE			,      DOWN * 2.4			,      aligned_edge=key_text.get_left())
        self.add(SCREAMING_SNAKE_CASE)
  
        _lowerCamelCase  :				Union[str, Any]      =		MarkupText(F'The offloaded weights are all sent to the CPU.'			,      font_size=24)
        step_a.move_to([2, 2, 0])
  
        self.play(Write(SCREAMING_SNAKE_CASE			,      run_time=3))
  
        for i in range(6):
           _lowerCamelCase  :				Optional[Any]      =		cpu_disk_arr[i]
           _lowerCamelCase  :				int      =		rect.copy().set_fill(SCREAMING_SNAKE_CASE			,      opacity=0.8).scale(2.0)
           cpa.generate_target()
           cpa.target.move_to(model_base[i])
  
           if i == 0:
              rect.set_fill(SCREAMING_SNAKE_CASE			,      opacity=0.8)
              rect.generate_target()
              rect.target.move_to(cpu_left_col_base[0]).scale(2.0)
  
              self.remove(
                  *SCREAMING_SNAKE_CASE			,      *SCREAMING_SNAKE_CASE			,      )
  
           else:
              rect.generate_target()
              rect.target.move_to(cpu_left_col_base[i]).scale(2.0)
           self.play(MoveToTarget(SCREAMING_SNAKE_CASE)			,      MoveToTarget(SCREAMING_SNAKE_CASE)			,      model_base[i].animate.set_stroke(SCREAMING_SNAKE_CASE))
        self.play(FadeOut(SCREAMING_SNAKE_CASE))
  
        _lowerCamelCase  :				str      =		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(SCREAMING_SNAKE_CASE			,      run_time=3))
  
        _lowerCamelCase  :				Any      =		[]
        _lowerCamelCase  :				Union[str, Any]      =		[]
        for i in range(6):
           _lowerCamelCase  :				List[str]      =		Arrow(start=SCREAMING_SNAKE_CASE			,      end=SCREAMING_SNAKE_CASE			,      color=SCREAMING_SNAKE_CASE			,      buff=0.5)
           a.next_to(model_base[i].get_left()			,      SCREAMING_SNAKE_CASE			,      buff=0.2)
           arrows.append(SCREAMING_SNAKE_CASE)
           animations.append(Write(SCREAMING_SNAKE_CASE))
        self.play(*SCREAMING_SNAKE_CASE)
        self.wait()
  
  
style_context: 
  
  
  """simple docstring"""
  from itertools import permutations
  
  def 							_snake_case			(      __snake_case       :			int = 5      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     if gon_side < 3 or gon_side > 5:
        raise ValueError("""gon_side must be in the range [3, 5]"""      )
  
     # Since it's 16, we know 10 is on the outer ring
     # Put the big numbers at the end so that they are never the first number
     _lowerCamelCase  :				Dict      =		list(range(gon_side + 1	,   0	,   -1      )      )
     _lowerCamelCase  :				Optional[int]      =		list(range(gon_side + 2	,   gon_side * 2 + 1      )      )
  
     for perm in permutations(small_numbers + big_numbers      ):
        _lowerCamelCase  :				List[str]      =		generate_gon_ring(__snake_case	,   list(__snake_case      )      )
        if is_magic_gon(__snake_case      ):
           return int("""""".join(str(__snake_case      ) for n in numbers      )      )
  
     _lowerCamelCase  :				Union[str, Any]      =		F'Magic {gon_side}-gon ring is impossible'
     raise ValueError(__snake_case      )
  
  def 							_snake_case			(      __snake_case       :			int	,   __snake_case       :			list[int]      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     _lowerCamelCase  :				Union[str, Any]      =		[0] * (gon_side * 3)
     _lowerCamelCase  :				Dict      =		perm[0:3]
     perm.append(perm[1]      )
  
     _lowerCamelCase  :				Tuple      =		1 if gon_side < 5 else 2
  
     for i in range(1	,   len(__snake_case      ) // 3 + magic_number      ):
        _lowerCamelCase  :				Dict      =		perm[2 * i + 1]
        _lowerCamelCase  :				str      =		result[3 * i - 1]
        _lowerCamelCase  :				Dict      =		perm[2 * i + 2]
  
     return result
  
  def 							_snake_case			(      __snake_case       :			list[int]      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     if len(__snake_case      ) % 3 != 0:
        raise ValueError("""a gon ring should have a length that is a multiple of 3"""      )
  
     if min(numbers[::3]      ) != numbers[0]:
        return False
  
     _lowerCamelCase  :				str      =		sum(numbers[:3]      )
  
     return all(sum(numbers[i : i + 3]      ) == total for i in range(3	,   len(__snake_case      )	,   3      )      )
  
  
  if __name__ == "__main__":
   print(solution())
  
  