





from manim import *






class        snake_case_    (		__lowercase						):






  def 				UpperCAmelCase__						(							self			:					Dict      )->Optional[int]:






   '''simple docstring'''

   __lowerCAmelCase					:	str      =       Rectangle(height=0.5       ,  width=0.5      )
   __lowerCAmelCase					:	Tuple      =       Rectangle(height=0.46       ,  width=0.46      ).set_stroke(width=0      )

   __lowerCAmelCase					:	List[str]      =       [mem.copy() for i in range(6      )]
   __lowerCAmelCase					:	Dict      =       [mem.copy() for i in range(6      )]
   __lowerCAmelCase					:	List[Any]      =       VGroup(*_snake_case      ).arrange(_snake_case       ,  buff=0      )
   __lowerCAmelCase					:	int      =       VGroup(*_snake_case      ).arrange(_snake_case       ,  buff=0      )
   __lowerCAmelCase					:	List[str]      =       VGroup(_snake_case       ,  _snake_case      ).arrange(_snake_case       ,  buff=0      )
   __lowerCAmelCase					:	Optional[int]      =       Text("""CPU"""       ,  font_size=24      )
   __lowerCAmelCase					:	List[Any]      =       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      )

   __lowerCAmelCase					:	Tuple      =       [mem.copy() for i in range(4      )]
   __lowerCAmelCase					:	Union[str, Any]      =       VGroup(*_snake_case      ).arrange(_snake_case       ,  buff=0      )
   __lowerCAmelCase					:	Optional[Any]      =       Text("""GPU"""       ,  font_size=24      )
   __lowerCAmelCase					:	Optional[int]      =       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      )

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

   __lowerCAmelCase					:	List[str]      =       Text("""Model"""       ,  font_size=24      )
   __lowerCAmelCase					:	Optional[Any]      =       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      )

   __lowerCAmelCase					:	int      =       []
   for i, rect in enumerate(_snake_case      ):
    rect.set_stroke(_snake_case      )
    # target = fill.copy().set_fill(YELLOW, opacity=0.7)
    # target.move_to(rect)
    # self.add(target)

    __lowerCAmelCase					:	List[str]      =       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(cpu_targs[0]       ,  direction=_snake_case       ,  buff=0.0      )
    else:
     cpu_target.next_to(cpu_targs[i - 1]       ,  direction=_snake_case       ,  buff=0.0      )
    self.add(_snake_case      )
    cpu_targs.append(_snake_case      )

   __lowerCAmelCase					:	Union[str, Any]      =       [mem.copy() for i in range(6      )]
   __lowerCAmelCase					:	Optional[Any]      =       VGroup(*_snake_case      ).arrange(_snake_case       ,  buff=0      )

   __lowerCAmelCase					:	str      =       Text("""Loaded Checkpoint"""       ,  font_size=24      )
   __lowerCAmelCase					:	str      =       Group(_snake_case       ,  _snake_case      ).arrange(_snake_case       ,  aligned_edge=_snake_case       ,  buff=0.4      )
   checkpoint.move_to([3, 0.5, 0]      )

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

   __lowerCAmelCase					:	Union[str, 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(_snake_case       ,  _snake_case      )

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

   blue_text.next_to(_snake_case       ,  DOWN * 2.4       ,  aligned_edge=key_text.get_left()      )

   __lowerCAmelCase					:	Tuple      =       MarkupText(
       F'''Next, a <i><span fgcolor="{BLUE}">second</span></i> model is loaded into memory,\nwith the weights of a <span fgcolor="{BLUE}">single shard</span>.'''       ,  font_size=24       ,  )
   step_a.move_to([2, 2, 0]      )
   self.play(Write(_snake_case      )       ,  Write(_snake_case      )      )

   self.play(Write(_snake_case       ,  run_time=1      )       ,  Create(_snake_case       ,  run_time=1      )      )

   __lowerCAmelCase					:	str      =       []
   __lowerCAmelCase					:	Union[str, Any]      =       []
   for i, rect in enumerate(_snake_case      ):
    __lowerCAmelCase					:	Optional[int]      =       fill.copy().set_fill(_snake_case       ,  opacity=0.7      )
    target.move_to(_snake_case      )
    first_animations.append(GrowFromCenter(_snake_case       ,  run_time=1      )      )

    __lowerCAmelCase					:	Optional[Any]      =       target.copy()
    cpu_target.generate_target()
    if i < 5:
     cpu_target.target.move_to(cpu_left_col_base[i + 1]      )
    else:
     cpu_target.target.move_to(cpu_right_col_base[i - 5]      )
    second_animations.append(MoveToTarget(_snake_case       ,  run_time=1.5      )      )

   self.play(*_snake_case      )
   self.play(*_snake_case      )
   self.wait()






import random






def 	_SCREAMING_SNAKE_CASE		(      SCREAMING_SNAKE_CASE		:list   ,   SCREAMING_SNAKE_CASE		:Dict   )      ->   tuple:
 __lowerCAmelCase ,					__lowerCAmelCase ,					__lowerCAmelCase					:	List[str]      =       [], [], []
 for element in data:
  if element < pivot:
   less.append(SCREAMING_SNAKE_CASE   )
  elif element > pivot:
   greater.append(SCREAMING_SNAKE_CASE   )
  else:
   equal.append(SCREAMING_SNAKE_CASE   )
 return less, equal, greater







def 	_SCREAMING_SNAKE_CASE		(      SCREAMING_SNAKE_CASE		:list   ,   SCREAMING_SNAKE_CASE		:int   )      ->   Dict:
 # index = len(items) // 2 when trying to find the median
 #   (value of index when items is sorted)

 # invalid input
 if index >= len(SCREAMING_SNAKE_CASE   ) or index < 0:
  return None

 __lowerCAmelCase					:	Union[str, Any]      =       items[random.randint(0   ,   len(SCREAMING_SNAKE_CASE   ) - 1   )]
 __lowerCAmelCase					:	int      =       0
 __lowerCAmelCase ,					__lowerCAmelCase ,					__lowerCAmelCase					:	Tuple      =       _partition(SCREAMING_SNAKE_CASE   ,   SCREAMING_SNAKE_CASE   )
 __lowerCAmelCase					:	Optional[int]      =       len(SCREAMING_SNAKE_CASE   )
 __lowerCAmelCase					:	List[str]      =       len(SCREAMING_SNAKE_CASE   )

 # index is the pivot
 if m <= index < m + count:
  return pivot
 # must be in smaller
 elif m > index:
  return quick_select(SCREAMING_SNAKE_CASE   ,   SCREAMING_SNAKE_CASE   )
 # must be in larger
 else:
  return quick_select(SCREAMING_SNAKE_CASE   ,   index - (m + count)   )