





from manim import *



class    __lowerCAmelCase			(     _a	):






			def      lowerCamelCase    (self       )	->  int:


							'''simple docstring'''



							snake_case_		:       Union[str, Any]           =    Rectangle(height=0.5   ,				width=0.5       )
							snake_case_		:       List[str]           =    Rectangle(height=0.25   ,				width=0.25       )
							snake_case_		:       Any           =    Rectangle(height=0.46   ,				width=0.46       ).set_stroke(width=0       )

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

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

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

							snake_case_		:       str           =    Text('''Model'''   ,				font_size=24       )
							snake_case_		:       Tuple           =    Group(__magic_name__   ,				__magic_name__       ).arrange(__magic_name__   ,				buff=0.5   ,				aligned_edge=__magic_name__       )
							model.move_to([3, -1.0, 0]       )
							self.add(__magic_name__       )

							snake_case_		:       List[str]           =    []
							snake_case_		:       List[Any]           =    []
							snake_case_		:       str           =    []

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

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

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

							self.add(*__magic_name__   ,				*__magic_name__   ,				*__magic_name__       )

							snake_case_		:       List[Any]           =    [mem.copy() for i in range(6       )]
							snake_case_		:       Optional[int]           =    VGroup(*__magic_name__       ).arrange(__magic_name__   ,				buff=0       )

							snake_case_		:       Any           =    Text('''Loaded Checkpoint'''   ,				font_size=24       )
							snake_case_		:       List[Any]           =    Group(__magic_name__   ,				__magic_name__       ).arrange(__magic_name__   ,				buff=0.5   ,				aligned_edge=__magic_name__       )
							checkpoint.move_to([3, 0.5, 0]       )

							self.add(__magic_name__       )

							snake_case_		:       str           =    []
							snake_case_		:       Tuple           =    []

							for i, rect in enumerate(__magic_name__       ):
											snake_case_		:       Optional[int]           =    fill.copy().set_fill(__magic_name__   ,				opacity=0.7       )
											target.move_to(__magic_name__       )
											ckpt_arr.append(__magic_name__       )

											snake_case_		:       Union[str, Any]           =    target.copy()
											if i < 5:
															cpu_target.move_to(cpu_left_col_base[i + 1]       )
											else:
															cpu_target.move_to(cpu_right_col_base[i - 5]       )
											ckpt_cpu_arr.append(__magic_name__       )
							self.add(*__magic_name__   ,				*__magic_name__       )

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

							snake_case_		:       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(__magic_name__   ,				__magic_name__       )

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

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

							snake_case_		:       Tuple           =    MarkupText(
							    F'''Based on the passed in configuration, weights are stored in\na variety of np.memmaps on disk or to a particular device.'''   ,				font_size=24   ,				)
							step_a.move_to([2, 2, 0]       )

							snake_case_		:       Optional[Any]           =    [meta_mem.copy() for i in range(6       )]
							snake_case_		:       List[str]           =    [meta_mem.copy() for i in range(6       )]
							snake_case_		:       Union[str, Any]           =    VGroup(*__magic_name__       ).arrange(__magic_name__   ,				buff=0       )
							snake_case_		:       Optional[Any]           =    VGroup(*__magic_name__       ).arrange(__magic_name__   ,				buff=0       )
							snake_case_		:       List[Any]           =    VGroup(__magic_name__   ,				__magic_name__       ).arrange(__magic_name__   ,				buff=0       )
							snake_case_		:       Dict           =    Text('''Disk'''   ,				font_size=24       )
							snake_case_		:       Union[str, Any]           =    Group(__magic_name__   ,				__magic_name__       ).arrange(__magic_name__   ,				buff=0.5   ,				aligned_edge=__magic_name__       )
							disk.move_to([-4.0, -1.25, 0]       )
							self.play(Write(__magic_name__   ,				run_time=3       )   ,				Write(__magic_name__   ,				run_time=1       )   ,				Create(__magic_name__   ,				run_time=1       )       )

							snake_case_		:       str           =    []
							for i, rect in enumerate(__magic_name__       ):
											snake_case_		:       Any           =    rect.copy()
											target.generate_target()
											target.target.move_to(disk_left_col_base[i]       ).scale(0.5       )
											animations.append(MoveToTarget(__magic_name__   ,				run_time=1.5       )       )
							self.play(*__magic_name__       )

							self.play(FadeOut(__magic_name__       )       )

							snake_case_		:       Dict           =    MarkupText(F'''Then, the checkpoint is removed from memory\nthrough garbage collection.'''   ,				font_size=24       )
							step_a.move_to([2, 2, 0]       )

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

							self.play(
							    FadeOut(__magic_name__   ,				__magic_name__   ,				*__magic_name__   ,				*__magic_name__       )   ,				)

							self.wait()

def 		snake_case__	(		lowercase							,				lowercase					):
   lowerCAmelCase_:							list[list[str]]       =	[[] for _ in range(lowercase					)]
   lowerCAmelCase_:							Optional[Any]       =	key - 1

   if key <= 0:
      raise ValueError("Height of grid can't be 0 or negative"					)
   if key == 1 or len(lowercase					) <= key:
      return input_string

   for position, character in enumerate(lowercase					):
      lowerCAmelCase_:							Optional[Any]       =	position % (lowest * 2)  # puts it in bounds
      lowerCAmelCase_:							Any       =	min(lowercase							,				lowest * 2 - num					)  # creates zigzag pattern
      temp_grid[num].append(lowercase					)
   lowerCAmelCase_:							Optional[int]       =	["".join(lowercase					) for row in temp_grid]
   lowerCAmelCase_:							int       =	"".join(lowercase					)

   return output_string
def 		snake_case__	(		lowercase							,				lowercase					):
   lowerCAmelCase_:							Tuple       =	[]
   lowerCAmelCase_:							str       =	key - 1

   if key <= 0:
      raise ValueError("Height of grid can't be 0 or negative"					)
   if key == 1:
      return input_string

   lowerCAmelCase_:							list[list[str]]       =	[[] for _ in range(lowercase					)]  # generates template
   for position in range(len(lowercase					)					):
      lowerCAmelCase_:							List[str]       =	position % (lowest * 2)  # puts it in bounds
      lowerCAmelCase_:							Optional[int]       =	min(lowercase							,				lowest * 2 - num					)  # creates zigzag pattern
      temp_grid[num].append("*"					)

   lowerCAmelCase_:							Optional[Any]       =	0
   for row in temp_grid:  # fills in the characters
      lowerCAmelCase_:							Tuple       =	input_string[counter : counter + len(lowercase					)]
      grid.append(list(lowercase					)					)
      counter += len(lowercase					)

   lowerCAmelCase_:							int       =	""  # reads as zigzag
   for position in range(len(lowercase					)					):
      lowerCAmelCase_:							str       =	position % (lowest * 2)  # puts it in bounds
      lowerCAmelCase_:							Optional[int]       =	min(lowercase							,				lowest * 2 - num					)  # creates zigzag pattern
      output_string += grid[num][0]
      grid[num].pop(0					)
   return output_string
def 		snake_case__	(		lowercase					):
   lowerCAmelCase_:							Dict       =	{}
   for key_guess in range(1							,				len(lowercase					)					):  # tries every key
      lowerCAmelCase_:							int       =	decrypt(lowercase							,				lowercase					)
   return results


if __name__ == "__main__":
 import doctest

 doctest.testmod()