
from manim import *







class  UpperCamelCase__		(    _UpperCAmelCase   ):







	'''simple docstring'''





	def   __snake_case				(			self		):
					A__  :	Union[str, Any]         =							Rectangle(height=0.5				,       width=0.5		)
					A__  :	str         =							Rectangle(height=0.4_6				,       width=0.4_6		).set_stroke(width=0		)

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

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

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

					A__  :	Dict         =							Text('''Model'''				,       font_size=24		)
					A__  :	int         =							Group(lowercase__				,       lowercase__		).arrange(lowercase__				,       buff=0.5				,       aligned_edge=lowercase__		)
					model.move_to([3, -1.0, 0]		)
					self.add(lowercase__		)

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

									A__  :	List[str]         =							Rectangle(height=0.4_6 / 4				,       width=0.4_6 / 3		).set_stroke(width=0.0		).set_fill(lowercase__				,       opacity=0.7		)

									if i == 0:
													cpu_target.next_to(cpu_left_col_base[0].get_corner(DOWN + LEFT		)				,       buff=0.0_2				,       direction=lowercase__		)
													cpu_target.set_x(cpu_target.get_x() + 0.1		)
									elif i == 3:
													cpu_target.next_to(cpu_targs[0]				,       direction=lowercase__				,       buff=0.0		)
									else:
													cpu_target.next_to(cpu_targs[i - 1]				,       direction=lowercase__				,       buff=0.0		)
									self.add(lowercase__		)
									cpu_targs.append(lowercase__		)

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

					A__  :	str         =							Text('''Loaded Checkpoint'''				,       font_size=24		)
					A__  :	Any         =							Group(lowercase__				,       lowercase__		).arrange(lowercase__				,       aligned_edge=lowercase__				,       buff=0.4		)
					checkpoint.move_to([3, 0.5, 0]		)

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

					A__  :	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(lowercase__				,       lowercase__		)

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

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

					A__  :	List[Any]         =							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(lowercase__		)				,       Write(lowercase__		)		)

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

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

									A__  :	List[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(lowercase__				,       run_time=1.5		)		)

					self.play(*lowercase__		)
					self.play(*lowercase__		)
					self.wait()

from numpy import exp, pi, sqrt

def 				SCREAMING_SNAKE_CASE     (      __UpperCamelCase :						Dict							,						__UpperCamelCase :						float = 0.0							,						__UpperCamelCase :						float = 1.0       ) ->       int:

				"""simple docstring"""







				return 1 / sqrt(2 * pi * sigma**2       ) * exp(-((x - mu) ** 2) / (2 * sigma**2)       )


if __name__ == "__main__":
					import doctest

					doctest.testmod()