Goldreich-Goldwasser-Halevi/main.py

241 lines
7.2 KiB
Python
Raw Normal View History

2023-05-29 16:13:54 +00:00
from consts import *
from components import *
import numpy as np
from manim import *
class Introduction(TitledScene):
def construct(self):
self.add_title("Goldreich--Goldwasser--Halevi")
self.wait()
text_1 = Tex(
r"""
\begin{itemize}
\item Lattice-based cryptosystem.
\item Devised in 1997 by Goldreich, Goldwasser, and Halevi.
\item Broken in 1999 by Nguyen.
\end{itemize}
""",
font_size=MEDIUM_FONT,
)
self.add(text_1)
self.play(Write(text_1, run_time=4.0))
self.wait()
class Premise(TitledScene):
def construct(self):
self.add_title("Lattices")
# A lattice is a subspace of a vector space that is constructed by taking integer multiples of some basis
# vectors.
# For example, take the real plane R2.
plane = NumberPlane(axis_config={"stroke_width": 0.0})
plane.set_z_index(-10)
plane.set_opacity(0.75)
dot = Dot(ORIGIN)
self.add(dot, plane)
self.play(Create(dot), Create(plane))
self.wait()
# We can construct the 2D grid of integers with the elementary basis
lattice_1 = VGroup()
arrow_1 = Arrow(ORIGIN, [1, 0, 0], buff=0)
arrow_2 = Arrow(ORIGIN, [0, 1, 0], buff=0)
self.play(Create(arrow_1), Create(arrow_2))
self.wait()
2023-05-30 13:01:55 +00:00
for i in range(-50, 50):
for j in range(-25, 25):
2023-05-29 16:13:54 +00:00
lattice_1.add(Dot([i, j, 0]))
self.play(Create(lattice_1))
# By moving these basis vectors but maintaining their linear independency, other lattices can be formed
self.play(
Transform(arrow_1, Arrow(ORIGIN, [1.5, 0, 0], buff=0)),
*[
Transform(
dot,
Dot(
dot.get_center()
* np.matrix([[1.5, 0, 0], [0, 1, 0], [0, 0, 1]])
),
)
for dot in lattice_1
]
)
self.wait()
self.play(
Transform(arrow_1, Arrow(ORIGIN, [1, -0.5, 0], buff=0)),
*[
Transform(
dot,
Dot(
dot.get_center()
* np.matrix([[2 / 3, 0, 0], [0, 1, 0], [0, 0, 1]])
* np.matrix([[1, -0.5, 0], [0, 1, 0], [0, 0, 1]])
),
)
for dot in lattice_1
]
)
self.wait()
self.play(
Transform(arrow_1, Arrow(ORIGIN, [1, -1, 0], buff=0)),
Transform(arrow_2, Arrow(ORIGIN, [1, 1, 0], buff=0)),
*[
Transform(
dot,
Dot(
dot.get_center()
* np.matrix([[1, 0.5, 0], [0, 1, 0], [0, 0, 1]])
* np.matrix([[1, -1, 0], [1, 1, 0], [0, 0, 1]])
),
)
for dot in lattice_1
]
)
self.wait()
2023-05-30 13:01:55 +00:00
self.play(
Transform(arrow_1, Arrow(ORIGIN, [2, 0, 0], buff=0)),
*[
Transform(
dot,
Dot(
dot.get_center()
* np.matrix([[1 / 2, 1 / 2, 0], [-1 / 2, 1 / 2, 0], [0, 0, 1]])
* np.matrix([[2, 0, 0], [1, 1, 0], [0, 0, 1]])
),
)
for dot in lattice_1
]
)
self.wait()
class MatrixRep(TitledScene):
def construct(self):
self.add_title("Lattices")
matrix_comp = MathTex(
r"\begin{bmatrix}1 & 1\\ 1 & -1\end{bmatrix} \sim \begin{bmatrix}1 & 2\\ 1 & 0\end{bmatrix}"
)
lattice_comp = MathTex(
r"L\left(\begin{bmatrix}1 & 1\\ 1 & -1\end{bmatrix}\right) = L\left(\begin{bmatrix}1 & 2\\ 1 & 0\end{bmatrix}\right)"
)
self.play(Create(matrix_comp))
self.wait()
self.play(Transform(matrix_comp, lattice_comp))
self.wait()
self.play(ApplyMethod(matrix_comp.shift, 2 * UP))
self.wait()
l_def = MathTex(
r"L(\begin{bmatrix}\mathbf{b_1} & \mathbf{b_2}\end{bmatrix}) = \{ k_1 \mathbf{b_1} + k_2 \mathbf{b_2} \mid k_i \in \mathbb{Z} \}"
)
l_def.shift(DOWN)
self.play(Create(l_def))
self.wait()
2023-05-30 14:03:21 +00:00
class LatticeProblems(Scene):
def construct(self):
text = Tex("How does this give us a trapdoor?", font_size=LARGE_FONT)
self.play(Create(text))
self.wait()
self.play(Transform(text, Tex("Lattice problems", font_size=LARGE_FONT)))
self.wait()
self.play(ApplyMethod(text.to_corner, UP + LEFT))
self.wait()
2023-06-03 16:28:17 +00:00
diagram_1 = VGroup()
diagram_1.add(Dot(ORIGIN))
diagram_1.add(Arrow(ORIGIN, [0.25, 1, 0], buff=0))
diagram_1.add(Arrow(ORIGIN, [0.5, 1, 0], buff=0))
arrow = Arrow(ORIGIN, [1, 0, 0], buff=0)
arrow.set_color(BLUE)
arrow.set_z_index(-1)
diagram_1.add(arrow)
diagram_1.shift(3 * LEFT)
label_1 = Tex("Closest Vector Problem", font_size=MEDIUM_FONT)
label_1.next_to(diagram_1, DOWN)
diagram_2 = VGroup()
diagram_2.add(Dot(ORIGIN))
diagram_2.add(Arrow(ORIGIN, [1, 1, 0], buff=0))
diagram_2.add(Arrow(ORIGIN, [-1, 0, 0], buff=0))
arrow_1 = Arrow(ORIGIN, [1, 0, 0], buff=0)
arrow_1.set_color(BLUE)
arrow_1.set_z_index(-1)
diagram_2.add(arrow_1)
arrow_2 = Arrow(ORIGIN, [0, 1, 0], buff=0)
arrow_2.set_color(BLUE)
arrow_2.set_z_index(-1)
diagram_2.add(arrow_2)
diagram_2.shift(3 * RIGHT)
label_2 = Tex("Shortest Basis Problem", font_size=MEDIUM_FONT)
label_2.next_to(diagram_2, DOWN)
self.play(Create(diagram_1), Create(diagram_2))
self.wait()
self.play(Create(label_1), Create(label_2))
self.wait()
2023-05-30 14:03:21 +00:00
class OrthoDefect(Scene):
2023-05-30 13:01:55 +00:00
def construct(self):
text = Tex("How do we decide which bases are ``good''?", font_size=LARGE_FONT)
self.play(Create(text))
self.wait()
2023-05-30 14:03:21 +00:00
self.play(Transform(text, Tex("Orthogonal defect", font_size=LARGE_FONT)))
self.wait()
self.play(ApplyMethod(text.to_corner, UP + LEFT))
2023-05-30 13:01:55 +00:00
self.wait()
diagram_1 = VGroup()
diagram_1.add(Dot(ORIGIN))
diagram_1.add(Arrow(ORIGIN, [1, 0, 0], buff=0))
diagram_1.add(Arrow(ORIGIN, [0, 1, 0], buff=0))
2023-06-03 16:28:17 +00:00
diagram_1.shift(3 * LEFT)
2023-05-30 13:01:55 +00:00
diagram_1.set_color(GREEN)
2023-05-30 14:03:21 +00:00
label_1 = Tex("Defect 1", font_size=MEDIUM_FONT)
2023-05-30 13:01:55 +00:00
label_1.next_to(diagram_1, DOWN)
diagram_2 = VGroup()
diagram_2.add(Dot(ORIGIN))
diagram_2.add(Arrow(ORIGIN, [0.25, 1, 0], buff=0))
diagram_2.add(Arrow(ORIGIN, [0.5, 1, 0], buff=0))
2023-06-03 16:28:17 +00:00
diagram_2.shift(3 * RIGHT)
2023-05-30 13:01:55 +00:00
diagram_2.set_color(RED)
label_2 = Tex(r"Defect $\approx$ 4.6", font_size=MEDIUM_FONT)
label_2.next_to(diagram_2, DOWN)
self.play(Create(diagram_1), Create(diagram_2))
self.wait()
self.play(Create(label_1), Create(label_2))
self.wait()