from manimlib.imports import* class firstScene(Scene): def construct(self): e_text = TextMobject("Case 3: One positive and one negative eigenvalue", color = YELLOW).scale(1).shift(3*UP+1*LEFT) f_text = TextMobject("$f(x,y) = x^2-2y^2-2x$").scale(0.8).next_to(e_text).shift(6*LEFT+DOWN) c_text = TextMobject("Critical Point: $(1,0)$").scale(0.8).next_to(f_text).shift(DOWN+4*LEFT) d_text = TextMobject("\\begin{equation*} D_2(1,0)= \\begin{vmatrix} 2 \\space & 0\\space \\\\ 0 & -4 \\end{vmatrix} \\end{equation*}",color = GREEN).scale(0.9) t_text = TextMobject("$D_2 = -8<0$ (Saddle Point)", color = BLUE).scale(0.9).shift(2*DOWN) self.play(ShowCreation(e_text)) self.wait(1) self.play(ShowCreation(f_text)) self.wait(1) self.play(ShowCreation(c_text)) self.wait(1) self.play(ShowCreation(d_text)) self.wait(1) self.play(ShowCreation(t_text)) self.wait(2) class SaddlePoint(ThreeDScene): def construct(self): axes = ThreeDAxes() f = ParametricSurface( lambda u, v: np.array([ u, v, u**2-2*v**2-2*u ]),v_min=-1,v_max=1,u_min=-1,u_max=1,checkerboard_colors=[RED_C,PURPLE_D,YELLOW_E], resolution=(20, 20)).scale(1) self.set_camera_orientation(phi=35 * DEGREES,theta=80*DEGREES) self.begin_ambient_camera_rotation(rate=0.4) f_text = TextMobject("$f(x,y) = x^2-2y^2-2x$",color = GREEN).shift(2*DOWN+2*RIGHT).scale(0.8) self.add_fixed_in_frame_mobjects(f_text) self.add(axes) self.play(Write(f)) self.wait(3) class secondScene(Scene): def construct(self): h_text = TextMobject("NonDegenerate Hessian Matrix", color = GREEN).scale(1).shift(UP) e_text = TextMobject("Case 1: Two positive eigenvalues", color = PINK).scale(1).shift(3*UP+2*LEFT) f_text = TextMobject("$f(x,y) = 2x^2+3y^2-2yx$",color = TEAL).scale(0.8).next_to(e_text).shift(6*LEFT+DOWN) c_text = TextMobject("Critical Point: $(0,0)$",color = TEAL).scale(0.8).next_to(f_text).shift(DOWN+4.5*LEFT) d_text = TextMobject("\\begin{equation*} D_2(0,0)= \\begin{vmatrix} 4 \\space & -2\\space \\\\ -2 & 6 \\end{vmatrix} \\end{equation*}",color = PINK).scale(0.9) t_text = TextMobject("$D_2 = 20>0$ (Relative Maxima or Relative Minima)", color = YELLOW).scale(0.9).shift(1*DOWN) tm_text = TextMobject("$D_1 = \\frac{\\partial^2 f}{\\partial x^2} =4 >0$ (Relative Minima)", color = YELLOW).scale(0.9).shift(2*DOWN) self.play(ShowCreation(h_text)) self.wait(1) self.play(FadeOut(h_text)) self.wait(1) self.play(ShowCreation(e_text)) self.wait(1) self.play(ShowCreation(f_text)) self.wait(1) self.play(ShowCreation(c_text)) self.wait(1) self.play(ShowCreation(d_text)) self.wait(1) self.play(ShowCreation(t_text)) self.wait(1) self.play(ShowCreation(tm_text)) self.wait(2) self.play(FadeOut(e_text),FadeOut(f_text),FadeOut(c_text),FadeOut(d_text),FadeOut(t_text),FadeOut(tm_text)) class Minima(ThreeDScene): def construct(self): axes = ThreeDAxes() f = ParametricSurface( lambda u, v: np.array([ u, v, 2*u**2+3*v**2-2*v*u ]),v_min=-1,v_max=1,u_min=-1,u_max=1,checkerboard_colors=[BLUE_C,YELLOW_D,GREEN_E], resolution=(20, 20)).scale(1) self.set_camera_orientation(phi=10 * DEGREES,theta=90*DEGREES) self.begin_ambient_camera_rotation(rate=0.2) f_text = TextMobject("$f(x,y) = 2x^2+3y^2-2yx$",color = PURPLE).shift(2*DOWN+3*RIGHT).scale(0.8) self.add_fixed_in_frame_mobjects(f_text) self.add(axes) self.play(Write(f)) self.wait(2) class thirdScene(Scene): def construct(self): e_text = TextMobject("Case 2: Two negative eigenvalues", color = RED).scale(1).shift(3*UP+2*LEFT) f_text = TextMobject("$f(x,y) = -x^2-4y^2$",color = BLUE).scale(0.8).next_to(e_text).shift(6*LEFT+DOWN) c_text = TextMobject("Critical Point: $(0,0)$",color = BLUE).scale(0.8).next_to(f_text).shift(DOWN+3.8*LEFT) d_text = TextMobject("\\begin{equation*} D_2(0,0)= \\begin{vmatrix} -2 \\space & 0\\space \\\\ 0 & -8 \\end{vmatrix} \\end{equation*}",color = TEAL).scale(0.9) t_text = TextMobject("$D_2 = 16>0$ (Relative Maxima or Relative Minima)" ).scale(0.9).shift(1*DOWN) tm_text = TextMobject("$D_1 = \\frac{\\partial^2 f}{\\partial x^2} =-2 <0$ (Relative Maxima)").scale(0.9).shift(2*DOWN) self.play(ShowCreation(e_text)) self.wait(1) self.play(ShowCreation(f_text)) self.wait(1) self.play(ShowCreation(c_text)) self.wait(1) self.play(ShowCreation(d_text)) self.wait(1) self.play(ShowCreation(t_text)) self.wait(1) self.play(ShowCreation(tm_text)) self.wait(2) self.play(FadeOut(e_text),FadeOut(f_text),FadeOut(c_text),FadeOut(d_text),FadeOut(t_text),FadeOut(tm_text)) class Maxima(ThreeDScene): def construct(self): axes = ThreeDAxes() f = ParametricSurface( lambda u, v: np.array([ u, v, -u**2-4*v**2 ]),v_min=-1,v_max=1,u_min=-1,u_max=1,checkerboard_colors=[BLUE_C,PURPLE_D,TEAL_E], resolution=(20, 20)).scale(1) self.set_camera_orientation(phi=75 * DEGREES) self.begin_ambient_camera_rotation(rate=0.4) f_text = TextMobject("$f(x,y) = -x^2-4y^2$",color = YELLOW).shift(2*DOWN+3*RIGHT).scale(0.8) self.add_fixed_in_frame_mobjects(f_text) self.add(axes) self.play(Write(f)) self.wait(1) self.move_camera(phi=30*DEGREES,theta=45*DEGREES,run_time=5) self.wait(2)