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authorSomnath Pandit2020-06-17 23:45:18 +0530
committerSomnath Pandit2020-06-17 23:45:18 +0530
commit66cbc413aa8cd45db7f3167d53d21d13427e0c1b (patch)
treea08fd72cfb4a2508d424b5c8eae578af436a6e1f /FSF-2020/calculus-of-several-variables/integrals-of-multivariable-functions/vector-fields
parenta1eb4e61987d5c7cc9108ac110f832fd791c216f (diff)
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diff --git a/FSF-2020/calculus-of-several-variables/integrals-of-multivariable-functions/vector-fields/file2_grad_of_scalar_function.gif b/FSF-2020/calculus-of-several-variables/integrals-of-multivariable-functions/vector-fields/file2_grad_of_scalar_function.gif
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diff --git a/FSF-2020/calculus-of-several-variables/integrals-of-multivariable-functions/vector-fields/file2_grad_of_scalar_function.py b/FSF-2020/calculus-of-several-variables/integrals-of-multivariable-functions/vector-fields/file2_grad_of_scalar_function.py
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+++ b/FSF-2020/calculus-of-several-variables/integrals-of-multivariable-functions/vector-fields/file2_grad_of_scalar_function.py
@@ -0,0 +1,320 @@
+from manimlib.imports import *
+
+class GradOfScalarFunc(ThreeDScene):
+
+ CONFIG = {
+ "axes_config": {
+ "x_min": -3,
+ "x_max": 3,
+ "y_min": -3,
+ "y_max": 3,
+ "z_min": 0,
+ "z_max": 3,
+ "a":-3 ,"b": 3, "c":-3 , "d":3,
+ "axes_shift": ORIGIN+IN+LEFT,
+ "x_axis_config": {
+ "tick_frequency": 1,
+ # "include_tip": False,
+ },
+ "y_axis_config": {
+ "tick_frequency": 1,
+ # "include_tip": False,
+ },
+ "z_axis_config": {
+ "tick_frequency": 1,
+ # "include_tip": False,
+ },
+ "num_axis_pieces": 1,
+ },
+ "default_graph_style": {
+ "stroke_width": 2,
+ "stroke_color": WHITE,
+ },
+ "default_vector_field_config": {
+ "delta_x": .5,
+ "delta_y": .5,
+ "x_min": -3,
+ "x_max": 3,
+ "y_min": -3,
+ "y_max": 3,
+ "min_magnitude": 0,
+ "max_magnitude": 2,
+ "colors": [BLUE,GREEN,GREEN,ORANGE,RED],
+ "length_func": lambda norm : .45*sigmoid(norm),
+ "opacity": 1.0,
+ "vector_config": {
+ "stroke_width":6
+ },
+ },
+ "default_surface_config": {
+ "fill_opacity": 0.5,
+ "checkerboard_colors": [BLUE_D],
+ "stroke_width": .5,
+ "stroke_color": WHITE,
+ "stroke_opacity": 0.2,
+ },
+ }
+
+
+ def construct(self):
+
+ self.setup_axes()
+ axes=self.axes
+
+ self.set_camera_orientation(distance=35,
+ phi=80 * DEGREES,
+ theta=-80 * DEGREES,
+ )
+
+ scalar_fn_text=TexMobject("f(x,y)=","\cos(xy)").set_color(BLUE)
+ scalar_fn_text.to_corner(UR,buff=.6)
+
+ operator=TexMobject("\\vec\\nabla").next_to(
+ scalar_fn_text,LEFT,buff=.2
+ ).set_color(GOLD)
+
+ grad_text=TexMobject(r"\dfrac{\partial f}{\partial x} \hat i+\dfrac{\partial f}{\partial y} \hat j+\dfrac{\partial f}{\partial z} \hat k").set_color(GOLD)
+ grad_text.next_to(scalar_fn_text,DOWN).scale(.9)
+
+ VGroup(
+ grad_text[0][1],
+ grad_text[0][9],
+ grad_text[0][17]
+ ).set_color(BLUE)
+ VGroup(
+ grad_text[0][5:8],
+ grad_text[0][13:16],
+ grad_text[0][21:23]
+ ).set_color(WHITE)
+
+ vector_field_text=TexMobject(
+ r"\vec F&=-y\sin(xy)\hat i\\ &-x\sin(xy)\hat j"
+ ).set_color_by_gradient(
+ *self.default_vector_field_config["colors"]
+ )
+ vector_field_text.next_to(scalar_fn_text,DOWN)
+
+
+ '''always generate the scalar field first'''
+ s_field=self.get_scalar_field(
+ func= lambda x ,y : np.cos(x*y/2),
+ dn=.25
+ )
+ v_field=self.get_vector_field(
+ lambda v: np.array([
+ -(v[1]-axes.c2p(0,0,0)[1])*np.sin((v[0]-axes.c2p(0,0,0)[0])*(v[1]-axes.c2p(0,0,0)[1])),
+ -(v[0]-axes.c2p(0,0,0)[0])*np.sin((v[0]-axes.c2p(0,0,0)[0])*(v[1]-axes.c2p(0,0,0)[1])),
+ 0,
+ ]),
+ on_surface=True,
+ )
+
+ self.add_fixed_in_frame_mobjects(scalar_fn_text)
+
+ self.begin_ambient_camera_rotation(rate=.2)
+ self.play(Write(s_field),run_time=2)
+ self.wait(4)
+ self.stop_ambient_camera_rotation()
+
+ self.add_fixed_in_frame_mobjects(operator)
+ self.play(Write(operator),FadeOut(scalar_fn_text[1]))
+ self.add_fixed_in_frame_mobjects(grad_text)
+ self.play(Write(grad_text))
+ self.wait(1.5)
+
+ self.play(FadeOut(grad_text))
+ self.add_fixed_in_frame_mobjects(vector_field_text)
+ show_vec_field=[
+ FadeIn(v_field),
+ Write(vector_field_text),
+ ]
+ # self.play(*show_vec_field,run_time=.5)
+ self.begin_ambient_camera_rotation(rate=.2)
+ self.move_camera(
+ # distance=20,
+ phi=50 * DEGREES,
+ added_anims=show_vec_field,
+ run_time=3
+ )
+
+ self.wait(5)
+ self.stop_ambient_camera_rotation()
+
+ fadeout= [FadeOut(s_field)]
+ # self.play(*fadeout)
+ self.move_camera(
+ # distance=20,
+ phi=0 * DEGREES,
+ theta=-90 * DEGREES,
+ added_anims=fadeout,
+ run_time=2
+ )
+ self.wait(2)
+
+
+
+
+
+ def get_scalar_field(self,func,dn=.5):
+ surface= self.get_surface(
+ lambda x , y:
+ func(x,y),
+ )
+
+ self.surface_points=self.get_points(func,dn)
+ return surface
+
+ def get_points(self,func,dn):
+ axes=self.axes
+
+ x_vals=np.arange(axes.a,axes.b,dn)
+ y_vals=np.arange(axes.c,axes.d,dn)
+ points=[]
+ for x_val in x_vals:
+ for y_val in y_vals:
+ points+=[axes.c2p(x_val,y_val,func(x_val,y_val)+.05)]
+ return points
+
+ def get_vector_field(self,func,on_surface=True,**kwargs):
+ config = dict()
+ config.update(self.default_vector_field_config)
+ config.update(kwargs)
+ vector_field= VectorField(func,**config)
+ vector_field.move_to(self.axes.c2p(0,0,0))
+ self.vector_field=vector_field
+
+ if on_surface:
+ vector_field=self.get_vectors_on_surface()
+
+ return vector_field
+
+
+
+ def get_vectors_on_surface(self):
+ vectors_on_surface = VGroup(*[
+ self.vector_field.get_vector(point)
+ for point in self.surface_points
+ ])
+
+ return vectors_on_surface
+
+
+ def get_surface(self, func, **kwargs):
+ axes=self.axes
+ config = {
+ "u_min": axes.a,
+ "u_max": axes.b,
+ "v_min": axes.c,
+ "v_max": axes.d,
+ "resolution": (
+ 4*(axes.y_max - axes.y_min) // axes.y_axis.tick_frequency,
+ 4*(axes.x_max - axes.x_min) // axes.x_axis.tick_frequency,
+ ),
+ }
+
+ config.update(self.default_surface_config)
+ config.update(kwargs)
+ return ParametricSurface(
+ lambda x,y : axes.c2p(
+ x, y, func(x, y)
+ ),
+ **config
+ )
+
+
+#-------------------------------------------------------
+ #customize 3D axes
+ def get_three_d_axes(self, include_labels=True, include_numbers=False, **kwargs):
+ config = dict(self.axes_config)
+ config.update(kwargs)
+ axes = ThreeDAxes(**config)
+ axes.set_stroke(width=2)
+ self.axes=axes
+
+ if include_numbers:
+ self.add_axes_numbers(axes)
+
+ if include_labels:
+ self.add_axes_labels(axes)
+
+ # Adjust axis orientation
+ axes.x_axis.rotate(
+ -90 * DEGREES, LEFT,
+ about_point=axes.c2p(0, 0, 0),
+ )
+ axes.y_axis.rotate(
+ 90 * DEGREES, UP,
+ about_point=axes.c2p(0, 0, 0),
+ )
+
+ return axes
+
+
+ def setup_axes(self):
+ axes = self.get_three_d_axes(include_labels=True)
+ axes.scale(1)
+ # axes.center()
+ axes.shift(axes.axes_shift)
+
+ self.add(axes)
+ self.axes = axes
+
+ def add_axes_numbers(self, axes):
+ x_axis = axes.x_axis
+ y_axis = axes.y_axis
+ tex_vals_x = [
+
+ ("1", axes.b),
+ ("-1", axes.a),
+ ]
+ tex_vals_y=[
+
+ ("1", axes.d)
+ ]
+ x_labels = VGroup()
+ y_labels = VGroup()
+ for tex, val in tex_vals_x:
+ label = TexMobject(tex)
+ label.scale(1)
+ label.next_to(x_axis.n2p(val), DOWN)
+ # label.rotate(180 * DEGREES)
+ x_labels.add(label)
+ x_axis.add(x_labels)
+ x_axis.numbers = x_labels
+
+ for tex, val in tex_vals_y:
+ label = TexMobject(tex)
+ label.scale(1)
+ label.next_to(y_axis.n2p(val), LEFT)
+ label.rotate(90 * DEGREES)
+ y_labels.add(label)
+
+ y_axis.add(y_labels)
+ y_axis.numbers = y_labels
+
+ return axes
+
+ def add_axes_labels(self, axes):
+ x_label = TexMobject("x")
+ x_label.next_to(axes.x_axis.get_end(), RIGHT)
+ axes.x_axis.label = x_label
+
+ y_label = TextMobject("y")
+ y_label.rotate(90 * DEGREES, OUT)
+ y_label.next_to(axes.y_axis.get_end(), UP)
+ axes.y_axis.label = y_label
+
+ z_label = TextMobject("z")
+ z_label.rotate(90 * DEGREES, RIGHT)
+ z_label.next_to(axes.z_axis.get_zenith(), LEFT)
+ axes.z_axis.label = z_label
+ for axis in axes:
+ axis.add(axis.label)
+ return axes
+
+
+
+ #uploaded by Somnath Pandit. FSF2020_Vector_fields
+
+
+