[example] Add example "laplace equation"

python/taichi/examples/simulation/laplace_equation.py

@@ -0,0 +1,301 @@
+import taichi as ti
+import taichi.math as tm
+import math
+
+ti.init()
+vec2 = tm.vec2
+
+# Author: bismarckkk
+# 2D-Simulation of fundamental solutions of Laplace equation
+# Refer to "Aerodynamics" Chapter 3 (ISBN:9787030582287)
+
+# Pressing left mouse button with 's/v/d' key will create new 'source/vortex/dipole' on cursor position,
+#   and pressing right mouse button will create negative one.
+# Pressing left and right mouse buttons will delete element around cursor position.
+# Pressing left/right mouse button without other keys will increase/decrease the intensity of element around cursor.
+
+screen = (
+    30, 20
+)  # density of point generation positions on the boundary, also decide window size
+arrowField = [int(it / 2) for it in screen]  # number of arrow in window
+meshSpace = 20  # screen * meshSpace = windowSize
+maxElements = 20  # the max number of each element(source/sink, vortex, dipole)
+refillFrame = 20  # frame interval for each refill points
+refillVelThresh = .2  # points will be refilled when the absolute value of the velocity on boundary is greater than this value
+V = vec2(1., 0)  # the velocity of uniform stream
+dt = .002
+fadeMax = 10  # frames of fade in/out
+fade = fadeMax  # control arrows' fade in and fade out
+maxPoints = screen[0] * screen[1] * 2
+gui_ = ti.GUI('demo', tuple(it * meshSpace for it in screen))
+guiHeight = meshSpace * screen[1]
+
+points = ti.Vector.field(2, float, maxPoints)
+sources = ti.Struct.field({"pos": vec2, "q": ti.f32}, shape=maxElements)
+vortexes = ti.Struct.field({"pos": vec2, "q": ti.f32}, shape=maxElements)
+dipoles = ti.Struct.field({"pos": vec2, "m": ti.f32}, shape=maxElements)
+arrows = ti.Struct.field({
+    "base": vec2,
+    "dir": vec2,
+    "vel": ti.f32
+},
+                         shape=arrowField)
+points.fill(-100)
+
+
+def initPoints():
+    for x, y in ti.ndrange(*arrowField):
+        arrows[x, y].base = \
+            vec2((x + 1) * (1 - 1 / arrowField[0]) / arrowField[0], (y + 1) * (1 - 1 / arrowField[1]) / arrowField[1])
+    dipoles[0].pos = vec2(0.5, 0.5)
+    dipoles[0].m = 0.01
+    vortexes[0].pos = vec2(0.5, 0.5)
+    vortexes[0].q = -0.5
+
+
+@ti.func
+def getVel(pos):
+    vel = V  # add uniform stream velocity
+    for i in range(maxElements):
+        # add source/sink velocity
+        uv = pos - sources[i].pos
+        uv[0] *= screen[1] / screen[0]
+        vel += uv * sources[i].q / (2 * tm.pi * (uv[0]**2 + uv[1]**2))
+        # add vortex velocity
+        uv = pos - vortexes[i].pos
+        uv = vec2(-uv[1], uv[0])
+        uv[0] *= screen[1] / screen[0]
+        vel += uv * vortexes[i].q / (2 * tm.pi * (uv[0]**2 + uv[1]**2))
+        # add dipole velocity
+        uv = pos - dipoles[i].pos
+        uv[0] *= screen[1] / screen[0]
+        vel_t = vec2(uv[1]**2 - uv[0]**2, -2 * uv[0] * uv[1])
+        vel += vel_t * dipoles[i].m / (uv[0]**2 + uv[1]**2)**2
+    return vel
+
+
+# @param.boundary: 0: left, 1: bottom, 2: right, 3: top
+# @param.index: last access point index
+@ti.func
+def refillPointsOnOneBoundary(boundary, index):
+    pointsNumber = screen[0]
+    if boundary == 0 or boundary == 2:
+        pointsNumber = screen[1]
+    for i in range(pointsNumber):
+        found = False
+        for _ in range(maxPoints):
+            if points[index][0] == -100:
+                found = True
+                if boundary == 0:
+                    points[index] = vec2(-dt * refillVelThresh,
+                                         (i + .5) / screen[1])
+                elif boundary == 1:
+                    points[index] = vec2((i + .5) / screen[0],
+                                         -dt * refillVelThresh)
+                elif boundary == 2:
+                    points[index] = vec2(1 + dt * refillVelThresh,
+                                         (i + .5) / screen[1])
+                elif boundary == 3:
+                    points[index] = vec2((i + .5) / screen[0],
+                                         1 + dt * refillVelThresh)
+                break
+            index += 1
+            if index >= maxPoints:
+                index = 0
+        if not found:
+            break
+    return index
+
+
+@ti.kernel
+def refillPoints():
+    # traverse positions and refill points on the boundary.
+    # if the normal velocity is less than thresh, refill point will be deleted when update.
+    index = 0
+    found = True
+    ti.loop_config(serialize=True)
+    for i in range(4):
+        _index = refillPointsOnOneBoundary(i, index)
+        if _index == index:
+            break
+        else:
+            index = _index
+
+
+@ti.kernel
+def updatePoints():
+    for i in points:
+        if points[i][0] != -100:
+            vel = getVel(points[i])
+            points[i] += vel * dt
+        if not (0 <= points[i][0] <= 1 and 0 <= points[i][1] <= 1):
+            points[i] = vec2(-100, -100)
+        for j in range(maxElements):
+            if sources[j].q < 0 and tm.length(points[i] -
+                                                   sources[j].pos) < 0.025:
+                points[i] = vec2(-100, -100)
+            if dipoles[j].m != 0 and tm.length(points[i] -
+                                                    dipoles[j].pos) < 0.05:
+                points[i] = vec2(-100, -100)
+
+
+@ti.kernel
+def updateArrows():
+    for x, y in ti.ndrange(*arrowField):
+        vel = getVel(arrows[x, y].base)
+        arrows[x, y].vel = vel.norm()
+        arrows[x, y].dir = vel / vel.norm() / meshSpace / 1.5
+
+
+def drawArrows(_gui):
+    global fade
+    if fade < fadeMax:
+        fade += 1
+    if fade == 0:
+        updateArrows()  # after fade out, update arrow filed
+    else:
+        arr = arrows.to_numpy()
+        vel = arr['vel'].reshape(1, -1)[0]
+        vel = (vel / vel.max() * 0xdd + 0x11) * (ti.abs(fade / fadeMax))
+        mean = vel.mean()
+        if mean > 0x7f:
+            vel /= mean / 0x7f  # make uniform stream more beautiful
+        vel = vel.astype(int)
+        vel *= 2**16 + 2**8 + 1
+        _gui.arrows(
+            arr['base'].reshape(arr['base'].shape[0] * arr['base'].shape[1],
+                                2),
+            arr['dir'].reshape(arr['dir'].shape[0] * arr['dir'].shape[1], 2),
+            radius=1.5,
+            color=vel)
+
+
+def drawMark(_gui, _frame):
+    triangleTrans = [
+        vec2(0, 1) / guiHeight,
+        vec2(tm.cos(7. / 6. * tm.pi), tm.sin(7. / 6. * tm.pi)) /
+        guiHeight,
+        vec2(tm.cos(-1. / 6. * tm.pi), tm.sin(-1. / 6. * tm.pi)) /
+        guiHeight
+    ]
+    rectTrans = [
+        vec2(1 * screen[1] / screen[0], 1) / guiHeight,
+        vec2(-1 * screen[1] / screen[0], -1) / guiHeight,
+    ]
+    for i in range(maxElements):
+        if dipoles[i].m > 0:
+            _gui.circle(dipoles[i].pos, 0xFFFDC0, dipoles[i].m * 2000)
+        elif dipoles[i].m < 0:
+            _gui.circle(dipoles[i].pos, 0xD25565, dipoles[i].m * -2000)
+        if sources[i].q > 0:
+            _gui.rect(sources[i].pos + rectTrans[0] * 2 * sources[i].q,
+                      sources[i].pos + rectTrans[1] * 2 * sources[i].q,
+                      2 * sources[i].q + 1, 0xFFFDC0)
+        elif sources[i].q < 0:
+            _gui.rect(sources[i].pos + rectTrans[0] * 2 * sources[i].q,
+                      sources[i].pos + rectTrans[1] * 2 * sources[i].q,
+                      -2 * sources[i].q + 1, 0xD25565)
+        if vortexes[i].q != 0:
+            theta = vortexes[i].q * dt * 40 * _frame
+            ct, st = ti.cos(theta), ti.sin(theta)
+            rotateMatrix = ti.Matrix([[ct, -st], [st, ct]])
+            trans = [rotateMatrix @ it for it in triangleTrans]
+            for it in trans:
+                it[0] *= screen[1] / screen[0]
+            _gui.triangle(vortexes[i].pos + trans[0] * 16,
+                          vortexes[i].pos + trans[1] * 16,
+                          vortexes[i].pos + trans[2] * 16, 0xD25565)
+
+
+def processGuiEvent(_gui):
+    global fade
+    while _gui.get_event((ti.GUI.PRESS, ti.GUI.LMB),
+                         (ti.GUI.PRESS, ti.GUI.RMB)):
+        if _gui.is_pressed(ti.GUI.LMB) and _gui.is_pressed(
+                ti.GUI.RMB):  # process delete event
+            for i in range(maxElements):
+                if sources[i].q != 0 and (sources[i].pos - vec2(
+                        *_gui.get_cursor_pos())).norm() < 5 / guiHeight:
+                    sources[i].q = 0
+                if vortexes[i].q != 0 and (vortexes[i].pos - vec2(
+                        *_gui.get_cursor_pos())).norm() < 5 / guiHeight:
+                    vortexes[i].q = 0
+                if dipoles[i].m != 0 and (dipoles[i].pos - vec2(
+                        *_gui.get_cursor_pos())).norm() < 5 / guiHeight:
+                    dipoles[i].m = 0
+        else:
+            if _gui.is_pressed('s'):  # process add source/sink event
+                for i in range(maxElements):
+                    if sources[i].q == 0:
+                        if _gui.is_pressed(ti.GUI.RMB):
+                            sources[i].q -= 1
+                        else:
+                            sources[i].q += 1
+                        sources[i].pos = vec2(*_gui.get_cursor_pos())
+                        break
+            elif _gui.is_pressed('v'):  # process add vortex event
+                for i in range(maxElements):
+                    if vortexes[i].q == 0:
+                        if _gui.is_pressed(ti.GUI.RMB):
+                            vortexes[i].q -= 0.5
+                        else:
+                            vortexes[i].q += 0.5
+                        vortexes[i].pos = vec2(*_gui.get_cursor_pos())
+                        break
+            elif _gui.is_pressed('d'):  # process add dipole event
+                for i in range(maxElements):
+                    if dipoles[i].m == 0:
+                        if _gui.is_pressed(ti.GUI.RMB):
+                            dipoles[i].m -= 0.01
+                        else:
+                            dipoles[i].m += 0.01
+                        dipoles[i].pos = vec2(*_gui.get_cursor_pos())
+                        break
+            else:
+                for i in range(maxElements):  # process increase/decrease event
+                    if sources[i].q != 0 and (sources[i].pos - vec2(
+                            *_gui.get_cursor_pos())).norm() < 5 / guiHeight:
+                        if _gui.is_pressed(ti.GUI.RMB):
+                            sources[i].q -= 0.5 * int((sources[i].q >= 0.0) - (
+                                sources[i].q <= 0.0))
+                        else:
+                            sources[i].q += 0.5 * int((sources[i].q >= 0.0) - (
+                                sources[i].q <= 0.0))
+                    if vortexes[i].q != 0 and (vortexes[i].pos - vec2(
+                            *_gui.get_cursor_pos())).norm() < 5 / guiHeight:
+                        if _gui.is_pressed(ti.GUI.RMB):
+                            vortexes[i].q -= 0.1 * int((
+                                vortexes[i].q >= 0.0) - (vortexes[i].q <= 0.0))
+                        else:
+                            vortexes[i].q += 0.1 * int((
+                                vortexes[i].q >= 0.0) - (vortexes[i].q <= 0.0))
+                    if dipoles[i].m != 0 and (dipoles[i].pos - vec2(
+                            *_gui.get_cursor_pos())).norm() < 5 / guiHeight:
+                        if _gui.is_pressed(ti.GUI.RMB):
+                            dipoles[i].m -= 0.001 * int((
+                                dipoles[i].m >= 0.0) - (dipoles[i].m <= 0.0))
+                        else:
+                            dipoles[i].m += 0.001 * int((
+                                dipoles[i].m >= 0.0) - (dipoles[i].m <= 0.0))
+        fade = -ti.abs(fade)  # fade out arrow filed
+
+
+if __name__ == '__main__':
+    initPoints()
+    updateArrows()
+    refillPoints()
+    refillCount = 0
+    frame_count = 0
+    while gui_.running:
+        processGuiEvent(gui_)
+        drawArrows(gui_)
+        updatePoints()
+        ps = points.to_numpy()
+        gui_.circles(ps, 3, color=0x2E94B9)
+        if refillCount > refillFrame:
+            refillCount = 0
+            refillPoints()
+        drawMark(gui_, frame_count)
+        gui_.show()
+        refillCount += 1
+        frame_count += 1