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[example] Request to add my code into examples (#6185)
I added my code for ti.example. You can see details of my example here https://forum.taichi.graphics/t/topic/2924 This is a 1D simulation of "two-stream instability" in Plasma Physicis. Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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python/taichi/examples/simulation/two_stream_instability.py
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# Authored by Luhuai Jiao | ||
# This is a 1D simulation of "two-stream instability" in Plasma Physicis. | ||
# Some settings of the grids and particles are taken from "Introduction to Computational Plasma Physics"(ISBN: 9787030563675) | ||
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import taichi as ti | ||
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ti.init(arch=ti.gpu) # Try to run on GPU | ||
PI = 3.141592653589793 | ||
L = 8 * PI # simulation domain size | ||
dt = 0.1 # time step | ||
substepping = 8 | ||
ng = 32 # number of grids | ||
np = 16384 # numer of particles | ||
vb = 1.0 # beam-velocity, one is vb, the other is -vb | ||
vt = 0.3 # thermal velocity | ||
wp = 1 # Plasma frequence | ||
qm = -1 # charge-mass ratio | ||
q = wp * wp / (qm * np / L) # charge of a particle | ||
rho_back = -q * np / L # background charge density | ||
dx = L / ng # grid spacing | ||
inv_dx = 1.0 / dx | ||
x = ti.Vector.field(1, ti.f32, np) # position | ||
v = ti.Vector.field(1, ti.f32, np) # velocity | ||
rho = ti.Vector.field(1, ti.f32, ng) # charge density | ||
e = ti.Vector.field(1, ti.f32, ng) # electric fields | ||
# to show x-vx on the screen | ||
v_x_pos1 = ti.Vector.field(2, ti.f32, int(np / 2)) | ||
v_x_pos2 = ti.Vector.field(2, ti.f32, int(np / 2)) | ||
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@ti.kernel | ||
def initialize(): | ||
for p in x: | ||
x[p].x = (p + 1) * L / np | ||
v[p].x = vt * ti.randn() + (-1)**p * vb # two streams | ||
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@ti.kernel | ||
def substep(): | ||
for p in x: | ||
x[p] += v[p] * dt | ||
if x[p].x >= L: # periodic boundary condition | ||
x[p] += -L | ||
if x[p].x < 0: | ||
x[p] += L | ||
rho.fill(rho_back) # fill rho with background charge density | ||
for p in x: # Particle state update and scatter to grid (P2G) | ||
base = (x[p] * inv_dx - 0.5).cast(int) | ||
fx = x[p] * inv_dx - 0.5 - base.cast(float) | ||
rho[base] += (1.0 - fx) * q * inv_dx | ||
rho[base + 1] += fx * q * inv_dx | ||
e.fill(0.0) | ||
ti.loop_config(serialize=True) | ||
for i in range(ng): # compute electric fields | ||
e[i] = e[i - 1] + (rho[i - 1] + rho[i]) * dx * 0.5 | ||
s = 0.0 | ||
for i in e: | ||
s += e[i].x | ||
for i in e: | ||
e[i] += -s / ng | ||
for p in v: #G2P | ||
base = (x[p] * inv_dx - 0.5).cast(int) | ||
fx = x[p] * inv_dx - 0.5 - base.cast(float) | ||
a = (e[base] * | ||
(1.0 - fx) + e[base + 1] * fx) * qm # compute electric force | ||
v[p] += a * dt | ||
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@ti.kernel | ||
def vx_pos(): # to show x-vx on the screen | ||
for p in x: | ||
if p % 2: | ||
v_x_pos1[int((p - 1) / 2)].x = x[p].x / L | ||
v_x_pos1[int((p - 1) / 2)].y = (v[p].x) / 10 + 0.5 | ||
else: | ||
v_x_pos2[int(p / 2)].x = x[p].x / L | ||
v_x_pos2[int(p / 2)].y = (v[p].x) / 10 + 0.5 | ||
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def main(): | ||
initialize() | ||
gui = ti.GUI("Shortest PIC", (800, 800)) | ||
while not gui.get_event(ti.GUI.ESCAPE, ti.GUI.EXIT): | ||
for s in range(substepping): | ||
substep() | ||
vx_pos() | ||
gui.circles(v_x_pos1.to_numpy(), color=0x0000ff, radius=2) | ||
gui.circles(v_x_pos2.to_numpy(), color=0xff0000, radius=2) | ||
gui.show() | ||
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if __name__ == '__main__': | ||
main() |