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[example] Add order-independent transparency example #6829

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159 changes: 159 additions & 0 deletions python/taichi/examples/rendering/oit_renderer.py
Original file line number Diff line number Diff line change
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# A demo of order-independent transparency using Taichi
# Reference: https://github.com/nvpro-samples/vk_order_independent_transparency
import taichi as ti
from taichi.math import clamp, mix, normalize, vec3, vec4

ti.init(arch=ti.cuda)
res = (1000, 1000)
color_buffer = ti.Vector.field(3, dtype=ti.f32, shape=res)

eps = 1e-4
inf = 1e10
fov = 0.5
aspect_ratio = res[0] / res[1]

alpha_min = 0.2
alpha_width = 0.3
camera_pos = vec3(0, 0, 5)

Hit = ti.types.struct(pos=vec3, normal=vec3, color=vec4, depth=float)
Sphere = ti.types.struct(center=vec3, radius=float, color=vec4)
ColorWithDepth = ti.types.struct(color=vec4, depth=float)
Light = ti.types.struct(pos=vec3, dir=vec3)

background_color = vec4(0.2, 0.2, 0.2, 1)

spheres = Sphere.field()
ti.root.dynamic(ti.j, 1024, chunk_size=64).place(spheres)
colors_in_pixel = ColorWithDepth.field()
ti.root.dense(ti.ij, res).dynamic(ti.k, 2048,
chunk_size=64).place(colors_in_pixel)


@ti.func
def gooch_lighting(normal: ti.template()):
light = normalize(vec3(-1, 2, 1))
warmth = normal * light * 0.5 + 0.5
return mix(vec3(0, 0.25, 0.75), vec3(1, 1, 1), warmth)


@ti.func
def shading(hit: ti.template()):
colorRGB = hit.color.rgb * gooch_lighting(hit.normal)
alpha = clamp(alpha_min + hit.color.a * alpha_width, 0, 1)
return vec4(colorRGB, alpha)


@ti.func
def intersect_sphere(light: ti.template(), sphere: ti.template()):
hit_pos1 = vec3(0)
hit_pos2 = vec3(0)
normal1 = vec3(0)
normal2 = vec3(0)
dist1 = inf
dist2 = inf
l = sphere.center - light.pos
l2 = l.dot(l)
r2 = sphere.radius * sphere.radius
tp = l.dot(light.dir)
out_of_sphere = (l2 > r2)
may_have_intersection = True
if -eps < l2 - r2 < eps:
if -eps < tp < eps:
may_have_intersection = False
out_of_sphere = tp < 0
if tp < 0 and out_of_sphere:
may_have_intersection = False
if may_have_intersection:
d2 = l2 - tp * tp
if d2 <= r2:
tt = ti.sqrt(r2 - d2)
t1 = tp - tt
if t1 > 0:
hit_pos1 = light.pos + light.dir * t1
dist1 = t1
normal1 = normalize(hit_pos1 - sphere.center)
t2 = tp + tt
if t2 > 0:
hit_pos2 = light.pos + light.dir * t2
dist2 = t2
normal2 = normalize(hit_pos2 - sphere.center)
return Hit(pos=hit_pos1, normal=normal1, color=sphere.color, depth=dist1), \
Hit(pos=hit_pos2, normal=normal2, color=sphere.color, depth=dist2)


@ti.func
def get_intersections(u, v, light: ti.template()):
colors_in_pixel[u, v].deactivate()
for i in range(spheres.length()):
hit1, hit2 = intersect_sphere(light, spheres[i])
if hit1.depth < inf:
colors_in_pixel[u, v].append(
ColorWithDepth(color=shading(hit1), depth=hit1.depth))
if hit2.depth < inf:
colors_in_pixel[u, v].append(
ColorWithDepth(color=shading(hit2), depth=hit2.depth))


@ti.func
def bubble_sort(u, v):
l = colors_in_pixel[u, v].length()
for i in range(l - 1):
for j in range(l - 1 - i):
if colors_in_pixel[u, v, j].depth > colors_in_pixel[u, v,
j + 1].depth:
tmp = colors_in_pixel[u, v, j]
colors_in_pixel[u, v, j] = colors_in_pixel[u, v, j + 1]
colors_in_pixel[u, v, j + 1] = tmp


@ti.func
def blend(color: ti.template(), base_color: ti.template()):
color.rgb += (1 - color.a) * base_color.rgb * base_color.a
color.a += (1 - color.a) * base_color.a


@ti.func
def get_color(u, v):
bubble_sort(u, v)
color = vec4(0)
for i in range(colors_in_pixel[u, v].length()):
blend(color, colors_in_pixel[u, v, i].color)
blend(color, background_color)
return color


stratify_res = 5
inv_stratify = 1.0 / stratify_res


@ti.kernel
def render():
for i in range(256):
spheres.append(
Sphere(
vec3(ti.random() * 3 - 1.5,
ti.random() * 3 - 1.5,
ti.random() * 3 - 1.5),
ti.random() * 0.2 + 0.1,
(ti.random(), ti.random(), ti.random(), ti.random())))

for u, v in color_buffer:
ray_dir = vec3((2 * (u + 0.5) / res[0] - 1) * aspect_ratio,
(2 * (v + 0.5) / res[1] - 1), -1.0 / fov)
ray_dir = normalize(ray_dir)
get_intersections(u, v, Light(pos=camera_pos, dir=ray_dir))
color = get_color(u, v)
color_buffer[u, v] = ti.pow(color.rgb * color.a, 1 / 2.2)


def main():
gui = ti.GUI('OIT', res, fast_gui=True)
render()
gui.set_image(color_buffer)
while gui.running:
gui.show()


if __name__ == '__main__':
main()