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@andiac
Last active July 21, 2022 21:02
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This is a direct integrator for Mitsuba 3
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{
"cells": [
{
"cell_type": "markdown",
"id": "aed9b8d8",
"metadata": {},
"source": [
"This is a Python direct intergrator implementation for Mitsuba 3, which is migrated from https://github.com/mitsuba-renderer/mitsuba2/blob/master/docs/examples/03_direct_integrator/direct_integrator.py "
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "5da08c2d",
"metadata": {},
"outputs": [],
"source": [
"import drjit as dr\n",
"import mitsuba as mi\n",
"import numpy as np\n",
"\n",
"mi.set_variant('llvm_ad_rgb')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "befd13f7",
"metadata": {},
"outputs": [],
"source": [
"def mis_weight(pdf_a, pdf_b):\n",
" pdf_a *= pdf_a\n",
" pdf_b *= pdf_b\n",
" return dr.select(pdf_a > 0.0, pdf_a / (pdf_a + pdf_b), mi.Float(0.0))\n",
"\n",
"def integrator_sample(scene, sampler, rays, medium, active=True):\n",
" si = scene.ray_intersect(rays)\n",
" active = si.is_valid() & active\n",
"\n",
" # Visible emitters\n",
" emitter_vis = si.emitter(scene, active)\n",
" result = dr.select(active, emitter_vis.eval(si, active), mi.Color3f(0.0))\n",
" \n",
" ctx = mi.BSDFContext()\n",
" bsdf = si.bsdf(rays)\n",
" \n",
" # Emitter sampling\n",
" sample_emitter = active & mi.has_flag(bsdf.flags(), mi.BSDFFlags.Smooth)\n",
" ds, emitter_val = scene.sample_emitter_direction(si, sampler.next_2d(sample_emitter), True, sample_emitter)\n",
" active_e = sample_emitter & dr.neq(ds.pdf, 0.0)\n",
" wo = si.to_local(ds.d)\n",
" bsdf_val = bsdf.eval(ctx, si, wo, active_e)\n",
" bsdf_pdf = bsdf.pdf(ctx, si, wo, active_e)\n",
" mis = dr.select(ds.delta, mi.Float(1), mis_weight(ds.pdf, bsdf_pdf))\n",
" result += dr.select(active_e, emitter_val * bsdf_val * mis, mi.Color3f(0.0))\n",
"\n",
" # BSDF sampling\n",
" active_b = active\n",
" bs, bsdf_val = bsdf.sample(ctx, si, sampler.next_1d(active), sampler.next_2d(active), active_b)\n",
" si_bsdf = scene.ray_intersect(si.spawn_ray(si.to_world(bs.wo)), active_b)\n",
" emitter = si_bsdf.emitter(scene, active_b)\n",
" active_b &= dr.neq(emitter, None)\n",
" emitter_val = emitter.eval(si_bsdf, active_b)\n",
" delta = mi.has_flag(bs.sampled_type, mi.BSDFFlags.Delta)\n",
" ds = mi.DirectionSample3f(scene, si, si_bsdf)\n",
" ds.emitter = emitter\n",
" emitter_pdf = dr.select(delta, mi.Float(0.0), scene.pdf_emitter_direction(si, ds, active_b))\n",
" result += dr.select(active_b, bsdf_val * emitter_val * mis_weight(bs.pdf, emitter_pdf), mi.Color3f(0.0))\n",
" return result, si.is_valid()\n",
" \n",
"class MyDirectIntegrator(mi.SamplingIntegrator):\n",
" def __init__(self, props):\n",
" mi.SamplingIntegrator.__init__(self, props)\n",
" self.max_depth = props[\"max_depth\"]\n",
"\n",
" def sample(self, scene, sampler, ray, medium, active):\n",
" result, is_valid = integrator_sample(scene, sampler, ray, medium, active)\n",
" return result, is_valid, []\n",
"\n",
" def aov_names(self):\n",
" return []\n",
"\n",
" def to_string(self):\n",
" return \"MyDirectIntegrator[]\"\n",
"\n",
"mi.register_integrator(\"mydirectintegrator\", lambda props: MyDirectIntegrator(props))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "39afe27d",
"metadata": {},
"outputs": [
{
"data": {
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\"width=\"250vm\" />"
],
"text/plain": [
"Bitmap[\n",
" pixel_format = rgb,\n",
" component_format = float32,\n",
" size = [196, 196],\n",
" srgb_gamma = 1,\n",
" struct = Struct<12>[\n",
" float32 R; // @0, gamma, premultiplied alpha\n",
" float32 G; // @4, gamma, premultiplied alpha\n",
" float32 B; // @8, gamma, premultiplied alpha\n",
" ],\n",
" data = [ 450 KiB of image data ]\n",
"]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scene = mi.load_file('../scenes/cbox.xml', res=196, integrator='mydirectintegrator')\n",
"image = mi.render(scene)\n",
"mi.Bitmap(image).convert(srgb_gamma=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f3c4b652",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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