From eac8d16e33bf7cd6cc21b831a5d4a1524eabacfe Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Tue, 16 Dec 2025 15:37:39 +0100
Subject: [PATCH 01/26] init

---
 .../rendering/radiance-compute/index.html     |   1 +
 .../rendering/radiance-compute/index.ts       | 670 ++++++++++++++++++
 .../rendering/radiance-compute/meta.json      |   5 +
 3 files changed, 676 insertions(+)
 create mode 100644 apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html
 create mode 100644 apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
 create mode 100644 apps/typegpu-docs/src/examples/rendering/radiance-compute/meta.json

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html
new file mode 100644
index 0000000000..aa8cc321b3
--- /dev/null
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html
@@ -0,0 +1 @@
+<canvas></canvas>
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
new file mode 100644
index 0000000000..79db569e7b
--- /dev/null
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
@@ -0,0 +1,670 @@
+import tgpu from 'typegpu';
+import { fullScreenTriangle } from 'typegpu/common';
+import * as d from 'typegpu/data';
+import * as std from 'typegpu/std';
+import * as sdf from '@typegpu/sdf';
+
+const root = await tgpu.init();
+const canvas = document.querySelector('canvas') as HTMLCanvasElement;
+const context = canvas.getContext('webgpu') as GPUCanvasContext;
+const presentationFormat = navigator.gpu.getPreferredCanvasFormat();
+
+context.configure({
+  device: root.device,
+  format: presentationFormat,
+  alphaMode: 'opaque',
+});
+
+const dim = 2048;
+const cascadeAmount = Math.log2(dim / 8);
+const baseProbes = dim / 8;
+const baseRaysDim = dim / baseProbes;
+
+const cascadesTexture = root['~unstable']
+  .createTexture({
+    size: [dim, dim, cascadeAmount],
+    format: 'rgba16float',
+  })
+  .$usage('storage', 'sampled');
+
+const mergedTexture = root['~unstable']
+  .createTexture({
+    size: [dim, dim, cascadeAmount - 1],
+    format: 'rgba16float',
+  })
+  .$usage('storage', 'sampled');
+
+const mergeBindGroupLayout = tgpu.bindGroupLayout({
+  t1: { storageTexture: d.textureStorage2d('rgba16float', 'read-only') },
+  t2: { storageTexture: d.textureStorage2d('rgba16float', 'read-only') },
+  dst: { storageTexture: d.textureStorage2d('rgba16float', 'write-only') },
+});
+
+const mergeBindGroups = Array.from(
+  { length: cascadeAmount - 1 },
+  (_, n) => {
+    const layer = cascadeAmount - 2 - n;
+
+    return root.createBindGroup(mergeBindGroupLayout, {
+      t1: cascadesTexture.createView(
+        d.textureStorage2d('rgba16float', 'read-only'),
+        { baseArrayLayer: layer, arrayLayerCount: 1 },
+      ),
+      t2: (layer === cascadeAmount - 2 ? cascadesTexture : mergedTexture)
+        .createView(
+          d.textureStorage2d('rgba16float', 'read-only'),
+          { baseArrayLayer: layer + 1, arrayLayerCount: 1 },
+        ),
+      dst: mergedTexture.createView(
+        d.textureStorage2d('rgba16float', 'write-only'),
+        { baseArrayLayer: layer, arrayLayerCount: 1 },
+      ),
+    });
+  },
+);
+
+const writeView = cascadesTexture.createView(
+  d.textureStorage2dArray('rgba16float', 'write-only'),
+);
+const renderView = cascadesTexture.createView(d.texture2dArray());
+
+const nearestSampler = root['~unstable'].createSampler({
+  magFilter: 'nearest',
+  minFilter: 'nearest',
+});
+
+const radianceFieldTex = root['~unstable']
+  .createTexture({
+    size: [baseProbes, baseProbes],
+    format: 'rgba16float',
+  })
+  .$usage('storage', 'sampled');
+
+const radianceFieldView = radianceFieldTex.createView(d.texture2d());
+
+const radianceFieldStoreView = radianceFieldTex.createView(
+  d.textureStorage2d('rgba16float', 'write-only'),
+);
+
+const mergedCascade0RO = mergedTexture.createView(
+  d.textureStorage2d('rgba16float', 'read-only'),
+  { baseArrayLayer: 0, arrayLayerCount: 1 },
+);
+
+const buildRadianceFieldBGL = tgpu.bindGroupLayout({
+  src: { storageTexture: d.textureStorage2d('rgba16float', 'read-only') },
+  dst: { storageTexture: d.textureStorage2d('rgba16float', 'write-only') },
+});
+
+const buildRadianceFieldBG = root.createBindGroup(buildRadianceFieldBGL, {
+  src: mergedCascade0RO,
+  dst: radianceFieldStoreView,
+});
+
+const radianceSampler = root['~unstable'].createSampler({
+  magFilter: 'linear',
+  minFilter: 'linear',
+});
+
+const indexUniform = root.createUniform(d.u32, 0);
+const raysDimUniform = root.createUniform(d.f32, baseRaysDim);
+const mousePosUniform = root.createUniform(d.vec2f);
+const lightPosUniform = root.createUniform(d.vec2f);
+const pickerPosUniform = root.createUniform(d.vec2f);
+const mergeRaysDimUniform = root.createUniform(d.u32, baseRaysDim);
+
+let currentCascadeIndex = 0;
+let lightPos = { x: 0.5, y: 0.5 };
+let pickerPos = { x: 0.5, y: 0.5 };
+
+lightPosUniform.write(d.vec2f(lightPos.x, lightPos.y));
+pickerPosUniform.write(d.vec2f(pickerPos.x, pickerPos.y));
+
+const dirToAngle = (dir: d.v2f) => {
+  'use gpu';
+  const angle = std.atan2(-dir.y, dir.x);
+  const pi = d.f32(Math.PI);
+  const tau = d.f32(Math.PI * 2);
+  const t = (angle + pi) / tau;
+  return t;
+};
+
+const posToDir = (localPos: d.v2u, raysDim: number) => {
+  'use gpu';
+  const ix = d.f32(localPos.x);
+  const iy = d.f32(localPos.y);
+  const rd = d.f32(raysDim);
+
+  const rayIndex = iy * rd + ix + 0.5;
+  const rayCount = rd * rd;
+
+  const pi = d.f32(Math.PI);
+  const tau = d.f32(Math.PI * 2);
+  const angle = (rayIndex / rayCount) * tau - pi;
+  return d.vec2f(std.cos(angle), -std.sin(angle));
+};
+
+const LocalPos = d.struct({
+  probeCoord: d.vec2u,
+  local: d.vec2u,
+});
+
+const globalToLocal = (gid: d.v2u, raysDim: number) => {
+  'use gpu';
+  const probeCoord = d.vec2u(gid.x / raysDim, gid.y / raysDim);
+  const local = d.vec2u(gid.x % raysDim, gid.y % raysDim);
+  return LocalPos({ probeCoord, local });
+};
+
+const sceneOccluderSDF = (p: d.v2f) => {
+  'use gpu';
+  const occluder1 = sdf.sdBox2d(p.sub(d.vec2f(0.3, 0.3)), d.vec2f(0.08, 0.15));
+  const occluder2 = sdf.sdBox2d(p.sub(d.vec2f(0.7, 0.6)), d.vec2f(0.12, 0.08));
+  const occluder3 = sdf.sdDisk(p.sub(d.vec2f(0.5, 0.75)), d.f32(0.1));
+  return std.min(std.min(occluder1, occluder2), occluder3);
+};
+
+const debugFrag = tgpu['~unstable'].fragmentFn({
+  in: { uv: d.vec2f },
+  out: d.vec4f,
+})(({ uv }) => {
+  const color = std.textureSample(
+    renderView.$,
+    nearestSampler.$,
+    uv,
+    indexUniform.$,
+  );
+
+  if (std.distance(lightPosUniform.$, uv) < 0.06) {
+    return d.vec4f(1, 0, 0, 1);
+  }
+  if (std.distance(pickerPosUniform.$, uv) < 0.006) {
+    return d.vec4f(0, 0, 1, 1);
+  }
+
+  const raysDim = raysDimUniform.$;
+
+  const dir = std.normalize(mousePosUniform.$.sub(pickerPosUniform.$));
+  const t = dirToAngle(dir);
+
+  const raysPerProbe = raysDim * raysDim;
+  let rayIndex = std.floor(t * raysPerProbe);
+  rayIndex = std.min(rayIndex, raysPerProbe - 1);
+
+  const iy = std.floor(rayIndex / raysDim);
+  const ix = rayIndex - iy * raysDim;
+
+  const cpPx = std.floor(pickerPosUniform.$.mul(dim));
+  const probeOrigin = std.floor(cpPx.div(raysDim)).mul(raysDim);
+  const highlightPx = probeOrigin.add(d.vec2f(ix, iy));
+
+  const fragPx = std.floor(uv.mul(dim));
+
+  if (fragPx.x === highlightPx.x && fragPx.y === highlightPx.y) {
+    return d.vec4f(1, 1, 0, 1);
+  }
+
+  return color;
+});
+
+const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
+  workgroupSize: [8, 8],
+  in: { gid: d.builtin.globalInvocationId },
+})(({ gid }) => {
+  if (gid.x >= baseProbes || gid.y >= baseProbes) {
+    return;
+  }
+
+  const raysDim = d.u32(baseRaysDim);
+  const probe = d.vec2u(gid.x, gid.y);
+
+  let sum = d.vec3f(0.0);
+
+  let y = d.u32(0);
+  while (y < raysDim) {
+    let x = d.u32(0);
+    while (x < raysDim) {
+      const atlasPx = probe.mul(raysDim).add(d.vec2u(x, y));
+      const ray = std.textureLoad(buildRadianceFieldBGL.$.src, atlasPx);
+      sum = sum.add(ray.xyz);
+      x = x + d.u32(1);
+    }
+    y = y + d.u32(1);
+  }
+
+  const rayCount = d.f32(raysDim * raysDim);
+  const avg = sum.div(rayCount);
+
+  std.textureStore(buildRadianceFieldBGL.$.dst, probe, d.vec4f(avg, 1.0));
+});
+
+const finalRadianceFieldFrag = tgpu['~unstable'].fragmentFn({
+  in: { uv: d.vec2f },
+  out: d.vec4f,
+})(({ uv }) => {
+  const field = std.textureSample(radianceFieldView.$, radianceSampler.$, uv)
+    .xyz;
+
+  // Add emissive light disk
+  const lightRadiusUv = 0.05;
+  const aa = d.f32(0.75) / d.f32(dim);
+
+  const lightDist = sdf.sdDisk(uv.sub(lightPosUniform.$), lightRadiusUv);
+  const lightMask = d.f32(1.0) - std.smoothstep(d.f32(0.0), aa, lightDist);
+  const light = d.vec3f(lightMask);
+
+  // Draw occluders
+  const occluderDist = sceneOccluderSDF(uv);
+  const occluderMask = d.f32(1.0) -
+    std.smoothstep(d.f32(0.0), aa, occluderDist);
+
+  // Composite: radiance field + light, then occluders on top
+  let outRgb = std.min(field.add(light), d.vec3f(1.0));
+  outRgb = std.mix(outRgb, d.vec3f(0.0), occluderMask);
+
+  return d.vec4f(outRgb, 1.0);
+});
+
+const rayMarchCompute = tgpu['~unstable'].computeFn({
+  workgroupSize: [8, 8],
+  in: { gid: d.builtin.globalInvocationId },
+})(({ gid }) => {
+  if (gid.x >= dim || gid.y >= dim) {
+    return;
+  }
+
+  const lightPos = lightPosUniform.$;
+  const lightRadiusUv = 0.05;
+  const lightColor = d.vec3f(1);
+
+  const interval0Px = d.f32(baseRaysDim);
+
+  let probes = d.u32(baseProbes);
+  let textureIndex = d.u32(0);
+
+  while (probes > 1) {
+    const raysDim = d.u32(dim) / probes;
+
+    const lp = globalToLocal(gid.xy, raysDim);
+    const dir = posToDir(lp.local, raysDim);
+
+    const probePos = d.vec2f(lp.probeCoord).add(0.5).div(d.f32(probes));
+
+    // Radiance interval shell for this cascade: [t_i, t_{i+1}]
+    // t_i = L0 * (4^i - 1) / 3, length_i = L0 * 4^i
+    const c = d.f32(textureIndex);
+    const pow4 = std.pow(d.f32(4.0), c);
+
+    const startPx = interval0Px * (pow4 - d.f32(1.0)) / d.f32(3.0);
+    const lengthPx = interval0Px * pow4;
+    const startUv = startPx / d.f32(dim);
+    const endUv = (startPx + lengthPx) / d.f32(dim);
+
+    let rgb = d.vec3f();
+    // Transmittance: 1 = transparent (miss), 0 = blocked (hit)
+    let T = d.f32(1);
+
+    let t = startUv;
+
+    const eps = d.f32(0.5) / d.f32(dim);
+    const minStep = d.f32(0.25) / d.f32(dim);
+    let step = d.u32(0);
+    const maxSteps = d.u32(96);
+
+    while (step < maxSteps) {
+      if (t > endUv) {
+        break;
+      }
+
+      const p = probePos.add(dir.mul(t));
+
+      if (p.x < 0.0 || p.x > 1.0 || p.y < 0.0 || p.y > 1.0) {
+        rgb = d.vec3f(0.0);
+        T = d.f32(0.0);
+        break;
+      }
+
+      // Check occluders first
+      const occluderDist = sceneOccluderSDF(p);
+
+      if (occluderDist <= eps) {
+        rgb = d.vec3f(0.0);
+        T = d.f32(0.0);
+        break;
+      }
+
+      // Check light source
+      const lightDist = sdf.sdDisk(p.sub(lightPos), lightRadiusUv);
+
+      if (lightDist <= eps) {
+        rgb = d.vec3f(lightColor);
+        T = d.f32(0.0);
+        break;
+      }
+
+      // Use minimum distance for sphere tracing
+      const dist = std.min(occluderDist, lightDist);
+      t = t + std.max(dist, minStep);
+      step = step + d.u32(1);
+    }
+
+    const cascadeIndex = d.u32(textureIndex);
+    std.textureStore(writeView.$, gid.xy, cascadeIndex, d.vec4f(rgb, T));
+
+    probes = probes / d.u32(2);
+    textureIndex = textureIndex + d.u32(1);
+  }
+});
+
+// --- Merge compute shader ---
+// Merge cascade N (t1) with already-merged cascade N+1 (t2), output to dst.
+// - probes(N+1) = probes(N) / 2  -> bilinear between 4 surrounding probes
+// - raysDim(N+1) = raysDim(N) * 2 -> average 4 consecutive child rays (1D angular)
+const mergeCompute = tgpu['~unstable'].computeFn({
+  workgroupSize: [8, 8],
+  in: { gid: d.builtin.globalInvocationId },
+})(({ gid }) => {
+  if (gid.x >= dim || gid.y >= dim) {
+    return;
+  }
+
+  const nDim = mergeRaysDimUniform.$; // raysDim for cascade N (u32)
+  const uDim = nDim * d.u32(2); // raysDim for cascade N+1 (u32)
+
+  // Current ray (cascade N)
+  const rayN = std.textureLoad(mergeBindGroupLayout.$.t1, gid.xy);
+
+  // If near interval is blocking (T ~= 0), it fully determines the result.
+  // T is stored in .w: 0 = blocked, 1 = transparent
+  if (rayN.w <= 0.001) {
+    std.textureStore(mergeBindGroupLayout.$.dst, gid.xy, rayN);
+    return;
+  }
+
+  const probeCoordN = d.vec2u(gid.x / nDim, gid.y / nDim);
+  const localN = d.vec2u(gid.x % nDim, gid.y % nDim);
+
+  // Upper probe grid sizes
+  const probesN = d.u32(dim) / nDim;
+  const probesU = probesN / d.u32(2);
+
+  // Handle edge case when probesU is very small
+  const maxProbeIdx = std.max(probesU, d.u32(1)) - d.u32(1);
+
+  // Base upper probe index and bilinear weights
+  const ux0 = std.min(probeCoordN.x / d.u32(2), maxProbeIdx);
+  const uy0 = std.min(probeCoordN.y / d.u32(2), maxProbeIdx);
+
+  const ux1 = std.min(ux0 + d.u32(1), maxProbeIdx);
+  const uy1 = std.min(uy0 + d.u32(1), maxProbeIdx);
+
+  const rx = probeCoordN.x % d.u32(2);
+  const ry = probeCoordN.y % d.u32(2);
+
+  // Bilinear weights
+  const fx = (d.f32(rx) + d.f32(0.5)) * d.f32(0.5);
+  const fy = (d.f32(ry) + d.f32(0.5)) * d.f32(0.5);
+
+  // 4:1 angular merge using 1D angular indexing
+  // Parent angular index in 1D order
+  const angN = localN.y * nDim + localN.x;
+  const childBase = angN * d.u32(4);
+
+  // Bounds for clamping texture coordinates
+  const minCoord = d.vec2u(0, 0);
+  const maxCoord = d.vec2u(dim - 1, dim - 1);
+
+  const originTL = d.vec2u(ux0 * uDim, uy0 * uDim);
+  const originTR = d.vec2u(ux1 * uDim, uy0 * uDim);
+  const originBL = d.vec2u(ux0 * uDim, uy1 * uDim);
+  const originBR = d.vec2u(ux1 * uDim, uy1 * uDim);
+
+  // Sample 4 consecutive child rays for TL probe
+  const child0 = childBase;
+  const child1 = childBase + d.u32(1);
+  const child2 = childBase + d.u32(2);
+  const child3 = childBase + d.u32(3);
+
+  const childLocal0 = d.vec2u(child0 % uDim, child0 / uDim);
+  const childLocal1 = d.vec2u(child1 % uDim, child1 / uDim);
+  const childLocal2 = d.vec2u(child2 % uDim, child2 / uDim);
+  const childLocal3 = d.vec2u(child3 % uDim, child3 / uDim);
+
+  // TL probe
+  const rTL0 = std.textureLoad(
+    mergeBindGroupLayout.$.t2,
+    std.clamp(originTL.add(childLocal0), minCoord, maxCoord),
+  );
+  const rTL1 = std.textureLoad(
+    mergeBindGroupLayout.$.t2,
+    std.clamp(originTL.add(childLocal1), minCoord, maxCoord),
+  );
+  const rTL2 = std.textureLoad(
+    mergeBindGroupLayout.$.t2,
+    std.clamp(originTL.add(childLocal2), minCoord, maxCoord),
+  );
+  const rTL3 = std.textureLoad(
+    mergeBindGroupLayout.$.t2,
+    std.clamp(originTL.add(childLocal3), minCoord, maxCoord),
+  );
+  const avgTL = rTL0.add(rTL1).add(rTL2).add(rTL3).mul(0.25);
+  const tTL = (rTL0.w + rTL1.w + rTL2.w + rTL3.w) * d.f32(0.25);
+  const TL = d.vec4f(avgTL.xyz, tTL);
+
+  // TR probe
+  const rTR0 = std.textureLoad(
+    mergeBindGroupLayout.$.t2,
+    std.clamp(originTR.add(childLocal0), minCoord, maxCoord),
+  );
+  const rTR1 = std.textureLoad(
+    mergeBindGroupLayout.$.t2,
+    std.clamp(originTR.add(childLocal1), minCoord, maxCoord),
+  );
+  const rTR2 = std.textureLoad(
+    mergeBindGroupLayout.$.t2,
+    std.clamp(originTR.add(childLocal2), minCoord, maxCoord),
+  );
+  const rTR3 = std.textureLoad(
+    mergeBindGroupLayout.$.t2,
+    std.clamp(originTR.add(childLocal3), minCoord, maxCoord),
+  );
+  const avgTR = rTR0.add(rTR1).add(rTR2).add(rTR3).mul(0.25);
+  const tTR = (rTR0.w + rTR1.w + rTR2.w + rTR3.w) * d.f32(0.25);
+  const TR = d.vec4f(avgTR.xyz, tTR);
+
+  // BL probe
+  const rBL0 = std.textureLoad(
+    mergeBindGroupLayout.$.t2,
+    std.clamp(originBL.add(childLocal0), minCoord, maxCoord),
+  );
+  const rBL1 = std.textureLoad(
+    mergeBindGroupLayout.$.t2,
+    std.clamp(originBL.add(childLocal1), minCoord, maxCoord),
+  );
+  const rBL2 = std.textureLoad(
+    mergeBindGroupLayout.$.t2,
+    std.clamp(originBL.add(childLocal2), minCoord, maxCoord),
+  );
+  const rBL3 = std.textureLoad(
+    mergeBindGroupLayout.$.t2,
+    std.clamp(originBL.add(childLocal3), minCoord, maxCoord),
+  );
+  const avgBL = rBL0.add(rBL1).add(rBL2).add(rBL3).mul(0.25);
+  const tBL = (rBL0.w + rBL1.w + rBL2.w + rBL3.w) * d.f32(0.25);
+  const BL = d.vec4f(avgBL.xyz, tBL);
+
+  // BR probe
+  const rBR0 = std.textureLoad(
+    mergeBindGroupLayout.$.t2,
+    std.clamp(originBR.add(childLocal0), minCoord, maxCoord),
+  );
+  const rBR1 = std.textureLoad(
+    mergeBindGroupLayout.$.t2,
+    std.clamp(originBR.add(childLocal1), minCoord, maxCoord),
+  );
+  const rBR2 = std.textureLoad(
+    mergeBindGroupLayout.$.t2,
+    std.clamp(originBR.add(childLocal2), minCoord, maxCoord),
+  );
+  const rBR3 = std.textureLoad(
+    mergeBindGroupLayout.$.t2,
+    std.clamp(originBR.add(childLocal3), minCoord, maxCoord),
+  );
+  const avgBR = rBR0.add(rBR1).add(rBR2).add(rBR3).mul(0.25);
+  const tBR = (rBR0.w + rBR1.w + rBR2.w + rBR3.w) * d.f32(0.25);
+  const BR = d.vec4f(avgBR.xyz, tBR);
+
+  // Bilinear interpolation in probe space
+  const one = d.f32(1.0);
+  const top = TL.mul(one - fx).add(TR.mul(fx));
+  const bot = BL.mul(one - fx).add(BR.mul(fx));
+  const upper = top.mul(one - fy).add(bot.mul(fy));
+
+  // Merge: near interval transmits (T > 0), so add far interval's radiance
+  // weighted by near's transmittance
+  const outRgb = rayN.xyz.add(upper.xyz.mul(rayN.w));
+  const outT = rayN.w * upper.w;
+  std.textureStore(mergeBindGroupLayout.$.dst, gid.xy, d.vec4f(outRgb, outT));
+});
+
+const rayMarchPipeline = root['~unstable']
+  .withCompute(rayMarchCompute)
+  .createPipeline();
+
+const mergePipeline = root['~unstable']
+  .withCompute(mergeCompute)
+  .createPipeline();
+
+const buildRadianceFieldPipeline = root['~unstable']
+  .withCompute(buildRadianceFieldCompute)
+  .createPipeline();
+
+function buildRadianceField() {
+  buildRadianceFieldPipeline
+    .with(buildRadianceFieldBG)
+    .dispatchWorkgroups(
+      Math.ceil(baseProbes / 8),
+      Math.ceil(baseProbes / 8),
+    );
+}
+
+function mergeAllCascades() {
+  for (let n = 0; n < mergeBindGroups.length; n++) {
+    const layer = cascadeAmount - 2 - n;
+    const probes = baseProbes >> layer;
+    const raysDim = dim / probes;
+
+    mergeRaysDimUniform.write(raysDim);
+
+    mergePipeline
+      .with(mergeBindGroups[n])
+      .dispatchWorkgroups(Math.ceil(dim / 8), Math.ceil(dim / 8));
+  }
+}
+
+function updateLighting() {
+  rayMarchPipeline.dispatchWorkgroups(Math.ceil(dim / 8), Math.ceil(dim / 8));
+  mergeAllCascades();
+  buildRadianceField();
+}
+updateLighting();
+
+const renderPipeline = root['~unstable']
+  .withVertex(fullScreenTriangle)
+  .withFragment(finalRadianceFieldFrag, { format: presentationFormat })
+  .createPipeline();
+
+let frameId: number;
+function frame() {
+  renderPipeline
+    .withColorAttachment({
+      view: context.getCurrentTexture().createView(),
+      loadOp: 'clear',
+      storeOp: 'store',
+    })
+    .draw(3);
+  frameId = requestAnimationFrame(frame);
+}
+frameId = requestAnimationFrame(frame);
+
+function snapPickerToProbeCenter(uv: { x: number; y: number }, index: number) {
+  const probes = baseProbes >> index;
+  const raysDim = dim / probes;
+
+  const px = Math.max(0, Math.min(dim - 1, Math.floor(uv.x * dim)));
+  const py = Math.max(0, Math.min(dim - 1, Math.floor(uv.y * dim)));
+
+  const bx = Math.floor(px / raysDim);
+  const by = Math.floor(py / raysDim);
+
+  const cx = bx * raysDim + Math.floor(raysDim / 2);
+  const cy = by * raysDim + Math.floor(raysDim / 2);
+
+  return {
+    x: (cx + 0.5) / dim,
+    y: (cy + 0.5) / dim,
+  };
+}
+
+function setCascadeIndex(index: number) {
+  const idx = Math.max(0, Math.min(cascadeAmount - 1, Math.floor(index)));
+  currentCascadeIndex = idx;
+
+  const probes = baseProbes >> idx;
+  const raysDim = dim / probes;
+  indexUniform.write(idx);
+  raysDimUniform.write(raysDim);
+
+  const snapped = snapPickerToProbeCenter(pickerPos, idx);
+  pickerPos = snapped;
+  pickerPosUniform.write(d.vec2f(pickerPos.x, pickerPos.y));
+}
+
+canvas.addEventListener('click', (event) => {
+  const rect = canvas.getBoundingClientRect();
+  const x = (event.clientX - rect.left) / rect.width;
+  const y = (event.clientY - rect.top) / rect.height;
+
+  if (event.shiftKey) {
+    const snapped = snapPickerToProbeCenter({ x, y }, currentCascadeIndex);
+    pickerPos = snapped;
+    pickerPosUniform.write(d.vec2f(pickerPos.x, pickerPos.y));
+    return;
+  }
+
+  lightPos = { x, y };
+  lightPosUniform.write(d.vec2f(lightPos.x, lightPos.y));
+  updateLighting();
+});
+
+canvas.addEventListener('mousemove', (event) => {
+  const rect = canvas.getBoundingClientRect();
+  const x = (event.clientX - rect.left) / rect.width;
+  const y = (event.clientY - rect.top) / rect.height;
+  mousePosUniform.write(d.vec2f(x, y));
+
+  if (event.buttons === 1) {
+    lightPos = { x, y };
+    lightPosUniform.write(d.vec2f(lightPos.x, lightPos.y));
+    updateLighting();
+  }
+});
+
+export const controls = {
+  'index': {
+    initial: 0,
+    min: 0,
+    max: cascadeAmount - 1,
+    step: 1,
+    onSliderChange: (value: number) => {
+      setCascadeIndex(value);
+    },
+  },
+};
+
+export function onCleanup() {
+  if (frameId !== null) {
+    cancelAnimationFrame(frameId);
+  }
+  root.destroy();
+}
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/meta.json b/apps/typegpu-docs/src/examples/rendering/radiance-compute/meta.json
new file mode 100644
index 0000000000..04c7353026
--- /dev/null
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/meta.json
@@ -0,0 +1,5 @@
+{
+  "title": "Compute Cascades",
+  "category": "rendering",
+  "tags": ["experimental", "3d"]
+}

From f75dd66f0d3e22b689adf527f1cfba679239ff88 Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Tue, 16 Dec 2025 16:42:57 +0100
Subject: [PATCH 02/26] first pass of fixes and simplifications

---
 .../rendering/radiance-compute/index.ts       | 244 ++++++++----------
 1 file changed, 104 insertions(+), 140 deletions(-)

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
index 79db569e7b..c6e9a82425 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
@@ -17,7 +17,7 @@ context.configure({
 
 const dim = 2048;
 const cascadeAmount = Math.log2(dim / 8);
-const baseProbes = dim / 8;
+const baseProbes = dim / 4;
 const baseRaysDim = dim / baseProbes;
 
 const cascadesTexture = root['~unstable']
@@ -106,20 +106,17 @@ const radianceSampler = root['~unstable'].createSampler({
   minFilter: 'linear',
 });
 
+let currentCascadeIndex = 0;
+let lightPos = d.vec2f(0.5);
+let pickerPos = d.vec2f(0.5);
+
 const indexUniform = root.createUniform(d.u32, 0);
 const raysDimUniform = root.createUniform(d.f32, baseRaysDim);
 const mousePosUniform = root.createUniform(d.vec2f);
-const lightPosUniform = root.createUniform(d.vec2f);
-const pickerPosUniform = root.createUniform(d.vec2f);
+const lightPosUniform = root.createUniform(d.vec2f, lightPos);
+const pickerPosUniform = root.createUniform(d.vec2f, pickerPos);
 const mergeRaysDimUniform = root.createUniform(d.u32, baseRaysDim);
 
-let currentCascadeIndex = 0;
-let lightPos = { x: 0.5, y: 0.5 };
-let pickerPos = { x: 0.5, y: 0.5 };
-
-lightPosUniform.write(d.vec2f(lightPos.x, lightPos.y));
-pickerPosUniform.write(d.vec2f(pickerPos.x, pickerPos.y));
-
 const dirToAngle = (dir: d.v2f) => {
   'use gpu';
   const angle = std.atan2(-dir.y, dir.x);
@@ -156,56 +153,68 @@ const globalToLocal = (gid: d.v2u, raysDim: number) => {
   return LocalPos({ probeCoord, local });
 };
 
-const sceneOccluderSDF = (p: d.v2f) => {
+const SceneResult = d.struct({
+  dist: d.f32,
+  color: d.vec3f,
+});
+
+const sceneSDF = (p: d.v2f) => {
   'use gpu';
   const occluder1 = sdf.sdBox2d(p.sub(d.vec2f(0.3, 0.3)), d.vec2f(0.08, 0.15));
   const occluder2 = sdf.sdBox2d(p.sub(d.vec2f(0.7, 0.6)), d.vec2f(0.12, 0.08));
   const occluder3 = sdf.sdDisk(p.sub(d.vec2f(0.5, 0.75)), d.f32(0.1));
-  return std.min(std.min(occluder1, occluder2), occluder3);
+  const minOccluder = std.min(occluder1, occluder2, occluder3);
+  const light = sdf.sdDisk(p.sub(lightPosUniform.$), d.f32(0.05));
+
+  if (light < minOccluder && minOccluder > 0) {
+    return SceneResult({ dist: light, color: d.vec3f(1) });
+  } else {
+    return SceneResult({ dist: minOccluder, color: d.vec3f(0) });
+  }
 };
 
-const debugFrag = tgpu['~unstable'].fragmentFn({
-  in: { uv: d.vec2f },
-  out: d.vec4f,
-})(({ uv }) => {
-  const color = std.textureSample(
-    renderView.$,
-    nearestSampler.$,
-    uv,
-    indexUniform.$,
-  );
+// const debugFrag = tgpu['~unstable'].fragmentFn({
+//   in: { uv: d.vec2f },
+//   out: d.vec4f,
+// })(({ uv }) => {
+//   const color = std.textureSample(
+//     renderView.$,
+//     nearestSampler.$,
+//     uv,
+//     indexUniform.$,
+//   );
 
-  if (std.distance(lightPosUniform.$, uv) < 0.06) {
-    return d.vec4f(1, 0, 0, 1);
-  }
-  if (std.distance(pickerPosUniform.$, uv) < 0.006) {
-    return d.vec4f(0, 0, 1, 1);
-  }
+//   if (std.distance(lightPosUniform.$, uv) < 0.06) {
+//     return d.vec4f(1, 0, 0, 1);
+//   }
+//   if (std.distance(pickerPosUniform.$, uv) < 0.006) {
+//     return d.vec4f(0, 0, 1, 1);
+//   }
 
-  const raysDim = raysDimUniform.$;
+//   const raysDim = raysDimUniform.$;
 
-  const dir = std.normalize(mousePosUniform.$.sub(pickerPosUniform.$));
-  const t = dirToAngle(dir);
+//   const dir = std.normalize(mousePosUniform.$.sub(pickerPosUniform.$));
+//   const t = dirToAngle(dir);
 
-  const raysPerProbe = raysDim * raysDim;
-  let rayIndex = std.floor(t * raysPerProbe);
-  rayIndex = std.min(rayIndex, raysPerProbe - 1);
+//   const raysPerProbe = raysDim * raysDim;
+//   let rayIndex = std.floor(t * raysPerProbe);
+//   rayIndex = std.min(rayIndex, raysPerProbe - 1);
 
-  const iy = std.floor(rayIndex / raysDim);
-  const ix = rayIndex - iy * raysDim;
+//   const iy = std.floor(rayIndex / raysDim);
+//   const ix = rayIndex - iy * raysDim;
 
-  const cpPx = std.floor(pickerPosUniform.$.mul(dim));
-  const probeOrigin = std.floor(cpPx.div(raysDim)).mul(raysDim);
-  const highlightPx = probeOrigin.add(d.vec2f(ix, iy));
+//   const cpPx = std.floor(pickerPosUniform.$.mul(dim));
+//   const probeOrigin = std.floor(cpPx.div(raysDim)).mul(raysDim);
+//   const highlightPx = probeOrigin.add(d.vec2f(ix, iy));
 
-  const fragPx = std.floor(uv.mul(dim));
+//   const fragPx = std.floor(uv.mul(dim));
 
-  if (fragPx.x === highlightPx.x && fragPx.y === highlightPx.y) {
-    return d.vec4f(1, 1, 0, 1);
-  }
+//   if (fragPx.x === highlightPx.x && fragPx.y === highlightPx.y) {
+//     return d.vec4f(1, 1, 0, 1);
+//   }
 
-  return color;
-});
+//   return color;
+// });
 
 const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
   workgroupSize: [8, 8],
@@ -216,9 +225,9 @@ const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
   }
 
   const raysDim = d.u32(baseRaysDim);
-  const probe = d.vec2u(gid.x, gid.y);
+  const probe = gid.xy;
 
-  let sum = d.vec3f(0.0);
+  let sum = d.vec3f();
 
   let y = d.u32(0);
   while (y < raysDim) {
@@ -227,9 +236,9 @@ const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
       const atlasPx = probe.mul(raysDim).add(d.vec2u(x, y));
       const ray = std.textureLoad(buildRadianceFieldBGL.$.src, atlasPx);
       sum = sum.add(ray.xyz);
-      x = x + d.u32(1);
+      x += 1;
     }
-    y = y + d.u32(1);
+    y += 1;
   }
 
   const rayCount = d.f32(raysDim * raysDim);
@@ -244,24 +253,7 @@ const finalRadianceFieldFrag = tgpu['~unstable'].fragmentFn({
 })(({ uv }) => {
   const field = std.textureSample(radianceFieldView.$, radianceSampler.$, uv)
     .xyz;
-
-  // Add emissive light disk
-  const lightRadiusUv = 0.05;
-  const aa = d.f32(0.75) / d.f32(dim);
-
-  const lightDist = sdf.sdDisk(uv.sub(lightPosUniform.$), lightRadiusUv);
-  const lightMask = d.f32(1.0) - std.smoothstep(d.f32(0.0), aa, lightDist);
-  const light = d.vec3f(lightMask);
-
-  // Draw occluders
-  const occluderDist = sceneOccluderSDF(uv);
-  const occluderMask = d.f32(1.0) -
-    std.smoothstep(d.f32(0.0), aa, occluderDist);
-
-  // Composite: radiance field + light, then occluders on top
-  let outRgb = std.min(field.add(light), d.vec3f(1.0));
-  outRgb = std.mix(outRgb, d.vec3f(0.0), occluderMask);
-
+  const outRgb = std.saturate(field);
   return d.vec4f(outRgb, 1.0);
 });
 
@@ -273,17 +265,12 @@ const rayMarchCompute = tgpu['~unstable'].computeFn({
     return;
   }
 
-  const lightPos = lightPosUniform.$;
-  const lightRadiusUv = 0.05;
-  const lightColor = d.vec3f(1);
-
   const interval0Px = d.f32(baseRaysDim);
-
   let probes = d.u32(baseProbes);
   let textureIndex = d.u32(0);
 
   while (probes > 1) {
-    const raysDim = d.u32(dim) / probes;
+    const raysDim = d.u32(dim / probes);
 
     const lp = globalToLocal(gid.xy, raysDim);
     const dir = posToDir(lp.local, raysDim);
@@ -293,23 +280,22 @@ const rayMarchCompute = tgpu['~unstable'].computeFn({
     // Radiance interval shell for this cascade: [t_i, t_{i+1}]
     // t_i = L0 * (4^i - 1) / 3, length_i = L0 * 4^i
     const c = d.f32(textureIndex);
-    const pow4 = std.pow(d.f32(4.0), c);
+    const pow4 = std.pow(4, c);
 
-    const startPx = interval0Px * (pow4 - d.f32(1.0)) / d.f32(3.0);
+    const startPx = interval0Px * (pow4 - 1) / 3;
     const lengthPx = interval0Px * pow4;
     const startUv = startPx / d.f32(dim);
     const endUv = (startPx + lengthPx) / d.f32(dim);
 
     let rgb = d.vec3f();
-    // Transmittance: 1 = transparent (miss), 0 = blocked (hit)
     let T = d.f32(1);
 
     let t = startUv;
 
-    const eps = d.f32(0.5) / d.f32(dim);
-    const minStep = d.f32(0.25) / d.f32(dim);
+    const eps = 0.5 / dim;
+    const minStep = 0.25 / dim;
     let step = d.u32(0);
-    const maxSteps = d.u32(96);
+    const maxSteps = d.u32(32);
 
     while (step < maxSteps) {
       if (t > endUv) {
@@ -317,49 +303,26 @@ const rayMarchCompute = tgpu['~unstable'].computeFn({
       }
 
       const p = probePos.add(dir.mul(t));
+      const occluderDist = sceneSDF(p);
 
-      if (p.x < 0.0 || p.x > 1.0 || p.y < 0.0 || p.y > 1.0) {
-        rgb = d.vec3f(0.0);
-        T = d.f32(0.0);
-        break;
-      }
-
-      // Check occluders first
-      const occluderDist = sceneOccluderSDF(p);
-
-      if (occluderDist <= eps) {
-        rgb = d.vec3f(0.0);
-        T = d.f32(0.0);
-        break;
-      }
-
-      // Check light source
-      const lightDist = sdf.sdDisk(p.sub(lightPos), lightRadiusUv);
-
-      if (lightDist <= eps) {
-        rgb = d.vec3f(lightColor);
-        T = d.f32(0.0);
+      if (occluderDist.dist <= eps) {
+        rgb = d.vec3f(occluderDist.color);
+        T = d.f32(0);
         break;
       }
 
-      // Use minimum distance for sphere tracing
-      const dist = std.min(occluderDist, lightDist);
-      t = t + std.max(dist, minStep);
-      step = step + d.u32(1);
+      t += std.max(occluderDist.dist, minStep);
+      step += 1;
     }
 
-    const cascadeIndex = d.u32(textureIndex);
+    const cascadeIndex = textureIndex;
     std.textureStore(writeView.$, gid.xy, cascadeIndex, d.vec4f(rgb, T));
 
-    probes = probes / d.u32(2);
-    textureIndex = textureIndex + d.u32(1);
+    probes /= 2;
+    textureIndex += 1;
   }
 });
 
-// --- Merge compute shader ---
-// Merge cascade N (t1) with already-merged cascade N+1 (t2), output to dst.
-// - probes(N+1) = probes(N) / 2  -> bilinear between 4 surrounding probes
-// - raysDim(N+1) = raysDim(N) * 2 -> average 4 consecutive child rays (1D angular)
 const mergeCompute = tgpu['~unstable'].computeFn({
   workgroupSize: [8, 8],
   in: { gid: d.builtin.globalInvocationId },
@@ -390,30 +353,31 @@ const mergeCompute = tgpu['~unstable'].computeFn({
 
   // Handle edge case when probesU is very small
   const maxProbeIdx = std.max(probesU, d.u32(1)) - d.u32(1);
+  const maxProbeIdxF = d.f32(maxProbeIdx);
 
-  // Base upper probe index and bilinear weights
-  const ux0 = std.min(probeCoordN.x / d.u32(2), maxProbeIdx);
-  const uy0 = std.min(probeCoordN.y / d.u32(2), maxProbeIdx);
+  // Map fine probe coord -> coarse probe coord in index space.
+  // Because probes are cell-centered, coarse centers are offset by 0.5 fine cell:
+  // u = (x_f * probesU) - 0.5  == (probeCoordN + 0.5)/2 - 0.5 == (probeCoordN - 0.5)/2
+  const uxf = (d.f32(probeCoordN.x) - d.f32(0.5)) * d.f32(0.5);
+  const uyf = (d.f32(probeCoordN.y) - d.f32(0.5)) * d.f32(0.5);
+
+  const ux0f = std.clamp(std.floor(uxf), d.f32(0.0), maxProbeIdxF);
+  const uy0f = std.clamp(std.floor(uyf), d.f32(0.0), maxProbeIdxF);
+
+  const ux0 = d.u32(ux0f);
+  const uy0 = d.u32(uy0f);
 
   const ux1 = std.min(ux0 + d.u32(1), maxProbeIdx);
   const uy1 = std.min(uy0 + d.u32(1), maxProbeIdx);
 
-  const rx = probeCoordN.x % d.u32(2);
-  const ry = probeCoordN.y % d.u32(2);
-
-  // Bilinear weights
-  const fx = (d.f32(rx) + d.f32(0.5)) * d.f32(0.5);
-  const fy = (d.f32(ry) + d.f32(0.5)) * d.f32(0.5);
+  const fx = std.clamp(uxf - d.f32(ux0), d.f32(0.0), d.f32(1.0));
+  const fy = std.clamp(uyf - d.f32(uy0), d.f32(0.0), d.f32(1.0));
 
   // 4:1 angular merge using 1D angular indexing
   // Parent angular index in 1D order
   const angN = localN.y * nDim + localN.x;
   const childBase = angN * d.u32(4);
 
-  // Bounds for clamping texture coordinates
-  const minCoord = d.vec2u(0, 0);
-  const maxCoord = d.vec2u(dim - 1, dim - 1);
-
   const originTL = d.vec2u(ux0 * uDim, uy0 * uDim);
   const originTR = d.vec2u(ux1 * uDim, uy0 * uDim);
   const originBL = d.vec2u(ux0 * uDim, uy1 * uDim);
@@ -433,19 +397,19 @@ const mergeCompute = tgpu['~unstable'].computeFn({
   // TL probe
   const rTL0 = std.textureLoad(
     mergeBindGroupLayout.$.t2,
-    std.clamp(originTL.add(childLocal0), minCoord, maxCoord),
+    originTL.add(childLocal0),
   );
   const rTL1 = std.textureLoad(
     mergeBindGroupLayout.$.t2,
-    std.clamp(originTL.add(childLocal1), minCoord, maxCoord),
+    originTL.add(childLocal1),
   );
   const rTL2 = std.textureLoad(
     mergeBindGroupLayout.$.t2,
-    std.clamp(originTL.add(childLocal2), minCoord, maxCoord),
+    originTL.add(childLocal2),
   );
   const rTL3 = std.textureLoad(
     mergeBindGroupLayout.$.t2,
-    std.clamp(originTL.add(childLocal3), minCoord, maxCoord),
+    originTL.add(childLocal3),
   );
   const avgTL = rTL0.add(rTL1).add(rTL2).add(rTL3).mul(0.25);
   const tTL = (rTL0.w + rTL1.w + rTL2.w + rTL3.w) * d.f32(0.25);
@@ -454,19 +418,19 @@ const mergeCompute = tgpu['~unstable'].computeFn({
   // TR probe
   const rTR0 = std.textureLoad(
     mergeBindGroupLayout.$.t2,
-    std.clamp(originTR.add(childLocal0), minCoord, maxCoord),
+    originTR.add(childLocal0),
   );
   const rTR1 = std.textureLoad(
     mergeBindGroupLayout.$.t2,
-    std.clamp(originTR.add(childLocal1), minCoord, maxCoord),
+    originTR.add(childLocal1),
   );
   const rTR2 = std.textureLoad(
     mergeBindGroupLayout.$.t2,
-    std.clamp(originTR.add(childLocal2), minCoord, maxCoord),
+    originTR.add(childLocal2),
   );
   const rTR3 = std.textureLoad(
     mergeBindGroupLayout.$.t2,
-    std.clamp(originTR.add(childLocal3), minCoord, maxCoord),
+    originTR.add(childLocal3),
   );
   const avgTR = rTR0.add(rTR1).add(rTR2).add(rTR3).mul(0.25);
   const tTR = (rTR0.w + rTR1.w + rTR2.w + rTR3.w) * d.f32(0.25);
@@ -475,19 +439,19 @@ const mergeCompute = tgpu['~unstable'].computeFn({
   // BL probe
   const rBL0 = std.textureLoad(
     mergeBindGroupLayout.$.t2,
-    std.clamp(originBL.add(childLocal0), minCoord, maxCoord),
+    originBL.add(childLocal0),
   );
   const rBL1 = std.textureLoad(
     mergeBindGroupLayout.$.t2,
-    std.clamp(originBL.add(childLocal1), minCoord, maxCoord),
+    originBL.add(childLocal1),
   );
   const rBL2 = std.textureLoad(
     mergeBindGroupLayout.$.t2,
-    std.clamp(originBL.add(childLocal2), minCoord, maxCoord),
+    originBL.add(childLocal2),
   );
   const rBL3 = std.textureLoad(
     mergeBindGroupLayout.$.t2,
-    std.clamp(originBL.add(childLocal3), minCoord, maxCoord),
+    originBL.add(childLocal3),
   );
   const avgBL = rBL0.add(rBL1).add(rBL2).add(rBL3).mul(0.25);
   const tBL = (rBL0.w + rBL1.w + rBL2.w + rBL3.w) * d.f32(0.25);
@@ -496,19 +460,19 @@ const mergeCompute = tgpu['~unstable'].computeFn({
   // BR probe
   const rBR0 = std.textureLoad(
     mergeBindGroupLayout.$.t2,
-    std.clamp(originBR.add(childLocal0), minCoord, maxCoord),
+    originBR.add(childLocal0),
   );
   const rBR1 = std.textureLoad(
     mergeBindGroupLayout.$.t2,
-    std.clamp(originBR.add(childLocal1), minCoord, maxCoord),
+    originBR.add(childLocal1),
   );
   const rBR2 = std.textureLoad(
     mergeBindGroupLayout.$.t2,
-    std.clamp(originBR.add(childLocal2), minCoord, maxCoord),
+    originBR.add(childLocal2),
   );
   const rBR3 = std.textureLoad(
     mergeBindGroupLayout.$.t2,
-    std.clamp(originBR.add(childLocal3), minCoord, maxCoord),
+    originBR.add(childLocal3),
   );
   const avgBR = rBR0.add(rBR1).add(rBR2).add(rBR3).mul(0.25);
   const tBR = (rBR0.w + rBR1.w + rBR2.w + rBR3.w) * d.f32(0.25);

From 226589eeac5cb456a7ea85b067cc0c3d65795412 Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Tue, 16 Dec 2025 18:18:28 +0100
Subject: [PATCH 03/26] clean up and simlify

---
 .../rendering/radiance-compute/index.ts       | 319 ++++--------------
 1 file changed, 69 insertions(+), 250 deletions(-)

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
index c6e9a82425..5a33016c75 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
@@ -106,25 +106,12 @@ const radianceSampler = root['~unstable'].createSampler({
   minFilter: 'linear',
 });
 
-let currentCascadeIndex = 0;
-let lightPos = d.vec2f(0.5);
-let pickerPos = d.vec2f(0.5);
-
 const indexUniform = root.createUniform(d.u32, 0);
 const raysDimUniform = root.createUniform(d.f32, baseRaysDim);
 const mousePosUniform = root.createUniform(d.vec2f);
-const lightPosUniform = root.createUniform(d.vec2f, lightPos);
-const pickerPosUniform = root.createUniform(d.vec2f, pickerPos);
+const lightPosUniform = root.createUniform(d.vec2f, d.vec2f(0.5));
 const mergeRaysDimUniform = root.createUniform(d.u32, baseRaysDim);
-
-const dirToAngle = (dir: d.v2f) => {
-  'use gpu';
-  const angle = std.atan2(-dir.y, dir.x);
-  const pi = d.f32(Math.PI);
-  const tau = d.f32(Math.PI * 2);
-  const t = (angle + pi) / tau;
-  return t;
-};
+const lightColorUniform = root.createUniform(d.vec3f, d.vec3f(1));
 
 const posToDir = (localPos: d.v2u, raysDim: number) => {
   'use gpu';
@@ -135,9 +122,7 @@ const posToDir = (localPos: d.v2u, raysDim: number) => {
   const rayIndex = iy * rd + ix + 0.5;
   const rayCount = rd * rd;
 
-  const pi = d.f32(Math.PI);
-  const tau = d.f32(Math.PI * 2);
-  const angle = (rayIndex / rayCount) * tau - pi;
+  const angle = (rayIndex / rayCount) * Math.PI * 2 - Math.PI;
   return d.vec2f(std.cos(angle), -std.sin(angle));
 };
 
@@ -153,6 +138,21 @@ const globalToLocal = (gid: d.v2u, raysDim: number) => {
   return LocalPos({ probeCoord, local });
 };
 
+const sampleProbeQuad = (origin: d.v2u, childBase: number, uDim: number) => {
+  'use gpu';
+  let sum = d.vec4f();
+  for (let i = 0; i < 4; i++) {
+    const childIdx = childBase + i;
+    const childLocal = d.vec2u(childIdx % uDim, childIdx / uDim);
+    const ray = std.textureLoad(
+      mergeBindGroupLayout.$.t2,
+      origin.add(childLocal),
+    );
+    sum = sum.add(ray);
+  }
+  return sum.mul(0.25);
+};
+
 const SceneResult = d.struct({
   dist: d.f32,
   color: d.vec3f,
@@ -167,55 +167,12 @@ const sceneSDF = (p: d.v2f) => {
   const light = sdf.sdDisk(p.sub(lightPosUniform.$), d.f32(0.05));
 
   if (light < minOccluder && minOccluder > 0) {
-    return SceneResult({ dist: light, color: d.vec3f(1) });
+    return SceneResult({ dist: light, color: lightColorUniform.$ });
   } else {
     return SceneResult({ dist: minOccluder, color: d.vec3f(0) });
   }
 };
 
-// const debugFrag = tgpu['~unstable'].fragmentFn({
-//   in: { uv: d.vec2f },
-//   out: d.vec4f,
-// })(({ uv }) => {
-//   const color = std.textureSample(
-//     renderView.$,
-//     nearestSampler.$,
-//     uv,
-//     indexUniform.$,
-//   );
-
-//   if (std.distance(lightPosUniform.$, uv) < 0.06) {
-//     return d.vec4f(1, 0, 0, 1);
-//   }
-//   if (std.distance(pickerPosUniform.$, uv) < 0.006) {
-//     return d.vec4f(0, 0, 1, 1);
-//   }
-
-//   const raysDim = raysDimUniform.$;
-
-//   const dir = std.normalize(mousePosUniform.$.sub(pickerPosUniform.$));
-//   const t = dirToAngle(dir);
-
-//   const raysPerProbe = raysDim * raysDim;
-//   let rayIndex = std.floor(t * raysPerProbe);
-//   rayIndex = std.min(rayIndex, raysPerProbe - 1);
-
-//   const iy = std.floor(rayIndex / raysDim);
-//   const ix = rayIndex - iy * raysDim;
-
-//   const cpPx = std.floor(pickerPosUniform.$.mul(dim));
-//   const probeOrigin = std.floor(cpPx.div(raysDim)).mul(raysDim);
-//   const highlightPx = probeOrigin.add(d.vec2f(ix, iy));
-
-//   const fragPx = std.floor(uv.mul(dim));
-
-//   if (fragPx.x === highlightPx.x && fragPx.y === highlightPx.y) {
-//     return d.vec4f(1, 1, 0, 1);
-//   }
-
-//   return color;
-// });
-
 const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
   workgroupSize: [8, 8],
   in: { gid: d.builtin.globalInvocationId },
@@ -331,161 +288,67 @@ const mergeCompute = tgpu['~unstable'].computeFn({
     return;
   }
 
-  const nDim = mergeRaysDimUniform.$; // raysDim for cascade N (u32)
-  const uDim = nDim * d.u32(2); // raysDim for cascade N+1 (u32)
+  const nDim = mergeRaysDimUniform.$;
+  const uDim = nDim << 1;
 
-  // Current ray (cascade N)
   const rayN = std.textureLoad(mergeBindGroupLayout.$.t1, gid.xy);
-
-  // If near interval is blocking (T ~= 0), it fully determines the result.
-  // T is stored in .w: 0 = blocked, 1 = transparent
-  if (rayN.w <= 0.001) {
+  if (rayN.w <= 0.01) {
     std.textureStore(mergeBindGroupLayout.$.dst, gid.xy, rayN);
     return;
   }
 
-  const probeCoordN = d.vec2u(gid.x / nDim, gid.y / nDim);
-  const localN = d.vec2u(gid.x % nDim, gid.y % nDim);
+  const localPosN = globalToLocal(gid.xy, nDim);
 
-  // Upper probe grid sizes
-  const probesN = d.u32(dim) / nDim;
-  const probesU = probesN / d.u32(2);
+  const probesN = d.u32(dim / nDim);
+  const probesU = probesN >> 1;
 
-  // Handle edge case when probesU is very small
-  const maxProbeIdx = std.max(probesU, d.u32(1)) - d.u32(1);
+  const maxProbeIdx = std.max(probesU, 1) - 1;
   const maxProbeIdxF = d.f32(maxProbeIdx);
 
-  // Map fine probe coord -> coarse probe coord in index space.
-  // Because probes are cell-centered, coarse centers are offset by 0.5 fine cell:
-  // u = (x_f * probesU) - 0.5  == (probeCoordN + 0.5)/2 - 0.5 == (probeCoordN - 0.5)/2
-  const uxf = (d.f32(probeCoordN.x) - d.f32(0.5)) * d.f32(0.5);
-  const uyf = (d.f32(probeCoordN.y) - d.f32(0.5)) * d.f32(0.5);
+  const p = d.vec2f(localPosN.probeCoord);
+  const u = p.sub(d.vec2f(0.5)).mul(d.vec2f(0.5));
 
-  const ux0f = std.clamp(std.floor(uxf), d.f32(0.0), maxProbeIdxF);
-  const uy0f = std.clamp(std.floor(uyf), d.f32(0.0), maxProbeIdxF);
+  const u0f = std.clamp(
+    std.floor(u),
+    d.vec2f(),
+    d.vec2f(maxProbeIdxF),
+  );
 
-  const ux0 = d.u32(ux0f);
-  const uy0 = d.u32(uy0f);
+  const u1f = std.min(
+    u0f.add(d.vec2f(1)),
+    d.vec2f(maxProbeIdxF),
+  );
 
-  const ux1 = std.min(ux0 + d.u32(1), maxProbeIdx);
-  const uy1 = std.min(uy0 + d.u32(1), maxProbeIdx);
+  const f = std.clamp(
+    u.sub(u0f),
+    d.vec2f(),
+    d.vec2f(1),
+  );
 
-  const fx = std.clamp(uxf - d.f32(ux0), d.f32(0.0), d.f32(1.0));
-  const fy = std.clamp(uyf - d.f32(uy0), d.f32(0.0), d.f32(1.0));
+  const u0 = d.vec2u(u0f);
+  const u1 = d.vec2u(u1f);
 
-  // 4:1 angular merge using 1D angular indexing
-  // Parent angular index in 1D order
-  const angN = localN.y * nDim + localN.x;
+  const angN = localPosN.local.y * nDim + localPosN.local.x;
   const childBase = angN * d.u32(4);
 
-  const originTL = d.vec2u(ux0 * uDim, uy0 * uDim);
-  const originTR = d.vec2u(ux1 * uDim, uy0 * uDim);
-  const originBL = d.vec2u(ux0 * uDim, uy1 * uDim);
-  const originBR = d.vec2u(ux1 * uDim, uy1 * uDim);
-
-  // Sample 4 consecutive child rays for TL probe
-  const child0 = childBase;
-  const child1 = childBase + d.u32(1);
-  const child2 = childBase + d.u32(2);
-  const child3 = childBase + d.u32(3);
-
-  const childLocal0 = d.vec2u(child0 % uDim, child0 / uDim);
-  const childLocal1 = d.vec2u(child1 % uDim, child1 / uDim);
-  const childLocal2 = d.vec2u(child2 % uDim, child2 / uDim);
-  const childLocal3 = d.vec2u(child3 % uDim, child3 / uDim);
-
-  // TL probe
-  const rTL0 = std.textureLoad(
-    mergeBindGroupLayout.$.t2,
-    originTL.add(childLocal0),
-  );
-  const rTL1 = std.textureLoad(
-    mergeBindGroupLayout.$.t2,
-    originTL.add(childLocal1),
-  );
-  const rTL2 = std.textureLoad(
-    mergeBindGroupLayout.$.t2,
-    originTL.add(childLocal2),
-  );
-  const rTL3 = std.textureLoad(
-    mergeBindGroupLayout.$.t2,
-    originTL.add(childLocal3),
-  );
-  const avgTL = rTL0.add(rTL1).add(rTL2).add(rTL3).mul(0.25);
-  const tTL = (rTL0.w + rTL1.w + rTL2.w + rTL3.w) * d.f32(0.25);
-  const TL = d.vec4f(avgTL.xyz, tTL);
-
-  // TR probe
-  const rTR0 = std.textureLoad(
-    mergeBindGroupLayout.$.t2,
-    originTR.add(childLocal0),
-  );
-  const rTR1 = std.textureLoad(
-    mergeBindGroupLayout.$.t2,
-    originTR.add(childLocal1),
-  );
-  const rTR2 = std.textureLoad(
-    mergeBindGroupLayout.$.t2,
-    originTR.add(childLocal2),
-  );
-  const rTR3 = std.textureLoad(
-    mergeBindGroupLayout.$.t2,
-    originTR.add(childLocal3),
-  );
-  const avgTR = rTR0.add(rTR1).add(rTR2).add(rTR3).mul(0.25);
-  const tTR = (rTR0.w + rTR1.w + rTR2.w + rTR3.w) * d.f32(0.25);
-  const TR = d.vec4f(avgTR.xyz, tTR);
-
-  // BL probe
-  const rBL0 = std.textureLoad(
-    mergeBindGroupLayout.$.t2,
-    originBL.add(childLocal0),
-  );
-  const rBL1 = std.textureLoad(
-    mergeBindGroupLayout.$.t2,
-    originBL.add(childLocal1),
-  );
-  const rBL2 = std.textureLoad(
-    mergeBindGroupLayout.$.t2,
-    originBL.add(childLocal2),
-  );
-  const rBL3 = std.textureLoad(
-    mergeBindGroupLayout.$.t2,
-    originBL.add(childLocal3),
-  );
-  const avgBL = rBL0.add(rBL1).add(rBL2).add(rBL3).mul(0.25);
-  const tBL = (rBL0.w + rBL1.w + rBL2.w + rBL3.w) * d.f32(0.25);
-  const BL = d.vec4f(avgBL.xyz, tBL);
-
-  // BR probe
-  const rBR0 = std.textureLoad(
-    mergeBindGroupLayout.$.t2,
-    originBR.add(childLocal0),
-  );
-  const rBR1 = std.textureLoad(
-    mergeBindGroupLayout.$.t2,
-    originBR.add(childLocal1),
-  );
-  const rBR2 = std.textureLoad(
-    mergeBindGroupLayout.$.t2,
-    originBR.add(childLocal2),
-  );
-  const rBR3 = std.textureLoad(
-    mergeBindGroupLayout.$.t2,
-    originBR.add(childLocal3),
+  const s = d.vec2u(uDim, uDim);
+
+  const originTL = d.vec2u(u0.x, u0.y).mul(s);
+  const originTR = d.vec2u(u1.x, u0.y).mul(s);
+  const originBL = d.vec2u(u0.x, u1.y).mul(s);
+  const originBR = d.vec2u(u1.x, u1.y).mul(s);
+
+  const TL = sampleProbeQuad(originTL, childBase, uDim);
+  const TR = sampleProbeQuad(originTR, childBase, uDim);
+  const BL = sampleProbeQuad(originBL, childBase, uDim);
+  const BR = sampleProbeQuad(originBR, childBase, uDim);
+
+  const upper = std.mix(
+    std.mix(TL, TR, f.x),
+    std.mix(BL, BR, f.x),
+    f.y,
   );
-  const avgBR = rBR0.add(rBR1).add(rBR2).add(rBR3).mul(0.25);
-  const tBR = (rBR0.w + rBR1.w + rBR2.w + rBR3.w) * d.f32(0.25);
-  const BR = d.vec4f(avgBR.xyz, tBR);
-
-  // Bilinear interpolation in probe space
-  const one = d.f32(1.0);
-  const top = TL.mul(one - fx).add(TR.mul(fx));
-  const bot = BL.mul(one - fx).add(BR.mul(fx));
-  const upper = top.mul(one - fy).add(bot.mul(fy));
-
-  // Merge: near interval transmits (T > 0), so add far interval's radiance
-  // weighted by near's transmittance
+
   const outRgb = rayN.xyz.add(upper.xyz.mul(rayN.w));
   const outT = rayN.w * upper.w;
   std.textureStore(mergeBindGroupLayout.$.dst, gid.xy, d.vec4f(outRgb, outT));
@@ -551,53 +414,12 @@ function frame() {
 }
 frameId = requestAnimationFrame(frame);
 
-function snapPickerToProbeCenter(uv: { x: number; y: number }, index: number) {
-  const probes = baseProbes >> index;
-  const raysDim = dim / probes;
-
-  const px = Math.max(0, Math.min(dim - 1, Math.floor(uv.x * dim)));
-  const py = Math.max(0, Math.min(dim - 1, Math.floor(uv.y * dim)));
-
-  const bx = Math.floor(px / raysDim);
-  const by = Math.floor(py / raysDim);
-
-  const cx = bx * raysDim + Math.floor(raysDim / 2);
-  const cy = by * raysDim + Math.floor(raysDim / 2);
-
-  return {
-    x: (cx + 0.5) / dim,
-    y: (cy + 0.5) / dim,
-  };
-}
-
-function setCascadeIndex(index: number) {
-  const idx = Math.max(0, Math.min(cascadeAmount - 1, Math.floor(index)));
-  currentCascadeIndex = idx;
-
-  const probes = baseProbes >> idx;
-  const raysDim = dim / probes;
-  indexUniform.write(idx);
-  raysDimUniform.write(raysDim);
-
-  const snapped = snapPickerToProbeCenter(pickerPos, idx);
-  pickerPos = snapped;
-  pickerPosUniform.write(d.vec2f(pickerPos.x, pickerPos.y));
-}
-
 canvas.addEventListener('click', (event) => {
   const rect = canvas.getBoundingClientRect();
   const x = (event.clientX - rect.left) / rect.width;
   const y = (event.clientY - rect.top) / rect.height;
 
-  if (event.shiftKey) {
-    const snapped = snapPickerToProbeCenter({ x, y }, currentCascadeIndex);
-    pickerPos = snapped;
-    pickerPosUniform.write(d.vec2f(pickerPos.x, pickerPos.y));
-    return;
-  }
-
-  lightPos = { x, y };
-  lightPosUniform.write(d.vec2f(lightPos.x, lightPos.y));
+  lightPosUniform.write(d.vec2f(x, y));
   updateLighting();
 });
 
@@ -608,20 +430,17 @@ canvas.addEventListener('mousemove', (event) => {
   mousePosUniform.write(d.vec2f(x, y));
 
   if (event.buttons === 1) {
-    lightPos = { x, y };
-    lightPosUniform.write(d.vec2f(lightPos.x, lightPos.y));
+    lightPosUniform.write(d.vec2f(x, y));
     updateLighting();
   }
 });
 
 export const controls = {
-  'index': {
-    initial: 0,
-    min: 0,
-    max: cascadeAmount - 1,
-    step: 1,
-    onSliderChange: (value: number) => {
-      setCascadeIndex(value);
+  'Light Color': {
+    initial: [1, 1, 1],
+    onColorChange: (c: [number, number, number]) => {
+      lightColorUniform.write(d.vec3f(...c));
+      updateLighting();
     },
   },
 };

From 05d254a27617f78a810ed586a0beb823705f8764 Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Wed, 7 Jan 2026 16:51:35 +0100
Subject: [PATCH 04/26] move to morton order and use hardware sampling

---
 .../rendering/radiance-compute/index.ts       | 219 ++++++++++--------
 1 file changed, 122 insertions(+), 97 deletions(-)

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
index 5a33016c75..9b5d5dba58 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
@@ -12,13 +12,12 @@ const presentationFormat = navigator.gpu.getPreferredCanvasFormat();
 context.configure({
   device: root.device,
   format: presentationFormat,
-  alphaMode: 'opaque',
 });
 
 const dim = 2048;
-const cascadeAmount = Math.log2(dim / 8);
 const baseProbes = dim / 4;
 const baseRaysDim = dim / baseProbes;
+const cascadeAmount = Math.log2(baseProbes);
 
 const cascadesTexture = root['~unstable']
   .createTexture({
@@ -34,9 +33,17 @@ const mergedTexture = root['~unstable']
   })
   .$usage('storage', 'sampled');
 
+const mergeSampler = root['~unstable'].createSampler({
+  magFilter: 'linear',
+  minFilter: 'linear',
+  addressModeU: 'clamp-to-edge',
+  addressModeV: 'clamp-to-edge',
+});
+
 const mergeBindGroupLayout = tgpu.bindGroupLayout({
   t1: { storageTexture: d.textureStorage2d('rgba16float', 'read-only') },
-  t2: { storageTexture: d.textureStorage2d('rgba16float', 'read-only') },
+  t2: { texture: d.texture2d(d.f32) },
+  t2Sampler: { sampler: 'filtering' },
   dst: { storageTexture: d.textureStorage2d('rgba16float', 'write-only') },
 });
 
@@ -52,9 +59,10 @@ const mergeBindGroups = Array.from(
       ),
       t2: (layer === cascadeAmount - 2 ? cascadesTexture : mergedTexture)
         .createView(
-          d.textureStorage2d('rgba16float', 'read-only'),
+          d.texture2d(d.f32),
           { baseArrayLayer: layer + 1, arrayLayerCount: 1 },
         ),
+      t2Sampler: mergeSampler,
       dst: mergedTexture.createView(
         d.textureStorage2d('rgba16float', 'write-only'),
         { baseArrayLayer: layer, arrayLayerCount: 1 },
@@ -66,12 +74,6 @@ const mergeBindGroups = Array.from(
 const writeView = cascadesTexture.createView(
   d.textureStorage2dArray('rgba16float', 'write-only'),
 );
-const renderView = cascadesTexture.createView(d.texture2dArray());
-
-const nearestSampler = root['~unstable'].createSampler({
-  magFilter: 'nearest',
-  minFilter: 'nearest',
-});
 
 const radianceFieldTex = root['~unstable']
   .createTexture({
@@ -106,25 +108,51 @@ const radianceSampler = root['~unstable'].createSampler({
   minFilter: 'linear',
 });
 
-const indexUniform = root.createUniform(d.u32, 0);
-const raysDimUniform = root.createUniform(d.f32, baseRaysDim);
 const mousePosUniform = root.createUniform(d.vec2f);
 const lightPosUniform = root.createUniform(d.vec2f, d.vec2f(0.5));
 const mergeRaysDimUniform = root.createUniform(d.u32, baseRaysDim);
-const lightColorUniform = root.createUniform(d.vec3f, d.vec3f(1));
+const lightColorUniform = root.createUniform(d.vec4f, d.vec4f(1));
+
+// Z-order curve (Morton code) encoding/decoding for better cache efficiency
+const spreadBits = tgpu.fn([d.u32], d.u32)((v) => {
+  let x = v;
+  x = (x | (x << 8)) & 0x00ff00ff;
+  x = (x | (x << 4)) & 0x0f0f0f0f;
+  x = (x | (x << 2)) & 0x33333333;
+  x = (x | (x << 1)) & 0x55555555;
+  return x;
+});
 
-const posToDir = (localPos: d.v2u, raysDim: number) => {
-  'use gpu';
-  const ix = d.f32(localPos.x);
-  const iy = d.f32(localPos.y);
-  const rd = d.f32(raysDim);
+const compactBits = tgpu.fn([d.u32], d.u32)((v) => {
+  let x = v & 0x55555555;
+  x = (x | (x >> 1)) & 0x33333333;
+  x = (x | (x >> 2)) & 0x0f0f0f0f;
+  x = (x | (x >> 4)) & 0x00ff00ff;
+  x = (x | (x >> 8)) & 0x0000ffff;
+  return x;
+});
 
-  const rayIndex = iy * rd + ix + 0.5;
-  const rayCount = rd * rd;
+const mortonEncode2D = tgpu.fn([d.u32, d.u32], d.u32)((x, y) => {
+  return spreadBits(x) | (spreadBits(y) << 1);
+});
 
-  const angle = (rayIndex / rayCount) * Math.PI * 2 - Math.PI;
+const mortonDecode2D = tgpu.fn([d.u32], d.vec2u)((code) => {
+  return d.vec2u(compactBits(code), compactBits(code >> 1));
+});
+
+const linearToZOrder = tgpu.fn([d.u32], d.vec2u)((idx) => {
+  return mortonDecode2D(idx);
+});
+
+const zOrderToLinear = tgpu.fn([d.vec2u], d.u32)((pos) => {
+  return mortonEncode2D(pos.x, pos.y);
+});
+
+const indexToDir = tgpu.fn([d.u32, d.u32], d.vec2f)((mortonIdx, rayCount) => {
+  const rayIndex = d.f32(mortonIdx) + 0.5;
+  const angle = (rayIndex / d.f32(rayCount)) * Math.PI * 2 - Math.PI;
   return d.vec2f(std.cos(angle), -std.sin(angle));
-};
+});
 
 const LocalPos = d.struct({
   probeCoord: d.vec2u,
@@ -138,19 +166,31 @@ const globalToLocal = (gid: d.v2u, raysDim: number) => {
   return LocalPos({ probeCoord, local });
 };
 
-const sampleProbeQuad = (origin: d.v2u, childBase: number, uDim: number) => {
+const getAtlasPos = (probeCoord: d.v2u, localRay: d.v2u, raysDim: number) => {
   'use gpu';
-  let sum = d.vec4f();
-  for (let i = 0; i < 4; i++) {
-    const childIdx = childBase + i;
-    const childLocal = d.vec2u(childIdx % uDim, childIdx / uDim);
-    const ray = std.textureLoad(
-      mergeBindGroupLayout.$.t2,
-      origin.add(childLocal),
-    );
-    sum = sum.add(ray);
-  }
-  return sum.mul(0.25);
+  return probeCoord.mul(d.u32(raysDim)).add(localRay);
+};
+
+const sampleProbeQuadFiltered = (
+  probeCoord: d.v2u,
+  childBase: number,
+  uDim: number,
+) => {
+  'use gpu';
+  const baseLocal = linearToZOrder(d.u32(childBase));
+  // Compute center UV for the 2x2 quad
+  // The quad spans from baseLocal to baseLocal+(1,1), so center is baseLocal+(0.5,0.5)
+  const atlasBase = d.vec2f(probeCoord.mul(d.u32(uDim))).add(
+    d.vec2f(baseLocal),
+  );
+  const centerUv = atlasBase.add(d.vec2f(1)).div(d.f32(dim));
+
+  return std.textureSampleLevel(
+    mergeBindGroupLayout.$.t2,
+    mergeBindGroupLayout.$.t2Sampler,
+    centerUv,
+    0,
+  );
 };
 
 const SceneResult = d.struct({
@@ -167,10 +207,9 @@ const sceneSDF = (p: d.v2f) => {
   const light = sdf.sdDisk(p.sub(lightPosUniform.$), d.f32(0.05));
 
   if (light < minOccluder && minOccluder > 0) {
-    return SceneResult({ dist: light, color: lightColorUniform.$ });
-  } else {
-    return SceneResult({ dist: minOccluder, color: d.vec3f(0) });
+    return SceneResult({ dist: light, color: lightColorUniform.$.xyz });
   }
+  return SceneResult({ dist: minOccluder, color: d.vec3f(0) });
 };
 
 const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
@@ -183,27 +222,32 @@ const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
 
   const raysDim = d.u32(baseRaysDim);
   const probe = gid.xy;
+  const rayCount = raysDim * raysDim;
 
   let sum = d.vec3f();
-
-  let y = d.u32(0);
-  while (y < raysDim) {
-    let x = d.u32(0);
-    while (x < raysDim) {
-      const atlasPx = probe.mul(raysDim).add(d.vec2u(x, y));
-      const ray = std.textureLoad(buildRadianceFieldBGL.$.src, atlasPx);
-      sum = sum.add(ray.xyz);
-      x += 1;
-    }
-    y += 1;
+  let idx = d.u32(0);
+  while (idx < rayCount) {
+    const localRay = linearToZOrder(idx);
+    const atlasPx = getAtlasPos(probe, localRay, baseRaysDim);
+    const ray = std.textureLoad(buildRadianceFieldBGL.$.src, atlasPx);
+    sum = sum.add(ray.xyz);
+    idx += 1;
   }
 
-  const rayCount = d.f32(raysDim * raysDim);
-  const avg = sum.div(rayCount);
-
+  const avg = sum.div(d.f32(rayCount));
   std.textureStore(buildRadianceFieldBGL.$.dst, probe, d.vec4f(avg, 1.0));
 });
 
+const ACESFilm = tgpu.fn([d.vec3f], d.vec3f)((x) => {
+  const a = 2.51;
+  const b = 0.03;
+  const c = 2.43;
+  const dVal = 0.59;
+  const e = 0.01;
+  const res = x.mul(x.mul(a).add(b)).div(x.mul(x.mul(c).add(dVal)).add(e));
+  return std.saturate(res);
+});
+
 const finalRadianceFieldFrag = tgpu['~unstable'].fragmentFn({
   in: { uv: d.vec2f },
   out: d.vec4f,
@@ -211,7 +255,7 @@ const finalRadianceFieldFrag = tgpu['~unstable'].fragmentFn({
   const field = std.textureSample(radianceFieldView.$, radianceSampler.$, uv)
     .xyz;
   const outRgb = std.saturate(field);
-  return d.vec4f(outRgb, 1.0);
+  return d.vec4f(ACESFilm(outRgb), 1.0);
 });
 
 const rayMarchCompute = tgpu['~unstable'].computeFn({
@@ -227,17 +271,18 @@ const rayMarchCompute = tgpu['~unstable'].computeFn({
   let textureIndex = d.u32(0);
 
   while (probes > 1) {
-    const raysDim = d.u32(dim / probes);
+    const raysDim = d.u32(dim) / probes;
+    const raysDimU = d.u32(raysDim);
+    const lp = globalToLocal(gid.xy, raysDimU);
 
-    const lp = globalToLocal(gid.xy, raysDim);
-    const dir = posToDir(lp.local, raysDim);
+    const mortonIdx = zOrderToLinear(lp.local);
+    const rayCount = raysDimU * raysDimU;
+    const dir = indexToDir(mortonIdx, rayCount);
 
     const probePos = d.vec2f(lp.probeCoord).add(0.5).div(d.f32(probes));
 
-    // Radiance interval shell for this cascade: [t_i, t_{i+1}]
-    // t_i = L0 * (4^i - 1) / 3, length_i = L0 * 4^i
-    const c = d.f32(textureIndex);
-    const pow4 = std.pow(4, c);
+    // 4^i = 2^(2i) = 1 << (2*i)
+    const pow4 = d.f32(d.u32(1) << (textureIndex * d.u32(2)));
 
     const startPx = interval0Px * (pow4 - 1) / 3;
     const lengthPx = interval0Px * pow4;
@@ -246,15 +291,12 @@ const rayMarchCompute = tgpu['~unstable'].computeFn({
 
     let rgb = d.vec3f();
     let T = d.f32(1);
-
     let t = startUv;
 
     const eps = 0.5 / dim;
     const minStep = 0.25 / dim;
-    let step = d.u32(0);
-    const maxSteps = d.u32(32);
 
-    while (step < maxSteps) {
+    for (let step = 0; step < 32; step++) {
       if (t > endUv) {
         break;
       }
@@ -269,13 +311,11 @@ const rayMarchCompute = tgpu['~unstable'].computeFn({
       }
 
       t += std.max(occluderDist.dist, minStep);
-      step += 1;
     }
 
-    const cascadeIndex = textureIndex;
-    std.textureStore(writeView.$, gid.xy, cascadeIndex, d.vec4f(rgb, T));
+    std.textureStore(writeView.$, gid.xy, textureIndex, d.vec4f(rgb, T));
 
-    probes /= 2;
+    probes = probes >> 1;
     textureIndex += 1;
   }
 });
@@ -299,8 +339,8 @@ const mergeCompute = tgpu['~unstable'].computeFn({
 
   const localPosN = globalToLocal(gid.xy, nDim);
 
-  const probesN = d.u32(dim / nDim);
-  const probesU = probesN >> 1;
+  const probesN = d.u32(dim) / nDim;
+  const probesU = d.u32(probesN) >> 1;
 
   const maxProbeIdx = std.max(probesU, 1) - 1;
   const maxProbeIdxF = d.f32(maxProbeIdx);
@@ -308,40 +348,25 @@ const mergeCompute = tgpu['~unstable'].computeFn({
   const p = d.vec2f(localPosN.probeCoord);
   const u = p.sub(d.vec2f(0.5)).mul(d.vec2f(0.5));
 
-  const u0f = std.clamp(
-    std.floor(u),
-    d.vec2f(),
-    d.vec2f(maxProbeIdxF),
-  );
-
-  const u1f = std.min(
-    u0f.add(d.vec2f(1)),
-    d.vec2f(maxProbeIdxF),
-  );
-
-  const f = std.clamp(
-    u.sub(u0f),
-    d.vec2f(),
-    d.vec2f(1),
-  );
+  const u0f = std.clamp(std.floor(u), d.vec2f(), d.vec2f(maxProbeIdxF));
+  const u1f = std.min(u0f.add(d.vec2f(1)), d.vec2f(maxProbeIdxF));
+  const f = std.clamp(u.sub(u0f), d.vec2f(), d.vec2f(1));
 
   const u0 = d.vec2u(u0f);
   const u1 = d.vec2u(u1f);
 
-  const angN = localPosN.local.y * nDim + localPosN.local.x;
+  const angN = zOrderToLinear(localPosN.local);
   const childBase = angN * d.u32(4);
 
-  const s = d.vec2u(uDim, uDim);
-
-  const originTL = d.vec2u(u0.x, u0.y).mul(s);
-  const originTR = d.vec2u(u1.x, u0.y).mul(s);
-  const originBL = d.vec2u(u0.x, u1.y).mul(s);
-  const originBR = d.vec2u(u1.x, u1.y).mul(s);
+  const probeTL = d.vec2u(u0.x, u0.y);
+  const probeTR = d.vec2u(u1.x, u0.y);
+  const probeBL = d.vec2u(u0.x, u1.y);
+  const probeBR = d.vec2u(u1.x, u1.y);
 
-  const TL = sampleProbeQuad(originTL, childBase, uDim);
-  const TR = sampleProbeQuad(originTR, childBase, uDim);
-  const BL = sampleProbeQuad(originBL, childBase, uDim);
-  const BR = sampleProbeQuad(originBR, childBase, uDim);
+  const TL = sampleProbeQuadFiltered(probeTL, childBase, uDim);
+  const TR = sampleProbeQuadFiltered(probeTR, childBase, uDim);
+  const BL = sampleProbeQuadFiltered(probeBL, childBase, uDim);
+  const BR = sampleProbeQuadFiltered(probeBR, childBase, uDim);
 
   const upper = std.mix(
     std.mix(TL, TR, f.x),
@@ -439,7 +464,7 @@ export const controls = {
   'Light Color': {
     initial: [1, 1, 1],
     onColorChange: (c: [number, number, number]) => {
-      lightColorUniform.write(d.vec3f(...c));
+      lightColorUniform.write(d.vec4f(...c, 1));
       updateLighting();
     },
   },

From 69df43f0337aa7d5cb250d3498d9234477bf40a8 Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Thu, 8 Jan 2026 13:04:49 +0100
Subject: [PATCH 05/26] move to direction first

---
 .../rendering/radiance-compute/index.ts       | 463 ++++++++----------
 1 file changed, 212 insertions(+), 251 deletions(-)

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
index 9b5d5dba58..a7334245ba 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
@@ -14,67 +14,26 @@ context.configure({
   format: presentationFormat,
 });
 
-const dim = 2048;
-const baseProbes = dim / 4;
-const baseRaysDim = dim / baseProbes;
-const cascadeAmount = Math.log2(baseProbes);
+// Primary setting: texture dimension for cascade storage
+const dim = 1024;
+const baseRaysDimStored = 2; // Pre-averaged: 2x2 stored texels = 4x4 effective rays per probe
+const baseProbes = dim / baseRaysDimStored; // Derived: 512 probes at finest cascade
+const cascadeAmount = Math.round(Math.log2(baseProbes));
 
-const cascadesTexture = root['~unstable']
+const cascadesTextureA = root['~unstable']
   .createTexture({
     size: [dim, dim, cascadeAmount],
     format: 'rgba16float',
   })
   .$usage('storage', 'sampled');
 
-const mergedTexture = root['~unstable']
+const cascadesTextureB = root['~unstable']
   .createTexture({
-    size: [dim, dim, cascadeAmount - 1],
+    size: [dim, dim, cascadeAmount],
     format: 'rgba16float',
   })
   .$usage('storage', 'sampled');
 
-const mergeSampler = root['~unstable'].createSampler({
-  magFilter: 'linear',
-  minFilter: 'linear',
-  addressModeU: 'clamp-to-edge',
-  addressModeV: 'clamp-to-edge',
-});
-
-const mergeBindGroupLayout = tgpu.bindGroupLayout({
-  t1: { storageTexture: d.textureStorage2d('rgba16float', 'read-only') },
-  t2: { texture: d.texture2d(d.f32) },
-  t2Sampler: { sampler: 'filtering' },
-  dst: { storageTexture: d.textureStorage2d('rgba16float', 'write-only') },
-});
-
-const mergeBindGroups = Array.from(
-  { length: cascadeAmount - 1 },
-  (_, n) => {
-    const layer = cascadeAmount - 2 - n;
-
-    return root.createBindGroup(mergeBindGroupLayout, {
-      t1: cascadesTexture.createView(
-        d.textureStorage2d('rgba16float', 'read-only'),
-        { baseArrayLayer: layer, arrayLayerCount: 1 },
-      ),
-      t2: (layer === cascadeAmount - 2 ? cascadesTexture : mergedTexture)
-        .createView(
-          d.texture2d(d.f32),
-          { baseArrayLayer: layer + 1, arrayLayerCount: 1 },
-        ),
-      t2Sampler: mergeSampler,
-      dst: mergedTexture.createView(
-        d.textureStorage2d('rgba16float', 'write-only'),
-        { baseArrayLayer: layer, arrayLayerCount: 1 },
-      ),
-    });
-  },
-);
-
-const writeView = cascadesTexture.createView(
-  d.textureStorage2dArray('rgba16float', 'write-only'),
-);
-
 const radianceFieldTex = root['~unstable']
   .createTexture({
     size: [baseProbes, baseProbes],
@@ -88,31 +47,23 @@ const radianceFieldStoreView = radianceFieldTex.createView(
   d.textureStorage2d('rgba16float', 'write-only'),
 );
 
-const mergedCascade0RO = mergedTexture.createView(
-  d.textureStorage2d('rgba16float', 'read-only'),
-  { baseArrayLayer: 0, arrayLayerCount: 1 },
-);
-
 const buildRadianceFieldBGL = tgpu.bindGroupLayout({
   src: { storageTexture: d.textureStorage2d('rgba16float', 'read-only') },
   dst: { storageTexture: d.textureStorage2d('rgba16float', 'write-only') },
 });
 
-const buildRadianceFieldBG = root.createBindGroup(buildRadianceFieldBGL, {
-  src: mergedCascade0RO,
-  dst: radianceFieldStoreView,
-});
-
 const radianceSampler = root['~unstable'].createSampler({
   magFilter: 'linear',
   minFilter: 'linear',
 });
 
-const mousePosUniform = root.createUniform(d.vec2f);
 const lightPosUniform = root.createUniform(d.vec2f, d.vec2f(0.5));
-const mergeRaysDimUniform = root.createUniform(d.u32, baseRaysDim);
 const lightColorUniform = root.createUniform(d.vec4f, d.vec4f(1));
 
+// Uniforms for the fused cascade pass
+const cascadeIndexUniform = root.createUniform(d.u32);
+const probesUniform = root.createUniform(d.u32);
+
 // Z-order curve (Morton code) encoding/decoding for better cache efficiency
 const spreadBits = tgpu.fn([d.u32], d.u32)((v) => {
   let x = v;
@@ -144,54 +95,23 @@ const linearToZOrder = tgpu.fn([d.u32], d.vec2u)((idx) => {
   return mortonDecode2D(idx);
 });
 
-const zOrderToLinear = tgpu.fn([d.vec2u], d.u32)((pos) => {
-  return mortonEncode2D(pos.x, pos.y);
-});
-
-const indexToDir = tgpu.fn([d.u32, d.u32], d.vec2f)((mortonIdx, rayCount) => {
-  const rayIndex = d.f32(mortonIdx) + 0.5;
-  const angle = (rayIndex / d.f32(rayCount)) * Math.PI * 2 - Math.PI;
-  return d.vec2f(std.cos(angle), -std.sin(angle));
+// Direction-first layout helpers (key optimization for hardware filtering)
+const AtlasLocal = d.struct({
+  dir: d.vec2u,
+  probe: d.vec2u,
 });
 
-const LocalPos = d.struct({
-  probeCoord: d.vec2u,
-  local: d.vec2u,
+const atlasToDirFirst = tgpu.fn([d.vec2u, d.u32], AtlasLocal)((gid, probes) => {
+  const dir = d.vec2u(gid.x / probes, gid.y / probes);
+  const probe = d.vec2u(gid.x % probes, gid.y % probes);
+  return AtlasLocal({ dir, probe });
 });
 
-const globalToLocal = (gid: d.v2u, raysDim: number) => {
-  'use gpu';
-  const probeCoord = d.vec2u(gid.x / raysDim, gid.y / raysDim);
-  const local = d.vec2u(gid.x % raysDim, gid.y % raysDim);
-  return LocalPos({ probeCoord, local });
-};
-
-const getAtlasPos = (probeCoord: d.v2u, localRay: d.v2u, raysDim: number) => {
-  'use gpu';
-  return probeCoord.mul(d.u32(raysDim)).add(localRay);
-};
-
-const sampleProbeQuadFiltered = (
-  probeCoord: d.v2u,
-  childBase: number,
-  uDim: number,
-) => {
-  'use gpu';
-  const baseLocal = linearToZOrder(d.u32(childBase));
-  // Compute center UV for the 2x2 quad
-  // The quad spans from baseLocal to baseLocal+(1,1), so center is baseLocal+(0.5,0.5)
-  const atlasBase = d.vec2f(probeCoord.mul(d.u32(uDim))).add(
-    d.vec2f(baseLocal),
-  );
-  const centerUv = atlasBase.add(d.vec2f(1)).div(d.f32(dim));
-
-  return std.textureSampleLevel(
-    mergeBindGroupLayout.$.t2,
-    mergeBindGroupLayout.$.t2Sampler,
-    centerUv,
-    0,
-  );
-};
+const dirFirstAtlasPos = tgpu.fn([d.vec2u, d.vec2u, d.u32], d.vec2u)(
+  (dir, probe, probes) => {
+    return dir.mul(probes).add(probe);
+  },
+);
 
 const SceneResult = d.struct({
   dist: d.f32,
@@ -212,212 +132,255 @@ const sceneSDF = (p: d.v2f) => {
   return SceneResult({ dist: minOccluder, color: d.vec3f(0) });
 };
 
-const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
-  workgroupSize: [8, 8],
-  in: { gid: d.builtin.globalInvocationId },
-})(({ gid }) => {
-  if (gid.x >= baseProbes || gid.y >= baseProbes) {
-    return;
-  }
-
-  const raysDim = d.u32(baseRaysDim);
-  const probe = gid.xy;
-  const rayCount = raysDim * raysDim;
-
-  let sum = d.vec3f();
-  let idx = d.u32(0);
-  while (idx < rayCount) {
-    const localRay = linearToZOrder(idx);
-    const atlasPx = getAtlasPos(probe, localRay, baseRaysDim);
-    const ray = std.textureLoad(buildRadianceFieldBGL.$.src, atlasPx);
-    sum = sum.add(ray.xyz);
-    idx += 1;
-  }
-
-  const avg = sum.div(d.f32(rayCount));
-  std.textureStore(buildRadianceFieldBGL.$.dst, probe, d.vec4f(avg, 1.0));
-});
-
-const ACESFilm = tgpu.fn([d.vec3f], d.vec3f)((x) => {
-  const a = 2.51;
-  const b = 0.03;
-  const c = 2.43;
-  const dVal = 0.59;
-  const e = 0.01;
-  const res = x.mul(x.mul(a).add(b)).div(x.mul(x.mul(c).add(dVal)).add(e));
-  return std.saturate(res);
+// Fused cascade pass: raymarch + merge in one top-down pass per layer
+const cascadePassBGL = tgpu.bindGroupLayout({
+  upper: { texture: d.texture2d(d.f32) },
+  upperSampler: { sampler: 'filtering' },
+  dst: { storageTexture: d.textureStorage2d('rgba16float', 'write-only') },
 });
 
-const finalRadianceFieldFrag = tgpu['~unstable'].fragmentFn({
-  in: { uv: d.vec2f },
-  out: d.vec4f,
-})(({ uv }) => {
-  const field = std.textureSample(radianceFieldView.$, radianceSampler.$, uv)
-    .xyz;
-  const outRgb = std.saturate(field);
-  return d.vec4f(ACESFilm(outRgb), 1.0);
+const cascadeSampler = root['~unstable'].createSampler({
+  magFilter: 'linear',
+  minFilter: 'linear',
+  addressModeU: 'clamp-to-edge',
+  addressModeV: 'clamp-to-edge',
 });
 
-const rayMarchCompute = tgpu['~unstable'].computeFn({
+const cascadePassCompute = tgpu['~unstable'].computeFn({
   workgroupSize: [8, 8],
   in: { gid: d.builtin.globalInvocationId },
 })(({ gid }) => {
-  if (gid.x >= dim || gid.y >= dim) {
-    return;
-  }
+  if (gid.x >= dim || gid.y >= dim) return;
+
+  const layer = cascadeIndexUniform.$;
+  const probes = probesUniform.$;
+  const topLayer = d.u32(cascadeAmount - 1);
+
+  // Direction-first layout: decode gid to (dir, probe)
+  const lp = atlasToDirFirst(gid.xy, probes);
+  const dirStored = lp.dir;
+  const probe = lp.probe;
+
+  // Stored raysDim at this layer
+  const raysDimStored = d.u32(d.u32(dim) / probes);
+  // Actual direction grid is 2x (because we pre-average 4 rays per stored texel)
+  const raysDimActual = raysDimStored << d.u32(1);
+  const rayCountActual = raysDimActual * raysDimActual;
+
+  const probePos = d.vec2f(probe).add(0.5).div(d.f32(probes));
 
-  const interval0Px = d.f32(baseRaysDim);
-  let probes = d.u32(baseProbes);
-  let textureIndex = d.u32(0);
+  // Interval calculation (decoupled from dim for consistent lighting)
+  const interval0Uv = 1.0 / d.f32(baseProbes);
+  const pow4 = d.f32(d.u32(1) << (layer * d.u32(2)));
+  const startUv = interval0Uv * (pow4 - 1.0) / 3.0;
+  const endUv = startUv + interval0Uv * pow4;
 
-  while (probes > 1) {
-    const raysDim = d.u32(dim) / probes;
-    const raysDimU = d.u32(raysDim);
-    const lp = globalToLocal(gid.xy, raysDimU);
+  // March tuning
+  const eps = 0.5 / d.f32(baseProbes);
+  const minStep = 0.25 / d.f32(baseProbes);
 
-    const mortonIdx = zOrderToLinear(lp.local);
-    const rayCount = raysDimU * raysDimU;
-    const dir = indexToDir(mortonIdx, rayCount);
+  let accum = d.vec4f();
 
-    const probePos = d.vec2f(lp.probeCoord).add(0.5).div(d.f32(probes));
+  // Cast 4 rays per stored texel (2x2 block in actual direction grid)
+  for (let i = 0; i < 4; i++) {
+    const ox = d.u32(d.u32(i) & d.u32(1));
+    const oy = d.u32(d.u32(i) >> d.u32(1));
 
-    // 4^i = 2^(2i) = 1 << (2*i)
-    const pow4 = d.f32(d.u32(1) << (textureIndex * d.u32(2)));
+    // Map stored direction to actual direction (2x finer)
+    const dirActual2D = dirStored.mul(d.u32(2)).add(d.vec2u(ox, oy));
+    const mortonIdx = mortonEncode2D(dirActual2D.x, dirActual2D.y);
 
-    const startPx = interval0Px * (pow4 - 1) / 3;
-    const lengthPx = interval0Px * pow4;
-    const startUv = startPx / d.f32(dim);
-    const endUv = (startPx + lengthPx) / d.f32(dim);
+    const rayIndex = d.f32(mortonIdx) + 0.5;
+    const angle = (rayIndex / d.f32(rayCountActual)) * (Math.PI * 2) - Math.PI;
+    const dir = d.vec2f(std.cos(angle), -std.sin(angle));
 
+    // Raymarch
     let rgb = d.vec3f();
     let T = d.f32(1);
     let t = startUv;
 
-    const eps = 0.5 / dim;
-    const minStep = 0.25 / dim;
-
     for (let step = 0; step < 32; step++) {
-      if (t > endUv) {
-        break;
-      }
+      if (t > endUv) break;
 
       const p = probePos.add(dir.mul(t));
-      const occluderDist = sceneSDF(p);
+      const hit = sceneSDF(p);
 
-      if (occluderDist.dist <= eps) {
-        rgb = d.vec3f(occluderDist.color);
+      if (hit.dist <= eps) {
+        rgb = d.vec3f(hit.color);
         T = d.f32(0);
         break;
       }
 
-      t += std.max(occluderDist.dist, minStep);
+      t += std.max(hit.dist, minStep);
     }
 
-    std.textureStore(writeView.$, gid.xy, textureIndex, d.vec4f(rgb, T));
+    // Merge with upper cascade (hardware bilinear interpolation!)
+    if (layer < topLayer && T > 0.01) {
+      const probesU = std.max(probes >> d.u32(1), d.u32(1));
+
+      // Fractional probe position in upper grid
+      // Upper grid has half the probes, so we map probe/2 + 0.25 for center alignment
+      let probeUf = d.vec2f(probe).mul(0.5).add(d.vec2f(0.25));
+
+      // Clamp away from block edges to prevent filtering into neighboring direction blocks
+      if (probesU > d.u32(2)) {
+        const lo = d.vec2f(1.5);
+        const hi = d.vec2f(d.f32(probesU) - 1.5);
+        probeUf = std.clamp(probeUf, lo, hi);
+      }
+
+      // Upper cascade uses direction-first too, and its stored raysDim == our actual raysDim
+      // So we can sample upper using dirActual2D directly
+      const atlasBaseU = d.vec2f(dirActual2D.mul(probesU));
+      const atlasPxU = atlasBaseU.add(probeUf);
+
+      const uvU = atlasPxU.div(d.f32(dim));
+
+      // Single bilinear sample across 4 probes (key optimization!)
+      const upper = std.textureSampleLevel(
+        cascadePassBGL.$.upper,
+        cascadePassBGL.$.upperSampler,
+        uvU,
+        0,
+      );
 
-    probes = probes >> 1;
-    textureIndex += 1;
+      rgb = rgb.add(upper.xyz.mul(T));
+      T = T * upper.w;
+    }
+
+    accum = accum.add(d.vec4f(rgb, T));
   }
+
+  // Store average of 4 rays
+  const outVal = accum.mul(0.25);
+  std.textureStore(cascadePassBGL.$.dst, gid.xy, outVal);
 });
 
-const mergeCompute = tgpu['~unstable'].computeFn({
+const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
   workgroupSize: [8, 8],
   in: { gid: d.builtin.globalInvocationId },
 })(({ gid }) => {
-  if (gid.x >= dim || gid.y >= dim) {
+  if (gid.x >= baseProbes || gid.y >= baseProbes) {
     return;
   }
 
-  const nDim = mergeRaysDimUniform.$;
-  const uDim = nDim << 1;
+  const probes = d.u32(baseProbes);
+  const raysDimStored = d.u32(d.u32(dim) / probes); // Should be 2 for cascade0
+  const probe = gid.xy;
+  const rayCountStored = raysDimStored * raysDimStored;
 
-  const rayN = std.textureLoad(mergeBindGroupLayout.$.t1, gid.xy);
-  if (rayN.w <= 0.01) {
-    std.textureStore(mergeBindGroupLayout.$.dst, gid.xy, rayN);
-    return;
+  let sum = d.vec3f();
+  let idx = d.u32(0);
+  while (idx < rayCountStored) {
+    // Direction-first layout: iterate over directions
+    const dir = linearToZOrder(idx);
+    const atlasPx = dirFirstAtlasPos(dir, probe, probes);
+    const ray = std.textureLoad(buildRadianceFieldBGL.$.src, atlasPx);
+    sum = sum.add(ray.xyz);
+    idx += 1;
   }
 
-  const localPosN = globalToLocal(gid.xy, nDim);
-
-  const probesN = d.u32(dim) / nDim;
-  const probesU = d.u32(probesN) >> 1;
-
-  const maxProbeIdx = std.max(probesU, 1) - 1;
-  const maxProbeIdxF = d.f32(maxProbeIdx);
-
-  const p = d.vec2f(localPosN.probeCoord);
-  const u = p.sub(d.vec2f(0.5)).mul(d.vec2f(0.5));
-
-  const u0f = std.clamp(std.floor(u), d.vec2f(), d.vec2f(maxProbeIdxF));
-  const u1f = std.min(u0f.add(d.vec2f(1)), d.vec2f(maxProbeIdxF));
-  const f = std.clamp(u.sub(u0f), d.vec2f(), d.vec2f(1));
-
-  const u0 = d.vec2u(u0f);
-  const u1 = d.vec2u(u1f);
-
-  const angN = zOrderToLinear(localPosN.local);
-  const childBase = angN * d.u32(4);
-
-  const probeTL = d.vec2u(u0.x, u0.y);
-  const probeTR = d.vec2u(u1.x, u0.y);
-  const probeBL = d.vec2u(u0.x, u1.y);
-  const probeBR = d.vec2u(u1.x, u1.y);
-
-  const TL = sampleProbeQuadFiltered(probeTL, childBase, uDim);
-  const TR = sampleProbeQuadFiltered(probeTR, childBase, uDim);
-  const BL = sampleProbeQuadFiltered(probeBL, childBase, uDim);
-  const BR = sampleProbeQuadFiltered(probeBR, childBase, uDim);
+  const avg = sum.div(d.f32(rayCountStored));
+  std.textureStore(buildRadianceFieldBGL.$.dst, probe, d.vec4f(avg, 1.0));
+});
 
-  const upper = std.mix(
-    std.mix(TL, TR, f.x),
-    std.mix(BL, BR, f.x),
-    f.y,
-  );
+const ACESFilm = tgpu.fn([d.vec3f], d.vec3f)((x) => {
+  const a = 2.51;
+  const b = 0.03;
+  const c = 2.43;
+  const dVal = 0.59;
+  const e = 0.01;
+  const res = x.mul(x.mul(a).add(b)).div(x.mul(x.mul(c).add(dVal)).add(e));
+  return std.saturate(res);
+});
 
-  const outRgb = rayN.xyz.add(upper.xyz.mul(rayN.w));
-  const outT = rayN.w * upper.w;
-  std.textureStore(mergeBindGroupLayout.$.dst, gid.xy, d.vec4f(outRgb, outT));
+const finalRadianceFieldFrag = tgpu['~unstable'].fragmentFn({
+  in: { uv: d.vec2f },
+  out: d.vec4f,
+})(({ uv }) => {
+  const field = std.textureSample(radianceFieldView.$, radianceSampler.$, uv)
+    .xyz;
+  const outRgb = std.saturate(field);
+  return d.vec4f(ACESFilm(outRgb), 1.0);
 });
 
-const rayMarchPipeline = root['~unstable']
-  .withCompute(rayMarchCompute)
+const cascadePassPipeline = root['~unstable']
+  .withCompute(cascadePassCompute)
   .createPipeline();
 
-const mergePipeline = root['~unstable']
-  .withCompute(mergeCompute)
-  .createPipeline();
+const cascadePassBindGroups = Array.from(
+  { length: cascadeAmount },
+  (_, layer) => {
+    const writeToA = (cascadeAmount - 1 - layer) % 2 === 0;
+    const dstTexture = writeToA ? cascadesTextureA : cascadesTextureB;
+    const srcTexture = writeToA ? cascadesTextureB : cascadesTextureA;
+
+    return root.createBindGroup(cascadePassBGL, {
+      upper: srcTexture.createView(d.texture2d(d.f32), {
+        baseArrayLayer: Math.min(layer + 1, cascadeAmount - 1),
+        arrayLayerCount: 1,
+      }),
+      upperSampler: cascadeSampler,
+      dst: dstTexture.createView(
+        d.textureStorage2d('rgba16float', 'write-only'),
+        { baseArrayLayer: layer, arrayLayerCount: 1 },
+      ),
+    });
+  },
+);
 
 const buildRadianceFieldPipeline = root['~unstable']
   .withCompute(buildRadianceFieldCompute)
   .createPipeline();
 
+// Pre-create bind groups for both possible cascade 0 locations (ping-pong result)
+const buildRadianceFieldBG_A = root.createBindGroup(buildRadianceFieldBGL, {
+  src: cascadesTextureA.createView(
+    d.textureStorage2d('rgba16float', 'read-only'),
+    { baseArrayLayer: 0, arrayLayerCount: 1 },
+  ),
+  dst: radianceFieldStoreView,
+});
+
+const buildRadianceFieldBG_B = root.createBindGroup(buildRadianceFieldBGL, {
+  src: cascadesTextureB.createView(
+    d.textureStorage2d('rgba16float', 'read-only'),
+    { baseArrayLayer: 0, arrayLayerCount: 1 },
+  ),
+  dst: radianceFieldStoreView,
+});
+
 function buildRadianceField() {
+  // Determine which texture has cascade 0 after ping-pong
+  const cascade0InA = (cascadeAmount - 1) % 2 === 0;
+  const buildRadianceFieldBG = cascade0InA
+    ? buildRadianceFieldBG_A
+    : buildRadianceFieldBG_B;
+
   buildRadianceFieldPipeline
     .with(buildRadianceFieldBG)
-    .dispatchWorkgroups(
-      Math.ceil(baseProbes / 8),
-      Math.ceil(baseProbes / 8),
-    );
+    .dispatchWorkgroups(Math.ceil(baseProbes / 8), Math.ceil(baseProbes / 8));
 }
 
-function mergeAllCascades() {
-  for (let n = 0; n < mergeBindGroups.length; n++) {
-    const layer = cascadeAmount - 2 - n;
+// Top-down cascade dispatch (replaces separate raymarch + merge)
+function runCascadesTopDown() {
+  // Process from highest cascade down to 0
+  // Each layer reads from layer+1 (already computed) and writes to itself
+  for (let layer = cascadeAmount - 1; layer >= 0; layer--) {
     const probes = baseProbes >> layer;
-    const raysDim = dim / probes;
 
-    mergeRaysDimUniform.write(raysDim);
+    cascadeIndexUniform.write(layer);
+    probesUniform.write(probes);
 
-    mergePipeline
-      .with(mergeBindGroups[n])
+    cascadePassPipeline
+      .with(cascadePassBindGroups[layer])
       .dispatchWorkgroups(Math.ceil(dim / 8), Math.ceil(dim / 8));
   }
 }
 
 function updateLighting() {
-  rayMarchPipeline.dispatchWorkgroups(Math.ceil(dim / 8), Math.ceil(dim / 8));
-  mergeAllCascades();
-  buildRadianceField();
+  runCascadesTopDown(); // Fused raymarch + merge
+  buildRadianceField(); // Build final radiance field from cascade 0
 }
 updateLighting();
 
@@ -449,12 +412,10 @@ canvas.addEventListener('click', (event) => {
 });
 
 canvas.addEventListener('mousemove', (event) => {
-  const rect = canvas.getBoundingClientRect();
-  const x = (event.clientX - rect.left) / rect.width;
-  const y = (event.clientY - rect.top) / rect.height;
-  mousePosUniform.write(d.vec2f(x, y));
-
   if (event.buttons === 1) {
+    const rect = canvas.getBoundingClientRect();
+    const x = (event.clientX - rect.left) / rect.width;
+    const y = (event.clientY - rect.top) / rect.height;
     lightPosUniform.write(d.vec2f(x, y));
     updateLighting();
   }

From 59ee9dcc8b2a012d69cad8aa944ea4db4b553ff1 Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Thu, 8 Jan 2026 19:22:45 +0100
Subject: [PATCH 06/26] work

---
 .../radiance-compute/drag-controller.ts       | 115 ++++++++
 .../rendering/radiance-compute/index.html     |   2 +-
 .../rendering/radiance-compute/index.ts       | 268 ++++++++----------
 .../rendering/radiance-compute/scene.ts       | 154 ++++++++++
 4 files changed, 396 insertions(+), 143 deletions(-)
 create mode 100644 apps/typegpu-docs/src/examples/rendering/radiance-compute/drag-controller.ts
 create mode 100644 apps/typegpu-docs/src/examples/rendering/radiance-compute/scene.ts

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/drag-controller.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/drag-controller.ts
new file mode 100644
index 0000000000..9ded947ee2
--- /dev/null
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/drag-controller.ts
@@ -0,0 +1,115 @@
+import { sdBox2d, sdDisk } from '@typegpu/sdf';
+import type { AnySceneElement } from './scene.ts';
+import { sceneElements } from './scene.ts';
+import * as d from 'typegpu/data';
+
+export interface DragTarget {
+  id: string;
+  element: AnySceneElement;
+}
+
+export class DragController {
+  private isDragging = false;
+  private draggedElement: DragTarget | null = null;
+
+  constructor(
+    private canvas: HTMLCanvasElement,
+    private onDragMove: (id: string, position: d.v2f) => void,
+    private onDragEnd: (id: string, position: d.v2f) => void,
+  ) {
+    this.setupEventListeners();
+  }
+
+  private canvasToUV(clientX: number, clientY: number): d.v2f {
+    const rect = this.canvas.getBoundingClientRect();
+    const x = (clientX - rect.left) / rect.width;
+    const y = (clientY - rect.top) / rect.height;
+    return d.vec2f(x, y);
+  }
+
+  private hitTestDisk(uv: d.v2f, center: d.v2f, radius: number): boolean {
+    const dist = sdDisk(uv.sub(center), radius);
+    return dist <= radius;
+  }
+
+  private hitTestBox(uv: d.v2f, center: d.v2f, size: d.v2f): boolean {
+    const dist = sdBox2d(uv.sub(center), size.mul(1));
+    return dist <= 0;
+  }
+
+  private hitTest(clientX: number, clientY: number): DragTarget | null {
+    const uv = this.canvasToUV(clientX, clientY);
+
+    for (const element of sceneElements) {
+      let hit = false;
+
+      if (element.type === 'disk') {
+        const radius = element.size as number;
+        hit = this.hitTestDisk(uv, element.position, radius);
+      } else if (element.type === 'box') {
+        const size = element.size as d.v2f;
+        hit = this.hitTestBox(uv, element.position, size);
+      }
+
+      if (hit) {
+        return { id: element.id, element };
+      }
+    }
+
+    return null;
+  }
+
+  private setupEventListeners() {
+    this.canvas.addEventListener('mousedown', this.onMouseDown);
+    this.canvas.addEventListener('mousemove', this.onMouseMove);
+    this.canvas.addEventListener('mouseup', this.onMouseUp);
+    this.canvas.addEventListener('mouseleave', this.onMouseLeave);
+  }
+
+  private onMouseDown = (e: MouseEvent) => {
+    const target = this.hitTest(e.clientX, e.clientY);
+    if (target) {
+      this.isDragging = true;
+      this.draggedElement = target;
+      this.canvas.style.cursor = 'grabbing';
+    }
+  };
+
+  private onMouseMove = (e: MouseEvent) => {
+    if (!this.isDragging || !this.draggedElement) {
+      const target = this.hitTest(e.clientX, e.clientY);
+      this.canvas.style.cursor = target ? 'grab' : 'default';
+      return;
+    }
+
+    const newPos = this.canvasToUV(e.clientX, e.clientY);
+    this.onDragMove(this.draggedElement.id, newPos);
+  };
+
+  private onMouseUp = (e: MouseEvent) => {
+    if (this.isDragging && this.draggedElement) {
+      const finalPos = this.canvasToUV(e.clientX, e.clientY);
+      this.onDragEnd(this.draggedElement.id, finalPos);
+      this.isDragging = false;
+      this.draggedElement = null;
+
+      const target = this.hitTest(e.clientX, e.clientY);
+      this.canvas.style.cursor = target ? 'grab' : 'default';
+    }
+  };
+
+  private onMouseLeave = () => {
+    if (this.isDragging) {
+      this.isDragging = false;
+      this.draggedElement = null;
+      this.canvas.style.cursor = 'default';
+    }
+  };
+
+  destroy() {
+    this.canvas.removeEventListener('mousedown', this.onMouseDown);
+    this.canvas.removeEventListener('mousemove', this.onMouseMove);
+    this.canvas.removeEventListener('mouseup', this.onMouseUp);
+    this.canvas.removeEventListener('mouseleave', this.onMouseLeave);
+  }
+}
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html
index aa8cc321b3..581d6789f8 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html
@@ -1 +1 @@
-<canvas></canvas>
+<canvas data-fit-to-container></canvas>
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
index a7334245ba..c7017ec13c 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
@@ -2,7 +2,14 @@ import tgpu from 'typegpu';
 import { fullScreenTriangle } from 'typegpu/common';
 import * as d from 'typegpu/data';
 import * as std from 'typegpu/std';
-import * as sdf from '@typegpu/sdf';
+import {
+  SceneData,
+  sceneData,
+  sceneDataAccess,
+  sceneSDF,
+  updateElementPosition,
+} from './scene.ts';
+import { DragController } from './drag-controller.ts';
 
 const root = await tgpu.init();
 const canvas = document.querySelector('canvas') as HTMLCanvasElement;
@@ -14,29 +21,42 @@ context.configure({
   format: presentationFormat,
 });
 
-// Primary setting: texture dimension for cascade storage
 const dim = 1024;
 const baseRaysDimStored = 2; // Pre-averaged: 2x2 stored texels = 4x4 effective rays per probe
-const baseProbes = dim / baseRaysDimStored; // Derived: 512 probes at finest cascade
-const cascadeAmount = Math.round(Math.log2(baseProbes));
+
+let baseProbesX: number;
+let baseProbesY: number;
+
+const canvasAspect = canvas.width / canvas.height;
+if (canvasAspect >= 1.0) {
+  baseProbesY = dim / baseRaysDimStored;
+  baseProbesX = Math.round(baseProbesY * canvasAspect);
+} else {
+  baseProbesX = dim / baseRaysDimStored;
+  baseProbesY = Math.round(baseProbesX / canvasAspect);
+}
+
+const dimX = baseProbesX * baseRaysDimStored;
+const dimY = baseProbesY * baseRaysDimStored;
+const cascadeAmount = Math.round(Math.log2(Math.min(baseProbesX, baseProbesY)));
 
 const cascadesTextureA = root['~unstable']
   .createTexture({
-    size: [dim, dim, cascadeAmount],
+    size: [dimX, dimY, cascadeAmount],
     format: 'rgba16float',
   })
   .$usage('storage', 'sampled');
 
 const cascadesTextureB = root['~unstable']
   .createTexture({
-    size: [dim, dim, cascadeAmount],
+    size: [dimX, dimY, cascadeAmount],
     format: 'rgba16float',
   })
   .$usage('storage', 'sampled');
 
 const radianceFieldTex = root['~unstable']
   .createTexture({
-    size: [baseProbes, baseProbes],
+    size: [baseProbesX, baseProbesY],
     format: 'rgba16float',
   })
   .$usage('storage', 'sampled');
@@ -57,82 +77,34 @@ const radianceSampler = root['~unstable'].createSampler({
   minFilter: 'linear',
 });
 
-const lightPosUniform = root.createUniform(d.vec2f, d.vec2f(0.5));
-const lightColorUniform = root.createUniform(d.vec4f, d.vec4f(1));
+const sceneDataUniform = root.createUniform(SceneData, sceneData);
 
-// Uniforms for the fused cascade pass
 const cascadeIndexUniform = root.createUniform(d.u32);
-const probesUniform = root.createUniform(d.u32);
-
-// Z-order curve (Morton code) encoding/decoding for better cache efficiency
-const spreadBits = tgpu.fn([d.u32], d.u32)((v) => {
-  let x = v;
-  x = (x | (x << 8)) & 0x00ff00ff;
-  x = (x | (x << 4)) & 0x0f0f0f0f;
-  x = (x | (x << 2)) & 0x33333333;
-  x = (x | (x << 1)) & 0x55555555;
-  return x;
-});
-
-const compactBits = tgpu.fn([d.u32], d.u32)((v) => {
-  let x = v & 0x55555555;
-  x = (x | (x >> 1)) & 0x33333333;
-  x = (x | (x >> 2)) & 0x0f0f0f0f;
-  x = (x | (x >> 4)) & 0x00ff00ff;
-  x = (x | (x >> 8)) & 0x0000ffff;
-  return x;
-});
-
-const mortonEncode2D = tgpu.fn([d.u32, d.u32], d.u32)((x, y) => {
-  return spreadBits(x) | (spreadBits(y) << 1);
-});
-
-const mortonDecode2D = tgpu.fn([d.u32], d.vec2u)((code) => {
-  return d.vec2u(compactBits(code), compactBits(code >> 1));
-});
-
-const linearToZOrder = tgpu.fn([d.u32], d.vec2u)((idx) => {
-  return mortonDecode2D(idx);
-});
+const probesUniform = root.createUniform(d.vec2u);
+const dimUniform = root.createUniform(d.vec2u, d.vec2u(dimX, dimY));
+const baseProbesUniform = root.createUniform(
+  d.vec2u,
+  d.vec2u(baseProbesX, baseProbesY),
+);
 
-// Direction-first layout helpers (key optimization for hardware filtering)
 const AtlasLocal = d.struct({
   dir: d.vec2u,
   probe: d.vec2u,
 });
 
-const atlasToDirFirst = tgpu.fn([d.vec2u, d.u32], AtlasLocal)((gid, probes) => {
-  const dir = d.vec2u(gid.x / probes, gid.y / probes);
-  const probe = d.vec2u(gid.x % probes, gid.y % probes);
-  return AtlasLocal({ dir, probe });
-});
-
-const dirFirstAtlasPos = tgpu.fn([d.vec2u, d.vec2u, d.u32], d.vec2u)(
-  (dir, probe, probes) => {
-    return dir.mul(probes).add(probe);
-  },
-);
-
-const SceneResult = d.struct({
-  dist: d.f32,
-  color: d.vec3f,
-});
+const atlasToDirFirst = (gid: d.v2u, probes: d.v2u) => {
+  'use gpu';
+  return AtlasLocal({
+    dir: gid.div(probes),
+    probe: std.mod(gid, probes),
+  });
+};
 
-const sceneSDF = (p: d.v2f) => {
+const dirFirstAtlasPos = (dir: d.v2u, probe: d.v2u, probes: d.v2u) => {
   'use gpu';
-  const occluder1 = sdf.sdBox2d(p.sub(d.vec2f(0.3, 0.3)), d.vec2f(0.08, 0.15));
-  const occluder2 = sdf.sdBox2d(p.sub(d.vec2f(0.7, 0.6)), d.vec2f(0.12, 0.08));
-  const occluder3 = sdf.sdDisk(p.sub(d.vec2f(0.5, 0.75)), d.f32(0.1));
-  const minOccluder = std.min(occluder1, occluder2, occluder3);
-  const light = sdf.sdDisk(p.sub(lightPosUniform.$), d.f32(0.05));
-
-  if (light < minOccluder && minOccluder > 0) {
-    return SceneResult({ dist: light, color: lightColorUniform.$.xyz });
-  }
-  return SceneResult({ dist: minOccluder, color: d.vec3f(0) });
+  return dir.mul(probes).add(probe);
 };
 
-// Fused cascade pass: raymarch + merge in one top-down pass per layer
 const cascadePassBGL = tgpu.bindGroupLayout({
   upper: { texture: d.texture2d(d.f32) },
   upperSampler: { sampler: 'filtering' },
@@ -150,49 +122,55 @@ const cascadePassCompute = tgpu['~unstable'].computeFn({
   workgroupSize: [8, 8],
   in: { gid: d.builtin.globalInvocationId },
 })(({ gid }) => {
-  if (gid.x >= dim || gid.y >= dim) return;
+  const dim2 = dimUniform.$;
+  if (gid.x >= dim2.x || gid.y >= dim2.y) {
+    return;
+  }
 
   const layer = cascadeIndexUniform.$;
   const probes = probesUniform.$;
   const topLayer = d.u32(cascadeAmount - 1);
 
-  // Direction-first layout: decode gid to (dir, probe)
+  // Decode atlas position to (direction, probe)
   const lp = atlasToDirFirst(gid.xy, probes);
   const dirStored = lp.dir;
   const probe = lp.probe;
 
-  // Stored raysDim at this layer
-  const raysDimStored = d.u32(d.u32(dim) / probes);
-  // Actual direction grid is 2x (because we pre-average 4 rays per stored texel)
-  const raysDimActual = raysDimStored << d.u32(1);
+  // Stored vs Actual ray dimensions:
+  // Each stored texel represents a 2x2 block of actual rays (pre-averaged)
+  const raysDimStoredX = d.u32(dim2.x / probes.x);
+  const raysDimStoredY = d.u32(dim2.y / probes.y);
+  const raysDimStored = std.min(raysDimStoredX, raysDimStoredY);
+  const raysDimActual = raysDimStored << d.u32(1); // 2x for cascade hierarchy
   const rayCountActual = raysDimActual * raysDimActual;
 
-  const probePos = d.vec2f(probe).add(0.5).div(d.f32(probes));
+  const probePos = d.vec2f(probe).add(0.5).div(d.vec2f(probes));
 
-  // Interval calculation (decoupled from dim for consistent lighting)
-  const interval0Uv = 1.0 / d.f32(baseProbes);
+  // Interval calculation
+  const baseProbes2 = baseProbesUniform.$;
+  const baseProbesMin = d.f32(std.min(baseProbes2.x, baseProbes2.y));
+  const interval0Uv = 1.0 / baseProbesMin;
   const pow4 = d.f32(d.u32(1) << (layer * d.u32(2)));
   const startUv = interval0Uv * (pow4 - 1.0) / 3.0;
   const endUv = startUv + interval0Uv * pow4;
 
-  // March tuning
-  const eps = 0.5 / d.f32(baseProbes);
-  const minStep = 0.25 / d.f32(baseProbes);
+  const eps = 0.5 / baseProbesMin;
+  const minStep = 0.25 / baseProbesMin;
 
   let accum = d.vec4f();
 
-  // Cast 4 rays per stored texel (2x2 block in actual direction grid)
+  // Cast 4 rays per stored texel (2x2 block) and average them
   for (let i = 0; i < 4; i++) {
     const ox = d.u32(d.u32(i) & d.u32(1));
     const oy = d.u32(d.u32(i) >> d.u32(1));
 
-    // Map stored direction to actual direction (2x finer)
+    // Map stored direction to actual direction (2x2 block)
     const dirActual2D = dirStored.mul(d.u32(2)).add(d.vec2u(ox, oy));
-    const mortonIdx = mortonEncode2D(dirActual2D.x, dirActual2D.y);
 
-    const rayIndex = d.f32(mortonIdx) + 0.5;
+    // Compute ray direction from actual ray index
+    const rayIndex = d.f32(dirActual2D.y * raysDimActual + dirActual2D.x) + 0.5;
     const angle = (rayIndex / d.f32(rayCountActual)) * (Math.PI * 2) - Math.PI;
-    const dir = d.vec2f(std.cos(angle), -std.sin(angle));
+    const rayDir = d.vec2f(std.cos(angle), -std.sin(angle));
 
     // Raymarch
     let rgb = d.vec3f();
@@ -201,8 +179,7 @@ const cascadePassCompute = tgpu['~unstable'].computeFn({
 
     for (let step = 0; step < 32; step++) {
       if (t > endUv) break;
-
-      const p = probePos.add(dir.mul(t));
+      const p = probePos.add(rayDir.mul(t));
       const hit = sceneSDF(p);
 
       if (hit.dist <= eps) {
@@ -210,33 +187,35 @@ const cascadePassCompute = tgpu['~unstable'].computeFn({
         T = d.f32(0);
         break;
       }
-
       t += std.max(hit.dist, minStep);
     }
 
-    // Merge with upper cascade (hardware bilinear interpolation!)
+    // Merge with upper cascade
     if (layer < topLayer && T > 0.01) {
-      const probesU = std.max(probes >> d.u32(1), d.u32(1));
+      const probesU = d.vec2u(
+        std.max(probes.x >> d.u32(1), d.u32(1)),
+        std.max(probes.y >> d.u32(1), d.u32(1)),
+      );
 
-      // Fractional probe position in upper grid
-      // Upper grid has half the probes, so we map probe/2 + 0.25 for center alignment
-      let probeUf = d.vec2f(probe).mul(0.5).add(d.vec2f(0.25));
+      // Upper cascade's stored resolution matches our actual resolution
+      const tileOriginU = d.vec2f(
+        d.f32(dirActual2D.x * probesU.x),
+        d.f32(dirActual2D.y * probesU.y),
+      );
 
-      // Clamp away from block edges to prevent filtering into neighboring direction blocks
-      if (probesU > d.u32(2)) {
-        const lo = d.vec2f(1.5);
-        const hi = d.vec2f(d.f32(probesU) - 1.5);
-        probeUf = std.clamp(probeUf, lo, hi);
-      }
+      // Map probe position to pixel coordinates within the tile
+      const probePixelU = probePos.mul(d.vec2f(probesU));
 
-      // Upper cascade uses direction-first too, and its stored raysDim == our actual raysDim
-      // So we can sample upper using dirActual2D directly
-      const atlasBaseU = d.vec2f(dirActual2D.mul(probesU));
-      const atlasPxU = atlasBaseU.add(probeUf);
+      // Clamp to prevent bilinear bleeding into neighboring direction tiles
+      const clampedPixelU = std.clamp(
+        probePixelU,
+        d.vec2f(0.5),
+        d.vec2f(probesU).sub(0.5),
+      );
 
-      const uvU = atlasPxU.div(d.f32(dim));
+      // Convert to UV space
+      const uvU = tileOriginU.add(clampedPixelU).div(d.vec2f(dim2));
 
-      // Single bilinear sample across 4 probes (key optimization!)
       const upper = std.textureSampleLevel(
         cascadePassBGL.$.upper,
         cascadePassBGL.$.upperSampler,
@@ -260,20 +239,24 @@ const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
   workgroupSize: [8, 8],
   in: { gid: d.builtin.globalInvocationId },
 })(({ gid }) => {
-  if (gid.x >= baseProbes || gid.y >= baseProbes) {
+  const baseProbes2 = baseProbesUniform.$;
+  if (gid.x >= baseProbes2.x || gid.y >= baseProbes2.y) {
     return;
   }
 
-  const probes = d.u32(baseProbes);
-  const raysDimStored = d.u32(d.u32(dim) / probes); // Should be 2 for cascade0
+  const dim2 = dimUniform.$;
+  const probes = baseProbes2;
+  const raysDimStoredX = d.u32(dim2.x / probes.x);
+  const raysDimStoredY = d.u32(dim2.y / probes.y);
+  const raysDimStored = std.min(raysDimStoredX, raysDimStoredY); // Should be 2 for cascade0
   const probe = gid.xy;
   const rayCountStored = raysDimStored * raysDimStored;
 
   let sum = d.vec3f();
   let idx = d.u32(0);
   while (idx < rayCountStored) {
-    // Direction-first layout: iterate over directions
-    const dir = linearToZOrder(idx);
+    // Direction-first layout: iterate over directions (row-major)
+    const dir = d.vec2u(idx % raysDimStored, idx / raysDimStored);
     const atlasPx = dirFirstAtlasPos(dir, probe, probes);
     const ray = std.textureLoad(buildRadianceFieldBGL.$.src, atlasPx);
     sum = sum.add(ray.xyz);
@@ -305,6 +288,7 @@ const finalRadianceFieldFrag = tgpu['~unstable'].fragmentFn({
 });
 
 const cascadePassPipeline = root['~unstable']
+  .with(sceneDataAccess, sceneDataUniform)
   .withCompute(cascadePassCompute)
   .createPipeline();
 
@@ -359,7 +343,10 @@ function buildRadianceField() {
 
   buildRadianceFieldPipeline
     .with(buildRadianceFieldBG)
-    .dispatchWorkgroups(Math.ceil(baseProbes / 8), Math.ceil(baseProbes / 8));
+    .dispatchWorkgroups(
+      Math.ceil(baseProbesX / 8),
+      Math.ceil(baseProbesY / 8),
+    );
 }
 
 // Top-down cascade dispatch (replaces separate raymarch + merge)
@@ -367,14 +354,15 @@ function runCascadesTopDown() {
   // Process from highest cascade down to 0
   // Each layer reads from layer+1 (already computed) and writes to itself
   for (let layer = cascadeAmount - 1; layer >= 0; layer--) {
-    const probes = baseProbes >> layer;
+    const probesX = baseProbesX >> layer;
+    const probesY = baseProbesY >> layer;
 
     cascadeIndexUniform.write(layer);
-    probesUniform.write(probes);
+    probesUniform.write(d.vec2u(probesX, probesY));
 
     cascadePassPipeline
       .with(cascadePassBindGroups[layer])
-      .dispatchWorkgroups(Math.ceil(dim / 8), Math.ceil(dim / 8));
+      .dispatchWorkgroups(Math.ceil(dimX / 8), Math.ceil(dimY / 8));
   }
 }
 
@@ -389,8 +377,12 @@ const renderPipeline = root['~unstable']
   .withFragment(finalRadianceFieldFrag, { format: presentationFormat })
   .createPipeline();
 
+let isRunning = true;
 let frameId: number;
+
 function frame() {
+  if (!isRunning) return; // Prevent using destroyed device
+
   renderPipeline
     .withColorAttachment({
       view: context.getCurrentTexture().createView(),
@@ -402,36 +394,28 @@ function frame() {
 }
 frameId = requestAnimationFrame(frame);
 
-canvas.addEventListener('click', (event) => {
-  const rect = canvas.getBoundingClientRect();
-  const x = (event.clientX - rect.left) / rect.width;
-  const y = (event.clientY - rect.top) / rect.height;
-
-  lightPosUniform.write(d.vec2f(x, y));
-  updateLighting();
-});
+function updateUniforms() {
+  sceneDataUniform.write(sceneData);
+}
 
-canvas.addEventListener('mousemove', (event) => {
-  if (event.buttons === 1) {
-    const rect = canvas.getBoundingClientRect();
-    const x = (event.clientX - rect.left) / rect.width;
-    const y = (event.clientY - rect.top) / rect.height;
-    lightPosUniform.write(d.vec2f(x, y));
+// Set up drag controller for interactive scene manipulation
+const dragController = new DragController(
+  canvas,
+  (id, position) => {
+    updateElementPosition(id, position);
+    updateUniforms();
     updateLighting();
-  }
-});
-
-export const controls = {
-  'Light Color': {
-    initial: [1, 1, 1],
-    onColorChange: (c: [number, number, number]) => {
-      lightColorUniform.write(d.vec4f(...c, 1));
-      updateLighting();
-    },
   },
-};
+  (id, position) => {
+    updateElementPosition(id, position);
+    updateUniforms();
+    updateLighting();
+  },
+);
 
 export function onCleanup() {
+  isRunning = false; // Stop the loop logic immediately
+  dragController.destroy();
   if (frameId !== null) {
     cancelAnimationFrame(frameId);
   }
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/scene.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/scene.ts
new file mode 100644
index 0000000000..29544b4f8c
--- /dev/null
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/scene.ts
@@ -0,0 +1,154 @@
+import tgpu from 'typegpu';
+import * as d from 'typegpu/data';
+import * as sdf from '@typegpu/sdf';
+
+export interface SceneElement<T extends 'box' | 'disk'> {
+  id: string;
+  type: T;
+  position: d.v2f;
+  size: T extends 'box' ? d.v2f : number;
+  emission?: d.v3f;
+  dataIndex: number; // Index in sceneData.disks or sceneData.boxes
+}
+export type AnySceneElement = SceneElement<'box'> | SceneElement<'disk'>;
+
+export const sceneElements: AnySceneElement[] = [
+  // 3 RGB lights (disks with emission)
+  {
+    id: 'light-red',
+    type: 'disk',
+    position: d.vec2f(0.2, 0.3),
+    emission: d.vec3f(1, 0, 0),
+    size: 0.05,
+    dataIndex: 0,
+  },
+  {
+    id: 'light-green',
+    type: 'disk',
+    position: d.vec2f(0.5, 0.3),
+    emission: d.vec3f(0, 1, 0),
+    size: 0.05,
+    dataIndex: 1,
+  },
+  {
+    id: 'light-blue',
+    type: 'disk',
+    position: d.vec2f(0.8, 0.3),
+    emission: d.vec3f(0, 0, 1),
+    size: 0.05,
+    dataIndex: 2,
+  },
+
+  // 3 occluders
+  {
+    id: 'box-1',
+    type: 'box',
+    position: d.vec2f(0.3, 0.5),
+    size: d.vec2f(0.08, 0.15),
+    dataIndex: 0,
+  },
+  {
+    id: 'box-2',
+    type: 'box',
+    position: d.vec2f(0.7, 0.65),
+    size: d.vec2f(0.12, 0.08),
+    dataIndex: 1,
+  },
+  {
+    id: 'disk-1',
+    type: 'disk',
+    position: d.vec2f(0.5, 0.75),
+    size: 0.1,
+    dataIndex: 3,
+  },
+];
+
+export const sceneData = {
+  disks: sceneElements
+    .filter((el) => el.type === 'disk')
+    .map((el) => ({
+      pos: el.position,
+      radius: el.size,
+      emissiveColor: el.emission ?? d.vec3f(),
+    })),
+  boxes: sceneElements
+    .filter((el) => el.type === 'box')
+    .map((el) => ({
+      pos: el.position,
+      size: el.size,
+      emissiveColor: el.emission ?? d.vec3f(),
+    })),
+};
+
+const elementById = new Map<string, AnySceneElement>(
+  sceneElements.map((el) => [el.id, el]),
+);
+
+export function updateElementPosition(id: string, position: d.v2f): void {
+  const element = elementById.get(id);
+  if (!element) {
+    console.warn(`Element with id ${id} not found in scene.`);
+    return;
+  }
+
+  // Direct O(1) array access using stored index
+  element.position = position;
+  if (element.type === 'disk') {
+    sceneData.disks[element.dataIndex].pos = position;
+  } else {
+    sceneData.boxes[element.dataIndex].pos = position;
+  }
+}
+
+export const SceneResult = d.struct({
+  dist: d.f32,
+  color: d.vec3f,
+});
+
+const DiskData = d.struct({
+  pos: d.vec2f,
+  radius: d.f32,
+  emissiveColor: d.vec3f,
+});
+
+const BoxData = d.struct({
+  pos: d.vec2f,
+  size: d.vec2f,
+  emissiveColor: d.vec3f,
+});
+
+export const SceneData = d.struct({
+  disks: d.arrayOf(DiskData, 4),
+  boxes: d.arrayOf(BoxData, 2),
+});
+
+export const sceneDataAccess = tgpu['~unstable'].accessor(SceneData);
+export const sceneSDF = (p: d.v2f) => {
+  'use gpu';
+  const scene = sceneDataAccess.$;
+
+  let minDist = d.f32(2e31);
+  let color = d.vec3f();
+
+  for (let i = 0; i < scene.disks.length; i++) {
+    const disk = scene.disks[i];
+    const dist = sdf.sdDisk(p.sub(disk.pos), disk.radius);
+
+    if (dist < minDist) {
+      minDist = dist;
+      color = d.vec3f(disk.emissiveColor);
+    }
+  }
+
+  for (let i = 0; i < scene.boxes.length; i++) {
+    const box = scene.boxes[i];
+    const dist = sdf.sdBox2d(p.sub(box.pos), box.size);
+
+    if (dist < minDist) {
+      minDist = dist;
+      color = d.vec3f(box.emissiveColor);
+    }
+  }
+
+  return SceneResult({ dist: minDist, color });
+};

From 9440c6b11b3a0c6ef024018c503fdbdffde73ce7 Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Sat, 10 Jan 2026 04:24:46 +0100
Subject: [PATCH 07/26] more work

---
 .../rendering/radiance-compute/index.html     |   2 +-
 .../rendering/radiance-compute/index.ts       | 462 ++++++++++++------
 2 files changed, 319 insertions(+), 145 deletions(-)

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html
index 581d6789f8..aa8cc321b3 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html
@@ -1 +1 @@
-<canvas data-fit-to-container></canvas>
+<canvas></canvas>
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
index c7017ec13c..10600eca0c 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
@@ -2,6 +2,7 @@ import tgpu from 'typegpu';
 import { fullScreenTriangle } from 'typegpu/common';
 import * as d from 'typegpu/data';
 import * as std from 'typegpu/std';
+import * as sdf from '@typegpu/sdf';
 import {
   SceneData,
   sceneData,
@@ -21,42 +22,47 @@ context.configure({
   format: presentationFormat,
 });
 
-const dim = 1024;
-const baseRaysDimStored = 2; // Pre-averaged: 2x2 stored texels = 4x4 effective rays per probe
-
-let baseProbesX: number;
-let baseProbesY: number;
-
-const canvasAspect = canvas.width / canvas.height;
-if (canvasAspect >= 1.0) {
-  baseProbesY = dim / baseRaysDimStored;
-  baseProbesX = Math.round(baseProbesY * canvasAspect);
-} else {
-  baseProbesX = dim / baseRaysDimStored;
-  baseProbesY = Math.round(baseProbesX / canvasAspect);
-}
-
-const dimX = baseProbesX * baseRaysDimStored;
-const dimY = baseProbesY * baseRaysDimStored;
-const cascadeAmount = Math.round(Math.log2(Math.min(baseProbesX, baseProbesY)));
+const OUTPUT_RESOLUTION: [number, number] = [canvas.width, canvas.height];
+const LIGHTING_RESOLUTION = 0.4;
+
+const [outputProbesX, outputProbesY] = OUTPUT_RESOLUTION;
+const aspect = outputProbesX / outputProbesY;
+
+const diagonal = Math.sqrt(outputProbesX ** 2 + outputProbesY ** 2);
+const optimalProbes = diagonal * LIGHTING_RESOLUTION;
+const cascadeProbesMin = 2 ** Math.round(Math.log2(optimalProbes));
+const cascadeProbesX = aspect >= 1
+  ? Math.round(cascadeProbesMin * aspect)
+  : cascadeProbesMin;
+const cascadeProbesY = aspect >= 1
+  ? cascadeProbesMin
+  : Math.round(cascadeProbesMin / aspect);
+const cascadeDimX = cascadeProbesX * 2; // 2x2 stored rays per probe
+const cascadeDimY = cascadeProbesY * 2;
+
+const interval0 = 1 / cascadeProbesMin;
+const maxIntervalStart = 1.5; // ~diagonal in UV space
+const cascadeAmount = Math.ceil(
+  Math.log2(maxIntervalStart * 3 / interval0 + 1) / 2,
+);
 
 const cascadesTextureA = root['~unstable']
   .createTexture({
-    size: [dimX, dimY, cascadeAmount],
+    size: [cascadeDimX, cascadeDimY, cascadeAmount],
     format: 'rgba16float',
   })
   .$usage('storage', 'sampled');
 
 const cascadesTextureB = root['~unstable']
   .createTexture({
-    size: [dimX, dimY, cascadeAmount],
+    size: [cascadeDimX, cascadeDimY, cascadeAmount],
     format: 'rgba16float',
   })
   .$usage('storage', 'sampled');
 
 const radianceFieldTex = root['~unstable']
   .createTexture({
-    size: [baseProbesX, baseProbesY],
+    size: [outputProbesX, outputProbesY],
     format: 'rgba16float',
   })
   .$usage('storage', 'sampled');
@@ -68,10 +74,16 @@ const radianceFieldStoreView = radianceFieldTex.createView(
 );
 
 const buildRadianceFieldBGL = tgpu.bindGroupLayout({
-  src: { storageTexture: d.textureStorage2d('rgba16float', 'read-only') },
+  src: { texture: d.texture2d(d.f32) },
+  srcSampler: { sampler: 'filtering' },
   dst: { storageTexture: d.textureStorage2d('rgba16float', 'write-only') },
 });
 
+const outputProbesUniform = root.createUniform(
+  d.vec2u,
+  d.vec2u(outputProbesX, outputProbesY),
+);
+
 const radianceSampler = root['~unstable'].createSampler({
   magFilter: 'linear',
   minFilter: 'linear',
@@ -81,26 +93,19 @@ const sceneDataUniform = root.createUniform(SceneData, sceneData);
 
 const cascadeIndexUniform = root.createUniform(d.u32);
 const probesUniform = root.createUniform(d.vec2u);
-const dimUniform = root.createUniform(d.vec2u, d.vec2u(dimX, dimY));
-const baseProbesUniform = root.createUniform(
+const cascadeDimUniform = root.createUniform(
   d.vec2u,
-  d.vec2u(baseProbesX, baseProbesY),
+  d.vec2u(cascadeDimX, cascadeDimY),
+);
+const cascadeProbesUniform = root.createUniform(
+  d.vec2u,
+  d.vec2u(cascadeProbesX, cascadeProbesY),
 );
 
-const AtlasLocal = d.struct({
-  dir: d.vec2u,
-  probe: d.vec2u,
-});
-
-const atlasToDirFirst = (gid: d.v2u, probes: d.v2u) => {
-  'use gpu';
-  return AtlasLocal({
-    dir: gid.div(probes),
-    probe: std.mod(gid, probes),
-  });
-};
+const overlayEnabledUniform = root.createUniform(d.u32, 0);
+const overlayDebugCascadeUniform = root.createUniform(d.u32, 0);
 
-const dirFirstAtlasPos = (dir: d.v2u, probe: d.v2u, probes: d.v2u) => {
+const atlasPos = (dir: d.v2u, probe: d.v2u, probes: d.v2u) => {
   'use gpu';
   return dir.mul(probes).add(probe);
 };
@@ -122,66 +127,58 @@ const cascadePassCompute = tgpu['~unstable'].computeFn({
   workgroupSize: [8, 8],
   in: { gid: d.builtin.globalInvocationId },
 })(({ gid }) => {
-  const dim2 = dimUniform.$;
-  if (gid.x >= dim2.x || gid.y >= dim2.y) {
-    return;
-  }
+  const dim2 = cascadeDimUniform.$;
+  if (gid.x >= dim2.x || gid.y >= dim2.y) return;
 
   const layer = cascadeIndexUniform.$;
   const probes = probesUniform.$;
-  const topLayer = d.u32(cascadeAmount - 1);
-
-  // Decode atlas position to (direction, probe)
-  const lp = atlasToDirFirst(gid.xy, probes);
-  const dirStored = lp.dir;
-  const probe = lp.probe;
-
-  // Stored vs Actual ray dimensions:
-  // Each stored texel represents a 2x2 block of actual rays (pre-averaged)
-  const raysDimStoredX = d.u32(dim2.x / probes.x);
-  const raysDimStoredY = d.u32(dim2.y / probes.y);
-  const raysDimStored = std.min(raysDimStoredX, raysDimStoredY);
-  const raysDimActual = raysDimStored << d.u32(1); // 2x for cascade hierarchy
+  const cascadeProbes = cascadeProbesUniform.$;
+
+  // Decode atlas position to (direction, probe) using direction-first layout
+  const dirStored = gid.xy.div(probes);
+  const probe = std.mod(gid.xy, probes);
+
+  // Each stored texel = 2x2 actual rays; raysDimStored doubles per layer
+  const raysDimStored = d.u32(2) << layer;
+  const raysDimActual = raysDimStored * d.u32(2);
   const rayCountActual = raysDimActual * raysDimActual;
 
+  // Skip texels outside valid atlas region
+  if (dirStored.x >= raysDimStored || dirStored.y >= raysDimStored) {
+    std.textureStore(cascadePassBGL.$.dst, gid.xy, d.vec4f(0, 0, 0, 1));
+    return;
+  }
+
   const probePos = d.vec2f(probe).add(0.5).div(d.vec2f(probes));
 
-  // Interval calculation
-  const baseProbes2 = baseProbesUniform.$;
-  const baseProbesMin = d.f32(std.min(baseProbes2.x, baseProbes2.y));
-  const interval0Uv = 1.0 / baseProbesMin;
+  // Interval: each layer covers 4× the distance of the previous
+  // Use min probe dimension for uniform spacing in both directions
+  const cascadeProbesMinVal = d.f32(std.min(cascadeProbes.x, cascadeProbes.y));
+  const interval0 = 1.0 / cascadeProbesMinVal;
   const pow4 = d.f32(d.u32(1) << (layer * d.u32(2)));
-  const startUv = interval0Uv * (pow4 - 1.0) / 3.0;
-  const endUv = startUv + interval0Uv * pow4;
-
-  const eps = 0.5 / baseProbesMin;
-  const minStep = 0.25 / baseProbesMin;
+  const startUv = interval0 * (pow4 - 1.0) / 3.0;
+  const endUv = startUv + interval0 * pow4;
+  const eps = 0.5 / cascadeProbesMinVal;
+  const minStep = 0.25 / cascadeProbesMinVal;
 
   let accum = d.vec4f();
 
-  // Cast 4 rays per stored texel (2x2 block) and average them
+  // Cast 4 rays per stored texel (2x2 block) and average
   for (let i = 0; i < 4; i++) {
-    const ox = d.u32(d.u32(i) & d.u32(1));
-    const oy = d.u32(d.u32(i) >> d.u32(1));
-
-    // Map stored direction to actual direction (2x2 block)
-    const dirActual2D = dirStored.mul(d.u32(2)).add(d.vec2u(ox, oy));
-
-    // Compute ray direction from actual ray index
-    const rayIndex = d.f32(dirActual2D.y * raysDimActual + dirActual2D.x) + 0.5;
+    const dirActual = dirStored.mul(d.u32(2)).add(
+      d.vec2u(d.u32(i) & d.u32(1), d.u32(i) >> d.u32(1)),
+    );
+    const rayIndex = d.f32(dirActual.y * raysDimActual + dirActual.x) + 0.5;
     const angle = (rayIndex / d.f32(rayCountActual)) * (Math.PI * 2) - Math.PI;
     const rayDir = d.vec2f(std.cos(angle), -std.sin(angle));
 
-    // Raymarch
     let rgb = d.vec3f();
     let T = d.f32(1);
     let t = startUv;
 
     for (let step = 0; step < 32; step++) {
       if (t > endUv) break;
-      const p = probePos.add(rayDir.mul(t));
-      const hit = sceneSDF(p);
-
+      const hit = sceneSDF(probePos.add(rayDir.mul(t)));
       if (hit.dist <= eps) {
         rgb = d.vec3f(hit.color);
         T = d.f32(0);
@@ -190,31 +187,19 @@ const cascadePassCompute = tgpu['~unstable'].computeFn({
       t += std.max(hit.dist, minStep);
     }
 
-    // Merge with upper cascade
-    if (layer < topLayer && T > 0.01) {
+    // Merge with upper cascade if ray didn't hit anything
+    if (layer < d.u32(cascadeAmount - 1) && T > 0.01) {
       const probesU = d.vec2u(
         std.max(probes.x >> d.u32(1), d.u32(1)),
         std.max(probes.y >> d.u32(1), d.u32(1)),
       );
-
-      // Upper cascade's stored resolution matches our actual resolution
-      const tileOriginU = d.vec2f(
-        d.f32(dirActual2D.x * probesU.x),
-        d.f32(dirActual2D.y * probesU.y),
-      );
-
-      // Map probe position to pixel coordinates within the tile
-      const probePixelU = probePos.mul(d.vec2f(probesU));
-
-      // Clamp to prevent bilinear bleeding into neighboring direction tiles
-      const clampedPixelU = std.clamp(
-        probePixelU,
+      const tileOrigin = d.vec2f(dirActual).mul(d.vec2f(probesU));
+      const probePixel = std.clamp(
+        probePos.mul(d.vec2f(probesU)),
         d.vec2f(0.5),
         d.vec2f(probesU).sub(0.5),
       );
-
-      // Convert to UV space
-      const uvU = tileOriginU.add(clampedPixelU).div(d.vec2f(dim2));
+      const uvU = tileOrigin.add(probePixel).div(d.vec2f(dim2));
 
       const upper = std.textureSampleLevel(
         cascadePassBGL.$.upper,
@@ -222,7 +207,6 @@ const cascadePassCompute = tgpu['~unstable'].computeFn({
         uvU,
         0,
       );
-
       rgb = rgb.add(upper.xyz.mul(T));
       T = T * upper.w;
     }
@@ -230,41 +214,74 @@ const cascadePassCompute = tgpu['~unstable'].computeFn({
     accum = accum.add(d.vec4f(rgb, T));
   }
 
-  // Store average of 4 rays
-  const outVal = accum.mul(0.25);
-  std.textureStore(cascadePassBGL.$.dst, gid.xy, outVal);
+  std.textureStore(cascadePassBGL.$.dst, gid.xy, accum.mul(0.25));
 });
 
 const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
   workgroupSize: [8, 8],
   in: { gid: d.builtin.globalInvocationId },
 })(({ gid }) => {
-  const baseProbes2 = baseProbesUniform.$;
-  if (gid.x >= baseProbes2.x || gid.y >= baseProbes2.y) {
-    return;
-  }
-
-  const dim2 = dimUniform.$;
-  const probes = baseProbes2;
-  const raysDimStoredX = d.u32(dim2.x / probes.x);
-  const raysDimStoredY = d.u32(dim2.y / probes.y);
-  const raysDimStored = std.min(raysDimStoredX, raysDimStoredY); // Should be 2 for cascade0
-  const probe = gid.xy;
-  const rayCountStored = raysDimStored * raysDimStored;
-
-  let sum = d.vec3f();
-  let idx = d.u32(0);
-  while (idx < rayCountStored) {
-    // Direction-first layout: iterate over directions (row-major)
-    const dir = d.vec2u(idx % raysDimStored, idx / raysDimStored);
-    const atlasPx = dirFirstAtlasPos(dir, probe, probes);
-    const ray = std.textureLoad(buildRadianceFieldBGL.$.src, atlasPx);
-    sum = sum.add(ray.xyz);
-    idx += 1;
-  }
-
-  const avg = sum.div(d.f32(rayCountStored));
-  std.textureStore(buildRadianceFieldBGL.$.dst, probe, d.vec4f(avg, 1.0));
+  const outputProbes = outputProbesUniform.$;
+  if (gid.x >= outputProbes.x || gid.y >= outputProbes.y) return;
+
+  const cascadeProbes = cascadeProbesUniform.$;
+  const cascadeDim = cascadeDimUniform.$;
+
+  const invCascadeDim = d.vec2f(1.0).div(d.vec2f(cascadeDim));
+  const uv = d.vec2f(gid.xy).add(0.5).div(d.vec2f(outputProbes));
+
+  const probePixel = std.clamp(
+    uv.mul(d.vec2f(cascadeProbes)),
+    d.vec2f(0.5),
+    d.vec2f(cascadeProbes).sub(0.5),
+  );
+
+  const uvStride = d.vec2f(cascadeProbes).mul(invCascadeDim);
+  const baseSampleUV = probePixel.mul(invCascadeDim);
+
+  // Sample Tile (0, 0)
+  let sum = std.textureSampleLevel(
+    buildRadianceFieldBGL.$.src,
+    buildRadianceFieldBGL.$.srcSampler,
+    baseSampleUV,
+    0,
+  ).xyz;
+
+  // Sample Tile (1, 0)
+  sum = sum.add(
+    std.textureSampleLevel(
+      buildRadianceFieldBGL.$.src,
+      buildRadianceFieldBGL.$.srcSampler,
+      baseSampleUV.add(d.vec2f(uvStride.x, 0.0)),
+      0,
+    ).xyz,
+  );
+
+  // Sample Tile (0, 1)
+  sum = sum.add(
+    std.textureSampleLevel(
+      buildRadianceFieldBGL.$.src,
+      buildRadianceFieldBGL.$.srcSampler,
+      baseSampleUV.add(d.vec2f(0.0, uvStride.y)),
+      0,
+    ).xyz,
+  );
+
+  // Sample Tile (1, 1)
+  sum = sum.add(
+    std.textureSampleLevel(
+      buildRadianceFieldBGL.$.src,
+      buildRadianceFieldBGL.$.srcSampler,
+      baseSampleUV.add(uvStride),
+      0,
+    ).xyz,
+  );
+
+  std.textureStore(
+    buildRadianceFieldBGL.$.dst,
+    gid.xy,
+    d.vec4f(sum.mul(0.25), 1),
+  );
 });
 
 const ACESFilm = tgpu.fn([d.vec3f], d.vec3f)((x) => {
@@ -287,6 +304,127 @@ const finalRadianceFieldFrag = tgpu['~unstable'].fragmentFn({
   return d.vec4f(ACESFilm(outRgb), 1.0);
 });
 
+const overlayDebugBGL = tgpu.bindGroupLayout({
+  cascadeTex: { texture: d.texture2dArray(d.f32) },
+  cascadeSampler: { sampler: 'filtering' },
+});
+
+const overlayFrag = tgpu['~unstable'].fragmentFn({
+  in: { uv: d.vec2f },
+  out: d.vec4f,
+})(({ uv }) => {
+  const field = std.textureSample(radianceFieldView.$, radianceSampler.$, uv)
+    .xyz;
+  const baseColor = ACESFilm(std.saturate(field));
+
+  if (overlayEnabledUniform.$ === d.u32(0)) {
+    return d.vec4f(baseColor, 1.0);
+  }
+
+  const debugLayer = overlayDebugCascadeUniform.$;
+  const cascadeProbes = cascadeProbesUniform.$;
+  const probes = d.vec2u(
+    std.max(cascadeProbes.x >> debugLayer, d.u32(1)),
+    std.max(cascadeProbes.y >> debugLayer, d.u32(1)),
+  );
+
+  // Ray dimensions: 2x2 stored at layer 0, doubling each layer
+  const raysDimStored = d.u32(2) << debugLayer;
+  const raysDimActual = raysDimStored * d.u32(2);
+  const rayCountActual = raysDimActual * raysDimActual;
+
+  // Interval for ray visualization
+  const cascadeProbesMinVal = d.f32(std.min(cascadeProbes.x, cascadeProbes.y));
+  const interval0 = 1.0 / cascadeProbesMinVal;
+  const pow4 = d.f32(d.u32(1) << (debugLayer * d.u32(2)));
+  const endUv = interval0 * (pow4 - 1.0) / 3.0 + interval0 * pow4;
+
+  // Visual parameters
+  const probeSpacing = std.min(1.0 / d.f32(probes.x), 1.0 / d.f32(probes.y));
+  const probeRadius = std.max(probeSpacing * 0.08, 0.002);
+  const rayThickness = std.max(probeSpacing * 0.03, 0.001);
+
+  let minProbeDist = d.f32(1000.0);
+  let minRayDist = d.f32(1000.0);
+  let closestRayColor = d.vec3f();
+
+  const centerProbe = d.vec2i(std.floor(uv.mul(d.vec2f(probes))));
+
+  // Check nearby probes (3x3 grid)
+  for (let py = -1; py <= 1; py++) {
+    for (let px = -1; px <= 1; px++) {
+      const probeXY = centerProbe.add(d.vec2i(px, py));
+      if (
+        probeXY.x < 0 || probeXY.x >= d.i32(probes.x) || probeXY.y < 0 ||
+        probeXY.y >= d.i32(probes.y)
+      ) continue;
+
+      const probe = d.vec2u(probeXY);
+      const probePos = d.vec2f(probe).add(0.5).div(d.vec2f(probes));
+      minProbeDist = std.min(
+        minProbeDist,
+        sdf.sdDisk(uv.sub(probePos), probeRadius),
+      );
+
+      // Only draw rays near probe
+      if (std.length(uv.sub(probePos)) > probeSpacing * 0.7) continue;
+
+      // Sample subset of rays
+      const rayStep = std.max(d.u32(1), rayCountActual / d.u32(24));
+      let ri = d.u32(0);
+      while (ri < rayCountActual) {
+        const rayIndex = d.f32(ri) + 0.5;
+        const angle = (rayIndex / d.f32(rayCountActual)) * (Math.PI * 2) -
+          Math.PI;
+        const rayDir = d.vec2f(std.cos(angle), -std.sin(angle));
+        const rayDist = sdf.sdLine(
+          uv,
+          probePos,
+          probePos.add(rayDir.mul(std.max(endUv, 0.01))),
+        );
+
+        if (rayDist < minRayDist) {
+          const dirStored = d.vec2u(
+            (ri % raysDimActual) >> d.u32(1),
+            d.u32(ri / raysDimActual) >> d.u32(1),
+          );
+          const sample = std.textureLoad(
+            overlayDebugBGL.$.cascadeTex,
+            d.vec2i(atlasPos(dirStored, probe, probes)),
+            debugLayer,
+            0,
+          );
+          minRayDist = rayDist;
+          closestRayColor = sample.xyz;
+        }
+        ri = ri + rayStep;
+      }
+    }
+  }
+
+  // Visualize rays
+  let overlayColor = d.vec3f();
+  let overlayAlpha = d.f32(0);
+  if (minRayDist < rayThickness) {
+    overlayColor = ACESFilm(std.saturate(closestRayColor));
+    overlayAlpha =
+      std.smoothstep(rayThickness * 1.5, rayThickness * 0.3, minRayDist) * 0.8;
+  }
+
+  // Probe outline
+  if (std.abs(minProbeDist) < probeRadius * 0.2) {
+    const edgeAlpha = std.smoothstep(
+      probeRadius * 0.3,
+      probeRadius * 0.1,
+      std.abs(minProbeDist),
+    ) * 0.3;
+    overlayColor = std.mix(overlayColor, d.vec3f(1.0, 1.0, 0.0), edgeAlpha);
+    overlayAlpha = std.max(overlayAlpha, edgeAlpha);
+  }
+
+  return d.vec4f(std.mix(baseColor, overlayColor, overlayAlpha), 1.0);
+});
+
 const cascadePassPipeline = root['~unstable']
   .with(sceneDataAccess, sceneDataUniform)
   .withCompute(cascadePassCompute)
@@ -317,20 +455,21 @@ const buildRadianceFieldPipeline = root['~unstable']
   .withCompute(buildRadianceFieldCompute)
   .createPipeline();
 
-// Pre-create bind groups for both possible cascade 0 locations (ping-pong result)
 const buildRadianceFieldBG_A = root.createBindGroup(buildRadianceFieldBGL, {
-  src: cascadesTextureA.createView(
-    d.textureStorage2d('rgba16float', 'read-only'),
-    { baseArrayLayer: 0, arrayLayerCount: 1 },
-  ),
+  src: cascadesTextureA.createView(d.texture2d(d.f32), {
+    baseArrayLayer: 0,
+    arrayLayerCount: 1,
+  }),
+  srcSampler: cascadeSampler,
   dst: radianceFieldStoreView,
 });
 
 const buildRadianceFieldBG_B = root.createBindGroup(buildRadianceFieldBGL, {
-  src: cascadesTextureB.createView(
-    d.textureStorage2d('rgba16float', 'read-only'),
-    { baseArrayLayer: 0, arrayLayerCount: 1 },
-  ),
+  src: cascadesTextureB.createView(d.texture2d(d.f32), {
+    baseArrayLayer: 0,
+    arrayLayerCount: 1,
+  }),
+  srcSampler: cascadeSampler,
   dst: radianceFieldStoreView,
 });
 
@@ -344,25 +483,25 @@ function buildRadianceField() {
   buildRadianceFieldPipeline
     .with(buildRadianceFieldBG)
     .dispatchWorkgroups(
-      Math.ceil(baseProbesX / 8),
-      Math.ceil(baseProbesY / 8),
+      Math.ceil(outputProbesX / 8),
+      Math.ceil(outputProbesY / 8),
     );
 }
 
-// Top-down cascade dispatch (replaces separate raymarch + merge)
 function runCascadesTopDown() {
-  // Process from highest cascade down to 0
-  // Each layer reads from layer+1 (already computed) and writes to itself
   for (let layer = cascadeAmount - 1; layer >= 0; layer--) {
-    const probesX = baseProbesX >> layer;
-    const probesY = baseProbesY >> layer;
+    const probesX = cascadeProbesX >> layer;
+    const probesY = cascadeProbesY >> layer;
 
     cascadeIndexUniform.write(layer);
     probesUniform.write(d.vec2u(probesX, probesY));
 
     cascadePassPipeline
       .with(cascadePassBindGroups[layer])
-      .dispatchWorkgroups(Math.ceil(dimX / 8), Math.ceil(dimY / 8));
+      .dispatchWorkgroups(
+        Math.ceil(cascadeDimX / 8),
+        Math.ceil(cascadeDimY / 8),
+      );
   }
 }
 
@@ -372,18 +511,34 @@ function updateLighting() {
 }
 updateLighting();
 
+// Create bind groups for overlay debug - need both A and B textures for ping-pong
+const overlayDebugBG_A = root.createBindGroup(overlayDebugBGL, {
+  cascadeTex: cascadesTextureA.createView(d.texture2dArray(d.f32)),
+  cascadeSampler: cascadeSampler,
+});
+
+const overlayDebugBG_B = root.createBindGroup(overlayDebugBGL, {
+  cascadeTex: cascadesTextureB.createView(d.texture2dArray(d.f32)),
+  cascadeSampler: cascadeSampler,
+});
+
 const renderPipeline = root['~unstable']
   .withVertex(fullScreenTriangle)
-  .withFragment(finalRadianceFieldFrag, { format: presentationFormat })
+  .withFragment(overlayFrag, { format: presentationFormat })
   .createPipeline();
 
 let isRunning = true;
 let frameId: number;
+let debugLayer = 0;
 
-function frame() {
+async function frame() {
   if (!isRunning) return; // Prevent using destroyed device
 
+  const writeToA = (cascadeAmount - 1 - debugLayer) % 2 === 0;
+  const overlayDebugBG = writeToA ? overlayDebugBG_A : overlayDebugBG_B;
+
   renderPipeline
+    .with(overlayDebugBG)
     .withColorAttachment({
       view: context.getCurrentTexture().createView(),
       loadOp: 'clear',
@@ -421,3 +576,22 @@ export function onCleanup() {
   }
   root.destroy();
 }
+
+export const controls = {
+  'Show Overlay': {
+    initial: false,
+    onToggleChange: (value: boolean) => {
+      overlayEnabledUniform.write(value ? 1 : 0);
+    },
+  },
+  'Cascade Layer': {
+    initial: 0,
+    min: 0,
+    max: cascadeAmount - 1,
+    step: 1,
+    onSliderChange: (value: number) => {
+      overlayDebugCascadeUniform.write(value);
+      debugLayer = value;
+    },
+  },
+};

From 77561caad260cbfc9944bd65c9d13be4295cbeb0 Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Tue, 13 Jan 2026 07:59:19 +0100
Subject: [PATCH 08/26] cleanup

---
 .../rendering/radiance-compute/index.ts       | 175 ++++++++++--------
 1 file changed, 94 insertions(+), 81 deletions(-)

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
index 10600eca0c..79c131273c 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
@@ -1,8 +1,13 @@
-import tgpu from 'typegpu';
+import * as sdf from '@typegpu/sdf';
+import tgpu, {
+  type SampledFlag,
+  type StorageFlag,
+  type TgpuTexture,
+} from 'typegpu';
 import { fullScreenTriangle } from 'typegpu/common';
 import * as d from 'typegpu/data';
 import * as std from 'typegpu/std';
-import * as sdf from '@typegpu/sdf';
+import { DragController } from './drag-controller.ts';
 import {
   SceneData,
   sceneData,
@@ -10,7 +15,6 @@ import {
   sceneSDF,
   updateElementPosition,
 } from './scene.ts';
-import { DragController } from './drag-controller.ts';
 
 const root = await tgpu.init();
 const canvas = document.querySelector('canvas') as HTMLCanvasElement;
@@ -23,7 +27,7 @@ context.configure({
 });
 
 const OUTPUT_RESOLUTION: [number, number] = [canvas.width, canvas.height];
-const LIGHTING_RESOLUTION = 0.4;
+const LIGHTING_RESOLUTION = 0.35;
 
 const [outputProbesX, outputProbesY] = OUTPUT_RESOLUTION;
 const aspect = outputProbesX / outputProbesY;
@@ -37,28 +41,33 @@ const cascadeProbesX = aspect >= 1
 const cascadeProbesY = aspect >= 1
   ? cascadeProbesMin
   : Math.round(cascadeProbesMin / aspect);
-const cascadeDimX = cascadeProbesX * 2; // 2x2 stored rays per probe
+const cascadeDimX = cascadeProbesX * 2;
 const cascadeDimY = cascadeProbesY * 2;
 
 const interval0 = 1 / cascadeProbesMin;
-const maxIntervalStart = 1.5; // ~diagonal in UV space
+const maxIntervalStart = 1.5;
 const cascadeAmount = Math.ceil(
-  Math.log2(maxIntervalStart * 3 / interval0 + 1) / 2,
+  Math.log2((maxIntervalStart * 3) / interval0 + 1) / 2,
 );
 
-const cascadesTextureA = root['~unstable']
-  .createTexture({
-    size: [cascadeDimX, cascadeDimY, cascadeAmount],
-    format: 'rgba16float',
-  })
-  .$usage('storage', 'sampled');
-
-const cascadesTextureB = root['~unstable']
-  .createTexture({
-    size: [cascadeDimX, cascadeDimY, cascadeAmount],
-    format: 'rgba16float',
-  })
-  .$usage('storage', 'sampled');
+type CascadeTexture =
+  & TgpuTexture<{
+    size: [number, number, number];
+    format: 'rgba16float';
+  }>
+  & StorageFlag
+  & SampledFlag;
+
+const cascadeTextures = Array.from(
+  { length: 2 },
+  () =>
+    root['~unstable']
+      .createTexture({
+        size: [cascadeDimX, cascadeDimY, cascadeAmount],
+        format: 'rgba16float',
+      })
+      .$usage('storage', 'sampled'),
+) as [CascadeTexture, CascadeTexture];
 
 const radianceFieldTex = root['~unstable']
   .createTexture({
@@ -128,7 +137,9 @@ const cascadePassCompute = tgpu['~unstable'].computeFn({
   in: { gid: d.builtin.globalInvocationId },
 })(({ gid }) => {
   const dim2 = cascadeDimUniform.$;
-  if (gid.x >= dim2.x || gid.y >= dim2.y) return;
+  if (gid.x >= dim2.x || gid.y >= dim2.y) {
+    return;
+  }
 
   const layer = cascadeIndexUniform.$;
   const probes = probesUniform.$;
@@ -156,7 +167,7 @@ const cascadePassCompute = tgpu['~unstable'].computeFn({
   const cascadeProbesMinVal = d.f32(std.min(cascadeProbes.x, cascadeProbes.y));
   const interval0 = 1.0 / cascadeProbesMinVal;
   const pow4 = d.f32(d.u32(1) << (layer * d.u32(2)));
-  const startUv = interval0 * (pow4 - 1.0) / 3.0;
+  const startUv = (interval0 * (pow4 - 1.0)) / 3.0;
   const endUv = startUv + interval0 * pow4;
   const eps = 0.5 / cascadeProbesMinVal;
   const minStep = 0.25 / cascadeProbesMinVal;
@@ -165,9 +176,9 @@ const cascadePassCompute = tgpu['~unstable'].computeFn({
 
   // Cast 4 rays per stored texel (2x2 block) and average
   for (let i = 0; i < 4; i++) {
-    const dirActual = dirStored.mul(d.u32(2)).add(
-      d.vec2u(d.u32(i) & d.u32(1), d.u32(i) >> d.u32(1)),
-    );
+    const dirActual = dirStored
+      .mul(d.u32(2))
+      .add(d.vec2u(d.u32(i) & d.u32(1), d.u32(i) >> d.u32(1)));
     const rayIndex = d.f32(dirActual.y * raysDimActual + dirActual.x) + 0.5;
     const angle = (rayIndex / d.f32(rayCountActual)) * (Math.PI * 2) - Math.PI;
     const rayDir = d.vec2f(std.cos(angle), -std.sin(angle));
@@ -284,7 +295,10 @@ const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
   );
 });
 
-const ACESFilm = tgpu.fn([d.vec3f], d.vec3f)((x) => {
+const ACESFilm = tgpu.fn(
+  [d.vec3f],
+  d.vec3f,
+)((x) => {
   const a = 2.51;
   const b = 0.03;
   const c = 2.43;
@@ -298,8 +312,11 @@ const finalRadianceFieldFrag = tgpu['~unstable'].fragmentFn({
   in: { uv: d.vec2f },
   out: d.vec4f,
 })(({ uv }) => {
-  const field = std.textureSample(radianceFieldView.$, radianceSampler.$, uv)
-    .xyz;
+  const field = std.textureSample(
+    radianceFieldView.$,
+    radianceSampler.$,
+    uv,
+  ).xyz;
   const outRgb = std.saturate(field);
   return d.vec4f(ACESFilm(outRgb), 1.0);
 });
@@ -318,7 +335,7 @@ const overlayFrag = tgpu['~unstable'].fragmentFn({
   const baseColor = ACESFilm(std.saturate(field));
 
   if (overlayEnabledUniform.$ === d.u32(0)) {
-    return d.vec4f(baseColor, 1.0);
+    return d.vec4f(baseColor, 1);
   }
 
   const debugLayer = overlayDebugCascadeUniform.$;
@@ -335,17 +352,17 @@ const overlayFrag = tgpu['~unstable'].fragmentFn({
 
   // Interval for ray visualization
   const cascadeProbesMinVal = d.f32(std.min(cascadeProbes.x, cascadeProbes.y));
-  const interval0 = 1.0 / cascadeProbesMinVal;
+  const interval0 = 1 / cascadeProbesMinVal;
   const pow4 = d.f32(d.u32(1) << (debugLayer * d.u32(2)));
-  const endUv = interval0 * (pow4 - 1.0) / 3.0 + interval0 * pow4;
+  const endUv = (interval0 * (pow4 - 1)) / 3 + interval0 * pow4;
 
   // Visual parameters
-  const probeSpacing = std.min(1.0 / d.f32(probes.x), 1.0 / d.f32(probes.y));
+  const probeSpacing = std.min(1 / d.f32(probes.x), 1 / d.f32(probes.y));
   const probeRadius = std.max(probeSpacing * 0.08, 0.002);
   const rayThickness = std.max(probeSpacing * 0.03, 0.001);
 
-  let minProbeDist = d.f32(1000.0);
-  let minRayDist = d.f32(1000.0);
+  let minProbeDist = d.f32(1000);
+  let minRayDist = d.f32(1000);
   let closestRayColor = d.vec3f();
 
   const centerProbe = d.vec2i(std.floor(uv.mul(d.vec2f(probes))));
@@ -355,9 +372,13 @@ const overlayFrag = tgpu['~unstable'].fragmentFn({
     for (let px = -1; px <= 1; px++) {
       const probeXY = centerProbe.add(d.vec2i(px, py));
       if (
-        probeXY.x < 0 || probeXY.x >= d.i32(probes.x) || probeXY.y < 0 ||
+        probeXY.x < 0 ||
+        probeXY.x >= d.i32(probes.x) ||
+        probeXY.y < 0 ||
         probeXY.y >= d.i32(probes.y)
-      ) continue;
+      ) {
+        continue;
+      }
 
       const probe = d.vec2u(probeXY);
       const probePos = d.vec2f(probe).add(0.5).div(d.vec2f(probes));
@@ -366,15 +387,15 @@ const overlayFrag = tgpu['~unstable'].fragmentFn({
         sdf.sdDisk(uv.sub(probePos), probeRadius),
       );
 
-      // Only draw rays near probe
-      if (std.length(uv.sub(probePos)) > probeSpacing * 0.7) continue;
+      if (std.length(uv.sub(probePos)) > probeSpacing * 0.7) {
+        continue;
+      }
 
-      // Sample subset of rays
-      const rayStep = std.max(d.u32(1), rayCountActual / d.u32(24));
+      const rayStep = std.max(1, d.u32(rayCountActual / 24));
       let ri = d.u32(0);
       while (ri < rayCountActual) {
         const rayIndex = d.f32(ri) + 0.5;
-        const angle = (rayIndex / d.f32(rayCountActual)) * (Math.PI * 2) -
+        const angle = (rayIndex / rayCountActual) * (Math.PI * 2) -
           Math.PI;
         const rayDir = d.vec2f(std.cos(angle), -std.sin(angle));
         const rayDist = sdf.sdLine(
@@ -434,8 +455,8 @@ const cascadePassBindGroups = Array.from(
   { length: cascadeAmount },
   (_, layer) => {
     const writeToA = (cascadeAmount - 1 - layer) % 2 === 0;
-    const dstTexture = writeToA ? cascadesTextureA : cascadesTextureB;
-    const srcTexture = writeToA ? cascadesTextureB : cascadesTextureA;
+    const dstTexture = cascadeTextures[writeToA ? 0 : 1];
+    const srcTexture = cascadeTextures[writeToA ? 1 : 0];
 
     return root.createBindGroup(cascadePassBGL, {
       upper: srcTexture.createView(d.texture2d(d.f32), {
@@ -455,30 +476,25 @@ const buildRadianceFieldPipeline = root['~unstable']
   .withCompute(buildRadianceFieldCompute)
   .createPipeline();
 
-const buildRadianceFieldBG_A = root.createBindGroup(buildRadianceFieldBGL, {
-  src: cascadesTextureA.createView(d.texture2d(d.f32), {
-    baseArrayLayer: 0,
-    arrayLayerCount: 1,
-  }),
-  srcSampler: cascadeSampler,
-  dst: radianceFieldStoreView,
-});
-
-const buildRadianceFieldBG_B = root.createBindGroup(buildRadianceFieldBGL, {
-  src: cascadesTextureB.createView(d.texture2d(d.f32), {
-    baseArrayLayer: 0,
-    arrayLayerCount: 1,
-  }),
-  srcSampler: cascadeSampler,
-  dst: radianceFieldStoreView,
-});
+const createBuildRadianceFieldBG = (textureIndex: number) =>
+  root.createBindGroup(buildRadianceFieldBGL, {
+    src: cascadeTextures[textureIndex].createView(d.texture2d(d.f32), {
+      baseArrayLayer: 0,
+      arrayLayerCount: 1,
+    }),
+    srcSampler: cascadeSampler,
+    dst: radianceFieldStoreView,
+  });
+
+const buildRadianceFieldBindGroups = [
+  createBuildRadianceFieldBG(0),
+  createBuildRadianceFieldBG(1),
+];
 
 function buildRadianceField() {
-  // Determine which texture has cascade 0 after ping-pong
   const cascade0InA = (cascadeAmount - 1) % 2 === 0;
-  const buildRadianceFieldBG = cascade0InA
-    ? buildRadianceFieldBG_A
-    : buildRadianceFieldBG_B;
+  const buildRadianceFieldBG =
+    buildRadianceFieldBindGroups[cascade0InA ? 0 : 1];
 
   buildRadianceFieldPipeline
     .with(buildRadianceFieldBG)
@@ -506,36 +522,35 @@ function runCascadesTopDown() {
 }
 
 function updateLighting() {
-  runCascadesTopDown(); // Fused raymarch + merge
-  buildRadianceField(); // Build final radiance field from cascade 0
+  runCascadesTopDown();
+  buildRadianceField();
 }
 updateLighting();
 
-// Create bind groups for overlay debug - need both A and B textures for ping-pong
-const overlayDebugBG_A = root.createBindGroup(overlayDebugBGL, {
-  cascadeTex: cascadesTextureA.createView(d.texture2dArray(d.f32)),
-  cascadeSampler: cascadeSampler,
-});
+const createOverlayDebugBG = (textureIndex: number) =>
+  root.createBindGroup(overlayDebugBGL, {
+    cascadeTex: cascadeTextures[textureIndex].createView(
+      d.texture2dArray(d.f32),
+    ),
+    cascadeSampler: cascadeSampler,
+  });
 
-const overlayDebugBG_B = root.createBindGroup(overlayDebugBGL, {
-  cascadeTex: cascadesTextureB.createView(d.texture2dArray(d.f32)),
-  cascadeSampler: cascadeSampler,
-});
+const overlayDebugBindGroups = [
+  createOverlayDebugBG(0),
+  createOverlayDebugBG(1),
+];
 
 const renderPipeline = root['~unstable']
   .withVertex(fullScreenTriangle)
   .withFragment(overlayFrag, { format: presentationFormat })
   .createPipeline();
 
-let isRunning = true;
 let frameId: number;
 let debugLayer = 0;
 
 async function frame() {
-  if (!isRunning) return; // Prevent using destroyed device
-
   const writeToA = (cascadeAmount - 1 - debugLayer) % 2 === 0;
-  const overlayDebugBG = writeToA ? overlayDebugBG_A : overlayDebugBG_B;
+  const overlayDebugBG = overlayDebugBindGroups[writeToA ? 0 : 1];
 
   renderPipeline
     .with(overlayDebugBG)
@@ -553,7 +568,6 @@ function updateUniforms() {
   sceneDataUniform.write(sceneData);
 }
 
-// Set up drag controller for interactive scene manipulation
 const dragController = new DragController(
   canvas,
   (id, position) => {
@@ -569,7 +583,6 @@ const dragController = new DragController(
 );
 
 export function onCleanup() {
-  isRunning = false; // Stop the loop logic immediately
   dragController.destroy();
   if (frameId !== null) {
     cancelAnimationFrame(frameId);

From a6773877e3070cd386f4f0d50095548b543b039d Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Wed, 14 Jan 2026 15:22:59 +0100
Subject: [PATCH 09/26] more work

---
 apps/typegpu-docs/package.json                |   1 +
 .../radiance-compute/drag-controller.ts       |  30 +-
 .../rendering/radiance-compute/index.ts       | 150 ++----
 .../rendering/radiance-compute/scene.ts       |  10 +-
 .../rendering/radiance-flood/index.html       |   1 +
 .../rendering/radiance-flood/index.ts         | 319 ++++++++++++
 .../rendering/radiance-flood/meta.json        |   5 +
 packages/typegpu-radiance-cascades/README.md  |  37 ++
 .../typegpu-radiance-cascades/build.config.ts |  12 +
 packages/typegpu-radiance-cascades/deno.json  |   7 +
 .../typegpu-radiance-cascades/package.json    |  44 ++
 .../typegpu-radiance-cascades/src/cascades.ts | 243 +++++++++
 .../typegpu-radiance-cascades/src/index.ts    |  12 +
 .../typegpu-radiance-cascades/src/runner.ts   | 352 +++++++++++++
 .../typegpu-radiance-cascades/tsconfig.json   |   5 +
 packages/typegpu-sdf/src/index.ts             |   8 +
 packages/typegpu-sdf/src/jumpFlood.ts         | 470 ++++++++++++++++++
 packages/typegpu/src/core/texture/texture.ts  |   3 +
 packages/typegpu/src/index.ts                 |   2 +-
 pnpm-lock.yaml                                |  25 +
 20 files changed, 1590 insertions(+), 146 deletions(-)
 create mode 100644 apps/typegpu-docs/src/examples/rendering/radiance-flood/index.html
 create mode 100644 apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
 create mode 100644 apps/typegpu-docs/src/examples/rendering/radiance-flood/meta.json
 create mode 100644 packages/typegpu-radiance-cascades/README.md
 create mode 100644 packages/typegpu-radiance-cascades/build.config.ts
 create mode 100644 packages/typegpu-radiance-cascades/deno.json
 create mode 100644 packages/typegpu-radiance-cascades/package.json
 create mode 100644 packages/typegpu-radiance-cascades/src/cascades.ts
 create mode 100644 packages/typegpu-radiance-cascades/src/index.ts
 create mode 100644 packages/typegpu-radiance-cascades/src/runner.ts
 create mode 100644 packages/typegpu-radiance-cascades/tsconfig.json
 create mode 100644 packages/typegpu-sdf/src/jumpFlood.ts

diff --git a/apps/typegpu-docs/package.json b/apps/typegpu-docs/package.json
index 17abaa8fa8..35630572e9 100644
--- a/apps/typegpu-docs/package.json
+++ b/apps/typegpu-docs/package.json
@@ -30,6 +30,7 @@
     "@typegpu/noise": "workspace:*",
     "@typegpu/three": "workspace:*",
     "@typegpu/sdf": "workspace:*",
+    "@typegpu/radiance-cascades": "workspace:*",
     "three": "catalog:example",
     "@types/react": "^19.1.8",
     "@types/react-dom": "^19.1.6",
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/drag-controller.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/drag-controller.ts
index 9ded947ee2..4bf8350b2c 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/drag-controller.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/drag-controller.ts
@@ -3,10 +3,7 @@ import type { AnySceneElement } from './scene.ts';
 import { sceneElements } from './scene.ts';
 import * as d from 'typegpu/data';
 
-export interface DragTarget {
-  id: string;
-  element: AnySceneElement;
-}
+type DragTarget = AnySceneElement;
 
 export class DragController {
   private isDragging = false;
@@ -28,34 +25,23 @@ export class DragController {
   }
 
   private hitTestDisk(uv: d.v2f, center: d.v2f, radius: number): boolean {
-    const dist = sdDisk(uv.sub(center), radius);
-    return dist <= radius;
+    return sdDisk(uv.sub(center), radius) <= 0;
   }
 
   private hitTestBox(uv: d.v2f, center: d.v2f, size: d.v2f): boolean {
-    const dist = sdBox2d(uv.sub(center), size.mul(1));
-    return dist <= 0;
+    return sdBox2d(uv.sub(center), size) <= 0;
   }
 
   private hitTest(clientX: number, clientY: number): DragTarget | null {
     const uv = this.canvasToUV(clientX, clientY);
-
-    for (const element of sceneElements) {
-      let hit = false;
-
-      if (element.type === 'disk') {
-        const radius = element.size as number;
-        hit = this.hitTestDisk(uv, element.position, radius);
-      } else if (element.type === 'box') {
-        const size = element.size as d.v2f;
-        hit = this.hitTestBox(uv, element.position, size);
-      }
-
+    for (const el of sceneElements) {
+      const hit = el.type === 'disk'
+        ? this.hitTestDisk(uv, el.position, el.size as number)
+        : this.hitTestBox(uv, el.position, el.size as d.v2f);
       if (hit) {
-        return { id: element.id, element };
+        return el;
       }
     }
-
     return null;
   }
 
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
index 79c131273c..61ac2dae24 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
@@ -1,9 +1,5 @@
 import * as sdf from '@typegpu/sdf';
-import tgpu, {
-  type SampledFlag,
-  type StorageFlag,
-  type TgpuTexture,
-} from 'typegpu';
+import tgpu from 'typegpu';
 import { fullScreenTriangle } from 'typegpu/common';
 import * as d from 'typegpu/data';
 import * as std from 'typegpu/std';
@@ -50,24 +46,13 @@ const cascadeAmount = Math.ceil(
   Math.log2((maxIntervalStart * 3) / interval0 + 1) / 2,
 );
 
-type CascadeTexture =
-  & TgpuTexture<{
-    size: [number, number, number];
-    format: 'rgba16float';
-  }>
-  & StorageFlag
-  & SampledFlag;
-
-const cascadeTextures = Array.from(
-  { length: 2 },
-  () =>
-    root['~unstable']
-      .createTexture({
-        size: [cascadeDimX, cascadeDimY, cascadeAmount],
-        format: 'rgba16float',
-      })
-      .$usage('storage', 'sampled'),
-) as [CascadeTexture, CascadeTexture];
+const cascadeTextures = Array.from({ length: 2 }, () =>
+  root['~unstable']
+    .createTexture({
+      size: [cascadeDimX, cascadeDimY, cascadeAmount],
+      format: 'rgba16float',
+    })
+    .$usage('storage', 'sampled'));
 
 const radianceFieldTex = root['~unstable']
   .createTexture({
@@ -114,11 +99,6 @@ const cascadeProbesUniform = root.createUniform(
 const overlayEnabledUniform = root.createUniform(d.u32, 0);
 const overlayDebugCascadeUniform = root.createUniform(d.u32, 0);
 
-const atlasPos = (dir: d.v2u, probe: d.v2u, probes: d.v2u) => {
-  'use gpu';
-  return dir.mul(probes).add(probe);
-};
-
 const cascadePassBGL = tgpu.bindGroupLayout({
   upper: { texture: d.texture2d(d.f32) },
   upperSampler: { sampler: 'filtering' },
@@ -145,25 +125,18 @@ const cascadePassCompute = tgpu['~unstable'].computeFn({
   const probes = probesUniform.$;
   const cascadeProbes = cascadeProbesUniform.$;
 
-  // Decode atlas position to (direction, probe) using direction-first layout
   const dirStored = gid.xy.div(probes);
   const probe = std.mod(gid.xy, probes);
-
-  // Each stored texel = 2x2 actual rays; raysDimStored doubles per layer
   const raysDimStored = d.u32(2) << layer;
   const raysDimActual = raysDimStored * d.u32(2);
   const rayCountActual = raysDimActual * raysDimActual;
 
-  // Skip texels outside valid atlas region
   if (dirStored.x >= raysDimStored || dirStored.y >= raysDimStored) {
     std.textureStore(cascadePassBGL.$.dst, gid.xy, d.vec4f(0, 0, 0, 1));
     return;
   }
 
   const probePos = d.vec2f(probe).add(0.5).div(d.vec2f(probes));
-
-  // Interval: each layer covers 4× the distance of the previous
-  // Use min probe dimension for uniform spacing in both directions
   const cascadeProbesMinVal = d.f32(std.min(cascadeProbes.x, cascadeProbes.y));
   const interval0 = 1.0 / cascadeProbesMinVal;
   const pow4 = d.f32(d.u32(1) << (layer * d.u32(2)));
@@ -174,7 +147,6 @@ const cascadePassCompute = tgpu['~unstable'].computeFn({
 
   let accum = d.vec4f();
 
-  // Cast 4 rays per stored texel (2x2 block) and average
   for (let i = 0; i < 4; i++) {
     const dirActual = dirStored
       .mul(d.u32(2))
@@ -187,8 +159,10 @@ const cascadePassCompute = tgpu['~unstable'].computeFn({
     let T = d.f32(1);
     let t = startUv;
 
-    for (let step = 0; step < 32; step++) {
-      if (t > endUv) break;
+    for (let step = 0; step < 64; step++) {
+      if (t > endUv) {
+        break;
+      }
       const hit = sceneSDF(probePos.add(rayDir.mul(t)));
       if (hit.dist <= eps) {
         rgb = d.vec3f(hit.color);
@@ -198,7 +172,6 @@ const cascadePassCompute = tgpu['~unstable'].computeFn({
       t += std.max(hit.dist, minStep);
     }
 
-    // Merge with upper cascade if ray didn't hit anything
     if (layer < d.u32(cascadeAmount - 1) && T > 0.01) {
       const probesU = d.vec2u(
         std.max(probes.x >> d.u32(1), d.u32(1)),
@@ -219,7 +192,7 @@ const cascadePassCompute = tgpu['~unstable'].computeFn({
         0,
       );
       rgb = rgb.add(upper.xyz.mul(T));
-      T = T * upper.w;
+      T *= upper.w;
     }
 
     accum = accum.add(d.vec4f(rgb, T));
@@ -233,7 +206,9 @@ const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
   in: { gid: d.builtin.globalInvocationId },
 })(({ gid }) => {
   const outputProbes = outputProbesUniform.$;
-  if (gid.x >= outputProbes.x || gid.y >= outputProbes.y) return;
+  if (gid.x >= outputProbes.x || gid.y >= outputProbes.y) {
+    return;
+  }
 
   const cascadeProbes = cascadeProbesUniform.$;
   const cascadeDim = cascadeDimUniform.$;
@@ -250,43 +225,18 @@ const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
   const uvStride = d.vec2f(cascadeProbes).mul(invCascadeDim);
   const baseSampleUV = probePixel.mul(invCascadeDim);
 
-  // Sample Tile (0, 0)
-  let sum = std.textureSampleLevel(
-    buildRadianceFieldBGL.$.src,
-    buildRadianceFieldBGL.$.srcSampler,
-    baseSampleUV,
-    0,
-  ).xyz;
-
-  // Sample Tile (1, 0)
-  sum = sum.add(
-    std.textureSampleLevel(
-      buildRadianceFieldBGL.$.src,
-      buildRadianceFieldBGL.$.srcSampler,
-      baseSampleUV.add(d.vec2f(uvStride.x, 0.0)),
-      0,
-    ).xyz,
-  );
-
-  // Sample Tile (0, 1)
-  sum = sum.add(
-    std.textureSampleLevel(
-      buildRadianceFieldBGL.$.src,
-      buildRadianceFieldBGL.$.srcSampler,
-      baseSampleUV.add(d.vec2f(0.0, uvStride.y)),
-      0,
-    ).xyz,
-  );
-
-  // Sample Tile (1, 1)
-  sum = sum.add(
-    std.textureSampleLevel(
-      buildRadianceFieldBGL.$.src,
-      buildRadianceFieldBGL.$.srcSampler,
-      baseSampleUV.add(uvStride),
-      0,
-    ).xyz,
-  );
+  let sum = d.vec3f();
+  for (let i = d.u32(0); i < 4; i++) {
+    const offset = d.vec2f(d.f32(i & 1), d.f32(i >> 1)).mul(uvStride);
+    sum = sum.add(
+      std.textureSampleLevel(
+        buildRadianceFieldBGL.$.src,
+        buildRadianceFieldBGL.$.srcSampler,
+        baseSampleUV.add(offset),
+        0,
+      ).xyz,
+    );
+  }
 
   std.textureStore(
     buildRadianceFieldBGL.$.dst,
@@ -308,19 +258,6 @@ const ACESFilm = tgpu.fn(
   return std.saturate(res);
 });
 
-const finalRadianceFieldFrag = tgpu['~unstable'].fragmentFn({
-  in: { uv: d.vec2f },
-  out: d.vec4f,
-})(({ uv }) => {
-  const field = std.textureSample(
-    radianceFieldView.$,
-    radianceSampler.$,
-    uv,
-  ).xyz;
-  const outRgb = std.saturate(field);
-  return d.vec4f(ACESFilm(outRgb), 1.0);
-});
-
 const overlayDebugBGL = tgpu.bindGroupLayout({
   cascadeTex: { texture: d.texture2dArray(d.f32) },
   cascadeSampler: { sampler: 'filtering' },
@@ -344,19 +281,13 @@ const overlayFrag = tgpu['~unstable'].fragmentFn({
     std.max(cascadeProbes.x >> debugLayer, d.u32(1)),
     std.max(cascadeProbes.y >> debugLayer, d.u32(1)),
   );
-
-  // Ray dimensions: 2x2 stored at layer 0, doubling each layer
   const raysDimStored = d.u32(2) << debugLayer;
   const raysDimActual = raysDimStored * d.u32(2);
   const rayCountActual = raysDimActual * raysDimActual;
-
-  // Interval for ray visualization
   const cascadeProbesMinVal = d.f32(std.min(cascadeProbes.x, cascadeProbes.y));
   const interval0 = 1 / cascadeProbesMinVal;
   const pow4 = d.f32(d.u32(1) << (debugLayer * d.u32(2)));
   const endUv = (interval0 * (pow4 - 1)) / 3 + interval0 * pow4;
-
-  // Visual parameters
   const probeSpacing = std.min(1 / d.f32(probes.x), 1 / d.f32(probes.y));
   const probeRadius = std.max(probeSpacing * 0.08, 0.002);
   const rayThickness = std.max(probeSpacing * 0.03, 0.001);
@@ -367,7 +298,6 @@ const overlayFrag = tgpu['~unstable'].fragmentFn({
 
   const centerProbe = d.vec2i(std.floor(uv.mul(d.vec2f(probes))));
 
-  // Check nearby probes (3x3 grid)
   for (let py = -1; py <= 1; py++) {
     for (let px = -1; px <= 1; px++) {
       const probeXY = centerProbe.add(d.vec2i(px, py));
@@ -411,7 +341,7 @@ const overlayFrag = tgpu['~unstable'].fragmentFn({
           );
           const sample = std.textureLoad(
             overlayDebugBGL.$.cascadeTex,
-            d.vec2i(atlasPos(dirStored, probe, probes)),
+            d.vec2i(dirStored.mul(probes).add(probe)),
             debugLayer,
             0,
           );
@@ -423,7 +353,6 @@ const overlayFrag = tgpu['~unstable'].fragmentFn({
     }
   }
 
-  // Visualize rays
   let overlayColor = d.vec3f();
   let overlayAlpha = d.f32(0);
   if (minRayDist < rayThickness) {
@@ -432,7 +361,6 @@ const overlayFrag = tgpu['~unstable'].fragmentFn({
       std.smoothstep(rayThickness * 1.5, rayThickness * 0.3, minRayDist) * 0.8;
   }
 
-  // Probe outline
   if (std.abs(minProbeDist) < probeRadius * 0.2) {
     const edgeAlpha = std.smoothstep(
       probeRadius * 0.3,
@@ -564,23 +492,13 @@ async function frame() {
 }
 frameId = requestAnimationFrame(frame);
 
-function updateUniforms() {
+const onDrag = (id: string, position: d.v2f) => {
+  updateElementPosition(id, position);
   sceneDataUniform.write(sceneData);
-}
+  updateLighting();
+};
 
-const dragController = new DragController(
-  canvas,
-  (id, position) => {
-    updateElementPosition(id, position);
-    updateUniforms();
-    updateLighting();
-  },
-  (id, position) => {
-    updateElementPosition(id, position);
-    updateUniforms();
-    updateLighting();
-  },
-);
+const dragController = new DragController(canvas, onDrag, onDrag);
 
 export function onCleanup() {
   dragController.destroy();
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/scene.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/scene.ts
index 29544b4f8c..2a1de415b1 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/scene.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/scene.ts
@@ -8,12 +8,11 @@ export interface SceneElement<T extends 'box' | 'disk'> {
   position: d.v2f;
   size: T extends 'box' ? d.v2f : number;
   emission?: d.v3f;
-  dataIndex: number; // Index in sceneData.disks or sceneData.boxes
+  dataIndex: number;
 }
 export type AnySceneElement = SceneElement<'box'> | SceneElement<'disk'>;
 
 export const sceneElements: AnySceneElement[] = [
-  // 3 RGB lights (disks with emission)
   {
     id: 'light-red',
     type: 'disk',
@@ -38,8 +37,6 @@ export const sceneElements: AnySceneElement[] = [
     size: 0.05,
     dataIndex: 2,
   },
-
-  // 3 occluders
   {
     id: 'box-1',
     type: 'box',
@@ -91,7 +88,6 @@ export function updateElementPosition(id: string, position: d.v2f): void {
     return;
   }
 
-  // Direct O(1) array access using stored index
   element.position = position;
   if (element.type === 'disk') {
     sceneData.disks[element.dataIndex].pos = position;
@@ -118,8 +114,8 @@ const BoxData = d.struct({
 });
 
 export const SceneData = d.struct({
-  disks: d.arrayOf(DiskData, 4),
-  boxes: d.arrayOf(BoxData, 2),
+  disks: d.arrayOf(DiskData, sceneData.disks.length),
+  boxes: d.arrayOf(BoxData, sceneData.boxes.length),
 });
 
 export const sceneDataAccess = tgpu['~unstable'].accessor(SceneData);
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.html b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.html
new file mode 100644
index 0000000000..581d6789f8
--- /dev/null
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.html
@@ -0,0 +1 @@
+<canvas data-fit-to-container></canvas>
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
new file mode 100644
index 0000000000..4d29d6da9a
--- /dev/null
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
@@ -0,0 +1,319 @@
+import * as rc from '@typegpu/radiance-cascades';
+import * as sdf from '@typegpu/sdf';
+import tgpu from 'typegpu';
+import { fullScreenTriangle } from 'typegpu/common';
+import * as d from 'typegpu/data';
+import * as std from 'typegpu/std';
+
+const root = await tgpu.init();
+const canvas = document.querySelector('canvas') as HTMLCanvasElement;
+const context = canvas.getContext('webgpu') as GPUCanvasContext;
+const presentationFormat = navigator.gpu.getPreferredCanvasFormat();
+
+context.configure({
+  device: root.device,
+  format: presentationFormat,
+});
+
+const [width, height] = [canvas.width / 4, canvas.height / 4];
+const aspect = width / height;
+
+const sceneTexture = root['~unstable'].createTexture({
+  size: [width, height],
+  format: 'rgba8unorm',
+}).$usage('storage', 'sampled');
+
+const sceneWriteView = sceneTexture.createView(
+  d.textureStorage2d('rgba8unorm'),
+);
+const sceneSampledView = sceneTexture.createView();
+
+const DrawParams = d.struct({
+  isDrawing: d.u32,
+  lastMousePos: d.vec2f,
+  mousePos: d.vec2f,
+  brushRadius: d.f32,
+  drawMode: d.u32,
+  lightColor: d.vec3f,
+});
+
+const paramsUniform = root.createUniform(DrawParams, {
+  isDrawing: 0,
+  lastMousePos: d.vec2f(0.5),
+  mousePos: d.vec2f(0.5),
+  brushRadius: 0.05,
+  drawMode: 0,
+  lightColor: d.vec3f(1, 0.9, 0.7),
+});
+
+const drawCompute = root['~unstable'].createGuardedComputePipeline((x, y) => {
+  'use gpu';
+
+  const params = paramsUniform.$;
+  if (params.isDrawing === d.u32(0)) {
+    return;
+  }
+
+  const aspectF = d.f32(aspect);
+  const dims = std.textureDimensions(sceneWriteView.$);
+  const invDims = d.vec2f(1).div(d.vec2f(dims));
+
+  const uv = d.vec2f(x, y).add(0.5).mul(invDims);
+  const uvA = d.vec2f(uv.x * aspectF, uv.y);
+
+  const mouse = d.vec2f(params.mousePos.x * aspectF, params.mousePos.y);
+
+  const last = d.vec2f(
+    params.lastMousePos.x * aspectF,
+    params.lastMousePos.y,
+  );
+
+  const noLast = std.any(std.lt(params.lastMousePos, d.vec2f()));
+  const a = std.select(last, mouse, noLast);
+
+  const dist = sdf.sdLine(uvA, a, mouse);
+  if (dist >= params.brushRadius) {
+    return;
+  }
+
+  const isLight = params.drawMode !== d.u32(0);
+  const out = std.select(
+    d.vec4f(0, 0, 0, 0.5),
+    d.vec4f(params.lightColor, 1),
+    isLight,
+  );
+
+  std.textureStore(sceneWriteView.$, d.vec2u(x, y), out);
+});
+
+const floodOutputTexture = root['~unstable']
+  .createTexture({
+    size: [width, height],
+    format: 'rgba16float',
+  })
+  .$usage('storage', 'sampled') as sdf.DistanceTexture;
+const floodOutputWriteView = floodOutputTexture.createView(
+  d.textureStorage2d('rgba16float', 'write-only'),
+);
+
+const sceneDataLayout = tgpu.bindGroupLayout({
+  sceneRead: { texture: d.texture2d() },
+});
+const sceneDataBG = root.createBindGroup(sceneDataLayout, {
+  sceneRead: sceneSampledView,
+});
+
+const customDistanceWrite = (
+  coord: d.v2u,
+  signedDist: number,
+  insidePx: d.v2u,
+) => {
+  'use gpu';
+  const size = std.textureDimensions(sceneDataLayout.$.sceneRead);
+  const uv = d.vec2f(insidePx).add(0.5).div(d.vec2f(size));
+
+  const seedData = std.textureSampleLevel(
+    sceneDataLayout.$.sceneRead,
+    linSampler.$,
+    uv,
+    0,
+  );
+
+  const isLight = seedData.w > 0.75;
+  const outputColor = std.select(d.vec3f(0), seedData.xyz, isLight);
+
+  std.textureStore(
+    floodOutputWriteView.$,
+    d.vec2i(coord),
+    d.vec4f(signedDist, outputColor),
+  );
+};
+
+const floodRunner = sdf
+  .createJumpFlood({
+    root,
+    size: { width, height },
+    output: floodOutputTexture,
+    classify: (coord: d.v2u, size: d.v2u) => {
+      'use gpu';
+      const sceneData = std.textureSampleLevel(
+        sceneDataLayout.$.sceneRead,
+        linSampler.$,
+        d.vec2f(coord).add(0.5).div(d.vec2f(size)),
+        0,
+      );
+      return sceneData.w > 0;
+    },
+    distanceWrite: customDistanceWrite,
+  })
+  .with(sceneDataBG);
+
+const res = floodOutputTexture.createView(d.texture2d(d.f32));
+const linSampler = root['~unstable'].createSampler({
+  magFilter: 'linear',
+  minFilter: 'linear',
+});
+
+// Precompute normalization factor to convert pixel distance to UV distance
+const maxDim = Math.max(width, height);
+
+const radianceSceneFn = (uv: d.v2f) => {
+  'use gpu';
+  // .x = signed distance in pixels, .yzw = propagated light color (0 if wall/empty)
+  const sample = std.textureSampleLevel(res.$, linSampler.$, uv, 0);
+  const sdfDistPx = sample.x;
+  const lightColor = sample.yzw;
+
+  // Convert pixel distance to UV distance (0-1 range) for radiance cascades
+  const sdfDistUv = sdfDistPx / d.f32(maxDim);
+
+  // Light emitters have non-zero color, walls/empty have zero color
+  // The color is already propagated from the nearest seed
+  return rc.SceneData({
+    color: d.vec4f(lightColor, 1),
+    dist: sdfDistUv,
+  });
+};
+
+const radianceRunner = rc.createRadianceCascades({
+  root,
+  scene: radianceSceneFn,
+  size: { width: Math.floor(width), height: Math.floor(height) },
+});
+
+const radianceRes = radianceRunner.output.createView(
+  d.texture2d(),
+);
+
+const displayModeUniform = root.createUniform(d.u32);
+const displayFragment = tgpu['~unstable'].fragmentFn({
+  in: { uv: d.vec2f },
+  out: d.vec4f,
+})(({ uv }) => {
+  'use gpu';
+  let result = d.vec4f(0);
+  if (displayModeUniform.$ === 0) {
+    result = std.textureSample(
+      radianceRes.$,
+      linSampler.$,
+      uv,
+    );
+  } else {
+    result = d.vec4f(
+      std.textureSample(
+        res.$,
+        linSampler.$,
+        uv,
+      ).xxx,
+      1,
+    );
+  }
+
+  return d.vec4f(result.xyz, 1.0);
+});
+
+const displayPipeline = root['~unstable']
+  .withVertex(fullScreenTriangle)
+  .withFragment(displayFragment, { format: presentationFormat })
+  .createPipeline();
+
+let isMouseDown = false;
+let lastMousePos = { x: -1, y: -1 };
+canvas.addEventListener('mousemove', (e) => {
+  paramsUniform.writePartial({
+    lastMousePos: d.vec2f(lastMousePos.x, lastMousePos.y),
+  });
+
+  const rect = canvas.getBoundingClientRect();
+  const x = (e.clientX - rect.left) / rect.width;
+  const y = (e.clientY - rect.top) / rect.height;
+  lastMousePos = { x, y };
+  paramsUniform.writePartial({
+    mousePos: d.vec2f(x, y),
+  });
+});
+
+canvas.addEventListener('mousedown', () => {
+  isMouseDown = true;
+  paramsUniform.writePartial({
+    isDrawing: 1,
+  });
+});
+
+canvas.addEventListener('mouseup', () => {
+  isMouseDown = false;
+  lastMousePos = { x: -1, y: -1 };
+  paramsUniform.writePartial({
+    isDrawing: 0,
+  });
+});
+
+let frameId = 0;
+function frame() {
+  frameId++;
+
+  drawCompute
+    .dispatchThreads(width, height);
+
+  floodRunner.run();
+  radianceRunner.run();
+
+  displayPipeline
+    .withColorAttachment({
+      view: context.getCurrentTexture().createView(),
+      loadOp: 'clear',
+      storeOp: 'store',
+    })
+    .draw(3);
+
+  requestAnimationFrame(frame);
+}
+requestAnimationFrame(frame);
+
+export const controls = {
+  'Draw Mode': {
+    initial: 'Walls',
+    options: ['Walls', 'Light'],
+    onSelectChange(value: string) {
+      paramsUniform.writePartial({
+        drawMode: value === 'Walls' ? 0 : 1,
+      });
+    },
+  },
+  'Light Color': {
+    initial: [1, 0.9, 0.7],
+    onColorChange(rgb: readonly [number, number, number]) {
+      paramsUniform.writePartial({
+        lightColor: d.vec3f(...rgb),
+      });
+    },
+  },
+  'Brush Size': {
+    initial: 0.05,
+    min: 0.01,
+    max: 0.15,
+    step: 0.01,
+    onSliderChange(value: number) {
+      paramsUniform.writePartial({
+        brushRadius: value,
+      });
+    },
+  },
+  'Display Mode': {
+    initial: 'Radiance',
+    options: ['Radiance', 'Distance'],
+    onSelectChange(value: string) {
+      displayModeUniform.write(value === 'Radiance' ? 0 : 1);
+    },
+  },
+  Clear: {
+    onButtonClick() {
+      sceneTexture.clear();
+    },
+  },
+};
+
+export function onCleanup() {
+  cancelAnimationFrame(frameId);
+  root.destroy();
+}
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/meta.json b/apps/typegpu-docs/src/examples/rendering/radiance-flood/meta.json
new file mode 100644
index 0000000000..fdc9947888
--- /dev/null
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-flood/meta.json
@@ -0,0 +1,5 @@
+{
+  "title": "Compute Cascades (with flooding)",
+  "category": "rendering",
+  "tags": ["experimental", "3d"]
+}
diff --git a/packages/typegpu-radiance-cascades/README.md b/packages/typegpu-radiance-cascades/README.md
new file mode 100644
index 0000000000..4f9f750ee8
--- /dev/null
+++ b/packages/typegpu-radiance-cascades/README.md
@@ -0,0 +1,37 @@
+<div align="center">
+
+# @typegpu/three
+
+🚧 **Under Construction** 🚧
+
+</div>
+
+A helper library for using TypeGPU with Three.js.
+
+```ts
+import * as TSL from 'three/tsl';
+import * as t3 from '@typegpu/three';
+import { fract } from 'typegpu/std';
+
+const material1 = new THREE.MeshBasicNodeMaterial();
+const pattern = TSL.texture(detailMap, TSL.uv().mul(10));
+// `fromTSL` can be used to access any TSL node from a TypeGPU function
+const patternAccess = t3.fromTSL(pattern, d.vec4f);
+material1.colorNode = t3.toTSL(() => {
+  'use gpu';
+  return patternAccess.$;
+});
+
+const material2 = new THREE.MeshBasicNodeMaterial();
+material2.colorNode = t3.toTSL(() => {
+  'use gpu';
+  // Many builtin TSL nodes are already reexported as `accessors`
+  const uv = t3.uv().$;
+
+  if (uv.x < 0.5) {
+    return d.vec4f(fract(uv.mul(4)), 0, 1);
+  }
+
+  return d.vec4f(1, 0, 0, 1);
+});
+```
diff --git a/packages/typegpu-radiance-cascades/build.config.ts b/packages/typegpu-radiance-cascades/build.config.ts
new file mode 100644
index 0000000000..7f9f024f1f
--- /dev/null
+++ b/packages/typegpu-radiance-cascades/build.config.ts
@@ -0,0 +1,12 @@
+import { type BuildConfig, defineBuildConfig } from 'unbuild';
+import typegpu from 'unplugin-typegpu/rollup';
+
+const Config: BuildConfig[] = defineBuildConfig({
+  hooks: {
+    'rollup:options': (_options, config) => {
+      config.plugins.push(typegpu({ include: [/\.ts$/] }));
+    },
+  },
+});
+
+export default Config;
diff --git a/packages/typegpu-radiance-cascades/deno.json b/packages/typegpu-radiance-cascades/deno.json
new file mode 100644
index 0000000000..66699a4b54
--- /dev/null
+++ b/packages/typegpu-radiance-cascades/deno.json
@@ -0,0 +1,7 @@
+{
+  "exclude": ["."],
+  "fmt": {
+    "exclude": ["!."],
+    "singleQuote": true
+  }
+}
diff --git a/packages/typegpu-radiance-cascades/package.json b/packages/typegpu-radiance-cascades/package.json
new file mode 100644
index 0000000000..e0072df6ac
--- /dev/null
+++ b/packages/typegpu-radiance-cascades/package.json
@@ -0,0 +1,44 @@
+{
+  "name": "@typegpu/radiance-cascades",
+  "type": "module",
+  "version": "0.9.0",
+  "description": "Radiance Cascades implementation for TypeGPU",
+  "exports": {
+    ".": "./src/index.ts",
+    "./package.json": "./package.json"
+  },
+  "publishConfig": {
+    "directory": "dist",
+    "linkDirectory": false,
+    "main": "./dist/index.mjs",
+    "types": "./dist/index.d.ts",
+    "exports": {
+      "./package.json": "./dist/package.json",
+      ".": {
+        "types": "./dist/index.d.ts",
+        "module": "./dist/index.mjs",
+        "import": "./dist/index.mjs",
+        "default": "./dist/index.cjs"
+      }
+    }
+  },
+  "sideEffects": false,
+  "scripts": {
+    "build": "unbuild",
+    "test:types": "pnpm tsc --p ./tsconfig.json --noEmit",
+    "prepublishOnly": "tgpu-dev-cli prepack"
+  },
+  "keywords": [],
+  "license": "MIT",
+  "peerDependencies": {
+    "typegpu": "^0.9.0"
+  },
+  "devDependencies": {
+    "@typegpu/tgpu-dev-cli": "workspace:*",
+    "@webgpu/types": "catalog:types",
+    "typegpu": "workspace:*",
+    "typescript": "catalog:types",
+    "unbuild": "catalog:build",
+    "unplugin-typegpu": "workspace:*"
+  }
+}
diff --git a/packages/typegpu-radiance-cascades/src/cascades.ts b/packages/typegpu-radiance-cascades/src/cascades.ts
new file mode 100644
index 0000000000..121f8006ad
--- /dev/null
+++ b/packages/typegpu-radiance-cascades/src/cascades.ts
@@ -0,0 +1,243 @@
+import * as d from 'typegpu/data';
+import * as std from 'typegpu/std';
+import tgpu from 'typegpu';
+
+export function getCascadeDim(width: number, height: number, quality = 0.3) {
+  const aspect = width / height;
+  const diagonal = Math.sqrt(width ** 2 + height ** 2);
+  const base = diagonal * quality;
+  // Ensure minimum probe count for low resolutions (at least 16 probes on smallest axis)
+  const minPow2 = 16;
+  const closestPowerOfTwo = Math.max(
+    minPow2,
+    2 ** Math.round(Math.log2(base)),
+  );
+
+  let cascadeWidth: number;
+  let cascadeHeight: number;
+  if (aspect >= 1) {
+    cascadeWidth = closestPowerOfTwo;
+    cascadeHeight = Math.max(minPow2, Math.round(closestPowerOfTwo / aspect));
+  } else {
+    cascadeWidth = Math.max(minPow2, Math.round(closestPowerOfTwo * aspect));
+    cascadeHeight = closestPowerOfTwo;
+  }
+
+  const cascadeDimX = cascadeWidth * 2;
+  const cascadeDimY = cascadeHeight * 2;
+
+  const interval = 1 / closestPowerOfTwo;
+  const maxIntervalStart = 1.5;
+
+  // Ensure minimum cascade count for proper light propagation
+  const minCascades = 4;
+  const cascadeAmount = Math.max(
+    minCascades,
+    Math.ceil(Math.log2((maxIntervalStart * 3) / interval + 1) / 2),
+  );
+
+  return [cascadeDimX, cascadeDimY, cascadeAmount] as const;
+}
+
+export const SceneData = d.struct({
+  color: d.vec4f, // doing vec3f is asking for trouble (unforunately)
+  dist: d.f32,
+});
+
+export const sceneSlot = tgpu.slot<(uv: d.v2f) => d.Infer<typeof SceneData>>();
+
+// Result type for ray march function
+export const RayMarchResult = d.struct({
+  color: d.vec3f,
+  transmittance: d.f32, // 1.0 = no hit, 0.0 = fully opaque hit
+});
+
+// Default ray march implementation using sceneSlot
+export const defaultRayMarch = tgpu.fn(
+  [d.vec2f, d.vec2f, d.f32, d.f32, d.f32, d.f32],
+  RayMarchResult,
+)((probePos, rayDir, startT, endT, eps, minStep) => {
+  'use gpu';
+  let rgb = d.vec3f();
+  let T = d.f32(1);
+  let t = startT;
+
+  for (let step = 0; step < 64; step++) {
+    if (t > endT) {
+      break;
+    }
+    const hit = sceneSlot.$(probePos.add(rayDir.mul(t)));
+    if (hit.dist <= eps) {
+      rgb = d.vec3f(hit.color.xyz);
+      T = d.f32(0);
+      break;
+    }
+    t += std.max(hit.dist, minStep);
+  }
+
+  return RayMarchResult({ color: rgb, transmittance: T });
+});
+
+// Slot for custom ray marching with default implementation
+export const rayMarchSlot = tgpu.slot(defaultRayMarch);
+
+export const CascadeParams = d.struct({
+  layer: d.u32,
+  baseProbes: d.vec2u,
+  cascadeDim: d.vec2u,
+  cascadeCount: d.u32,
+});
+
+export const cascadePassBGL = tgpu.bindGroupLayout({
+  params: { uniform: CascadeParams },
+  upper: { texture: d.texture2d(d.f32) },
+  upperSampler: { sampler: 'filtering' },
+  dst: { storageTexture: d.textureStorage2d('rgba16float', 'write-only') },
+});
+
+export const cascadePassCompute = tgpu['~unstable'].computeFn({
+  workgroupSize: [8, 8],
+  in: { gid: d.builtin.globalInvocationId },
+})(({ gid }) => {
+  const dim2 = std.textureDimensions(cascadePassBGL.$.dst);
+  if (std.any(std.ge(gid.xy, dim2))) {
+    return;
+  }
+
+  const params = cascadePassBGL.$.params;
+  const probes = d.vec2u(
+    std.max(params.baseProbes.x >> params.layer, d.u32(1)),
+    std.max(params.baseProbes.y >> params.layer, d.u32(1)),
+  );
+
+  const dirStored = gid.xy.div(probes);
+  const probe = std.mod(gid.xy, probes);
+  const raysDimStored = d.u32(2) << params.layer;
+  const raysDimActual = raysDimStored * d.u32(2);
+  const rayCountActual = raysDimActual * raysDimActual;
+
+  if (dirStored.x >= raysDimStored || dirStored.y >= raysDimStored) {
+    std.textureStore(cascadePassBGL.$.dst, gid.xy, d.vec4f(0, 0, 0, 1));
+    return;
+  }
+
+  const probePos = d.vec2f(probe).add(0.5).div(d.vec2f(probes));
+  const cascadeProbesMinVal = d.f32(
+    std.min(params.baseProbes.x, params.baseProbes.y),
+  );
+  const interval0 = 1.0 / cascadeProbesMinVal;
+  const pow4 = d.f32(d.u32(1) << (params.layer * d.u32(2)));
+  const startUv = (interval0 * (pow4 - 1.0)) / 3.0;
+  const endUv = startUv + interval0 * pow4;
+  // Use conservative epsilon values that don't scale too aggressively with resolution
+  // This ensures proper hit detection even at low resolution
+  const baseEps = d.f32(0.001); // ~0.1% of scene size minimum
+  const eps = std.max(baseEps, 0.25 / cascadeProbesMinVal);
+  const minStep = std.max(baseEps * 0.5, 0.125 / cascadeProbesMinVal);
+
+  let accum = d.vec4f();
+
+  for (let i = 0; i < 4; i++) {
+    const dirActual = dirStored
+      .mul(d.u32(2))
+      .add(d.vec2u(d.u32(i) & d.u32(1), d.u32(i) >> d.u32(1)));
+    const rayIndex = d.f32(dirActual.y * raysDimActual + dirActual.x) + 0.5;
+    const angle = (rayIndex / d.f32(rayCountActual)) * (Math.PI * 2) - Math.PI;
+    const rayDir = d.vec2f(std.cos(angle), -std.sin(angle));
+
+    // Use ray march slot for customizable ray marching
+    const marchResult = rayMarchSlot.$(
+      probePos,
+      rayDir,
+      startUv,
+      endUv,
+      eps,
+      minStep,
+    );
+    let rgb = d.vec3f(marchResult.color);
+    let T = d.f32(marchResult.transmittance);
+
+    if (params.layer < d.u32(params.cascadeCount - 1) && T > 0.01) {
+      const probesU = d.vec2u(
+        std.max(probes.x >> d.u32(1), d.u32(1)),
+        std.max(probes.y >> d.u32(1), d.u32(1)),
+      );
+      const tileOrigin = d.vec2f(dirActual).mul(d.vec2f(probesU));
+      const probePixel = std.clamp(
+        probePos.mul(d.vec2f(probesU)),
+        d.vec2f(0.5),
+        d.vec2f(probesU).sub(0.5),
+      );
+      const uvU = tileOrigin.add(probePixel).div(d.vec2f(dim2));
+
+      const upper = std.textureSampleLevel(
+        cascadePassBGL.$.upper,
+        cascadePassBGL.$.upperSampler,
+        uvU,
+        0,
+      );
+      rgb = rgb.add(upper.xyz.mul(T));
+      T *= upper.w;
+    }
+
+    accum = accum.add(d.vec4f(rgb, T));
+  }
+
+  std.textureStore(cascadePassBGL.$.dst, gid.xy, accum.mul(0.25));
+});
+
+export const BuildRadianceFieldParams = d.struct({
+  outputProbes: d.vec2u,
+  cascadeProbes: d.vec2u,
+  cascadeDim: d.vec2u,
+});
+
+export const buildRadianceFieldBGL = tgpu.bindGroupLayout({
+  params: { uniform: BuildRadianceFieldParams },
+  src: { texture: d.texture2d(d.f32) },
+  srcSampler: { sampler: 'filtering' },
+  dst: { storageTexture: d.textureStorage2d('rgba16float', 'write-only') },
+});
+
+export const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
+  workgroupSize: [8, 8],
+  in: { gid: d.builtin.globalInvocationId },
+})(({ gid }) => {
+  const dim2 = std.textureDimensions(buildRadianceFieldBGL.$.dst);
+  if (std.any(std.ge(gid.xy, dim2))) {
+    return;
+  }
+
+  const params = buildRadianceFieldBGL.$.params;
+
+  const invCascadeDim = d.vec2f(1.0).div(d.vec2f(params.cascadeDim));
+  const uv = d.vec2f(gid.xy).add(0.5).div(d.vec2f(params.outputProbes));
+
+  const probePixel = std.clamp(
+    uv.mul(d.vec2f(params.cascadeProbes)),
+    d.vec2f(0.5),
+    d.vec2f(params.cascadeProbes).sub(0.5),
+  );
+
+  const uvStride = d.vec2f(params.cascadeProbes).mul(invCascadeDim);
+  const baseSampleUV = probePixel.mul(invCascadeDim);
+
+  let sum = d.vec3f();
+  for (let i = d.u32(0); i < 4; i++) {
+    const offset = d.vec2f(d.f32(i & 1), d.f32(i >> 1)).mul(uvStride);
+    sum = sum.add(
+      std.textureSampleLevel(
+        buildRadianceFieldBGL.$.src,
+        buildRadianceFieldBGL.$.srcSampler,
+        baseSampleUV.add(offset),
+        0,
+      ).xyz,
+    );
+  }
+
+  std.textureStore(
+    buildRadianceFieldBGL.$.dst,
+    gid.xy,
+    d.vec4f(sum.mul(0.25), 1),
+  );
+});
diff --git a/packages/typegpu-radiance-cascades/src/index.ts b/packages/typegpu-radiance-cascades/src/index.ts
new file mode 100644
index 0000000000..09401f47d0
--- /dev/null
+++ b/packages/typegpu-radiance-cascades/src/index.ts
@@ -0,0 +1,12 @@
+export { createRadianceCascades } from './runner.ts';
+export type {
+  RadianceCascadesExecutor,
+  RadianceCascadesExecutorBase,
+} from './runner.ts';
+export {
+  defaultRayMarch,
+  RayMarchResult,
+  rayMarchSlot,
+  SceneData,
+  sceneSlot,
+} from './cascades.ts';
diff --git a/packages/typegpu-radiance-cascades/src/runner.ts b/packages/typegpu-radiance-cascades/src/runner.ts
new file mode 100644
index 0000000000..eceb301b4a
--- /dev/null
+++ b/packages/typegpu-radiance-cascades/src/runner.ts
@@ -0,0 +1,352 @@
+import {
+  isTexture,
+  isTextureView,
+  type SampledFlag,
+  type StorageFlag,
+  type TgpuBindGroup,
+  type TgpuRoot,
+  type TgpuTexture,
+  type TgpuTextureView,
+} from 'typegpu';
+import * as d from 'typegpu/data';
+import {
+  buildRadianceFieldBGL,
+  buildRadianceFieldCompute,
+  BuildRadianceFieldParams,
+  CascadeParams,
+  cascadePassBGL,
+  cascadePassCompute,
+  defaultRayMarch,
+  getCascadeDim,
+  rayMarchSlot,
+  type SceneData,
+  sceneSlot,
+} from './cascades.ts';
+
+type OutputTexture =
+  | (
+    & TgpuTexture<{
+      size: [number, number];
+      format: 'rgba16float';
+    }>
+    & StorageFlag
+  )
+  | TgpuTextureView<d.WgslStorageTexture2d<'rgba16float', 'write-only'>>;
+
+type CascadesOptionsBase = {
+  root: TgpuRoot;
+  scene: (uv: d.v2f) => d.Infer<typeof SceneData>;
+  /** Optional custom ray march function. Defaults to the built-in ray marcher that uses the scene slot. */
+  rayMarch?: typeof defaultRayMarch;
+  /**
+   * Quality factor for cascade generation (0.1 to 1.0, default 0.3).
+   * Higher values create more probes and cascades, improving quality at the cost of performance.
+   * At low output resolutions, consider using higher quality values (0.5-1.0) for better results.
+   */
+  quality?: number;
+};
+
+type CascadesOptionsWithOutput = CascadesOptionsBase & {
+  output: OutputTexture;
+  size?: { width: number; height: number };
+};
+
+type CascadesOptionsWithoutOutput = CascadesOptionsBase & {
+  output?: undefined;
+  size: { width: number; height: number };
+};
+
+type OutputTextureProp =
+  & TgpuTexture<{
+    size: [number, number];
+    format: 'rgba16float';
+  }>
+  & StorageFlag
+  & SampledFlag;
+
+/** Base executor type without output property (used when output is provided externally) */
+export type RadianceCascadesExecutorBase = {
+  /**
+   * Run the radiance cascades algorithm, filling the output texture.
+   */
+  run(): void;
+
+  /**
+   * Returns a new executor with the additional bind group attached.
+   * Use this to pass custom resources to custom ray march implementations.
+   * If the pipeline doesn't use this layout, it's safely ignored.
+   */
+  with(bindGroup: TgpuBindGroup): RadianceCascadesExecutorBase;
+
+  /**
+   * Clean up all GPU resources created by this executor.
+   */
+  destroy(): void;
+};
+
+/** Executor type with owned output texture */
+export type RadianceCascadesExecutor = RadianceCascadesExecutorBase & {
+  /**
+   * Returns a new executor with the additional bind group attached.
+   */
+  with(bindGroup: TgpuBindGroup): RadianceCascadesExecutor;
+
+  /**
+   * The output texture containing the radiance field.
+   * Use this for sampling in your render pass.
+   */
+  readonly output: OutputTextureProp;
+};
+
+/**
+ * Create a radiance cascades executor that renders to the provided output texture.
+ */
+export function createRadianceCascades(
+  options: CascadesOptionsWithOutput,
+): RadianceCascadesExecutorBase;
+
+/**
+ * Create a radiance cascades executor that creates and owns its own output texture.
+ */
+export function createRadianceCascades(
+  options: CascadesOptionsWithoutOutput,
+): RadianceCascadesExecutor;
+
+export function createRadianceCascades(
+  options: CascadesOptionsWithOutput | CascadesOptionsWithoutOutput,
+): RadianceCascadesExecutor | RadianceCascadesExecutorBase {
+  const { root, scene, output, size, rayMarch, quality = 0.3 } = options;
+
+  const hasOutputProvided = !!output &&
+    (isTexture(output) || isTextureView(output));
+
+  // Determine output dimensions
+  let outputWidth: number;
+  let outputHeight: number;
+
+  if (hasOutputProvided) {
+    if (isTexture(output)) {
+      [outputWidth, outputHeight] = output.props.size;
+    } else {
+      const viewSize = output.size ?? [size?.width, size?.height];
+      if (!viewSize[0] || !viewSize[1]) {
+        throw new Error(
+          'Size could not be inferred from texture view, pass explicit size in options.',
+        );
+      }
+      [outputWidth, outputHeight] = viewSize as [number, number];
+    }
+  } else {
+    if (!size) {
+      throw new Error('Size is required when output texture is not provided.');
+    }
+    outputWidth = size.width;
+    outputHeight = size.height;
+  }
+
+  // Create output texture type
+  type OwnedOutputTexture =
+    & TgpuTexture<{
+      size: [number, number];
+      format: 'rgba16float';
+    }>
+    & StorageFlag
+    & SampledFlag;
+
+  // Create or use provided output texture
+  let ownedOutput: OwnedOutputTexture | null = null;
+  let dst: OutputTexture | OwnedOutputTexture;
+
+  if (hasOutputProvided) {
+    dst = output;
+  } else {
+    ownedOutput = root['~unstable']
+      .createTexture({
+        size: [outputWidth, outputHeight],
+        format: 'rgba16float',
+      })
+      .$usage('storage', 'sampled');
+    dst = ownedOutput;
+  }
+
+  // Compute cascade dimensions with quality factor
+  const [cascadeDimX, cascadeDimY, cascadeAmount] = getCascadeDim(
+    outputWidth,
+    outputHeight,
+    quality,
+  );
+
+  const cascadeProbesX = cascadeDimX / 2;
+  const cascadeProbesY = cascadeDimY / 2;
+
+  // Create double-buffered cascade textures
+  const createCascadeTexture = () =>
+    root['~unstable']
+      .createTexture({
+        size: [cascadeDimX, cascadeDimY, cascadeAmount],
+        format: 'rgba16float',
+      })
+      .$usage('storage', 'sampled');
+
+  const cascadeTextureA = createCascadeTexture();
+  const cascadeTextureB = createCascadeTexture();
+
+  // Create sampler for cascade textures
+  const cascadeSampler = root['~unstable'].createSampler({
+    magFilter: 'linear',
+    minFilter: 'linear',
+    addressModeU: 'clamp-to-edge',
+    addressModeV: 'clamp-to-edge',
+  });
+
+  // Create buffer for cascade parameters
+  const paramsBuffer = root.createBuffer(CascadeParams).$usage('uniform');
+
+  // Create cascade pass pipeline with scene and ray march slots bound
+  const cascadePassPipeline = root['~unstable']
+    .with(sceneSlot, scene)
+    .with(rayMarchSlot, rayMarch ?? defaultRayMarch)
+    .withCompute(cascadePassCompute)
+    .createPipeline();
+
+  // Create bind groups for all cascade passes
+  const cascadePassBindGroups = Array.from(
+    { length: cascadeAmount },
+    (_, layer) => {
+      const writeToA = (cascadeAmount - 1 - layer) % 2 === 0;
+      const dstTexture = writeToA ? cascadeTextureA : cascadeTextureB;
+      const srcTexture = writeToA ? cascadeTextureB : cascadeTextureA;
+
+      return root.createBindGroup(cascadePassBGL, {
+        params: paramsBuffer,
+        upper: srcTexture.createView(d.texture2d(d.f32), {
+          baseArrayLayer: Math.min(layer + 1, cascadeAmount - 1),
+          arrayLayerCount: 1,
+        }),
+        upperSampler: cascadeSampler,
+        dst: dstTexture.createView(
+          d.textureStorage2d('rgba16float', 'write-only'),
+          { baseArrayLayer: layer, arrayLayerCount: 1 },
+        ),
+      });
+    },
+  );
+
+  // Create build radiance field pipeline
+  const buildRadianceFieldPipeline = root['~unstable']
+    .withCompute(buildRadianceFieldCompute)
+    .createPipeline();
+
+  // Create buffer for radiance field params
+  const radianceFieldParamsBuffer = root
+    .createBuffer(BuildRadianceFieldParams, {
+      outputProbes: d.vec2u(outputWidth, outputHeight),
+      cascadeProbes: d.vec2u(cascadeProbesX, cascadeProbesY),
+      cascadeDim: d.vec2u(cascadeDimX, cascadeDimY),
+    })
+    .$usage('uniform');
+
+  // Determine which cascade texture has cascade 0
+  const cascade0InA = (cascadeAmount - 1) % 2 === 0;
+  const srcCascadeTexture = cascade0InA ? cascadeTextureA : cascadeTextureB;
+
+  // Get the output storage view
+  type StorageTextureView = TgpuTextureView<
+    d.WgslStorageTexture2d<'rgba16float', 'write-only'>
+  >;
+  const dstView: StorageTextureView = isTexture(dst)
+    ? (
+      dst as
+        & TgpuTexture<{ size: [number, number]; format: 'rgba16float' }>
+        & StorageFlag
+    ).createView(d.textureStorage2d('rgba16float', 'write-only'))
+    : dst;
+
+  // Create bind group for building radiance field
+  const buildRadianceFieldBG = root.createBindGroup(buildRadianceFieldBGL, {
+    params: radianceFieldParamsBuffer,
+    src: srcCascadeTexture.createView(d.texture2d(d.f32), {
+      baseArrayLayer: 0,
+      arrayLayerCount: 1,
+    }),
+    srcSampler: cascadeSampler,
+    dst: dstView,
+  });
+
+  // Precompute workgroup counts
+  const cascadeWorkgroupsX = Math.ceil(cascadeDimX / 8);
+  const cascadeWorkgroupsY = Math.ceil(cascadeDimY / 8);
+  const outputWorkgroupsX = Math.ceil(outputWidth / 8);
+  const outputWorkgroupsY = Math.ceil(outputHeight / 8);
+
+  function destroy() {
+    cascadeTextureA.destroy();
+    cascadeTextureB.destroy();
+    ownedOutput?.destroy();
+  }
+
+  // Create executor factory that supports .with(bindGroup) pattern
+  function createExecutorBase(
+    additionalBindGroups: TgpuBindGroup[] = [],
+  ): RadianceCascadesExecutorBase {
+    function run() {
+      // Run cascade passes top-down
+      for (let layer = cascadeAmount - 1; layer >= 0; layer--) {
+        paramsBuffer.write({
+          layer,
+          baseProbes: d.vec2u(cascadeProbesX, cascadeProbesY),
+          cascadeDim: d.vec2u(cascadeDimX, cascadeDimY),
+          cascadeCount: cascadeAmount,
+        });
+
+        const bindGroup = cascadePassBindGroups[layer];
+        if (bindGroup) {
+          let pipeline = cascadePassPipeline.with(bindGroup);
+          for (const bg of additionalBindGroups) {
+            pipeline = pipeline.with(bg);
+          }
+          pipeline.dispatchWorkgroups(cascadeWorkgroupsX, cascadeWorkgroupsY);
+        }
+      }
+
+      // Build the final radiance field
+      let radiancePipeline = buildRadianceFieldPipeline.with(
+        buildRadianceFieldBG,
+      );
+      for (const bg of additionalBindGroups) {
+        radiancePipeline = radiancePipeline.with(bg);
+      }
+      radiancePipeline.dispatchWorkgroups(outputWorkgroupsX, outputWorkgroupsY);
+    }
+
+    function withBindGroup(
+      bindGroup: TgpuBindGroup,
+    ): RadianceCascadesExecutorBase {
+      return createExecutorBase([...additionalBindGroups, bindGroup]);
+    }
+
+    return { run, with: withBindGroup, destroy };
+  }
+
+  function createExecutorWithOutput(
+    additionalBindGroups: TgpuBindGroup[] = [],
+  ): RadianceCascadesExecutor {
+    const base = createExecutorBase(additionalBindGroups);
+
+    function withBindGroup(bindGroup: TgpuBindGroup): RadianceCascadesExecutor {
+      return createExecutorWithOutput([...additionalBindGroups, bindGroup]);
+    }
+
+    return {
+      ...base,
+      with: withBindGroup,
+      output: ownedOutput as OwnedOutputTexture,
+    };
+  }
+
+  if (hasOutputProvided) {
+    return createExecutorBase();
+  }
+
+  return createExecutorWithOutput();
+}
diff --git a/packages/typegpu-radiance-cascades/tsconfig.json b/packages/typegpu-radiance-cascades/tsconfig.json
new file mode 100644
index 0000000000..5f257dc0f0
--- /dev/null
+++ b/packages/typegpu-radiance-cascades/tsconfig.json
@@ -0,0 +1,5 @@
+{
+  "extends": "../../tsconfig.base.json",
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist"]
+}
diff --git a/packages/typegpu-sdf/src/index.ts b/packages/typegpu-sdf/src/index.ts
index a717c7db86..b8cd79bbdc 100644
--- a/packages/typegpu-sdf/src/index.ts
+++ b/packages/typegpu-sdf/src/index.ts
@@ -26,3 +26,11 @@ export {
   opSmoothUnion,
   opUnion,
 } from './operators.ts';
+
+export {
+  classifySlot,
+  createJumpFlood,
+  defaultDistanceWrite,
+  distanceWriteSlot,
+} from './jumpFlood.ts';
+export type { DistanceTexture, JumpFloodExecutor } from './jumpFlood.ts';
diff --git a/packages/typegpu-sdf/src/jumpFlood.ts b/packages/typegpu-sdf/src/jumpFlood.ts
new file mode 100644
index 0000000000..f271eefaba
--- /dev/null
+++ b/packages/typegpu-sdf/src/jumpFlood.ts
@@ -0,0 +1,470 @@
+import tgpu, {
+  type SampledFlag,
+  type StorageFlag,
+  type TgpuBindGroup,
+  type TgpuRoot,
+  type TgpuTexture,
+} from 'typegpu';
+import * as d from 'typegpu/data';
+import * as std from 'typegpu/std';
+
+const INVALID_COORD = 0xffffffff;
+
+const pingPongLayout = tgpu.bindGroupLayout({
+  readView: {
+    storageTexture: d.textureStorage2d('rgba32uint', 'read-only'),
+  },
+  writeView: {
+    storageTexture: d.textureStorage2d('rgba32uint', 'write-only'),
+  },
+});
+
+const initLayout = tgpu.bindGroupLayout({
+  writeView: {
+    storageTexture: d.textureStorage2d('rgba32uint', 'write-only'),
+  },
+});
+
+const distWriteLayout = tgpu.bindGroupLayout({
+  distTexture: {
+    storageTexture: d.textureStorage2d('rgba16float', 'write-only'),
+  },
+});
+
+/**
+ * Slot for the classify function that determines which pixels are "inside" for the SDF.
+ * The function receives the pixel coordinate and texture size, and returns whether
+ * the pixel is inside (true) or outside (false).
+ *
+ * Users should provide their own implementation that reads from their textures
+ * to determine inside/outside classification.
+ */
+export const classifySlot = tgpu.slot<(coord: d.v2u, size: d.v2u) => boolean>();
+
+/**
+ * Default distance write - writes signed distance to rgba16float texture.
+ * Users can provide a custom implementation to write additional data.
+ *
+ * @param coord - The pixel coordinate being written
+ * @param signedDist - Signed distance in pixels (positive = outside, negative = inside)
+ * @param insidePx - Pixel coordinates of the nearest inside seed
+ * @param outsidePx - Pixel coordinates of the nearest outside seed
+ */
+export const defaultDistanceWrite = (
+  coord: d.v2u,
+  signedDist: number,
+  _insidePx: d.v2u,
+  _outsidePx: d.v2u,
+) => {
+  'use gpu';
+  std.textureStore(
+    distWriteLayout.$.distTexture,
+    d.vec2i(coord),
+    d.vec4f(signedDist, 0, 0, 0),
+  );
+};
+
+/** Slot for custom distance writing */
+export const distanceWriteSlot = tgpu.slot<
+  (coord: d.v2u, signedDist: number, insidePx: d.v2u, outsidePx: d.v2u) => void
+>(defaultDistanceWrite);
+
+const SampleResult = d.struct({
+  inside: d.vec2u,
+  outside: d.vec2u,
+});
+
+const sampleWithOffset = (
+  tex: d.textureStorage2d<'rgba32uint', 'read-only'>,
+  pos: d.v2i,
+  offset: d.v2i,
+) => {
+  'use gpu';
+  const dims = std.textureDimensions(tex);
+  const samplePos = pos.add(offset);
+
+  const outOfBounds = samplePos.x < 0 ||
+    samplePos.y < 0 ||
+    samplePos.x >= d.i32(dims.x) ||
+    samplePos.y >= d.i32(dims.y);
+
+  const safePos = std.clamp(samplePos, d.vec2i(0), d.vec2i(dims.sub(1)));
+  const loaded = std.textureLoad(tex, safePos);
+
+  const inside = loaded.xy;
+  const outside = loaded.zw;
+
+  const invalid = d.vec2u(INVALID_COORD);
+  return SampleResult({
+    inside: std.select(inside, invalid, outOfBounds),
+    outside: std.select(outside, invalid, outOfBounds),
+  });
+};
+
+const offsetAccessor = tgpu['~unstable'].accessor(d.i32);
+
+const initFromSeedCompute = tgpu['~unstable'].computeFn({
+  workgroupSize: [8, 8],
+  in: { gid: d.builtin.globalInvocationId },
+})(({ gid }) => {
+  const size = std.textureDimensions(initLayout.$.writeView);
+  if (std.any(std.ge(gid.xy, size))) {
+    return;
+  }
+
+  // Use classify slot to determine if this pixel is inside
+  const isInside = classifySlot.$(gid.xy, size);
+  const invalid = d.vec2u(INVALID_COORD);
+
+  // Store pixel coords directly (not UVs)
+  // If inside: inside coord = this pixel, outside coord = invalid
+  // If outside: outside coord = this pixel, inside coord = invalid
+  const insideCoord = std.select(invalid, gid.xy, isInside);
+  const outsideCoord = std.select(gid.xy, invalid, isInside);
+
+  std.textureStore(
+    initLayout.$.writeView,
+    d.vec2i(gid.xy),
+    d.vec4u(insideCoord, outsideCoord),
+  );
+});
+
+const jumpFloodCompute = tgpu['~unstable'].computeFn({
+  workgroupSize: [8, 8],
+  in: { gid: d.builtin.globalInvocationId },
+})(({ gid }) => {
+  const size = std.textureDimensions(pingPongLayout.$.readView);
+  if (std.any(std.ge(gid.xy, size))) {
+    return;
+  }
+
+  const offset = offsetAccessor.$;
+  const pos = d.vec2f(gid.xy);
+
+  const invalid = d.vec2u(INVALID_COORD);
+  let bestInsideCoord = d.vec2u(invalid);
+  let bestOutsideCoord = d.vec2u(invalid);
+  let bestInsideDist2 = d.f32(1e20); // squared distance
+  let bestOutsideDist2 = d.f32(1e20); // squared distance
+
+  for (let dy = -1; dy <= 1; dy++) {
+    for (let dx = -1; dx <= 1; dx++) {
+      const sample = sampleWithOffset(
+        pingPongLayout.$.readView,
+        d.vec2i(gid.xy),
+        d.vec2i(dx * offset, dy * offset),
+      );
+
+      // Check inside candidate (valid if not INVALID_COORD)
+      if (sample.inside.x !== INVALID_COORD) {
+        const deltaIn = pos.sub(d.vec2f(sample.inside));
+        const dist2 = std.dot(deltaIn, deltaIn);
+        if (dist2 < bestInsideDist2) {
+          bestInsideDist2 = dist2;
+          bestInsideCoord = d.vec2u(sample.inside);
+        }
+      }
+
+      // Check outside candidate (valid if not INVALID_COORD)
+      if (sample.outside.x !== INVALID_COORD) {
+        const deltaOut = pos.sub(d.vec2f(sample.outside));
+        const dist2 = std.dot(deltaOut, deltaOut);
+        if (dist2 < bestOutsideDist2) {
+          bestOutsideDist2 = dist2;
+          bestOutsideCoord = d.vec2u(sample.outside);
+        }
+      }
+    }
+  }
+
+  std.textureStore(
+    pingPongLayout.$.writeView,
+    d.vec2i(gid.xy),
+    d.vec4u(bestInsideCoord, bestOutsideCoord),
+  );
+});
+
+const createDistanceFieldCompute = tgpu['~unstable'].computeFn({
+  workgroupSize: [8, 8],
+  in: { gid: d.builtin.globalInvocationId },
+})(({ gid }) => {
+  const size = std.textureDimensions(pingPongLayout.$.readView);
+  if (std.any(std.ge(gid.xy, size))) {
+    return;
+  }
+
+  const pos = d.vec2f(gid.xy);
+  const texel = std.textureLoad(pingPongLayout.$.readView, d.vec2i(gid.xy));
+
+  const insideCoord = texel.xy;
+  const outsideCoord = texel.zw;
+
+  let insideDist = d.f32(1e20);
+  let outsideDist = d.f32(1e20);
+
+  // Compute distances in pixel space
+  if (insideCoord.x !== INVALID_COORD) {
+    insideDist = std.distance(pos, d.vec2f(insideCoord));
+  }
+
+  if (outsideCoord.x !== INVALID_COORD) {
+    outsideDist = std.distance(pos, d.vec2f(outsideCoord));
+  }
+
+  // Output signed distance in pixels
+  // Positive = outside (distance to nearest inside), Negative = inside (distance to nearest outside)
+  const signedDist = insideDist - outsideDist;
+
+  // Use distance write slot for customizable output
+  distanceWriteSlot.$(gid.xy, signedDist, insideCoord, outsideCoord);
+});
+
+type FloodTexture =
+  & TgpuTexture<{
+    size: [number, number];
+    format: 'rgba32uint';
+  }>
+  & StorageFlag;
+
+export type DistanceTexture =
+  & TgpuTexture<{
+    size: [number, number];
+    format: 'rgba16float';
+  }>
+  & StorageFlag
+  & SampledFlag;
+
+export type JumpFloodExecutor<OwnsOutput extends boolean = boolean> =
+  & {
+    /**
+     * Run the jump flood algorithm.
+     * The classify function determines which pixels are inside/outside.
+     */
+    run(): void;
+
+    /**
+     * Returns a new executor with the additional bind group attached.
+     * Use this to pass resources needed by custom classify or distance write functions.
+     */
+    with(bindGroup: TgpuBindGroup): JumpFloodExecutor<OwnsOutput>;
+
+    /**
+     * Clean up GPU resources created by this executor.
+     */
+    destroy(): void;
+  }
+  & (OwnsOutput extends true ? {
+      /**
+       * The output distance field texture.
+       * Contains signed distance values in pixels after run() completes.
+       * Positive = outside (distance to nearest inside), Negative = inside (distance to nearest outside).
+       */
+      readonly output: DistanceTexture;
+    }
+    : object);
+
+type JumpFloodOptionsBase = {
+  root: TgpuRoot;
+  size: { width: number; height: number };
+  /**
+   * Classify function that determines which pixels are "inside" for the SDF.
+   * Returns true if the pixel is inside, false if outside.
+   */
+  classify: (coord: d.v2u, size: d.v2u) => boolean;
+  /** Optional custom distance write function. Defaults to writing signed distance to output texture. */
+  distanceWrite?: typeof defaultDistanceWrite;
+};
+
+type JumpFloodOptionsWithOutput = JumpFloodOptionsBase & {
+  output: DistanceTexture;
+};
+
+type JumpFloodOptionsWithoutOutput = JumpFloodOptionsBase & {
+  output?: undefined;
+};
+
+/**
+ * Create a Jump Flood Algorithm executor that creates its own output texture.
+ */
+export function createJumpFlood(
+  options: JumpFloodOptionsWithoutOutput,
+): JumpFloodExecutor<true>;
+
+/**
+ * Create a Jump Flood Algorithm executor with a provided output texture.
+ */
+export function createJumpFlood(
+  options: JumpFloodOptionsWithOutput,
+): JumpFloodExecutor<false>;
+
+export function createJumpFlood(
+  options: JumpFloodOptionsWithOutput | JumpFloodOptionsWithoutOutput,
+): JumpFloodExecutor<boolean> {
+  const {
+    root,
+    size,
+    classify,
+    output: providedOutput,
+    distanceWrite,
+  } = options;
+  const { width, height } = size;
+
+  // Create or use provided output texture
+  const ownsOutput = !providedOutput;
+
+  const distanceTexture: DistanceTexture = providedOutput ??
+    (root['~unstable']
+      .createTexture({
+        size: [width, height],
+        format: 'rgba16float',
+      })
+      .$usage('storage', 'sampled') as DistanceTexture);
+
+  // Create flood textures (always owned by executor)
+  const floodTextureA = root['~unstable']
+    .createTexture({
+      size: [width, height],
+      format: 'rgba32uint',
+    })
+    .$usage('storage') as FloodTexture;
+
+  const floodTextureB = root['~unstable']
+    .createTexture({
+      size: [width, height],
+      format: 'rgba32uint',
+    })
+    .$usage('storage') as FloodTexture;
+
+  // Create uniform for offset
+  const offsetUniform = root.createUniform(d.i32);
+
+  // Create pipelines with slot bindings
+  const initFromSeedPipeline = root['~unstable']
+    .with(classifySlot, classify)
+    .withCompute(initFromSeedCompute)
+    .createPipeline();
+
+  const jumpFloodPipeline = root['~unstable']
+    .with(offsetAccessor, offsetUniform)
+    .withCompute(jumpFloodCompute)
+    .createPipeline();
+
+  const createDistancePipeline = root['~unstable']
+    .with(distanceWriteSlot, distanceWrite ?? defaultDistanceWrite)
+    .withCompute(createDistanceFieldCompute)
+    .createPipeline();
+
+  // Create bind groups
+  const initBG = root.createBindGroup(initLayout, {
+    writeView: floodTextureA.createView(
+      d.textureStorage2d('rgba32uint', 'write-only'),
+    ),
+  });
+
+  const pingPongBGs = [
+    root.createBindGroup(pingPongLayout, {
+      readView: floodTextureA.createView(
+        d.textureStorage2d('rgba32uint', 'read-only'),
+      ),
+      writeView: floodTextureB.createView(
+        d.textureStorage2d('rgba32uint', 'write-only'),
+      ),
+    }),
+    root.createBindGroup(pingPongLayout, {
+      readView: floodTextureB.createView(
+        d.textureStorage2d('rgba32uint', 'read-only'),
+      ),
+      writeView: floodTextureA.createView(
+        d.textureStorage2d('rgba32uint', 'write-only'),
+      ),
+    }),
+  ];
+
+  const distWriteBG = root.createBindGroup(distWriteLayout, {
+    distTexture: distanceTexture.createView(
+      d.textureStorage2d('rgba16float', 'write-only'),
+    ),
+  });
+
+  // Precompute workgroup counts
+  const workgroupsX = Math.ceil(width / 8);
+  const workgroupsY = Math.ceil(height / 8);
+  // Use power-of-two offset for proper JFA coverage
+  const maxDim = Math.max(width, height);
+  const maxRange = 1 << Math.floor(Math.log2(maxDim));
+
+  function destroy() {
+    floodTextureA.destroy();
+    floodTextureB.destroy();
+    if (ownsOutput) {
+      distanceTexture.destroy();
+    }
+  }
+
+  // Create executor factory that supports .with(bindGroup) pattern
+  function createExecutor(
+    additionalBindGroups: TgpuBindGroup[] = [],
+  ): JumpFloodExecutor<boolean> {
+    function run() {
+      // Initialize from seed function
+      let initPipeline = initFromSeedPipeline.with(initBG);
+      for (const bg of additionalBindGroups) {
+        initPipeline = initPipeline.with(bg);
+      }
+      initPipeline.dispatchWorkgroups(workgroupsX, workgroupsY);
+
+      // Run jump flood iterations
+      let sourceIdx = 0;
+      let offset = maxRange;
+
+      while (offset >= 1) {
+        offsetUniform.write(offset);
+
+        const bg = pingPongBGs[sourceIdx];
+        if (bg) {
+          let floodPipeline = jumpFloodPipeline.with(bg);
+          for (const addBg of additionalBindGroups) {
+            floodPipeline = floodPipeline.with(addBg);
+          }
+          floodPipeline.dispatchWorkgroups(workgroupsX, workgroupsY);
+        }
+
+        sourceIdx ^= 1;
+        offset = Math.floor(offset / 2);
+      }
+
+      // Create final distance field
+      const finalBG = pingPongBGs[sourceIdx];
+      if (finalBG) {
+        let distPipeline = createDistancePipeline.with(finalBG).with(
+          distWriteBG,
+        );
+        for (const bg of additionalBindGroups) {
+          distPipeline = distPipeline.with(bg);
+        }
+        distPipeline.dispatchWorkgroups(workgroupsX, workgroupsY);
+      }
+    }
+
+    function withBindGroup(bindGroup: TgpuBindGroup) {
+      return createExecutor([...additionalBindGroups, bindGroup]);
+    }
+
+    if (ownsOutput) {
+      return {
+        run,
+        with: withBindGroup,
+        destroy,
+        output: distanceTexture,
+      };
+    }
+
+    return {
+      run,
+      with: withBindGroup,
+      destroy,
+    };
+  }
+
+  return createExecutor();
+}
diff --git a/packages/typegpu/src/core/texture/texture.ts b/packages/typegpu/src/core/texture/texture.ts
index 15c727f4bc..5d5a89f695 100644
--- a/packages/typegpu/src/core/texture/texture.ts
+++ b/packages/typegpu/src/core/texture/texture.ts
@@ -203,6 +203,7 @@ export interface TgpuTextureView<
   readonly [$internal]: TextureViewInternals;
   readonly resourceType: 'texture-view';
   readonly schema: TSchema;
+  readonly size?: number[] | undefined;
 
   readonly [$gpuValueOf]: Infer<TSchema>;
   value: Infer<TSchema>;
@@ -576,6 +577,7 @@ class TgpuFixedTextureViewImpl<T extends WgslTexture | WgslStorageTexture>
   declare readonly [$repr]: Infer<T>;
   readonly [$internal]: TextureViewInternals;
   readonly resourceType = 'texture-view' as const;
+  readonly size: number[];
 
   #baseTexture: TgpuTexture;
   #view: GPUTextureView | undefined;
@@ -593,6 +595,7 @@ class TgpuFixedTextureViewImpl<T extends WgslTexture | WgslStorageTexture>
   ) {
     this.#baseTexture = baseTexture;
     this.#descriptor = descriptor;
+    this.size = baseTexture.props.size;
 
     this[$internal] = {
       unwrap: () => {
diff --git a/packages/typegpu/src/index.ts b/packages/typegpu/src/index.ts
index 92a2b15d7f..2f8becc1b8 100644
--- a/packages/typegpu/src/index.ts
+++ b/packages/typegpu/src/index.ts
@@ -89,7 +89,7 @@ export {
 export { isBuffer, isUsableAsVertex } from './core/buffer/buffer.ts';
 export { isDerived, isSlot } from './core/slot/slotTypes.ts';
 export { isComparisonSampler, isSampler } from './core/sampler/sampler.ts';
-export { isTexture } from './core/texture/texture.ts';
+export { isTexture, isTextureView } from './core/texture/texture.ts';
 export {
   isUsableAsRender,
   isUsableAsSampled,
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 69ebcc5f6c..2428add7f9 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -174,6 +174,9 @@ importers:
       '@typegpu/noise':
         specifier: workspace:*
         version: link:../../packages/typegpu-noise
+      '@typegpu/radiance-cascades':
+        specifier: workspace:*
+        version: link:../../packages/typegpu-radiance-cascades
       '@typegpu/sdf':
         specifier: workspace:*
         version: link:../../packages/typegpu-sdf
@@ -559,6 +562,28 @@ importers:
         version: link:../unplugin-typegpu
     publishDirectory: dist
 
+  packages/typegpu-radiance-cascades:
+    devDependencies:
+      '@typegpu/tgpu-dev-cli':
+        specifier: workspace:*
+        version: link:../tgpu-dev-cli
+      '@webgpu/types':
+        specifier: catalog:types
+        version: 0.1.66
+      typegpu:
+        specifier: workspace:*
+        version: link:../typegpu
+      typescript:
+        specifier: catalog:types
+        version: 5.9.3
+      unbuild:
+        specifier: catalog:build
+        version: 3.5.0(typescript@5.9.3)
+      unplugin-typegpu:
+        specifier: workspace:*
+        version: link:../unplugin-typegpu
+    publishDirectory: dist
+
   packages/typegpu-sdf:
     devDependencies:
       '@typegpu/tgpu-dev-cli':

From 351d7f3f89ded1f657f355e8750839b4b3032bbd Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Mon, 26 Jan 2026 14:45:43 +0100
Subject: [PATCH 10/26] remove post merge conflict

---
 packages/typegpu/src/core/texture/texture.ts | 2 --
 1 file changed, 2 deletions(-)

diff --git a/packages/typegpu/src/core/texture/texture.ts b/packages/typegpu/src/core/texture/texture.ts
index 5cb91f1564..adeafcf781 100644
--- a/packages/typegpu/src/core/texture/texture.ts
+++ b/packages/typegpu/src/core/texture/texture.ts
@@ -577,7 +577,6 @@ class TgpuFixedTextureViewImpl<T extends WgslTexture | WgslStorageTexture>
   declare readonly [$repr]: Infer<T>;
   readonly [$internal]: TextureViewInternals;
   readonly resourceType = 'texture-view' as const;
-  readonly size: number[];
 
   #baseTexture: TgpuTexture;
   #view: GPUTextureView | undefined;
@@ -595,7 +594,6 @@ class TgpuFixedTextureViewImpl<T extends WgslTexture | WgslStorageTexture>
   ) {
     this.#baseTexture = baseTexture;
     this.#descriptor = descriptor;
-    this.size = baseTexture.props.size;
 
     this[$internal] = {
       unwrap: () => {

From 96fec6513bfadf1225f35c0f0c253eef17bfac6d Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Wed, 28 Jan 2026 16:26:03 +0100
Subject: [PATCH 11/26] work work

---
 .../rendering/radiance-flood/index.ts         | 175 ++++++++-------
 .../typegpu-radiance-cascades/src/cascades.ts |  89 ++++----
 .../typegpu-radiance-cascades/src/index.ts    |   2 +-
 .../typegpu-radiance-cascades/src/runner.ts   |   5 +-
 packages/typegpu-sdf/src/index.ts             |   2 +-
 packages/typegpu-sdf/src/jumpFlood.ts         | 200 +++++++++---------
 packages/typegpu/src/tgsl/accessProp.ts       |   9 +-
 7 files changed, 248 insertions(+), 234 deletions(-)

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
index 4d29d6da9a..f6f53b2ba3 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
@@ -15,25 +15,35 @@ context.configure({
   format: presentationFormat,
 });
 
-const [width, height] = [canvas.width / 4, canvas.height / 4];
-const aspect = width / height;
+const [width, height] = [canvas.width, canvas.height];
 
+// Scene texture + views.
 const sceneTexture = root['~unstable'].createTexture({
   size: [width, height],
-  format: 'rgba8unorm',
+  format: 'rgba16float',
 }).$usage('storage', 'sampled');
 
 const sceneWriteView = sceneTexture.createView(
-  d.textureStorage2d('rgba8unorm'),
+  d.textureStorage2d('rgba16float'),
 );
 const sceneSampledView = sceneTexture.createView();
 
+// Samplers.
+const nearestSampler = root['~unstable'].createSampler({
+  magFilter: 'nearest',
+  minFilter: 'nearest',
+});
+const linSampler = root['~unstable'].createSampler({
+  magFilter: 'linear',
+  minFilter: 'linear',
+});
+
+// Draw params + uniform.
 const DrawParams = d.struct({
   isDrawing: d.u32,
   lastMousePos: d.vec2f,
   mousePos: d.vec2f,
   brushRadius: d.f32,
-  drawMode: d.u32,
   lightColor: d.vec3f,
 });
 
@@ -42,20 +52,26 @@ const paramsUniform = root.createUniform(DrawParams, {
   lastMousePos: d.vec2f(0.5),
   mousePos: d.vec2f(0.5),
   brushRadius: 0.05,
-  drawMode: 0,
   lightColor: d.vec3f(1, 0.9, 0.7),
 });
 
+const sceneDataLayout = tgpu.bindGroupLayout({
+  sceneRead: { texture: d.texture2d() },
+});
+const sceneDataBG = root.createBindGroup(sceneDataLayout, {
+  sceneRead: sceneSampledView,
+});
+
 const drawCompute = root['~unstable'].createGuardedComputePipeline((x, y) => {
   'use gpu';
 
   const params = paramsUniform.$;
-  if (params.isDrawing === d.u32(0)) {
+  if (params.isDrawing === 0) {
     return;
   }
 
-  const aspectF = d.f32(aspect);
   const dims = std.textureDimensions(sceneWriteView.$);
+  const aspectF = dims.x / dims.y;
   const invDims = d.vec2f(1).div(d.vec2f(dims));
 
   const uv = d.vec2f(x, y).add(0.5).mul(invDims);
@@ -76,115 +92,80 @@ const drawCompute = root['~unstable'].createGuardedComputePipeline((x, y) => {
     return;
   }
 
-  const isLight = params.drawMode !== d.u32(0);
-  const out = std.select(
-    d.vec4f(0, 0, 0, 0.5),
-    d.vec4f(params.lightColor, 1),
-    isLight,
-  );
+  const out = d.vec4f(params.lightColor, 1);
 
   std.textureStore(sceneWriteView.$, d.vec2u(x, y), out);
 });
 
-const floodOutputTexture = root['~unstable']
-  .createTexture({
-    size: [width, height],
-    format: 'rgba16float',
-  })
-  .$usage('storage', 'sampled') as sdf.DistanceTexture;
-const floodOutputWriteView = floodOutputTexture.createView(
-  d.textureStorage2d('rgba16float', 'write-only'),
-);
-
-const sceneDataLayout = tgpu.bindGroupLayout({
-  sceneRead: { texture: d.texture2d() },
-});
-const sceneDataBG = root.createBindGroup(sceneDataLayout, {
-  sceneRead: sceneSampledView,
-});
-
 const customDistanceWrite = (
-  coord: d.v2u,
+  _coord: d.v2u,
+  texture: d.textureStorage2d<'rgba16uint', 'read-only'>,
   signedDist: number,
   insidePx: d.v2u,
 ) => {
   'use gpu';
-  const size = std.textureDimensions(sceneDataLayout.$.sceneRead);
+  const size = std.textureDimensions(texture);
   const uv = d.vec2f(insidePx).add(0.5).div(d.vec2f(size));
 
   const seedData = std.textureSampleLevel(
     sceneDataLayout.$.sceneRead,
-    linSampler.$,
+    nearestSampler.$,
     uv,
     0,
   );
 
-  const isLight = seedData.w > 0.75;
-  const outputColor = std.select(d.vec3f(0), seedData.xyz, isLight);
-
-  std.textureStore(
-    floodOutputWriteView.$,
-    d.vec2i(coord),
-    d.vec4f(signedDist, outputColor),
-  );
+  return d.vec4f(seedData.xyz, signedDist);
 };
 
 const floodRunner = sdf
   .createJumpFlood({
     root,
-    size: { width, height },
-    output: floodOutputTexture,
+    size: { width: width, height: height },
     classify: (coord: d.v2u, size: d.v2u) => {
       'use gpu';
       const sceneData = std.textureSampleLevel(
         sceneDataLayout.$.sceneRead,
-        linSampler.$,
+        nearestSampler.$,
         d.vec2f(coord).add(0.5).div(d.vec2f(size)),
         0,
       );
       return sceneData.w > 0;
     },
-    distanceWrite: customDistanceWrite,
+    getDistance: customDistanceWrite,
   })
   .with(sceneDataBG);
 
-const res = floodOutputTexture.createView(d.texture2d(d.f32));
-const linSampler = root['~unstable'].createSampler({
-  magFilter: 'linear',
-  minFilter: 'linear',
-});
-
-// Precompute normalization factor to convert pixel distance to UV distance
-const maxDim = Math.max(width, height);
+const res = floodRunner.output.createView(d.texture2d());
 
 const radianceSceneFn = (uv: d.v2f) => {
   'use gpu';
-  // .x = signed distance in pixels, .yzw = propagated light color (0 if wall/empty)
+  if (std.any(std.lt(uv, d.vec2f(0))) || std.any(std.gt(uv, d.vec2f(1)))) {
+    return d.vec4f(0, 0, 0, 1);
+  }
+  const dims = std.textureDimensions(res.$);
+  const minDim = std.min(dims.x, dims.y);
+  // .xyz = propagated light color (0 if wall/empty), .w = signed distance in pixels
   const sample = std.textureSampleLevel(res.$, linSampler.$, uv, 0);
-  const sdfDistPx = sample.x;
-  const lightColor = sample.yzw;
+  const lightColor = sample.xyz;
+  const sdfDistPx = sample.w;
 
   // Convert pixel distance to UV distance (0-1 range) for radiance cascades
-  const sdfDistUv = sdfDistPx / d.f32(maxDim);
+  const sdfDistUv = sdfDistPx / d.f32(minDim);
 
   // Light emitters have non-zero color, walls/empty have zero color
   // The color is already propagated from the nearest seed
-  return rc.SceneData({
-    color: d.vec4f(lightColor, 1),
-    dist: sdfDistUv,
-  });
+  // vec4f: xyz = color, w = distance
+  return d.vec4f(lightColor, sdfDistUv);
 };
 
 const radianceRunner = rc.createRadianceCascades({
   root,
   scene: radianceSceneFn,
-  size: { width: Math.floor(width), height: Math.floor(height) },
+  size: { width: width / 16, height: height / 16 },
 });
+const radianceRes = radianceRunner.output.createView(d.texture2d());
 
-const radianceRes = radianceRunner.output.createView(
-  d.texture2d(),
-);
-
+// Display pipeline.
 const displayModeUniform = root.createUniform(d.u32);
 const displayFragment = tgpu['~unstable'].fragmentFn({
   in: { uv: d.vec2f },
@@ -193,20 +174,49 @@ const displayFragment = tgpu['~unstable'].fragmentFn({
   'use gpu';
   let result = d.vec4f(0);
   if (displayModeUniform.$ === 0) {
-    result = std.textureSample(
-      radianceRes.$,
+    // sample sdf
+    const sdfSample = std.textureSampleLevel(
+      res.$,
       linSampler.$,
       uv,
+      0,
     );
-  } else {
-    result = d.vec4f(
-      std.textureSample(
-        res.$,
+    const sdfDist = sdfSample.w;
+    if (sdfDist < 0) {
+      // on surface, show seed color
+      result = d.vec4f(sdfSample.xyz, 1.0);
+    } else {
+      // sample radiance
+      result = std.textureSampleLevel(
+        radianceRes.$,
         linSampler.$,
         uv,
-      ).xxx,
-      1,
+        0,
+      );
+    }
+  } else {
+    const dims = std.textureDimensions(radianceRes.$);
+    const distSample = std.textureSample(
+      res.$,
+      linSampler.$,
+      uv,
+    );
+    const signedDist = distSample.w;
+    const absDist = std.abs(signedDist);
+    const maxDim = d.f32(std.max(dims.x, dims.y));
+
+    const normalizedDist = std.clamp(absDist / d.f32(maxDim * 0.5), 0.0, 1.0) **
+      0.8;
+
+    const isInside = signedDist < 0.0;
+
+    const distColor = std.select(
+      d.vec3f(normalizedDist, 0.0, 0.0),
+      d.vec3f(0.0, 0.0, normalizedDist),
+      isInside,
     );
+
+    result = d.vec4f(distColor, 1.0);
   }
 
   return d.vec4f(result.xyz, 1.0);
@@ -217,7 +227,6 @@ const displayPipeline = root['~unstable']
   .withFragment(displayFragment, { format: presentationFormat })
   .createPipeline();
 
-let isMouseDown = false;
 let lastMousePos = { x: -1, y: -1 };
 canvas.addEventListener('mousemove', (e) => {
   paramsUniform.writePartial({
@@ -234,14 +243,12 @@ canvas.addEventListener('mousemove', (e) => {
 });
 
 canvas.addEventListener('mousedown', () => {
-  isMouseDown = true;
   paramsUniform.writePartial({
     isDrawing: 1,
   });
 });
 
 canvas.addEventListener('mouseup', () => {
-  isMouseDown = false;
   lastMousePos = { x: -1, y: -1 };
   paramsUniform.writePartial({
     isDrawing: 0,
@@ -252,8 +259,7 @@ let frameId = 0;
 function frame() {
   frameId++;
 
-  drawCompute
-    .dispatchThreads(width, height);
+  drawCompute.dispatchThreads(width, height);
 
   floodRunner.run();
   radianceRunner.run();
@@ -271,15 +277,6 @@ function frame() {
 requestAnimationFrame(frame);
 
 export const controls = {
-  'Draw Mode': {
-    initial: 'Walls',
-    options: ['Walls', 'Light'],
-    onSelectChange(value: string) {
-      paramsUniform.writePartial({
-        drawMode: value === 'Walls' ? 0 : 1,
-      });
-    },
-  },
   'Light Color': {
     initial: [1, 0.9, 0.7],
     onColorChange(rgb: readonly [number, number, number]) {
diff --git a/packages/typegpu-radiance-cascades/src/cascades.ts b/packages/typegpu-radiance-cascades/src/cascades.ts
index 121f8006ad..8091270b90 100644
--- a/packages/typegpu-radiance-cascades/src/cascades.ts
+++ b/packages/typegpu-radiance-cascades/src/cascades.ts
@@ -2,15 +2,16 @@ import * as d from 'typegpu/data';
 import * as std from 'typegpu/std';
 import tgpu from 'typegpu';
 
-export function getCascadeDim(width: number, height: number, quality = 0.3) {
+const ERODE_BIAS = 2.0;
+
+export function getCascadeDim(width: number, height: number) {
   const aspect = width / height;
   const diagonal = Math.sqrt(width ** 2 + height ** 2);
-  const base = diagonal * quality;
-  // Ensure minimum probe count for low resolutions (at least 16 probes on smallest axis)
+
   const minPow2 = 16;
   const closestPowerOfTwo = Math.max(
     minPow2,
-    2 ** Math.round(Math.log2(base)),
+    2 ** Math.round(Math.log2(diagonal)),
   );
 
   let cascadeWidth: number;
@@ -27,10 +28,9 @@ export function getCascadeDim(width: number, height: number, quality = 0.3) {
   const cascadeDimY = cascadeHeight * 2;
 
   const interval = 1 / closestPowerOfTwo;
-  const maxIntervalStart = 1.5;
+  const maxIntervalStart = 2.0;
 
-  // Ensure minimum cascade count for proper light propagation
-  const minCascades = 4;
+  const minCascades = 5;
   const cascadeAmount = Math.max(
     minCascades,
     Math.ceil(Math.log2((maxIntervalStart * 3) / interval + 1) / 2),
@@ -39,24 +39,17 @@ export function getCascadeDim(width: number, height: number, quality = 0.3) {
   return [cascadeDimX, cascadeDimY, cascadeAmount] as const;
 }
 
-export const SceneData = d.struct({
-  color: d.vec4f, // doing vec3f is asking for trouble (unforunately)
-  dist: d.f32,
-});
-
-export const sceneSlot = tgpu.slot<(uv: d.v2f) => d.Infer<typeof SceneData>>();
+export const sceneSlot = tgpu.slot<(uv: d.v2f) => d.v4f>();
 
 // Result type for ray march function
 export const RayMarchResult = d.struct({
   color: d.vec3f,
   transmittance: d.f32, // 1.0 = no hit, 0.0 = fully opaque hit
 });
-
-// Default ray march implementation using sceneSlot
 export const defaultRayMarch = tgpu.fn(
-  [d.vec2f, d.vec2f, d.f32, d.f32, d.f32, d.f32],
+  [d.vec2f, d.vec2f, d.f32, d.f32, d.f32, d.f32, d.f32],
   RayMarchResult,
-)((probePos, rayDir, startT, endT, eps, minStep) => {
+)((probePos, rayDir, startT, endT, eps, minStep, bias) => {
   'use gpu';
   let rgb = d.vec3f();
   let T = d.f32(1);
@@ -66,19 +59,26 @@ export const defaultRayMarch = tgpu.fn(
     if (t > endT) {
       break;
     }
-    const hit = sceneSlot.$(probePos.add(rayDir.mul(t)));
-    if (hit.dist <= eps) {
-      rgb = d.vec3f(hit.color.xyz);
-      T = d.f32(0);
+    const pos = probePos.add(rayDir.mul(t));
+    if (
+      std.any(std.lt(pos, d.vec2f(0))) ||
+      std.any(std.gt(pos, d.vec2f(1)))
+    ) {
       break;
     }
-    t += std.max(hit.dist, minStep);
+    const hit = sceneSlot.$(pos);
+    const dist = std.max(hit.w + bias, 0);
+    if (dist <= eps) {
+      rgb = d.vec3f(hit.xyz);
+      T = 0;
+      break;
+    }
+    t += std.max(dist, minStep);
   }
 
   return RayMarchResult({ color: rgb, transmittance: T });
 });
 
-// Slot for custom ray marching with default implementation
 export const rayMarchSlot = tgpu.slot(defaultRayMarch);
 
 export const CascadeParams = d.struct({
@@ -113,8 +113,8 @@ export const cascadePassCompute = tgpu['~unstable'].computeFn({
   const dirStored = gid.xy.div(probes);
   const probe = std.mod(gid.xy, probes);
   const raysDimStored = d.u32(2) << params.layer;
-  const raysDimActual = raysDimStored * d.u32(2);
-  const rayCountActual = raysDimActual * raysDimActual;
+  const raysDimActual = raysDimStored * 2;
+  const rayCountActual = d.f32(raysDimActual) ** 2;
 
   if (dirStored.x >= raysDimStored || dirStored.y >= raysDimStored) {
     std.textureStore(cascadePassBGL.$.dst, gid.xy, d.vec4f(0, 0, 0, 1));
@@ -122,6 +122,7 @@ export const cascadePassCompute = tgpu['~unstable'].computeFn({
   }
 
   const probePos = d.vec2f(probe).add(0.5).div(d.vec2f(probes));
+  const aspect = d.f32(params.baseProbes.x) / d.f32(params.baseProbes.y);
   const cascadeProbesMinVal = d.f32(
     std.min(params.baseProbes.x, params.baseProbes.y),
   );
@@ -129,11 +130,10 @@ export const cascadePassCompute = tgpu['~unstable'].computeFn({
   const pow4 = d.f32(d.u32(1) << (params.layer * d.u32(2)));
   const startUv = (interval0 * (pow4 - 1.0)) / 3.0;
   const endUv = startUv + interval0 * pow4;
-  // Use conservative epsilon values that don't scale too aggressively with resolution
-  // This ensures proper hit detection even at low resolution
-  const baseEps = d.f32(0.001); // ~0.1% of scene size minimum
+  const baseEps = d.f32(0.001);
   const eps = std.max(baseEps, 0.25 / cascadeProbesMinVal);
   const minStep = std.max(baseEps * 0.5, 0.125 / cascadeProbesMinVal);
+  const biasUv = d.f32(ERODE_BIAS) / cascadeProbesMinVal;
 
   let accum = d.vec4f();
 
@@ -143,9 +143,15 @@ export const cascadePassCompute = tgpu['~unstable'].computeFn({
       .add(d.vec2u(d.u32(i) & d.u32(1), d.u32(i) >> d.u32(1)));
     const rayIndex = d.f32(dirActual.y * raysDimActual + dirActual.x) + 0.5;
     const angle = (rayIndex / d.f32(rayCountActual)) * (Math.PI * 2) - Math.PI;
-    const rayDir = d.vec2f(std.cos(angle), -std.sin(angle));
+    const cosA = std.cos(angle);
+    const sinA = -std.sin(angle);
+    let rayDir = d.vec2f(cosA, sinA);
+    if (aspect >= d.f32(1)) {
+      rayDir = d.vec2f(cosA / aspect, sinA);
+    } else {
+      rayDir = d.vec2f(cosA, sinA * aspect);
+    }
 
-    // Use ray march slot for customizable ray marching
     const marchResult = rayMarchSlot.$(
       probePos,
       rayDir,
@@ -153,6 +159,7 @@ export const cascadePassCompute = tgpu['~unstable'].computeFn({
       endUv,
       eps,
       minStep,
+      biasUv,
     );
     let rgb = d.vec3f(marchResult.color);
     let T = d.f32(marchResult.transmittance);
@@ -221,23 +228,29 @@ export const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
 
   const uvStride = d.vec2f(params.cascadeProbes).mul(invCascadeDim);
   const baseSampleUV = probePixel.mul(invCascadeDim);
+  const outputMinDim = d.f32(
+    std.min(params.outputProbes.x, params.outputProbes.y),
+  );
+  const scene = sceneSlot.$(uv);
 
   let sum = d.vec3f();
   for (let i = d.u32(0); i < 4; i++) {
     const offset = d.vec2f(d.f32(i & 1), d.f32(i >> 1)).mul(uvStride);
-    sum = sum.add(
-      std.textureSampleLevel(
-        buildRadianceFieldBGL.$.src,
-        buildRadianceFieldBGL.$.srcSampler,
-        baseSampleUV.add(offset),
-        0,
-      ).xyz,
+    const sample = std.textureSampleLevel(
+      buildRadianceFieldBGL.$.src,
+      buildRadianceFieldBGL.$.srcSampler,
+      baseSampleUV.add(offset),
+      0,
     );
+    sum = sum.add(sample.xyz);
   }
 
+  const avg = sum.mul(0.25);
+  const res = d.vec3f(avg);
+
   std.textureStore(
     buildRadianceFieldBGL.$.dst,
     gid.xy,
-    d.vec4f(sum.mul(0.25), 1),
+    d.vec4f(res, 1),
   );
 });
diff --git a/packages/typegpu-radiance-cascades/src/index.ts b/packages/typegpu-radiance-cascades/src/index.ts
index 09401f47d0..e35686c8c5 100644
--- a/packages/typegpu-radiance-cascades/src/index.ts
+++ b/packages/typegpu-radiance-cascades/src/index.ts
@@ -5,8 +5,8 @@ export type {
 } from './runner.ts';
 export {
   defaultRayMarch,
+  getCascadeDim,
   RayMarchResult,
   rayMarchSlot,
-  SceneData,
   sceneSlot,
 } from './cascades.ts';
diff --git a/packages/typegpu-radiance-cascades/src/runner.ts b/packages/typegpu-radiance-cascades/src/runner.ts
index eceb301b4a..cb77200285 100644
--- a/packages/typegpu-radiance-cascades/src/runner.ts
+++ b/packages/typegpu-radiance-cascades/src/runner.ts
@@ -19,7 +19,6 @@ import {
   defaultRayMarch,
   getCascadeDim,
   rayMarchSlot,
-  type SceneData,
   sceneSlot,
 } from './cascades.ts';
 
@@ -35,7 +34,7 @@ type OutputTexture =
 
 type CascadesOptionsBase = {
   root: TgpuRoot;
-  scene: (uv: d.v2f) => d.Infer<typeof SceneData>;
+  scene: (uv: d.v2f) => d.v4f;
   /** Optional custom ray march function. Defaults to the built-in ray marcher that uses the scene slot. */
   rayMarch?: typeof defaultRayMarch;
   /**
@@ -173,7 +172,6 @@ export function createRadianceCascades(
   const [cascadeDimX, cascadeDimY, cascadeAmount] = getCascadeDim(
     outputWidth,
     outputHeight,
-    quality,
   );
 
   const cascadeProbesX = cascadeDimX / 2;
@@ -234,6 +232,7 @@ export function createRadianceCascades(
 
   // Create build radiance field pipeline
   const buildRadianceFieldPipeline = root['~unstable']
+    .with(sceneSlot, scene)
     .withCompute(buildRadianceFieldCompute)
     .createPipeline();
 
diff --git a/packages/typegpu-sdf/src/index.ts b/packages/typegpu-sdf/src/index.ts
index b8cd79bbdc..1fc9060b70 100644
--- a/packages/typegpu-sdf/src/index.ts
+++ b/packages/typegpu-sdf/src/index.ts
@@ -30,7 +30,7 @@ export {
 export {
   classifySlot,
   createJumpFlood,
-  defaultDistanceWrite,
+  defaultGetDistance as defaultDistanceWrite,
   distanceWriteSlot,
 } from './jumpFlood.ts';
 export type { DistanceTexture, JumpFloodExecutor } from './jumpFlood.ts';
diff --git a/packages/typegpu-sdf/src/jumpFlood.ts b/packages/typegpu-sdf/src/jumpFlood.ts
index f271eefaba..0b709c3435 100644
--- a/packages/typegpu-sdf/src/jumpFlood.ts
+++ b/packages/typegpu-sdf/src/jumpFlood.ts
@@ -12,16 +12,16 @@ const INVALID_COORD = 0xffffffff;
 
 const pingPongLayout = tgpu.bindGroupLayout({
   readView: {
-    storageTexture: d.textureStorage2d('rgba32uint', 'read-only'),
+    storageTexture: d.textureStorage2d('rgba16uint', 'read-only'),
   },
   writeView: {
-    storageTexture: d.textureStorage2d('rgba32uint', 'write-only'),
+    storageTexture: d.textureStorage2d('rgba16uint', 'write-only'),
   },
 });
 
 const initLayout = tgpu.bindGroupLayout({
   writeView: {
-    storageTexture: d.textureStorage2d('rgba32uint', 'write-only'),
+    storageTexture: d.textureStorage2d('rgba16uint', 'write-only'),
   },
 });
 
@@ -35,9 +35,6 @@ const distWriteLayout = tgpu.bindGroupLayout({
  * Slot for the classify function that determines which pixels are "inside" for the SDF.
  * The function receives the pixel coordinate and texture size, and returns whether
  * the pixel is inside (true) or outside (false).
- *
- * Users should provide their own implementation that reads from their textures
- * to determine inside/outside classification.
  */
 export const classifySlot = tgpu.slot<(coord: d.v2u, size: d.v2u) => boolean>();
 
@@ -50,24 +47,27 @@ export const classifySlot = tgpu.slot<(coord: d.v2u, size: d.v2u) => boolean>();
  * @param insidePx - Pixel coordinates of the nearest inside seed
  * @param outsidePx - Pixel coordinates of the nearest outside seed
  */
-export const defaultDistanceWrite = (
+export const defaultGetDistance = (
   coord: d.v2u,
+  texture: d.textureStorage2d<'rgba16uint', 'read-only'>,
   signedDist: number,
-  _insidePx: d.v2u,
-  _outsidePx: d.v2u,
+  insidePx: d.v2u,
+  outsidePx: d.v2u,
 ) => {
   'use gpu';
-  std.textureStore(
-    distWriteLayout.$.distTexture,
-    d.vec2i(coord),
-    d.vec4f(signedDist, 0, 0, 0),
-  );
+  return d.vec4f(0, 0, 0, signedDist);
 };
 
 /** Slot for custom distance writing */
 export const distanceWriteSlot = tgpu.slot<
-  (coord: d.v2u, signedDist: number, insidePx: d.v2u, outsidePx: d.v2u) => void
->(defaultDistanceWrite);
+  (
+    coord: d.v2u,
+    texture: d.textureStorage2d<'rgba16uint', 'read-only'>,
+    signedDist: number,
+    insidePx: d.v2u,
+    outsidePx: d.v2u,
+  ) => d.v4f
+>(defaultGetDistance);
 
 const SampleResult = d.struct({
   inside: d.vec2u,
@@ -75,7 +75,7 @@ const SampleResult = d.struct({
 });
 
 const sampleWithOffset = (
-  tex: d.textureStorage2d<'rgba32uint', 'read-only'>,
+  tex: d.textureStorage2d<'rgba16uint', 'read-only'>,
   pos: d.v2i,
   offset: d.v2i,
 ) => {
@@ -215,14 +215,25 @@ const createDistanceFieldCompute = tgpu['~unstable'].computeFn({
   // Positive = outside (distance to nearest inside), Negative = inside (distance to nearest outside)
   const signedDist = insideDist - outsideDist;
 
-  // Use distance write slot for customizable output
-  distanceWriteSlot.$(gid.xy, signedDist, insideCoord, outsideCoord);
+  const res = distanceWriteSlot.$(
+    gid.xy,
+    pingPongLayout.$.readView,
+    signedDist,
+    insideCoord,
+    outsideCoord,
+  );
+
+  std.textureStore(
+    distWriteLayout.$.distTexture,
+    d.vec2i(gid.xy),
+    res,
+  );
 });
 
 type FloodTexture =
   & TgpuTexture<{
     size: [number, number];
-    format: 'rgba32uint';
+    format: 'rgba16uint';
   }>
   & StorageFlag;
 
@@ -234,82 +245,90 @@ export type DistanceTexture =
   & StorageFlag
   & SampledFlag;
 
-export type JumpFloodExecutor<OwnsOutput extends boolean = boolean> =
-  & {
-    /**
-     * Run the jump flood algorithm.
-     * The classify function determines which pixels are inside/outside.
-     */
-    run(): void;
-
-    /**
-     * Returns a new executor with the additional bind group attached.
-     * Use this to pass resources needed by custom classify or distance write functions.
-     */
-    with(bindGroup: TgpuBindGroup): JumpFloodExecutor<OwnsOutput>;
-
-    /**
-     * Clean up GPU resources created by this executor.
-     */
-    destroy(): void;
-  }
-  & (OwnsOutput extends true ? {
-      /**
-       * The output distance field texture.
-       * Contains signed distance values in pixels after run() completes.
-       * Positive = outside (distance to nearest inside), Negative = inside (distance to nearest outside).
-       */
-      readonly output: DistanceTexture;
-    }
-    : object);
+export type JumpFloodExecutor = {
+  /**
+   * Run the jump flood algorithm.
+   * The classify function determines which pixels are inside/outside.
+   */
+  run(): void;
+  /**
+   * Returns a new executor with the additional bind group attached.
+   * Use this to pass resources needed by custom classify or distance write functions.
+   */
+  with(bindGroup: TgpuBindGroup): JumpFloodExecutor;
+  /**
+   * The output distance field texture.
+   * Contains signed distance values in pixels after run() completes.
+   * Positive = outside (distance to nearest inside), Negative = inside (distance to nearest outside).
+   * If output was provided in options, this property contains that texture.
+   */
+  readonly output: DistanceTexture;
+  /**
+   * Clean up GPU resources created by this executor.
+   */
+  destroy(): void;
+};
 
-type JumpFloodOptionsBase = {
+type JumpFloodOptions = {
   root: TgpuRoot;
   size: { width: number; height: number };
   /**
    * Classify function that determines which pixels are "inside" for the SDF.
    * Returns true if the pixel is inside, false if outside.
+   * In other words, this tells the algorithm which texture pixels contain information to propagate.
    */
   classify: (coord: d.v2u, size: d.v2u) => boolean;
-  /** Optional custom distance write function. Defaults to writing signed distance to output texture. */
-  distanceWrite?: typeof defaultDistanceWrite;
-};
-
-type JumpFloodOptionsWithOutput = JumpFloodOptionsBase & {
-  output: DistanceTexture;
-};
-
-type JumpFloodOptionsWithoutOutput = JumpFloodOptionsBase & {
-  output?: undefined;
+  /**
+   * Optional custom distance function for writing to the output texture.
+   * This callback is invoked for each pixel after the jump flood algorithm completes,
+   * allowing you to compute custom output values based on the distance field results.
+   *
+   * Defaults to writing signed distance as d.vec4f(0, 0, 0, signedDist).
+   */
+  getDistance?: (
+    /**
+     * The pixel coordinate being written
+     */
+    coord: d.v2u,
+    /**
+     * The flood texture containing nearest inside/outside seed coordinates
+     * The format is d.vec4u(insideX, insideY, outsideX, outsideY)
+     */
+    texture: d.textureStorage2d<'rgba16uint', 'read-only'>,
+    /**
+     * Signed distance in pixels (positive = outside, negative = inside)
+     */
+    signedDist: number,
+    /**
+     * Pixel coordinates of the nearest inside seed (pixel for which classify() returned true)
+     */
+    insidePx: d.v2u,
+    /**
+     * Pixel coordinates of the nearest outside seed (pixel for which classify() returned false)
+     */
+    outsidePx: d.v2u,
+  ) => d.v4f;
+  /**
+   * The output texture. The result of
+   */
+  output?: DistanceTexture | undefined;
 };
 
 /**
  * Create a Jump Flood Algorithm executor that creates its own output texture.
  */
 export function createJumpFlood(
-  options: JumpFloodOptionsWithoutOutput,
-): JumpFloodExecutor<true>;
-
-/**
- * Create a Jump Flood Algorithm executor with a provided output texture.
- */
-export function createJumpFlood(
-  options: JumpFloodOptionsWithOutput,
-): JumpFloodExecutor<false>;
-
-export function createJumpFlood(
-  options: JumpFloodOptionsWithOutput | JumpFloodOptionsWithoutOutput,
-): JumpFloodExecutor<boolean> {
+  options: JumpFloodOptions,
+): JumpFloodExecutor {
   const {
     root,
     size,
     classify,
     output: providedOutput,
-    distanceWrite,
+    getDistance,
   } = options;
   const { width, height } = size;
 
-  // Create or use provided output texture
   const ownsOutput = !providedOutput;
 
   const distanceTexture: DistanceTexture = providedOutput ??
@@ -324,21 +343,19 @@ export function createJumpFlood(
   const floodTextureA = root['~unstable']
     .createTexture({
       size: [width, height],
-      format: 'rgba32uint',
+      format: 'rgba16uint',
     })
     .$usage('storage') as FloodTexture;
 
   const floodTextureB = root['~unstable']
     .createTexture({
       size: [width, height],
-      format: 'rgba32uint',
+      format: 'rgba16uint',
     })
     .$usage('storage') as FloodTexture;
 
-  // Create uniform for offset
   const offsetUniform = root.createUniform(d.i32);
 
-  // Create pipelines with slot bindings
   const initFromSeedPipeline = root['~unstable']
     .with(classifySlot, classify)
     .withCompute(initFromSeedCompute)
@@ -350,32 +367,32 @@ export function createJumpFlood(
     .createPipeline();
 
   const createDistancePipeline = root['~unstable']
-    .with(distanceWriteSlot, distanceWrite ?? defaultDistanceWrite)
+    .with(distanceWriteSlot, getDistance ?? defaultGetDistance)
     .withCompute(createDistanceFieldCompute)
     .createPipeline();
 
   // Create bind groups
   const initBG = root.createBindGroup(initLayout, {
     writeView: floodTextureA.createView(
-      d.textureStorage2d('rgba32uint', 'write-only'),
+      d.textureStorage2d('rgba16uint', 'write-only'),
     ),
   });
 
   const pingPongBGs = [
     root.createBindGroup(pingPongLayout, {
       readView: floodTextureA.createView(
-        d.textureStorage2d('rgba32uint', 'read-only'),
+        d.textureStorage2d('rgba16uint', 'read-only'),
       ),
       writeView: floodTextureB.createView(
-        d.textureStorage2d('rgba32uint', 'write-only'),
+        d.textureStorage2d('rgba16uint', 'write-only'),
       ),
     }),
     root.createBindGroup(pingPongLayout, {
       readView: floodTextureB.createView(
-        d.textureStorage2d('rgba32uint', 'read-only'),
+        d.textureStorage2d('rgba16uint', 'read-only'),
       ),
       writeView: floodTextureA.createView(
-        d.textureStorage2d('rgba32uint', 'write-only'),
+        d.textureStorage2d('rgba16uint', 'write-only'),
       ),
     }),
   ];
@@ -386,10 +403,8 @@ export function createJumpFlood(
     ),
   });
 
-  // Precompute workgroup counts
   const workgroupsX = Math.ceil(width / 8);
   const workgroupsY = Math.ceil(height / 8);
-  // Use power-of-two offset for proper JFA coverage
   const maxDim = Math.max(width, height);
   const maxRange = 1 << Math.floor(Math.log2(maxDim));
 
@@ -401,10 +416,9 @@ export function createJumpFlood(
     }
   }
 
-  // Create executor factory that supports .with(bindGroup) pattern
   function createExecutor(
     additionalBindGroups: TgpuBindGroup[] = [],
-  ): JumpFloodExecutor<boolean> {
+  ): JumpFloodExecutor {
     function run() {
       // Initialize from seed function
       let initPipeline = initFromSeedPipeline.with(initBG);
@@ -450,19 +464,11 @@ export function createJumpFlood(
       return createExecutor([...additionalBindGroups, bindGroup]);
     }
 
-    if (ownsOutput) {
-      return {
-        run,
-        with: withBindGroup,
-        destroy,
-        output: distanceTexture,
-      };
-    }
-
     return {
       run,
       with: withBindGroup,
       destroy,
+      output: distanceTexture,
     };
   }
 
diff --git a/packages/typegpu/src/tgsl/accessProp.ts b/packages/typegpu/src/tgsl/accessProp.ts
index 1ae08cdde1..6ce8c3d58c 100644
--- a/packages/typegpu/src/tgsl/accessProp.ts
+++ b/packages/typegpu/src/tgsl/accessProp.ts
@@ -177,11 +177,10 @@ export function accessProp(
     return accessProp(derefed, propName);
   }
 
-  if (isVec(target.dataType)) {
-    // Example: d.vec3f().kind === 'vec3f'
-    if (propName === 'kind') {
-      return snip(target.dataType.type, UnknownData, 'constant');
-    }
+  // Example: d.vec3f().kind === 'vec3f'
+  // We are not a struct here so it's okey
+  if (propName === 'kind') {
+    return snip(target.dataType.type, UnknownData, 'constant');
   }
 
   const propLength = propName.length;

From 0f6b2f3078e8396aa3f5948b281c89d2f6e27e6d Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Thu, 29 Jan 2026 16:18:53 +0100
Subject: [PATCH 12/26] refine and simpligy

---
 .../rendering/radiance-flood/index.ts         | 115 ++++-----
 .../typegpu-radiance-cascades/src/cascades.ts |  37 ++-
 .../typegpu-radiance-cascades/src/index.ts    |   9 +-
 .../typegpu-radiance-cascades/src/runner.ts   | 238 ++++++------------
 packages/typegpu-sdf/src/index.ts             |  11 +-
 packages/typegpu-sdf/src/jumpFlood.ts         | 221 ++++++++--------
 packages/typegpu/src/tgsl/accessProp.ts       |   2 +-
 7 files changed, 269 insertions(+), 364 deletions(-)

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
index f6f53b2ba3..79192aedda 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
@@ -5,7 +5,11 @@ import { fullScreenTriangle } from 'typegpu/common';
 import * as d from 'typegpu/data';
 import * as std from 'typegpu/std';
 
-const root = await tgpu.init();
+const root = await tgpu.init({
+  device: { optionalFeatures: ['float32-filterable'] },
+});
+const canFilterFloat32 = root.device.features.has('float32-filterable');
+
 const canvas = document.querySelector('canvas') as HTMLCanvasElement;
 const context = canvas.getContext('webgpu') as GPUCanvasContext;
 const presentationFormat = navigator.gpu.getPreferredCanvasFormat();
@@ -97,30 +101,11 @@ const drawCompute = root['~unstable'].createGuardedComputePipeline((x, y) => {
   std.textureStore(sceneWriteView.$, d.vec2u(x, y), out);
 });
 
-const customDistanceWrite = (
-  _coord: d.v2u,
-  texture: d.textureStorage2d<'rgba16uint', 'read-only'>,
-  signedDist: number,
-  insidePx: d.v2u,
-) => {
-  'use gpu';
-  const size = std.textureDimensions(texture);
-  const uv = d.vec2f(insidePx).add(0.5).div(d.vec2f(size));
-
-  const seedData = std.textureSampleLevel(
-    sceneDataLayout.$.sceneRead,
-    nearestSampler.$,
-    uv,
-    0,
-  );
-
-  return d.vec4f(seedData.xyz, signedDist);
-};
-
+const floodSize = { width: canvas.width, height: canvas.height };
 const floodRunner = sdf
   .createJumpFlood({
     root,
-    size: { width: width, height: height },
+    size: floodSize,
     classify: (coord: d.v2u, size: d.v2u) => {
       'use gpu';
       const sceneData = std.textureSampleLevel(
@@ -131,37 +116,49 @@ const floodRunner = sdf
       );
       return sceneData.w > 0;
     },
-    getDistance: customDistanceWrite,
+    getSdf: (_coord, size, signedDist) => {
+      'use gpu';
+      const minDim = std.min(size.x, size.y);
+      return signedDist / d.f32(minDim);
+    },
+    getColor: (_coord, size, _signedDist, insidePx) => {
+      'use gpu';
+      const uv = d.vec2f(insidePx).add(0.5).div(d.vec2f(size));
+      const seedData = std.textureSampleLevel(
+        sceneDataLayout.$.sceneRead,
+        nearestSampler.$,
+        uv,
+        0,
+      );
+      return d.vec4f(seedData.xyz, 1);
+    },
   })
   .with(sceneDataBG);
 
-const res = floodRunner.output.createView(d.texture2d());
+const floodSdfView = floodRunner.sdfOutput.createView(d.texture2d(), {
+  sampleType: canFilterFloat32 ? 'float' : 'unfilterable-float',
+});
+const floodColorView = floodRunner.colorOutput.createView();
 
-const radianceSceneFn = (uv: d.v2f) => {
-  'use gpu';
-  if (std.any(std.lt(uv, d.vec2f(0))) || std.any(std.gt(uv, d.vec2f(1)))) {
-    return d.vec4f(0, 0, 0, 1);
-  }
-  const dims = std.textureDimensions(res.$);
-  const minDim = std.min(dims.x, dims.y);
-  // .xyz = propagated light color (0 if wall/empty), .w = signed distance in pixels
-  const sample = std.textureSampleLevel(res.$, linSampler.$, uv, 0);
-  const lightColor = sample.xyz;
-  const sdfDistPx = sample.w;
-
-  // Convert pixel distance to UV distance (0-1 range) for radiance cascades
-  const sdfDistUv = sdfDistPx / d.f32(minDim);
-
-  // Light emitters have non-zero color, walls/empty have zero color
-  // The color is already propagated from the nearest seed
-  // vec4f: xyz = color, w = distance
-  return d.vec4f(lightColor, sdfDistUv);
-};
+const filterIfPossible = tgpu.comptime(() => {
+  return canFilterFloat32 ? linSampler.$ : nearestSampler.$;
+});
 
 const radianceRunner = rc.createRadianceCascades({
   root,
-  scene: radianceSceneFn,
-  size: { width: width / 16, height: height / 16 },
+  size: { width: width / 4, height: height / 4 },
+  sdfResolution: floodSize,
+  sdf: (uv) => {
+    'use gpu';
+    if (std.any(std.lt(uv, d.vec2f(0))) || std.any(std.gt(uv, d.vec2f(1)))) {
+      return d.f32(1);
+    }
+    return std.textureSampleLevel(floodSdfView.$, filterIfPossible(), uv, 0).x;
+  },
+  color: (uv) => {
+    'use gpu';
+    return std.textureSampleLevel(floodColorView.$, linSampler.$, uv, 0).xyz;
+  },
 });
 const radianceRes = radianceRunner.output.createView(d.texture2d());
 
@@ -175,16 +172,21 @@ const displayFragment = tgpu['~unstable'].fragmentFn({
   let result = d.vec4f(0);
   if (displayModeUniform.$ === 0) {
     // sample sdf
-    const sdfSample = std.textureSampleLevel(
-      res.$,
-      linSampler.$,
+    const sdfDist = std.textureSampleLevel(
+      floodSdfView.$,
+      filterIfPossible(),
       uv,
       0,
-    );
-    const sdfDist = sdfSample.w;
+    ).x;
     if (sdfDist < 0) {
       // on surface, show seed color
-      result = d.vec4f(sdfSample.xyz, 1.0);
+      const seedColor = std.textureSampleLevel(
+        floodColorView.$,
+        linSampler.$,
+        uv,
+        0,
+      );
+      result = d.vec4f(seedColor.xyz, 1.0);
     } else {
       // sample radiance
       result = std.textureSampleLevel(
@@ -196,12 +198,11 @@ const displayFragment = tgpu['~unstable'].fragmentFn({
     }
   } else {
     const dims = std.textureDimensions(radianceRes.$);
-    const distSample = std.textureSample(
-      res.$,
-      linSampler.$,
+    const signedDist = std.textureSample(
+      floodSdfView.$,
+      filterIfPossible(),
       uv,
-    );
-    const signedDist = distSample.w;
+    ).x;
     const absDist = std.abs(signedDist);
     const maxDim = d.f32(std.max(dims.x, dims.y));
 
diff --git a/packages/typegpu-radiance-cascades/src/cascades.ts b/packages/typegpu-radiance-cascades/src/cascades.ts
index 8091270b90..a8494b1e2d 100644
--- a/packages/typegpu-radiance-cascades/src/cascades.ts
+++ b/packages/typegpu-radiance-cascades/src/cascades.ts
@@ -2,7 +2,7 @@ import * as d from 'typegpu/data';
 import * as std from 'typegpu/std';
 import tgpu from 'typegpu';
 
-const ERODE_BIAS = 2.0;
+const ERODE_BIAS = 2;
 
 export function getCascadeDim(width: number, height: number) {
   const aspect = width / height;
@@ -39,13 +39,17 @@ export function getCascadeDim(width: number, height: number) {
   return [cascadeDimX, cascadeDimY, cascadeAmount] as const;
 }
 
-export const sceneSlot = tgpu.slot<(uv: d.v2f) => d.v4f>();
+export const sdfSlot = tgpu.slot<(uv: d.v2f) => number>();
+export const colorSlot = tgpu.slot<(uv: d.v2f) => d.v3f>();
+
+// Slot for SDF resolution to calculate proper texel-based eps/minStep (so we don't do reduntant sub-texel steps)
+export const sdfResolutionSlot = tgpu.slot<d.v2u>();
 
-// Result type for ray march function
 export const RayMarchResult = d.struct({
   color: d.vec3f,
   transmittance: d.f32, // 1.0 = no hit, 0.0 = fully opaque hit
 });
+
 export const defaultRayMarch = tgpu.fn(
   [d.vec2f, d.vec2f, d.f32, d.f32, d.f32, d.f32, d.f32],
   RayMarchResult,
@@ -54,6 +58,8 @@ export const defaultRayMarch = tgpu.fn(
   let rgb = d.vec3f();
   let T = d.f32(1);
   let t = startT;
+  let hitPos = d.vec2f();
+  let didHit = false;
 
   for (let step = 0; step < 64; step++) {
     if (t > endT) {
@@ -66,16 +72,21 @@ export const defaultRayMarch = tgpu.fn(
     ) {
       break;
     }
-    const hit = sceneSlot.$(pos);
-    const dist = std.max(hit.w + bias, 0);
+
+    const dist = std.max(sdfSlot.$(pos) + bias, 0);
     if (dist <= eps) {
-      rgb = d.vec3f(hit.xyz);
+      hitPos = d.vec2f(pos);
+      didHit = true;
       T = 0;
       break;
     }
     t += std.max(dist, minStep);
   }
 
+  if (didHit) {
+    rgb = colorSlot.$(hitPos);
+  }
+
   return RayMarchResult({ color: rgb, transmittance: T });
 });
 
@@ -130,9 +141,13 @@ export const cascadePassCompute = tgpu['~unstable'].computeFn({
   const pow4 = d.f32(d.u32(1) << (params.layer * d.u32(2)));
   const startUv = (interval0 * (pow4 - 1.0)) / 3.0;
   const endUv = startUv + interval0 * pow4;
-  const baseEps = d.f32(0.001);
-  const eps = std.max(baseEps, 0.25 / cascadeProbesMinVal);
-  const minStep = std.max(baseEps * 0.5, 0.125 / cascadeProbesMinVal);
+
+  const sdfDim = sdfResolutionSlot.$;
+  const texelSizeMin = 1.0 /
+    d.f32(std.max(std.min(sdfDim.x, sdfDim.y), d.u32(1)));
+  // Use texel size as minimum threshold to avoid sub-texel stepping
+  const eps = std.max(texelSizeMin, 0.25 / cascadeProbesMinVal);
+  const minStep = std.max(texelSizeMin * 0.5, 0.125 / cascadeProbesMinVal);
   const biasUv = d.f32(ERODE_BIAS) / cascadeProbesMinVal;
 
   let accum = d.vec4f();
@@ -228,10 +243,6 @@ export const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
 
   const uvStride = d.vec2f(params.cascadeProbes).mul(invCascadeDim);
   const baseSampleUV = probePixel.mul(invCascadeDim);
-  const outputMinDim = d.f32(
-    std.min(params.outputProbes.x, params.outputProbes.y),
-  );
-  const scene = sceneSlot.$(uv);
 
   let sum = d.vec3f();
   for (let i = d.u32(0); i < 4; i++) {
diff --git a/packages/typegpu-radiance-cascades/src/index.ts b/packages/typegpu-radiance-cascades/src/index.ts
index e35686c8c5..63100d7437 100644
--- a/packages/typegpu-radiance-cascades/src/index.ts
+++ b/packages/typegpu-radiance-cascades/src/index.ts
@@ -1,12 +1,11 @@
 export { createRadianceCascades } from './runner.ts';
-export type {
-  RadianceCascadesExecutor,
-  RadianceCascadesExecutorBase,
-} from './runner.ts';
+export type { RadianceCascadesExecutor } from './runner.ts';
 export {
+  colorSlot,
   defaultRayMarch,
   getCascadeDim,
   RayMarchResult,
   rayMarchSlot,
-  sceneSlot,
+  sdfResolutionSlot,
+  sdfSlot,
 } from './cascades.ts';
diff --git a/packages/typegpu-radiance-cascades/src/runner.ts b/packages/typegpu-radiance-cascades/src/runner.ts
index cb77200285..d8a50589d2 100644
--- a/packages/typegpu-radiance-cascades/src/runner.ts
+++ b/packages/typegpu-radiance-cascades/src/runner.ts
@@ -16,108 +16,59 @@ import {
   CascadeParams,
   cascadePassBGL,
   cascadePassCompute,
+  colorSlot,
   defaultRayMarch,
   getCascadeDim,
+  type RayMarchResult,
   rayMarchSlot,
-  sceneSlot,
+  sdfResolutionSlot,
+  sdfSlot,
 } from './cascades.ts';
 
 type OutputTexture =
-  | (
-    & TgpuTexture<{
-      size: [number, number];
-      format: 'rgba16float';
-    }>
-    & StorageFlag
-  )
+  | (TgpuTexture<{ size: [number, number]; format: 'rgba16float' }> &
+      StorageFlag)
   | TgpuTextureView<d.WgslStorageTexture2d<'rgba16float', 'write-only'>>;
 
-type CascadesOptionsBase = {
+type CascadesOptions = {
   root: TgpuRoot;
-  scene: (uv: d.v2f) => d.v4f;
-  /** Optional custom ray march function. Defaults to the built-in ray marcher that uses the scene slot. */
-  rayMarch?: typeof defaultRayMarch;
-  /**
-   * Quality factor for cascade generation (0.1 to 1.0, default 0.3).
-   * Higher values create more probes and cascades, improving quality at the cost of performance.
-   * At low output resolutions, consider using higher quality values (0.5-1.0) for better results.
-   */
-  quality?: number;
-};
-
-type CascadesOptionsWithOutput = CascadesOptionsBase & {
-  output: OutputTexture;
+  sdf: (uv: d.v2f) => number;
+  color: (uv: d.v2f) => d.v3f;
+  sdfResolution: { width: number; height: number };
+  rayMarch?: (
+    probePos: d.v2f,
+    rayDir: d.v2f,
+    startT: number,
+    endT: number,
+    eps: number,
+    minStep: number,
+    bias: number,
+  ) => d.Infer<typeof RayMarchResult>;
+  output?: OutputTexture;
   size?: { width: number; height: number };
 };
 
-type CascadesOptionsWithoutOutput = CascadesOptionsBase & {
-  output?: undefined;
-  size: { width: number; height: number };
-};
+type OutputTextureProp = TgpuTexture<{
+  size: [number, number];
+  format: 'rgba16float';
+}> &
+  StorageFlag &
+  SampledFlag;
 
-type OutputTextureProp =
-  & TgpuTexture<{
-    size: [number, number];
-    format: 'rgba16float';
-  }>
-  & StorageFlag
-  & SampledFlag;
-
-/** Base executor type without output property (used when output is provided externally) */
-export type RadianceCascadesExecutorBase = {
-  /**
-   * Run the radiance cascades algorithm, filling the output texture.
-   */
+export type RadianceCascadesExecutor = {
   run(): void;
-
-  /**
-   * Returns a new executor with the additional bind group attached.
-   * Use this to pass custom resources to custom ray march implementations.
-   * If the pipeline doesn't use this layout, it's safely ignored.
-   */
-  with(bindGroup: TgpuBindGroup): RadianceCascadesExecutorBase;
-
-  /**
-   * Clean up all GPU resources created by this executor.
-   */
-  destroy(): void;
-};
-
-/** Executor type with owned output texture */
-export type RadianceCascadesExecutor = RadianceCascadesExecutorBase & {
-  /**
-   * Returns a new executor with the additional bind group attached.
-   */
   with(bindGroup: TgpuBindGroup): RadianceCascadesExecutor;
-
-  /**
-   * The output texture containing the radiance field.
-   * Use this for sampling in your render pass.
-   */
+  destroy(): void;
   readonly output: OutputTextureProp;
 };
 
-/**
- * Create a radiance cascades executor that renders to the provided output texture.
- */
 export function createRadianceCascades(
-  options: CascadesOptionsWithOutput,
-): RadianceCascadesExecutorBase;
+  options: CascadesOptions,
+): RadianceCascadesExecutor {
+  const { root, sdf, color, sdfResolution, output, size, rayMarch } = options;
 
-/**
- * Create a radiance cascades executor that creates and owns its own output texture.
- */
-export function createRadianceCascades(
-  options: CascadesOptionsWithoutOutput,
-): RadianceCascadesExecutor;
-
-export function createRadianceCascades(
-  options: CascadesOptionsWithOutput | CascadesOptionsWithoutOutput,
-): RadianceCascadesExecutor | RadianceCascadesExecutorBase {
-  const { root, scene, output, size, rayMarch, quality = 0.3 } = options;
-
-  const hasOutputProvided = !!output &&
-    (isTexture(output) || isTextureView(output));
+  const hasOutputProvided =
+    !!output && (isTexture(output) || isTextureView(output));
 
   // Determine output dimensions
   let outputWidth: number;
@@ -143,32 +94,18 @@ export function createRadianceCascades(
     outputHeight = size.height;
   }
 
-  // Create output texture type
-  type OwnedOutputTexture =
-    & TgpuTexture<{
-      size: [number, number];
-      format: 'rgba16float';
-    }>
-    & StorageFlag
-    & SampledFlag;
-
   // Create or use provided output texture
-  let ownedOutput: OwnedOutputTexture | null = null;
-  let dst: OutputTexture | OwnedOutputTexture;
+  const dst = hasOutputProvided
+    ? output
+    : root['~unstable']
+        .createTexture({
+          size: [outputWidth, outputHeight],
+          format: 'rgba16float',
+        })
+        .$usage('storage', 'sampled');
 
-  if (hasOutputProvided) {
-    dst = output;
-  } else {
-    ownedOutput = root['~unstable']
-      .createTexture({
-        size: [outputWidth, outputHeight],
-        format: 'rgba16float',
-      })
-      .$usage('storage', 'sampled');
-    dst = ownedOutput;
-  }
+  const ownsOutput = !hasOutputProvided;
 
-  // Compute cascade dimensions with quality factor
   const [cascadeDimX, cascadeDimY, cascadeAmount] = getCascadeDim(
     outputWidth,
     outputHeight,
@@ -177,19 +114,20 @@ export function createRadianceCascades(
   const cascadeProbesX = cascadeDimX / 2;
   const cascadeProbesY = cascadeDimY / 2;
 
-  // Create double-buffered cascade textures
-  const createCascadeTexture = () =>
-    root['~unstable']
-      .createTexture({
-        size: [cascadeDimX, cascadeDimY, cascadeAmount],
-        format: 'rgba16float',
-      })
-      .$usage('storage', 'sampled');
+  const cascadeTextureA = root['~unstable']
+    .createTexture({
+      size: [cascadeDimX, cascadeDimY, cascadeAmount],
+      format: 'rgba16float',
+    })
+    .$usage('storage', 'sampled');
 
-  const cascadeTextureA = createCascadeTexture();
-  const cascadeTextureB = createCascadeTexture();
+  const cascadeTextureB = root['~unstable']
+    .createTexture({
+      size: [cascadeDimX, cascadeDimY, cascadeAmount],
+      format: 'rgba16float',
+    })
+    .$usage('storage', 'sampled');
 
-  // Create sampler for cascade textures
   const cascadeSampler = root['~unstable'].createSampler({
     magFilter: 'linear',
     minFilter: 'linear',
@@ -197,17 +135,16 @@ export function createRadianceCascades(
     addressModeV: 'clamp-to-edge',
   });
 
-  // Create buffer for cascade parameters
   const paramsBuffer = root.createBuffer(CascadeParams).$usage('uniform');
 
-  // Create cascade pass pipeline with scene and ray march slots bound
   const cascadePassPipeline = root['~unstable']
-    .with(sceneSlot, scene)
+    .with(sdfResolutionSlot, d.vec2u(sdfResolution.width, sdfResolution.height))
+    .with(sdfSlot, sdf)
+    .with(colorSlot, color)
     .with(rayMarchSlot, rayMarch ?? defaultRayMarch)
     .withCompute(cascadePassCompute)
     .createPipeline();
 
-  // Create bind groups for all cascade passes
   const cascadePassBindGroups = Array.from(
     { length: cascadeAmount },
     (_, layer) => {
@@ -230,13 +167,10 @@ export function createRadianceCascades(
     },
   );
 
-  // Create build radiance field pipeline
   const buildRadianceFieldPipeline = root['~unstable']
-    .with(sceneSlot, scene)
     .withCompute(buildRadianceFieldCompute)
     .createPipeline();
 
-  // Create buffer for radiance field params
   const radianceFieldParamsBuffer = root
     .createBuffer(BuildRadianceFieldParams, {
       outputProbes: d.vec2u(outputWidth, outputHeight),
@@ -245,23 +179,16 @@ export function createRadianceCascades(
     })
     .$usage('uniform');
 
-  // Determine which cascade texture has cascade 0
   const cascade0InA = (cascadeAmount - 1) % 2 === 0;
   const srcCascadeTexture = cascade0InA ? cascadeTextureA : cascadeTextureB;
 
-  // Get the output storage view
-  type StorageTextureView = TgpuTextureView<
-    d.WgslStorageTexture2d<'rgba16float', 'write-only'>
-  >;
-  const dstView: StorageTextureView = isTexture(dst)
+  const dstView = isTexture(dst)
     ? (
-      dst as
-        & TgpuTexture<{ size: [number, number]; format: 'rgba16float' }>
-        & StorageFlag
-    ).createView(d.textureStorage2d('rgba16float', 'write-only'))
+        dst as TgpuTexture<{ size: [number, number]; format: 'rgba16float' }> &
+          StorageFlag
+      ).createView(d.textureStorage2d('rgba16float', 'write-only'))
     : dst;
 
-  // Create bind group for building radiance field
   const buildRadianceFieldBG = root.createBindGroup(buildRadianceFieldBGL, {
     params: radianceFieldParamsBuffer,
     src: srcCascadeTexture.createView(d.texture2d(d.f32), {
@@ -272,7 +199,6 @@ export function createRadianceCascades(
     dst: dstView,
   });
 
-  // Precompute workgroup counts
   const cascadeWorkgroupsX = Math.ceil(cascadeDimX / 8);
   const cascadeWorkgroupsY = Math.ceil(cascadeDimY / 8);
   const outputWorkgroupsX = Math.ceil(outputWidth / 8);
@@ -281,15 +207,15 @@ export function createRadianceCascades(
   function destroy() {
     cascadeTextureA.destroy();
     cascadeTextureB.destroy();
-    ownedOutput?.destroy();
+    if (ownsOutput && isTexture(dst)) {
+      dst.destroy();
+    }
   }
 
-  // Create executor factory that supports .with(bindGroup) pattern
-  function createExecutorBase(
+  function createExecutor(
     additionalBindGroups: TgpuBindGroup[] = [],
-  ): RadianceCascadesExecutorBase {
+  ): RadianceCascadesExecutor {
     function run() {
-      // Run cascade passes top-down
       for (let layer = cascadeAmount - 1; layer >= 0; layer--) {
         paramsBuffer.write({
           layer,
@@ -308,7 +234,6 @@ export function createRadianceCascades(
         }
       }
 
-      // Build the final radiance field
       let radiancePipeline = buildRadianceFieldPipeline.with(
         buildRadianceFieldBG,
       );
@@ -318,34 +243,13 @@ export function createRadianceCascades(
       radiancePipeline.dispatchWorkgroups(outputWorkgroupsX, outputWorkgroupsY);
     }
 
-    function withBindGroup(
-      bindGroup: TgpuBindGroup,
-    ): RadianceCascadesExecutorBase {
-      return createExecutorBase([...additionalBindGroups, bindGroup]);
-    }
-
-    return { run, with: withBindGroup, destroy };
-  }
-
-  function createExecutorWithOutput(
-    additionalBindGroups: TgpuBindGroup[] = [],
-  ): RadianceCascadesExecutor {
-    const base = createExecutorBase(additionalBindGroups);
-
-    function withBindGroup(bindGroup: TgpuBindGroup): RadianceCascadesExecutor {
-      return createExecutorWithOutput([...additionalBindGroups, bindGroup]);
-    }
-
     return {
-      ...base,
-      with: withBindGroup,
-      output: ownedOutput as OwnedOutputTexture,
+      run,
+      with: (bg) => createExecutor([...additionalBindGroups, bg]),
+      destroy,
+      output: dst as OutputTextureProp,
     };
   }
 
-  if (hasOutputProvided) {
-    return createExecutorBase();
-  }
-
-  return createExecutorWithOutput();
+  return createExecutor();
 }
diff --git a/packages/typegpu-sdf/src/index.ts b/packages/typegpu-sdf/src/index.ts
index 1fc9060b70..8d6ce80075 100644
--- a/packages/typegpu-sdf/src/index.ts
+++ b/packages/typegpu-sdf/src/index.ts
@@ -27,10 +27,9 @@ export {
   opUnion,
 } from './operators.ts';
 
-export {
-  classifySlot,
-  createJumpFlood,
-  defaultGetDistance as defaultDistanceWrite,
-  distanceWriteSlot,
+export { classifySlot, createJumpFlood } from './jumpFlood.ts';
+export type {
+  ColorTexture,
+  JumpFloodExecutor,
+  SdfTexture,
 } from './jumpFlood.ts';
-export type { DistanceTexture, JumpFloodExecutor } from './jumpFlood.ts';
diff --git a/packages/typegpu-sdf/src/jumpFlood.ts b/packages/typegpu-sdf/src/jumpFlood.ts
index 0b709c3435..83d89118c5 100644
--- a/packages/typegpu-sdf/src/jumpFlood.ts
+++ b/packages/typegpu-sdf/src/jumpFlood.ts
@@ -26,8 +26,11 @@ const initLayout = tgpu.bindGroupLayout({
 });
 
 const distWriteLayout = tgpu.bindGroupLayout({
-  distTexture: {
-    storageTexture: d.textureStorage2d('rgba16float', 'write-only'),
+  sdfTexture: {
+    storageTexture: d.textureStorage2d('r32float', 'write-only'),
+  },
+  colorTexture: {
+    storageTexture: d.textureStorage2d('rgba8unorm', 'write-only'),
   },
 });
 
@@ -38,41 +41,27 @@ const distWriteLayout = tgpu.bindGroupLayout({
  */
 export const classifySlot = tgpu.slot<(coord: d.v2u, size: d.v2u) => boolean>();
 
-/**
- * Default distance write - writes signed distance to rgba16float texture.
- * Users can provide a custom implementation to write additional data.
- *
- * @param coord - The pixel coordinate being written
- * @param signedDist - Signed distance in pixels (positive = outside, negative = inside)
- * @param insidePx - Pixel coordinates of the nearest inside seed
- * @param outsidePx - Pixel coordinates of the nearest outside seed
- */
-export const defaultGetDistance = (
-  coord: d.v2u,
-  texture: d.textureStorage2d<'rgba16uint', 'read-only'>,
-  signedDist: number,
-  insidePx: d.v2u,
-  outsidePx: d.v2u,
-) => {
-  'use gpu';
-  return d.vec4f(0, 0, 0, signedDist);
-};
+/** Slot for SDF getter - returns the signed distance value to store. */
+const sdfSlot = tgpu.slot<
+  (
+    coord: d.v2u,
+    size: d.v2u,
+    signedDist: number,
+    insidePx: d.v2u,
+    outsidePx: d.v2u,
+  ) => number
+>();
 
-/** Slot for custom distance writing */
-export const distanceWriteSlot = tgpu.slot<
+/** Slot for color getter - returns the color value to store. */
+const colorSlot = tgpu.slot<
   (
     coord: d.v2u,
-    texture: d.textureStorage2d<'rgba16uint', 'read-only'>,
+    size: d.v2u,
     signedDist: number,
     insidePx: d.v2u,
     outsidePx: d.v2u,
   ) => d.v4f
->(defaultGetDistance);
-
-const SampleResult = d.struct({
-  inside: d.vec2u,
-  outside: d.vec2u,
-});
+>();
 
 const sampleWithOffset = (
   tex: d.textureStorage2d<'rgba16uint', 'read-only'>,
@@ -95,10 +84,10 @@ const sampleWithOffset = (
   const outside = loaded.zw;
 
   const invalid = d.vec2u(INVALID_COORD);
-  return SampleResult({
-    inside: std.select(inside, invalid, outOfBounds),
-    outside: std.select(outside, invalid, outOfBounds),
-  });
+  return d.vec4u(
+    std.select(inside, invalid, outOfBounds),
+    std.select(outside, invalid, outOfBounds),
+  );
 };
 
 const offsetAccessor = tgpu['~unstable'].accessor(d.i32);
@@ -156,22 +145,22 @@ const jumpFloodCompute = tgpu['~unstable'].computeFn({
       );
 
       // Check inside candidate (valid if not INVALID_COORD)
-      if (sample.inside.x !== INVALID_COORD) {
-        const deltaIn = pos.sub(d.vec2f(sample.inside));
+      if (sample.x !== INVALID_COORD) {
+        const deltaIn = pos.sub(d.vec2f(sample.xy));
         const dist2 = std.dot(deltaIn, deltaIn);
         if (dist2 < bestInsideDist2) {
           bestInsideDist2 = dist2;
-          bestInsideCoord = d.vec2u(sample.inside);
+          bestInsideCoord = d.vec2u(sample.xy);
         }
       }
 
       // Check outside candidate (valid if not INVALID_COORD)
-      if (sample.outside.x !== INVALID_COORD) {
-        const deltaOut = pos.sub(d.vec2f(sample.outside));
+      if (sample.z !== INVALID_COORD) {
+        const deltaOut = pos.sub(d.vec2f(sample.zw));
         const dist2 = std.dot(deltaOut, deltaOut);
         if (dist2 < bestOutsideDist2) {
           bestOutsideDist2 = dist2;
-          bestOutsideCoord = d.vec2u(sample.outside);
+          bestOutsideCoord = d.vec2u(sample.zw);
         }
       }
     }
@@ -215,18 +204,33 @@ const createDistanceFieldCompute = tgpu['~unstable'].computeFn({
   // Positive = outside (distance to nearest inside), Negative = inside (distance to nearest outside)
   const signedDist = insideDist - outsideDist;
 
-  const res = distanceWriteSlot.$(
+  // Get SDF and color values from slots
+  const sdfValue = sdfSlot.$(
     gid.xy,
-    pingPongLayout.$.readView,
+    size,
     signedDist,
     insideCoord,
     outsideCoord,
   );
 
+  const colorValue = colorSlot.$(
+    gid.xy,
+    size,
+    signedDist,
+    insideCoord,
+    outsideCoord,
+  );
+
+  std.textureStore(
+    distWriteLayout.$.sdfTexture,
+    d.vec2i(gid.xy),
+    d.vec4f(sdfValue, 0, 0, 0),
+  );
+
   std.textureStore(
-    distWriteLayout.$.distTexture,
+    distWriteLayout.$.colorTexture,
     d.vec2i(gid.xy),
-    res,
+    colorValue,
   );
 });
 
@@ -237,35 +241,36 @@ type FloodTexture =
   }>
   & StorageFlag;
 
-export type DistanceTexture =
+export type SdfTexture =
   & TgpuTexture<{
     size: [number, number];
-    format: 'rgba16float';
+    format: 'r32float';
+  }>
+  & StorageFlag
+  & SampledFlag;
+
+export type ColorTexture =
+  & TgpuTexture<{
+    size: [number, number];
+    format: 'rgba8unorm';
   }>
   & StorageFlag
   & SampledFlag;
 
 export type JumpFloodExecutor = {
-  /**
-   * Run the jump flood algorithm.
-   * The classify function determines which pixels are inside/outside.
-   */
+  /** Run the jump flood algorithm. */
   run(): void;
+  /** The SDF output texture (r32float). */
+  readonly sdfOutput: SdfTexture;
+  /** The color output texture (rgba8unorm). */
+  readonly colorOutput: ColorTexture;
+  /** Clean up GPU resources created by this executor. */
   /**
    * Returns a new executor with the additional bind group attached.
-   * Use this to pass resources needed by custom classify or distance write functions.
+   * Use this to pass resources needed by custom classify or getter functions.
    */
   with(bindGroup: TgpuBindGroup): JumpFloodExecutor;
-  /**
-   * The output distance field texture.
-   * Contains signed distance values in pixels after run() completes.
-   * Positive = outside (distance to nearest inside), Negative = inside (distance to nearest outside).
-   * If output was provided in options, this property contains that texture.
-   */
-  readonly output: DistanceTexture;
-  /**
-   * Clean up GPU resources created by this executor.
-   */
+  /** Clean up GPU resources created by this executor. */
   destroy(): void;
 };
 
@@ -275,71 +280,53 @@ type JumpFloodOptions = {
   /**
    * Classify function that determines which pixels are "inside" for the SDF.
    * Returns true if the pixel is inside, false if outside.
-   * In other words, this tells the algorithm which texture pixels contain information to propagate.
    */
   classify: (coord: d.v2u, size: d.v2u) => boolean;
   /**
-   * Optional custom distance function for writing to the output texture.
-   * This callback is invoked for each pixel after the jump flood algorithm completes,
-   * allowing you to compute custom output values based on the distance field results.
-   *
-   * Defaults to writing signed distance as d.vec4f(0, 0, 0, signedDist).
+   * Get the SDF value to store. Receives signed distance in pixels.
    */
-  getDistance?: (
-    /**
-     * The pixel coordinate being written
-     */
+  getSdf: (
     coord: d.v2u,
-    /**
-     * The flood texture containing nearest inside/outside seed coordinates
-     * The format is d.vec4u(insideX, insideY, outsideX, outsideY)
-     */
-    texture: d.textureStorage2d<'rgba16uint', 'read-only'>,
-    /**
-     * Signed distance in pixels (positive = outside, negative = inside)
-     */
+    size: d.v2u,
     signedDist: number,
-    /**
-     * Pixel coordinates of the nearest inside seed (pixel for which classify() returned true)
-     */
     insidePx: d.v2u,
-    /**
-     * Pixel coordinates of the nearest outside seed (pixel for which classify() returned false)
-     */
     outsidePx: d.v2u,
-  ) => d.v4f;
+  ) => number;
   /**
-   * The output texture. The result of
+   * Get the color value to store.
    */
-  output?: DistanceTexture | undefined;
+  getColor: (
+    coord: d.v2u,
+    size: d.v2u,
+    signedDist: number,
+    insidePx: d.v2u,
+    outsidePx: d.v2u,
+  ) => d.v4f;
 };
 
 /**
- * Create a Jump Flood Algorithm executor that creates its own output texture.
+ * Create a Jump Flood Algorithm executor with separate SDF and color output textures.
  */
-export function createJumpFlood(
-  options: JumpFloodOptions,
-): JumpFloodExecutor {
-  const {
-    root,
-    size,
-    classify,
-    output: providedOutput,
-    getDistance,
-  } = options;
+export function createJumpFlood(options: JumpFloodOptions): JumpFloodExecutor {
+  const { root, size, classify, getSdf, getColor } = options;
   const { width, height } = size;
 
-  const ownsOutput = !providedOutput;
+  // Create output textures
+  const sdfTexture = root['~unstable']
+    .createTexture({
+      size: [width, height],
+      format: 'r32float',
+    })
+    .$usage('storage', 'sampled') as SdfTexture;
 
-  const distanceTexture: DistanceTexture = providedOutput ??
-    (root['~unstable']
-      .createTexture({
-        size: [width, height],
-        format: 'rgba16float',
-      })
-      .$usage('storage', 'sampled') as DistanceTexture);
+  const colorTexture = root['~unstable']
+    .createTexture({
+      size: [width, height],
+      format: 'rgba8unorm',
+    })
+    .$usage('storage', 'sampled') as ColorTexture;
 
-  // Create flood textures (always owned by executor)
+  // Create flood textures
   const floodTextureA = root['~unstable']
     .createTexture({
       size: [width, height],
@@ -367,7 +354,8 @@ export function createJumpFlood(
     .createPipeline();
 
   const createDistancePipeline = root['~unstable']
-    .with(distanceWriteSlot, getDistance ?? defaultGetDistance)
+    .with(sdfSlot, getSdf)
+    .with(colorSlot, getColor)
     .withCompute(createDistanceFieldCompute)
     .createPipeline();
 
@@ -398,8 +386,11 @@ export function createJumpFlood(
   ];
 
   const distWriteBG = root.createBindGroup(distWriteLayout, {
-    distTexture: distanceTexture.createView(
-      d.textureStorage2d('rgba16float', 'write-only'),
+    sdfTexture: sdfTexture.createView(
+      d.textureStorage2d('r32float', 'write-only'),
+    ),
+    colorTexture: colorTexture.createView(
+      d.textureStorage2d('rgba8unorm', 'write-only'),
     ),
   });
 
@@ -411,9 +402,8 @@ export function createJumpFlood(
   function destroy() {
     floodTextureA.destroy();
     floodTextureB.destroy();
-    if (ownsOutput) {
-      distanceTexture.destroy();
-    }
+    sdfTexture.destroy();
+    colorTexture.destroy();
   }
 
   function createExecutor(
@@ -468,7 +458,8 @@ export function createJumpFlood(
       run,
       with: withBindGroup,
       destroy,
-      output: distanceTexture,
+      sdfOutput: sdfTexture,
+      colorOutput: colorTexture,
     };
   }
 
diff --git a/packages/typegpu/src/tgsl/accessProp.ts b/packages/typegpu/src/tgsl/accessProp.ts
index c2c8f83349..666c154d2f 100644
--- a/packages/typegpu/src/tgsl/accessProp.ts
+++ b/packages/typegpu/src/tgsl/accessProp.ts
@@ -182,7 +182,7 @@ export function accessProp(
 
   // Example: d.vec3f().kind === 'vec3f'
   // We are not a struct here so it's okey
-  if (propName === 'kind') {
+  if (propName === 'kind' && target.dataType !== UnknownData) {
     return snip(target.dataType.type, UnknownData, 'constant');
   }
 

From 21e177d9f1a92ed559c2f8525f125ab24825a3cb Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Mon, 9 Feb 2026 14:33:19 +0100
Subject: [PATCH 13/26] fix ci

---
 .../typegpu-radiance-cascades/src/runner.ts   | 44 ++++++++++---------
 1 file changed, 23 insertions(+), 21 deletions(-)

diff --git a/packages/typegpu-radiance-cascades/src/runner.ts b/packages/typegpu-radiance-cascades/src/runner.ts
index d8a50589d2..e9591de9eb 100644
--- a/packages/typegpu-radiance-cascades/src/runner.ts
+++ b/packages/typegpu-radiance-cascades/src/runner.ts
@@ -26,8 +26,10 @@ import {
 } from './cascades.ts';
 
 type OutputTexture =
-  | (TgpuTexture<{ size: [number, number]; format: 'rgba16float' }> &
-      StorageFlag)
+  | (
+    & TgpuTexture<{ size: [number, number]; format: 'rgba16float' }>
+    & StorageFlag
+  )
   | TgpuTextureView<d.WgslStorageTexture2d<'rgba16float', 'write-only'>>;
 
 type CascadesOptions = {
@@ -48,12 +50,13 @@ type CascadesOptions = {
   size?: { width: number; height: number };
 };
 
-type OutputTextureProp = TgpuTexture<{
-  size: [number, number];
-  format: 'rgba16float';
-}> &
-  StorageFlag &
-  SampledFlag;
+type OutputTextureProp =
+  & TgpuTexture<{
+    size: [number, number];
+    format: 'rgba16float';
+  }>
+  & StorageFlag
+  & SampledFlag;
 
 export type RadianceCascadesExecutor = {
   run(): void;
@@ -67,8 +70,8 @@ export function createRadianceCascades(
 ): RadianceCascadesExecutor {
   const { root, sdf, color, sdfResolution, output, size, rayMarch } = options;
 
-  const hasOutputProvided =
-    !!output && (isTexture(output) || isTextureView(output));
+  const hasOutputProvided = !!output &&
+    (isTexture(output) || isTextureView(output));
 
   // Determine output dimensions
   let outputWidth: number;
@@ -95,14 +98,12 @@ export function createRadianceCascades(
   }
 
   // Create or use provided output texture
-  const dst = hasOutputProvided
-    ? output
-    : root['~unstable']
-        .createTexture({
-          size: [outputWidth, outputHeight],
-          format: 'rgba16float',
-        })
-        .$usage('storage', 'sampled');
+  const dst = hasOutputProvided ? output : root['~unstable']
+    .createTexture({
+      size: [outputWidth, outputHeight],
+      format: 'rgba16float',
+    })
+    .$usage('storage', 'sampled');
 
   const ownsOutput = !hasOutputProvided;
 
@@ -184,9 +185,10 @@ export function createRadianceCascades(
 
   const dstView = isTexture(dst)
     ? (
-        dst as TgpuTexture<{ size: [number, number]; format: 'rgba16float' }> &
-          StorageFlag
-      ).createView(d.textureStorage2d('rgba16float', 'write-only'))
+      dst as
+        & TgpuTexture<{ size: [number, number]; format: 'rgba16float' }>
+        & StorageFlag
+    ).createView(d.textureStorage2d('rgba16float', 'write-only'))
     : dst;
 
   const buildRadianceFieldBG = root.createBindGroup(buildRadianceFieldBGL, {

From bbe3d5cc59afef88e89d94b36d2ac5e75a4cd060 Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Mon, 9 Feb 2026 14:59:58 +0100
Subject: [PATCH 14/26] work

---
 .../rendering/radiance-flood/index.ts         | 47 ++++++-----
 .../typegpu-radiance-cascades/src/cascades.ts | 19 ++---
 .../typegpu-radiance-cascades/src/runner.ts   | 59 ++++++++------
 packages/typegpu-sdf/src/jumpFlood.ts         | 81 +++++++++++--------
 4 files changed, 121 insertions(+), 85 deletions(-)

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
index 79192aedda..a845c6a44d 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
@@ -197,17 +197,15 @@ const displayFragment = tgpu['~unstable'].fragmentFn({
       );
     }
   } else {
-    const dims = std.textureDimensions(radianceRes.$);
-    const signedDist = std.textureSample(
+    const signedDist = std.textureSampleLevel(
       floodSdfView.$,
       filterIfPossible(),
       uv,
+      0,
     ).x;
     const absDist = std.abs(signedDist);
-    const maxDim = d.f32(std.max(dims.x, dims.y));
 
-    const normalizedDist = std.clamp(absDist / d.f32(maxDim * 0.5), 0.0, 1.0) **
-      0.8;
+    const normalizedDist = std.clamp(absDist * 2.0, 0.0, 1.0) ** 0.8;
 
     const isInside = signedDist < 0.0;
 
@@ -220,15 +218,19 @@ const displayFragment = tgpu['~unstable'].fragmentFn({
     result = d.vec4f(distColor, 1.0);
   }
 
-  return d.vec4f(result.xyz, 1.0);
+  return result;
 });
 
-const displayPipeline = root['~unstable']
-  .withVertex(fullScreenTriangle)
-  .withFragment(displayFragment, { format: presentationFormat })
-  .createPipeline();
+const displayPipeline = root['~unstable'].createRenderPipeline({
+  vertex: fullScreenTriangle,
+  fragment: displayFragment,
+  targets: { format: presentationFormat },
+});
 
 let lastMousePos = { x: -1, y: -1 };
+let sceneDirty = false;
+let isDrawing = false;
+
 canvas.addEventListener('mousemove', (e) => {
   paramsUniform.writePartial({
     lastMousePos: d.vec2f(lastMousePos.x, lastMousePos.y),
@@ -241,29 +243,36 @@ canvas.addEventListener('mousemove', (e) => {
   paramsUniform.writePartial({
     mousePos: d.vec2f(x, y),
   });
+
+  if (isDrawing) {
+    sceneDirty = true;
+  }
 });
 
 canvas.addEventListener('mousedown', () => {
+  isDrawing = true;
+  sceneDirty = true;
   paramsUniform.writePartial({
     isDrawing: 1,
   });
 });
 
 canvas.addEventListener('mouseup', () => {
+  isDrawing = false;
   lastMousePos = { x: -1, y: -1 };
   paramsUniform.writePartial({
     isDrawing: 0,
   });
 });
 
-let frameId = 0;
+let frameId = requestAnimationFrame(frame);
 function frame() {
-  frameId++;
-
-  drawCompute.dispatchThreads(width, height);
-
-  floodRunner.run();
-  radianceRunner.run();
+  if (sceneDirty) {
+    drawCompute.dispatchThreads(width, height);
+    floodRunner.run();
+    radianceRunner.run();
+    sceneDirty = false;
+  }
 
   displayPipeline
     .withColorAttachment({
@@ -273,9 +282,8 @@ function frame() {
     })
     .draw(3);
 
-  requestAnimationFrame(frame);
+  frameId = requestAnimationFrame(frame);
 }
-requestAnimationFrame(frame);
 
 export const controls = {
   'Light Color': {
@@ -307,6 +315,7 @@ export const controls = {
   Clear: {
     onButtonClick() {
       sceneTexture.clear();
+      sceneDirty = true;
     },
   },
 };
diff --git a/packages/typegpu-radiance-cascades/src/cascades.ts b/packages/typegpu-radiance-cascades/src/cascades.ts
index a8494b1e2d..bf0b2d3559 100644
--- a/packages/typegpu-radiance-cascades/src/cascades.ts
+++ b/packages/typegpu-radiance-cascades/src/cascades.ts
@@ -92,15 +92,15 @@ export const defaultRayMarch = tgpu.fn(
 
 export const rayMarchSlot = tgpu.slot(defaultRayMarch);
 
-export const CascadeParams = d.struct({
-  layer: d.u32,
+export const CascadeStaticParams = d.struct({
   baseProbes: d.vec2u,
   cascadeDim: d.vec2u,
   cascadeCount: d.u32,
 });
 
 export const cascadePassBGL = tgpu.bindGroupLayout({
-  params: { uniform: CascadeParams },
+  staticParams: { uniform: CascadeStaticParams },
+  layer: { uniform: d.u32 },
   upper: { texture: d.texture2d(d.f32) },
   upperSampler: { sampler: 'filtering' },
   dst: { storageTexture: d.textureStorage2d('rgba16float', 'write-only') },
@@ -115,15 +115,16 @@ export const cascadePassCompute = tgpu['~unstable'].computeFn({
     return;
   }
 
-  const params = cascadePassBGL.$.params;
+  const params = cascadePassBGL.$.staticParams;
+  const layer = cascadePassBGL.$.layer;
   const probes = d.vec2u(
-    std.max(params.baseProbes.x >> params.layer, d.u32(1)),
-    std.max(params.baseProbes.y >> params.layer, d.u32(1)),
+    std.max(params.baseProbes.x >> layer, d.u32(1)),
+    std.max(params.baseProbes.y >> layer, d.u32(1)),
   );
 
   const dirStored = gid.xy.div(probes);
   const probe = std.mod(gid.xy, probes);
-  const raysDimStored = d.u32(2) << params.layer;
+  const raysDimStored = d.u32(2) << layer;
   const raysDimActual = raysDimStored * 2;
   const rayCountActual = d.f32(raysDimActual) ** 2;
 
@@ -138,7 +139,7 @@ export const cascadePassCompute = tgpu['~unstable'].computeFn({
     std.min(params.baseProbes.x, params.baseProbes.y),
   );
   const interval0 = 1.0 / cascadeProbesMinVal;
-  const pow4 = d.f32(d.u32(1) << (params.layer * d.u32(2)));
+  const pow4 = d.f32(d.u32(1) << (layer * d.u32(2)));
   const startUv = (interval0 * (pow4 - 1.0)) / 3.0;
   const endUv = startUv + interval0 * pow4;
 
@@ -179,7 +180,7 @@ export const cascadePassCompute = tgpu['~unstable'].computeFn({
     let rgb = d.vec3f(marchResult.color);
     let T = d.f32(marchResult.transmittance);
 
-    if (params.layer < d.u32(params.cascadeCount - 1) && T > 0.01) {
+    if (layer < d.u32(params.cascadeCount - 1) && T > 0.01) {
       const probesU = d.vec2u(
         std.max(probes.x >> d.u32(1), d.u32(1)),
         std.max(probes.y >> d.u32(1), d.u32(1)),
diff --git a/packages/typegpu-radiance-cascades/src/runner.ts b/packages/typegpu-radiance-cascades/src/runner.ts
index e9591de9eb..66cdc27a7c 100644
--- a/packages/typegpu-radiance-cascades/src/runner.ts
+++ b/packages/typegpu-radiance-cascades/src/runner.ts
@@ -13,9 +13,9 @@ import {
   buildRadianceFieldBGL,
   buildRadianceFieldCompute,
   BuildRadianceFieldParams,
-  CascadeParams,
   cascadePassBGL,
   cascadePassCompute,
+  CascadeStaticParams,
   colorSlot,
   defaultRayMarch,
   getCascadeDim,
@@ -136,7 +136,15 @@ export function createRadianceCascades(
     addressModeV: 'clamp-to-edge',
   });
 
-  const paramsBuffer = root.createBuffer(CascadeParams).$usage('uniform');
+  const staticParamsBuffer = root
+    .createBuffer(CascadeStaticParams, {
+      baseProbes: d.vec2u(cascadeProbesX, cascadeProbesY),
+      cascadeDim: d.vec2u(cascadeDimX, cascadeDimY),
+      cascadeCount: cascadeAmount,
+    })
+    .$usage('uniform');
+
+  const layerBuffer = root.createBuffer(d.u32).$usage('uniform');
 
   const cascadePassPipeline = root['~unstable']
     .with(sdfResolutionSlot, d.vec2u(sdfResolution.width, sdfResolution.height))
@@ -154,7 +162,8 @@ export function createRadianceCascades(
       const srcTexture = writeToA ? cascadeTextureB : cascadeTextureA;
 
       return root.createBindGroup(cascadePassBGL, {
-        params: paramsBuffer,
+        staticParams: staticParamsBuffer,
+        layer: layerBuffer,
         upper: srcTexture.createView(d.texture2d(d.f32), {
           baseArrayLayer: Math.min(layer + 1, cascadeAmount - 1),
           arrayLayerCount: 1,
@@ -217,32 +226,34 @@ export function createRadianceCascades(
   function createExecutor(
     additionalBindGroups: TgpuBindGroup[] = [],
   ): RadianceCascadesExecutor {
+    const prebuiltCascadePipelines = cascadePassBindGroups.map((bg) => {
+      let p = cascadePassPipeline.with(bg);
+      for (const addBg of additionalBindGroups) {
+        p = p.with(addBg);
+      }
+      return p;
+    });
+
+    let prebuiltRadiancePipeline = buildRadianceFieldPipeline.with(
+      buildRadianceFieldBG,
+    );
+    for (const bg of additionalBindGroups) {
+      prebuiltRadiancePipeline = prebuiltRadiancePipeline.with(bg);
+    }
+
     function run() {
       for (let layer = cascadeAmount - 1; layer >= 0; layer--) {
-        paramsBuffer.write({
-          layer,
-          baseProbes: d.vec2u(cascadeProbesX, cascadeProbesY),
-          cascadeDim: d.vec2u(cascadeDimX, cascadeDimY),
-          cascadeCount: cascadeAmount,
-        });
-
-        const bindGroup = cascadePassBindGroups[layer];
-        if (bindGroup) {
-          let pipeline = cascadePassPipeline.with(bindGroup);
-          for (const bg of additionalBindGroups) {
-            pipeline = pipeline.with(bg);
-          }
-          pipeline.dispatchWorkgroups(cascadeWorkgroupsX, cascadeWorkgroupsY);
-        }
+        layerBuffer.write(layer);
+        prebuiltCascadePipelines[layer]?.dispatchWorkgroups(
+          cascadeWorkgroupsX,
+          cascadeWorkgroupsY,
+        );
       }
 
-      let radiancePipeline = buildRadianceFieldPipeline.with(
-        buildRadianceFieldBG,
+      prebuiltRadiancePipeline.dispatchWorkgroups(
+        outputWorkgroupsX,
+        outputWorkgroupsY,
       );
-      for (const bg of additionalBindGroups) {
-        radiancePipeline = radiancePipeline.with(bg);
-      }
-      radiancePipeline.dispatchWorkgroups(outputWorkgroupsX, outputWorkgroupsY);
     }
 
     return {
diff --git a/packages/typegpu-sdf/src/jumpFlood.ts b/packages/typegpu-sdf/src/jumpFlood.ts
index 83d89118c5..cf022a10ea 100644
--- a/packages/typegpu-sdf/src/jumpFlood.ts
+++ b/packages/typegpu-sdf/src/jumpFlood.ts
@@ -8,7 +8,7 @@ import tgpu, {
 import * as d from 'typegpu/data';
 import * as std from 'typegpu/std';
 
-const INVALID_COORD = 0xffffffff;
+const INVALID_COORD = 0xffff;
 
 const pingPongLayout = tgpu.bindGroupLayout({
   readView: {
@@ -65,11 +65,11 @@ const colorSlot = tgpu.slot<
 
 const sampleWithOffset = (
   tex: d.textureStorage2d<'rgba16uint', 'read-only'>,
+  dims: d.v2u,
   pos: d.v2i,
   offset: d.v2i,
 ) => {
   'use gpu';
-  const dims = std.textureDimensions(tex);
   const samplePos = pos.add(offset);
 
   const outOfBounds = samplePos.x < 0 ||
@@ -140,6 +140,7 @@ const jumpFloodCompute = tgpu['~unstable'].computeFn({
     for (let dx = -1; dx <= 1; dx++) {
       const sample = sampleWithOffset(
         pingPongLayout.$.readView,
+        size,
         d.vec2i(gid.xy),
         d.vec2i(dx * offset, dy * offset),
       );
@@ -406,16 +407,46 @@ export function createJumpFlood(options: JumpFloodOptions): JumpFloodExecutor {
     colorTexture.destroy();
   }
 
+  // Determine which ping-pong texture contains the final result.
+  // After all iterations, sourceIdx will have been flipped, so compute it.
+  const iterationCount = (() => {
+    let count = 0;
+    let o = maxRange;
+    while (o >= 1) {
+      count++;
+      o = Math.floor(o / 2);
+    }
+    return count;
+  })();
+  const finalSourceIdx = iterationCount % 2 === 0 ? 0 : 1;
+
   function createExecutor(
     additionalBindGroups: TgpuBindGroup[] = [],
   ): JumpFloodExecutor {
-    function run() {
-      // Initialize from seed function
-      let initPipeline = initFromSeedPipeline.with(initBG);
-      for (const bg of additionalBindGroups) {
-        initPipeline = initPipeline.with(bg);
+    // Pre-cache pipeline+bindgroup combos to avoid re-chaining per frame.
+    let prebuiltInitPipeline = initFromSeedPipeline.with(initBG);
+    for (const bg of additionalBindGroups) {
+      prebuiltInitPipeline = prebuiltInitPipeline.with(bg);
+    }
+
+    const prebuiltFloodPipelines = pingPongBGs.map((bg) => {
+      let p = jumpFloodPipeline.with(bg);
+      for (const addBg of additionalBindGroups) {
+        p = p.with(addBg);
       }
-      initPipeline.dispatchWorkgroups(workgroupsX, workgroupsY);
+      return p;
+    });
+
+    const prebuiltDistPipelines = pingPongBGs.map((bg) => {
+      let p = createDistancePipeline.with(bg).with(distWriteBG);
+      for (const addBg of additionalBindGroups) {
+        p = p.with(addBg);
+      }
+      return p;
+    });
+
+    function run() {
+      prebuiltInitPipeline.dispatchWorkgroups(workgroupsX, workgroupsY);
 
       // Run jump flood iterations
       let sourceIdx = 0;
@@ -423,40 +454,24 @@ export function createJumpFlood(options: JumpFloodOptions): JumpFloodExecutor {
 
       while (offset >= 1) {
         offsetUniform.write(offset);
-
-        const bg = pingPongBGs[sourceIdx];
-        if (bg) {
-          let floodPipeline = jumpFloodPipeline.with(bg);
-          for (const addBg of additionalBindGroups) {
-            floodPipeline = floodPipeline.with(addBg);
-          }
-          floodPipeline.dispatchWorkgroups(workgroupsX, workgroupsY);
-        }
-
+        prebuiltFloodPipelines[sourceIdx]?.dispatchWorkgroups(
+          workgroupsX,
+          workgroupsY,
+        );
         sourceIdx ^= 1;
         offset = Math.floor(offset / 2);
       }
 
       // Create final distance field
-      const finalBG = pingPongBGs[sourceIdx];
-      if (finalBG) {
-        let distPipeline = createDistancePipeline.with(finalBG).with(
-          distWriteBG,
-        );
-        for (const bg of additionalBindGroups) {
-          distPipeline = distPipeline.with(bg);
-        }
-        distPipeline.dispatchWorkgroups(workgroupsX, workgroupsY);
-      }
-    }
-
-    function withBindGroup(bindGroup: TgpuBindGroup) {
-      return createExecutor([...additionalBindGroups, bindGroup]);
+      prebuiltDistPipelines[finalSourceIdx]?.dispatchWorkgroups(
+        workgroupsX,
+        workgroupsY,
+      );
     }
 
     return {
       run,
-      with: withBindGroup,
+      with: (bindGroup) => createExecutor([...additionalBindGroups, bindGroup]),
       destroy,
       sdfOutput: sdfTexture,
       colorOutput: colorTexture,

From 2e35439bfb917983993acdadc1d872480cc6c8ec Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Mon, 9 Feb 2026 15:17:46 +0100
Subject: [PATCH 15/26] fixes&tweaks

---
 .../rendering/radiance-flood/index.ts         | 29 ++++-----------
 .../typegpu-radiance-cascades/src/cascades.ts |  6 +--
 .../typegpu-radiance-cascades/src/runner.ts   | 37 ++++++++++++++++++-
 packages/typegpu-sdf/src/jumpFlood.ts         |  8 ++--
 4 files changed, 51 insertions(+), 29 deletions(-)

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
index a845c6a44d..803d73b856 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
@@ -5,10 +5,7 @@ import { fullScreenTriangle } from 'typegpu/common';
 import * as d from 'typegpu/data';
 import * as std from 'typegpu/std';
 
-const root = await tgpu.init({
-  device: { optionalFeatures: ['float32-filterable'] },
-});
-const canFilterFloat32 = root.device.features.has('float32-filterable');
+const root = await tgpu.init();
 
 const canvas = document.querySelector('canvas') as HTMLCanvasElement;
 const context = canvas.getContext('webgpu') as GPUCanvasContext;
@@ -33,10 +30,6 @@ const sceneWriteView = sceneTexture.createView(
 const sceneSampledView = sceneTexture.createView();
 
 // Samplers.
-const nearestSampler = root['~unstable'].createSampler({
-  magFilter: 'nearest',
-  minFilter: 'nearest',
-});
 const linSampler = root['~unstable'].createSampler({
   magFilter: 'linear',
   minFilter: 'linear',
@@ -110,7 +103,7 @@ const floodRunner = sdf
       'use gpu';
       const sceneData = std.textureSampleLevel(
         sceneDataLayout.$.sceneRead,
-        nearestSampler.$,
+        linSampler.$,
         d.vec2f(coord).add(0.5).div(d.vec2f(size)),
         0,
       );
@@ -126,7 +119,7 @@ const floodRunner = sdf
       const uv = d.vec2f(insidePx).add(0.5).div(d.vec2f(size));
       const seedData = std.textureSampleLevel(
         sceneDataLayout.$.sceneRead,
-        nearestSampler.$,
+        linSampler.$,
         uv,
         0,
       );
@@ -135,25 +128,19 @@ const floodRunner = sdf
   })
   .with(sceneDataBG);
 
-const floodSdfView = floodRunner.sdfOutput.createView(d.texture2d(), {
-  sampleType: canFilterFloat32 ? 'float' : 'unfilterable-float',
-});
+const floodSdfView = floodRunner.sdfOutput.createView(d.texture2d());
 const floodColorView = floodRunner.colorOutput.createView();
 
-const filterIfPossible = tgpu.comptime(() => {
-  return canFilterFloat32 ? linSampler.$ : nearestSampler.$;
-});
-
 const radianceRunner = rc.createRadianceCascades({
   root,
-  size: { width: width / 4, height: height / 4 },
+  size: { width: Math.floor(width / 4), height: Math.floor(height / 4) },
   sdfResolution: floodSize,
   sdf: (uv) => {
     'use gpu';
     if (std.any(std.lt(uv, d.vec2f(0))) || std.any(std.gt(uv, d.vec2f(1)))) {
       return d.f32(1);
     }
-    return std.textureSampleLevel(floodSdfView.$, filterIfPossible(), uv, 0).x;
+    return std.textureSampleLevel(floodSdfView.$, linSampler.$, uv, 0).x;
   },
   color: (uv) => {
     'use gpu';
@@ -174,7 +161,7 @@ const displayFragment = tgpu['~unstable'].fragmentFn({
     // sample sdf
     const sdfDist = std.textureSampleLevel(
       floodSdfView.$,
-      filterIfPossible(),
+      linSampler.$,
       uv,
       0,
     ).x;
@@ -199,7 +186,7 @@ const displayFragment = tgpu['~unstable'].fragmentFn({
   } else {
     const signedDist = std.textureSampleLevel(
       floodSdfView.$,
-      filterIfPossible(),
+      linSampler.$,
       uv,
       0,
     ).x;
diff --git a/packages/typegpu-radiance-cascades/src/cascades.ts b/packages/typegpu-radiance-cascades/src/cascades.ts
index bf0b2d3559..cfb87b169e 100644
--- a/packages/typegpu-radiance-cascades/src/cascades.ts
+++ b/packages/typegpu-radiance-cascades/src/cascades.ts
@@ -11,7 +11,7 @@ export function getCascadeDim(width: number, height: number) {
   const minPow2 = 16;
   const closestPowerOfTwo = Math.max(
     minPow2,
-    2 ** Math.round(Math.log2(diagonal)),
+    2 ** Math.floor(Math.log2(diagonal)),
   );
 
   let cascadeWidth: number;
@@ -212,7 +212,6 @@ export const cascadePassCompute = tgpu['~unstable'].computeFn({
 export const BuildRadianceFieldParams = d.struct({
   outputProbes: d.vec2u,
   cascadeProbes: d.vec2u,
-  cascadeDim: d.vec2u,
 });
 
 export const buildRadianceFieldBGL = tgpu.bindGroupLayout({
@@ -232,8 +231,9 @@ export const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
   }
 
   const params = buildRadianceFieldBGL.$.params;
+  const cascadeDim = params.cascadeProbes.mul(2);
 
-  const invCascadeDim = d.vec2f(1.0).div(d.vec2f(params.cascadeDim));
+  const invCascadeDim = d.vec2f(1.0).div(d.vec2f(cascadeDim));
   const uv = d.vec2f(gid.xy).add(0.5).div(d.vec2f(params.outputProbes));
 
   const probePixel = std.clamp(
diff --git a/packages/typegpu-radiance-cascades/src/runner.ts b/packages/typegpu-radiance-cascades/src/runner.ts
index 66cdc27a7c..a28a2b51c0 100644
--- a/packages/typegpu-radiance-cascades/src/runner.ts
+++ b/packages/typegpu-radiance-cascades/src/runner.ts
@@ -115,6 +115,42 @@ export function createRadianceCascades(
   const cascadeProbesX = cascadeDimX / 2;
   const cascadeProbesY = cascadeDimY / 2;
 
+  console.debug('[radiance-cascades] config:', {
+    output: `${outputWidth}x${outputHeight}`,
+    cascadeDim: `${cascadeDimX}x${cascadeDimY}`,
+    probes: `${cascadeProbesX}x${cascadeProbesY}`,
+    cascadeCount: cascadeAmount,
+    sdfResolution: `${sdfResolution.width}x${sdfResolution.height}`,
+    textureMemory: `${
+      ((cascadeDimX * cascadeDimY * cascadeAmount * 8 * 2) / (1024 * 1024))
+        .toFixed(1)
+    } MB (2x cascade textures)`,
+    dispatchesPerRun: `${cascadeAmount} cascade + 1 build = ${
+      cascadeAmount + 1
+    }`,
+    workgroupsPerCascadeDispatch: `${Math.ceil(cascadeDimX / 8)}x${
+      Math.ceil(cascadeDimY / 8)
+    } = ${Math.ceil(cascadeDimX / 8) * Math.ceil(cascadeDimY / 8)}`,
+    workgroupsPerBuildDispatch: `${Math.ceil(outputWidth / 8)}x${
+      Math.ceil(outputHeight / 8)
+    } = ${Math.ceil(outputWidth / 8) * Math.ceil(outputHeight / 8)}`,
+  });
+
+  // Log per-layer probe/ray breakdown
+  for (let l = 0; l < cascadeAmount; l++) {
+    const probesX = Math.max(cascadeProbesX >> l, 1);
+    const probesY = Math.max(cascadeProbesY >> l, 1);
+    const raysDimStored = 2 << l;
+    const raysDimActual = raysDimStored * 2;
+    const usedX = probesX * raysDimStored;
+    const usedY = probesY * raysDimStored;
+    console.debug(
+      `  layer ${l}: probes=${probesX}x${probesY}, rays=${raysDimActual}x${raysDimActual} (stored ${raysDimStored}x${raysDimStored}), used=${usedX}x${usedY} of ${cascadeDimX}x${cascadeDimY} (${
+        ((usedX * usedY) / (cascadeDimX * cascadeDimY) * 100).toFixed(0)
+      }%)`,
+    );
+  }
+
   const cascadeTextureA = root['~unstable']
     .createTexture({
       size: [cascadeDimX, cascadeDimY, cascadeAmount],
@@ -185,7 +221,6 @@ export function createRadianceCascades(
     .createBuffer(BuildRadianceFieldParams, {
       outputProbes: d.vec2u(outputWidth, outputHeight),
       cascadeProbes: d.vec2u(cascadeProbesX, cascadeProbesY),
-      cascadeDim: d.vec2u(cascadeDimX, cascadeDimY),
     })
     .$usage('uniform');
 
diff --git a/packages/typegpu-sdf/src/jumpFlood.ts b/packages/typegpu-sdf/src/jumpFlood.ts
index cf022a10ea..882c18bd5c 100644
--- a/packages/typegpu-sdf/src/jumpFlood.ts
+++ b/packages/typegpu-sdf/src/jumpFlood.ts
@@ -27,7 +27,7 @@ const initLayout = tgpu.bindGroupLayout({
 
 const distWriteLayout = tgpu.bindGroupLayout({
   sdfTexture: {
-    storageTexture: d.textureStorage2d('r32float', 'write-only'),
+    storageTexture: d.textureStorage2d('rgba16float', 'write-only'),
   },
   colorTexture: {
     storageTexture: d.textureStorage2d('rgba8unorm', 'write-only'),
@@ -245,7 +245,7 @@ type FloodTexture =
 export type SdfTexture =
   & TgpuTexture<{
     size: [number, number];
-    format: 'r32float';
+    format: 'rgba16float';
   }>
   & StorageFlag
   & SampledFlag;
@@ -316,7 +316,7 @@ export function createJumpFlood(options: JumpFloodOptions): JumpFloodExecutor {
   const sdfTexture = root['~unstable']
     .createTexture({
       size: [width, height],
-      format: 'r32float',
+      format: 'rgba16float',
     })
     .$usage('storage', 'sampled') as SdfTexture;
 
@@ -388,7 +388,7 @@ export function createJumpFlood(options: JumpFloodOptions): JumpFloodExecutor {
 
   const distWriteBG = root.createBindGroup(distWriteLayout, {
     sdfTexture: sdfTexture.createView(
-      d.textureStorage2d('r32float', 'write-only'),
+      d.textureStorage2d('rgba16float', 'write-only'),
     ),
     colorTexture: colorTexture.createView(
       d.textureStorage2d('rgba8unorm', 'write-only'),

From 225ff52e827040977cfb44e70c5a91782c2bb36f Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Fri, 10 Apr 2026 13:55:21 +0200
Subject: [PATCH 16/26] cleaner + tsovver

---
 .../rendering/radiance-compute/index.ts       | 79 +++++++---------
 .../rendering/radiance-flood/index.ts         | 22 ++---
 .../typegpu-radiance-cascades/src/cascades.ts | 94 +++++++++----------
 .../typegpu-radiance-cascades/src/runner.ts   | 39 +++-----
 4 files changed, 107 insertions(+), 127 deletions(-)

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
index 740cbfc8d5..98a0cee521 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
@@ -35,7 +35,7 @@ const maxIntervalStart = 1.5;
 const cascadeAmount = Math.ceil(Math.log2((maxIntervalStart * 3) / interval0 + 1) / 2);
 
 const cascadeTextures = Array.from({ length: 2 }, () =>
-  root['~unstable']
+  root
     .createTexture({
       size: [cascadeDimX, cascadeDimY, cascadeAmount],
       format: 'rgba16float',
@@ -43,7 +43,7 @@ const cascadeTextures = Array.from({ length: 2 }, () =>
     .$usage('storage', 'sampled'),
 );
 
-const radianceFieldTex = root['~unstable']
+const radianceFieldTex = root
   .createTexture({
     size: [outputProbesX, outputProbesY],
     format: 'rgba16float',
@@ -52,19 +52,17 @@ const radianceFieldTex = root['~unstable']
 
 const radianceFieldView = radianceFieldTex.createView(d.texture2d());
 
-const radianceFieldStoreView = radianceFieldTex.createView(
-  d.textureStorage2d('rgba16float', 'write-only'),
-);
+const radianceFieldStoreView = radianceFieldTex.createView(d.textureStorage2d('rgba16float'));
 
 const buildRadianceFieldBGL = tgpu.bindGroupLayout({
   src: { texture: d.texture2d(d.f32) },
   srcSampler: { sampler: 'filtering' },
-  dst: { storageTexture: d.textureStorage2d('rgba16float', 'write-only') },
+  dst: { storageTexture: d.textureStorage2d('rgba16float') },
 });
 
 const outputProbesUniform = root.createUniform(d.vec2u, d.vec2u(outputProbesX, outputProbesY));
 
-const radianceSampler = root['~unstable'].createSampler({
+const radianceSampler = root.createSampler({
   magFilter: 'linear',
   minFilter: 'linear',
 });
@@ -82,14 +80,12 @@ const overlayDebugCascadeUniform = root.createUniform(d.u32, 0);
 const cascadePassBGL = tgpu.bindGroupLayout({
   upper: { texture: d.texture2d(d.f32) },
   upperSampler: { sampler: 'filtering' },
-  dst: { storageTexture: d.textureStorage2d('rgba16float', 'write-only') },
+  dst: { storageTexture: d.textureStorage2d('rgba16float') },
 });
 
-const cascadeSampler = root['~unstable'].createSampler({
+const cascadeSampler = root.createSampler({
   magFilter: 'linear',
   minFilter: 'linear',
-  addressModeU: 'clamp-to-edge',
-  addressModeV: 'clamp-to-edge',
 });
 
 const cascadePassCompute = tgpu.computeFn({
@@ -106,9 +102,9 @@ const cascadePassCompute = tgpu.computeFn({
   const probes = probesUniform.$;
   const cascadeProbes = cascadeProbesUniform.$;
 
-  const dirStored = gid.xy.div(probes);
-  const probe = std.mod(gid.xy, probes);
-  const raysDimStored = 2 << layer;
+  const dirStored = gid.xy / probes;
+  const probe = gid.xy % probes;
+  const raysDimStored = d.u32(2 << layer);
   const raysDimActual = raysDimStored * 2;
   const rayCountActual = raysDimActual * raysDimActual;
 
@@ -167,7 +163,7 @@ const cascadePassCompute = tgpu.computeFn({
         uvU,
         0,
       );
-      rgb = rgb + upper.xyz * T;
+      rgb += upper.xyz * T;
       T *= upper.w;
     }
 
@@ -196,26 +192,24 @@ const buildRadianceFieldCompute = tgpu.computeFn({
   const probePixel = std.clamp(
     uv * d.vec2f(cascadeProbes),
     d.vec2f(0.5),
-    d.vec2f(cascadeProbes).sub(0.5),
+    d.vec2f(cascadeProbes) - 0.5,
   );
 
-  const uvStride = d.vec2f(cascadeProbes).mul(invCascadeDim);
-  const baseSampleUV = probePixel.mul(invCascadeDim);
+  const uvStride = d.vec2f(cascadeProbes) * invCascadeDim;
+  const baseSampleUV = probePixel * invCascadeDim;
 
   let sum = d.vec3f();
   for (let i = d.u32(0); i < 4; i++) {
     const offset = d.vec2f(d.f32(i & 1), d.f32(i >> 1)) * uvStride;
-    sum = sum.add(
-      std.textureSampleLevel(
-        buildRadianceFieldBGL.$.src,
-        buildRadianceFieldBGL.$.srcSampler,
-        baseSampleUV.add(offset),
-        0,
-      ).xyz,
-    );
+    sum += std.textureSampleLevel(
+      buildRadianceFieldBGL.$.src,
+      buildRadianceFieldBGL.$.srcSampler,
+      baseSampleUV + offset,
+      0,
+    ).xyz;
   }
 
-  std.textureStore(buildRadianceFieldBGL.$.dst, gid.xy, d.vec4f(sum.mul(0.25), 1));
+  std.textureStore(buildRadianceFieldBGL.$.dst, gid.xy, d.vec4f(sum * 0.25, 1));
 });
 
 const ACESFilm = (x: d.v3f): d.v3f => {
@@ -231,7 +225,7 @@ const ACESFilm = (x: d.v3f): d.v3f => {
 };
 
 const overlayDebugBGL = tgpu.bindGroupLayout({
-  cascadeTex: { texture: d.texture2dArray(d.f32) },
+  cascadeTex: { texture: d.texture2dArray() },
   cascadeSampler: { sampler: 'filtering' },
 });
 
@@ -243,24 +237,24 @@ const overlayFrag = tgpu.fragmentFn({
   const field = std.textureSample(radianceFieldView.$, radianceSampler.$, uv).xyz;
   const baseColor = ACESFilm(std.saturate(field));
 
-  if (overlayEnabledUniform.$ === d.u32(0)) {
+  if (overlayEnabledUniform.$ === 0) {
     return d.vec4f(baseColor, 1);
   }
 
   const debugLayer = overlayDebugCascadeUniform.$;
   const cascadeProbes = cascadeProbesUniform.$;
-  const probes = d.vec2u(
-    std.max(cascadeProbes.x >> debugLayer, d.u32(1)),
-    std.max(cascadeProbes.y >> debugLayer, d.u32(1)),
+  const probes = std.max(
+    d.vec2u(cascadeProbes.x >> debugLayer, cascadeProbes.y >> debugLayer),
+    d.vec2u(1),
   );
   const raysDimStored = d.u32(2) << debugLayer;
-  const raysDimActual = raysDimStored * d.u32(2);
+  const raysDimActual = raysDimStored * 2;
   const rayCountActual = raysDimActual * raysDimActual;
   const cascadeProbesMinVal = d.f32(std.min(cascadeProbes.x, cascadeProbes.y));
   const interval0 = 1 / cascadeProbesMinVal;
-  const pow4 = d.f32(d.u32(1) << (debugLayer * d.u32(2)));
+  const pow4 = d.f32(d.u32(1) << (debugLayer * 2));
   const endUv = (interval0 * (pow4 - 1)) / 3 + interval0 * pow4;
-  const probeSpacing = std.min(1 / d.f32(probes.x), 1 / d.f32(probes.y));
+  const probeSpacing = std.min(1 / probes.x, 1 / probes.y);
   const probeRadius = std.max(probeSpacing * 0.08, 0.002);
   const rayThickness = std.max(probeSpacing * 0.03, 0.001);
 
@@ -268,7 +262,7 @@ const overlayFrag = tgpu.fragmentFn({
   let minRayDist = d.f32(1000);
   let closestRayColor = d.vec3f();
 
-  const centerProbe = d.vec2i(std.floor(uv.mul(d.vec2f(probes))));
+  const centerProbe = d.vec2i(std.floor(uv * d.vec2f(probes)));
 
   for (let py = -1; py <= 1; py++) {
     for (let px = -1; px <= 1; px++) {
@@ -299,20 +293,17 @@ const overlayFrag = tgpu.fragmentFn({
         const rayDist = sdf.sdLine(uv, probePos, probePos + rayDir * std.max(endUv, 0.01));
 
         if (rayDist < minRayDist) {
-          const dirStored = d.vec2u(
-            (ri % raysDimActual) >> d.u32(1),
-            d.u32(ri / raysDimActual) >> d.u32(1),
-          );
+          const dirStored = d.vec2u((ri % raysDimActual) >> 1, d.u32(ri / raysDimActual) >> 1);
           const sample = std.textureLoad(
             overlayDebugBGL.$.cascadeTex,
-            d.vec2i(dirStored.mul(probes).add(probe)),
+            d.vec2i(dirStored * probes + probe),
             debugLayer,
             0,
           );
           minRayDist = rayDist;
           closestRayColor = sample.xyz;
         }
-        ri = ri + rayStep;
+        ri += rayStep;
       }
     }
   }
@@ -327,11 +318,11 @@ const overlayFrag = tgpu.fragmentFn({
   if (std.abs(minProbeDist) < probeRadius * 0.2) {
     const edgeAlpha =
       std.smoothstep(probeRadius * 0.3, probeRadius * 0.1, std.abs(minProbeDist)) * 0.3;
-    overlayColor = std.mix(overlayColor, d.vec3f(1.0, 1.0, 0.0), edgeAlpha);
+    overlayColor = std.mix(overlayColor, d.vec3f(1, 1, 0), edgeAlpha);
     overlayAlpha = std.max(overlayAlpha, edgeAlpha);
   }
 
-  return d.vec4f(std.mix(baseColor, overlayColor, overlayAlpha), 1.0);
+  return d.vec4f(std.mix(baseColor, overlayColor, overlayAlpha), 1);
 });
 
 const cascadePassPipeline = root
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
index b09f65a296..13d4f8323e 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
@@ -19,7 +19,7 @@ context.configure({
 const [width, height] = [canvas.width, canvas.height];
 
 // Scene texture + views.
-const sceneTexture = root['~unstable']
+const sceneTexture = root
   .createTexture({
     size: [width, height],
     format: 'rgba16float',
@@ -30,7 +30,7 @@ const sceneWriteView = sceneTexture.createView(d.textureStorage2d('rgba16float')
 const sceneSampledView = sceneTexture.createView();
 
 // Samplers.
-const linSampler = root['~unstable'].createSampler({
+const linSampler = root.createSampler({
   magFilter: 'linear',
   minFilter: 'linear',
 });
@@ -71,12 +71,12 @@ const drawCompute = root.createGuardedComputePipeline((x, y) => {
   const invDims = 1 / d.vec2f(dims);
 
   const uv = (d.vec2f(x, y) + 0.5) * invDims;
-  const uvA = d.vec2f(uv.x * aspectF, uv.y);
+  const uvA = uv * d.vec2f(aspectF, 1);
 
   const mouse = d.vec2f(params.mousePos.x * aspectF, params.mousePos.y);
   const last = d.vec2f(params.lastMousePos.x * aspectF, params.lastMousePos.y);
 
-  const noLast = std.any(std.lt(params.lastMousePos, d.vec2f()));
+  const noLast = std.any(std.lt(params.lastMousePos, d.vec2f(0)));
   const a = std.select(last, mouse, noLast);
 
   const dist = sdf.sdLine(uvA, a, mouse);
@@ -127,7 +127,7 @@ const radianceRunner = rc.createRadianceCascades({
   sdfResolution: floodSize,
   sdf: (uv) => {
     'use gpu';
-    if (std.any(std.lt(uv, d.vec2f(0))) || std.any(std.gt(uv, d.vec2f(1)))) {
+    if (uv.x < 0 || uv.x > 1 || uv.y < 0 || uv.y > 1) {
       return 1;
     }
     return std.textureSampleLevel(floodSdfView.$, linSampler.$, uv, 0).x;
@@ -153,7 +153,7 @@ const displayFragment = tgpu.fragmentFn({
     if (sdfDist < 0) {
       // on surface, show seed color
       const seedColor = std.textureSampleLevel(floodColorView.$, linSampler.$, uv, 0);
-      result = d.vec4f(seedColor.xyz, 1.0);
+      result = d.vec4f(seedColor.xyz, 1);
     } else {
       // sample radiance
       result = std.textureSampleLevel(radianceRes.$, linSampler.$, uv, 0);
@@ -162,17 +162,17 @@ const displayFragment = tgpu.fragmentFn({
     const signedDist = std.textureSampleLevel(floodSdfView.$, linSampler.$, uv, 0).x;
     const absDist = std.abs(signedDist);
 
-    const normalizedDist = std.clamp(absDist * 2.0, 0.0, 1.0) ** 0.8;
+    const normalizedDist = std.clamp(absDist * 2, 0, 1) ** 0.8;
 
-    const isInside = signedDist < 0.0;
+    const isInside = signedDist < 0;
 
     const distColor = std.select(
-      d.vec3f(normalizedDist, 0.0, 0.0),
-      d.vec3f(0.0, 0.0, normalizedDist),
+      d.vec3f(normalizedDist, 0, 0),
+      d.vec3f(0, 0, normalizedDist),
       isInside,
     );
 
-    result = d.vec4f(distColor, 1.0);
+    result = d.vec4f(distColor, 1);
   }
 
   return result;
diff --git a/packages/typegpu-radiance-cascades/src/cascades.ts b/packages/typegpu-radiance-cascades/src/cascades.ts
index 5047e380f6..690a8a0933 100644
--- a/packages/typegpu-radiance-cascades/src/cascades.ts
+++ b/packages/typegpu-radiance-cascades/src/cascades.ts
@@ -62,7 +62,7 @@ export const defaultRayMarch = tgpu.fn(
     if (t > endT) {
       break;
     }
-    const pos = probePos.add(rayDir.mul(t));
+    const pos = probePos + rayDir * t;
     if (std.any(std.lt(pos, d.vec2f(0))) || std.any(std.gt(pos, d.vec2f(1)))) {
       break;
     }
@@ -95,29 +95,30 @@ export const CascadeStaticParams = d.struct({
 export const cascadePassBGL = tgpu.bindGroupLayout({
   staticParams: { uniform: CascadeStaticParams },
   layer: { uniform: d.u32 },
-  upper: { texture: d.texture2d(d.f32) },
+  upper: { texture: d.texture2d() },
   upperSampler: { sampler: 'filtering' },
-  dst: { storageTexture: d.textureStorage2d('rgba16float', 'write-only') },
+  dst: { storageTexture: d.textureStorage2d('rgba16float') },
 });
 
-export const cascadePassCompute = tgpu['~unstable'].computeFn({
+export const cascadePassCompute = tgpu.computeFn({
   workgroupSize: [8, 8],
   in: { gid: d.builtin.globalInvocationId },
 })(({ gid }) => {
+  'use gpu';
   const dim2 = std.textureDimensions(cascadePassBGL.$.dst);
-  if (std.any(std.ge(gid.xy, dim2))) {
+  if (gid.x >= dim2.x || gid.y >= dim2.y) {
     return;
   }
 
   const params = cascadePassBGL.$.staticParams;
   const layer = cascadePassBGL.$.layer;
-  const probes = d.vec2u(
-    std.max(params.baseProbes.x >> layer, d.u32(1)),
-    std.max(params.baseProbes.y >> layer, d.u32(1)),
+  const probes = std.max(
+    d.vec2u(params.baseProbes.x >> layer, params.baseProbes.y >> layer),
+    d.vec2u(1, 1),
   );
 
-  const dirStored = gid.xy.div(probes);
-  const probe = std.mod(gid.xy, probes);
+  const dirStored = gid.xy / probes;
+  const probe = gid.xy % probes;
   const raysDimStored = d.u32(2) << layer;
   const raysDimActual = raysDimStored * 2;
   const rayCountActual = d.f32(raysDimActual) ** 2;
@@ -127,16 +128,17 @@ export const cascadePassCompute = tgpu['~unstable'].computeFn({
     return;
   }
 
-  const probePos = d.vec2f(probe).add(0.5).div(d.vec2f(probes));
-  const aspect = d.f32(params.baseProbes.x) / d.f32(params.baseProbes.y);
+  // const probePos = d.vec2f(probe).add(0.5).div(d.vec2f(probes));
+  const probePos = (d.vec2f(probe) + 0.5) / d.vec2f(probes);
+  const aspect = params.baseProbes.x / params.baseProbes.y;
   const cascadeProbesMinVal = d.f32(std.min(params.baseProbes.x, params.baseProbes.y));
-  const interval0 = 1.0 / cascadeProbesMinVal;
-  const pow4 = d.f32(d.u32(1) << (layer * d.u32(2)));
-  const startUv = (interval0 * (pow4 - 1.0)) / 3.0;
+  const interval0 = 1 / cascadeProbesMinVal;
+  const pow4 = d.f32(d.u32(1) << (layer * 2));
+  const startUv = (interval0 * (pow4 - 1)) / 3;
   const endUv = startUv + interval0 * pow4;
 
   const sdfDim = sdfResolutionSlot.$;
-  const texelSizeMin = 1.0 / d.f32(std.max(std.min(sdfDim.x, sdfDim.y), d.u32(1)));
+  const texelSizeMin = 1.0 / d.f32(std.max(std.min(sdfDim.x, sdfDim.y), 1));
   // Use texel size as minimum threshold to avoid sub-texel stepping
   const eps = std.max(texelSizeMin, 0.25 / cascadeProbesMinVal);
   const minStep = std.max(texelSizeMin * 0.5, 0.125 / cascadeProbesMinVal);
@@ -145,15 +147,13 @@ export const cascadePassCompute = tgpu['~unstable'].computeFn({
   let accum = d.vec4f();
 
   for (let i = 0; i < 4; i++) {
-    const dirActual = dirStored
-      .mul(d.u32(2))
-      .add(d.vec2u(d.u32(i) & d.u32(1), d.u32(i) >> d.u32(1)));
+    const dirActual = dirStored * 2 + d.vec2u(i & 1, i >> 1);
     const rayIndex = d.f32(dirActual.y * raysDimActual + dirActual.x) + 0.5;
-    const angle = (rayIndex / d.f32(rayCountActual)) * (Math.PI * 2) - Math.PI;
+    const angle = (rayIndex / rayCountActual) * (Math.PI * 2) - Math.PI;
     const cosA = std.cos(angle);
     const sinA = -std.sin(angle);
     let rayDir = d.vec2f(cosA, sinA);
-    if (aspect >= d.f32(1)) {
+    if (aspect >= 1) {
       rayDir = d.vec2f(cosA / aspect, sinA);
     } else {
       rayDir = d.vec2f(cosA, sinA * aspect);
@@ -163,18 +163,15 @@ export const cascadePassCompute = tgpu['~unstable'].computeFn({
     let rgb = d.vec3f(marchResult.color);
     let T = d.f32(marchResult.transmittance);
 
-    if (layer < d.u32(params.cascadeCount - 1) && T > 0.01) {
-      const probesU = d.vec2u(
-        std.max(probes.x >> d.u32(1), d.u32(1)),
-        std.max(probes.y >> d.u32(1), d.u32(1)),
-      );
-      const tileOrigin = d.vec2f(dirActual).mul(d.vec2f(probesU));
+    if (layer < params.cascadeCount - 1 && T > 0.01) {
+      const probesU = std.max(d.vec2u(probes.x >> 1, probes.y >> 1), d.vec2u(1));
+      const tileOrigin = d.vec2f(dirActual) * d.vec2f(probesU);
       const probePixel = std.clamp(
-        probePos.mul(d.vec2f(probesU)),
+        probePos * d.vec2f(probesU),
         d.vec2f(0.5),
-        d.vec2f(probesU).sub(0.5),
+        d.vec2f(probesU) - 0.5,
       );
-      const uvU = tileOrigin.add(probePixel).div(d.vec2f(dim2));
+      const uvU = (tileOrigin + probePixel) / d.vec2f(dim2);
 
       const upper = std.textureSampleLevel(
         cascadePassBGL.$.upper,
@@ -182,14 +179,14 @@ export const cascadePassCompute = tgpu['~unstable'].computeFn({
         uvU,
         0,
       );
-      rgb = rgb.add(upper.xyz.mul(T));
+      rgb = rgb + upper.xyz * T;
       T *= upper.w;
     }
 
-    accum = accum.add(d.vec4f(rgb, T));
+    accum += d.vec4f(rgb, T);
   }
 
-  std.textureStore(cascadePassBGL.$.dst, gid.xy, accum.mul(0.25));
+  std.textureStore(cascadePassBGL.$.dst, gid.xy, accum * 0.25);
 });
 
 export const BuildRadianceFieldParams = d.struct({
@@ -199,48 +196,49 @@ export const BuildRadianceFieldParams = d.struct({
 
 export const buildRadianceFieldBGL = tgpu.bindGroupLayout({
   params: { uniform: BuildRadianceFieldParams },
-  src: { texture: d.texture2d(d.f32) },
+  src: { texture: d.texture2d() },
   srcSampler: { sampler: 'filtering' },
-  dst: { storageTexture: d.textureStorage2d('rgba16float', 'write-only') },
+  dst: { storageTexture: d.textureStorage2d('rgba16float') },
 });
 
-export const buildRadianceFieldCompute = tgpu['~unstable'].computeFn({
+export const buildRadianceFieldCompute = tgpu.computeFn({
   workgroupSize: [8, 8],
   in: { gid: d.builtin.globalInvocationId },
 })(({ gid }) => {
+  'use gpu';
   const dim2 = std.textureDimensions(buildRadianceFieldBGL.$.dst);
-  if (std.any(std.ge(gid.xy, dim2))) {
+  if (gid.x >= dim2.x || gid.y >= dim2.y) {
     return;
   }
 
   const params = buildRadianceFieldBGL.$.params;
-  const cascadeDim = params.cascadeProbes.mul(2);
+  const cascadeDim = params.cascadeProbes * 2;
 
-  const invCascadeDim = d.vec2f(1.0).div(d.vec2f(cascadeDim));
-  const uv = d.vec2f(gid.xy).add(0.5).div(d.vec2f(params.outputProbes));
+  const invCascadeDim = 1 / d.vec2f(cascadeDim);
+  const uv = (d.vec2f(gid.xy) + 0.5) / d.vec2f(params.outputProbes);
 
   const probePixel = std.clamp(
-    uv.mul(d.vec2f(params.cascadeProbes)),
+    uv * d.vec2f(params.cascadeProbes),
     d.vec2f(0.5),
-    d.vec2f(params.cascadeProbes).sub(0.5),
+    d.vec2f(params.cascadeProbes) - 0.5,
   );
 
-  const uvStride = d.vec2f(params.cascadeProbes).mul(invCascadeDim);
-  const baseSampleUV = probePixel.mul(invCascadeDim);
+  const uvStride = d.vec2f(params.cascadeProbes) * invCascadeDim;
+  const baseSampleUV = probePixel * invCascadeDim;
 
   let sum = d.vec3f();
   for (let i = d.u32(0); i < 4; i++) {
-    const offset = d.vec2f(d.f32(i & 1), d.f32(i >> 1)).mul(uvStride);
+    const offset = d.vec2f(i & 1, i >> 1) * uvStride;
     const sample = std.textureSampleLevel(
       buildRadianceFieldBGL.$.src,
       buildRadianceFieldBGL.$.srcSampler,
-      baseSampleUV.add(offset),
+      baseSampleUV + offset,
       0,
     );
-    sum = sum.add(sample.xyz);
+    sum = sum + sample.xyz;
   }
 
-  const avg = sum.mul(0.25);
+  const avg = sum * 0.25;
   const res = d.vec3f(avg);
 
   std.textureStore(buildRadianceFieldBGL.$.dst, gid.xy, d.vec4f(res, 1));
diff --git a/packages/typegpu-radiance-cascades/src/runner.ts b/packages/typegpu-radiance-cascades/src/runner.ts
index 36777f1097..40b38fddc6 100644
--- a/packages/typegpu-radiance-cascades/src/runner.ts
+++ b/packages/typegpu-radiance-cascades/src/runner.ts
@@ -93,7 +93,7 @@ export function createRadianceCascades(options: CascadesOptions): RadianceCascad
   // Create or use provided output texture
   const dst = hasOutputProvided
     ? output
-    : root['~unstable']
+    : root
         .createTexture({
           size: [outputWidth, outputHeight],
           format: 'rgba16float',
@@ -141,44 +141,41 @@ export function createRadianceCascades(options: CascadesOptions): RadianceCascad
     );
   }
 
-  const cascadeTextureA = root['~unstable']
+  const cascadeTextureA = root
     .createTexture({
       size: [cascadeDimX, cascadeDimY, cascadeAmount],
       format: 'rgba16float',
     })
     .$usage('storage', 'sampled');
 
-  const cascadeTextureB = root['~unstable']
+  const cascadeTextureB = root
     .createTexture({
       size: [cascadeDimX, cascadeDimY, cascadeAmount],
       format: 'rgba16float',
     })
     .$usage('storage', 'sampled');
 
-  const cascadeSampler = root['~unstable'].createSampler({
+  const cascadeSampler = root.createSampler({
     magFilter: 'linear',
     minFilter: 'linear',
-    addressModeU: 'clamp-to-edge',
-    addressModeV: 'clamp-to-edge',
   });
 
   const staticParamsBuffer = root
     .createBuffer(CascadeStaticParams, {
-      baseProbes: d.vec2u(cascadeProbesX, cascadeProbesY),
-      cascadeDim: d.vec2u(cascadeDimX, cascadeDimY),
+      baseProbes: [cascadeProbesX, cascadeProbesY],
+      cascadeDim: [cascadeDimX, cascadeDimY],
       cascadeCount: cascadeAmount,
     })
     .$usage('uniform');
 
   const layerBuffer = root.createBuffer(d.u32).$usage('uniform');
 
-  const cascadePassPipeline = root['~unstable']
+  const cascadePassPipeline = root
     .with(sdfResolutionSlot, d.vec2u(sdfResolution.width, sdfResolution.height))
     .with(sdfSlot, sdf)
     .with(colorSlot, color)
     .with(rayMarchSlot, rayMarch ?? defaultRayMarch)
-    .withCompute(cascadePassCompute)
-    .createPipeline();
+    .createComputePipeline({ compute: cascadePassCompute });
 
   const cascadePassBindGroups = Array.from({ length: cascadeAmount }, (_, layer) => {
     const writeToA = (cascadeAmount - 1 - layer) % 2 === 0;
@@ -193,33 +190,27 @@ export function createRadianceCascades(options: CascadesOptions): RadianceCascad
         arrayLayerCount: 1,
       }),
       upperSampler: cascadeSampler,
-      dst: dstTexture.createView(d.textureStorage2d('rgba16float', 'write-only'), {
+      dst: dstTexture.createView(d.textureStorage2d('rgba16float'), {
         baseArrayLayer: layer,
         arrayLayerCount: 1,
       }),
     });
   });
 
-  const buildRadianceFieldPipeline = root['~unstable']
-    .withCompute(buildRadianceFieldCompute)
-    .createPipeline();
+  const buildRadianceFieldPipeline = root.createComputePipeline({
+    compute: buildRadianceFieldCompute,
+  });
 
   const radianceFieldParamsBuffer = root
     .createBuffer(BuildRadianceFieldParams, {
-      outputProbes: d.vec2u(outputWidth, outputHeight),
-      cascadeProbes: d.vec2u(cascadeProbesX, cascadeProbesY),
+      outputProbes: [outputWidth, outputHeight],
+      cascadeProbes: [cascadeProbesX, cascadeProbesY],
     })
     .$usage('uniform');
 
   const cascade0InA = (cascadeAmount - 1) % 2 === 0;
   const srcCascadeTexture = cascade0InA ? cascadeTextureA : cascadeTextureB;
 
-  const dstView = isTexture(dst)
-    ? (
-        dst as TgpuTexture<{ size: [number, number]; format: 'rgba16float' }> & StorageFlag
-      ).createView(d.textureStorage2d('rgba16float', 'write-only'))
-    : dst;
-
   const buildRadianceFieldBG = root.createBindGroup(buildRadianceFieldBGL, {
     params: radianceFieldParamsBuffer,
     src: srcCascadeTexture.createView(d.texture2d(d.f32), {
@@ -227,7 +218,7 @@ export function createRadianceCascades(options: CascadesOptions): RadianceCascad
       arrayLayerCount: 1,
     }),
     srcSampler: cascadeSampler,
-    dst: dstView,
+    dst,
   });
 
   const cascadeWorkgroupsX = Math.ceil(cascadeDimX / 8);

From 1665fcb4f50068c7a045d7d48fb9f061bd0ab122 Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Fri, 10 Apr 2026 19:50:45 +0200
Subject: [PATCH 17/26] improve

---
 .../algorithms/jump-flood-distance/index.ts   |   8 +-
 packages/typegpu-sdf/src/jumpFlood.ts         | 180 ++++++++++--------
 packages/typegpu/src/tgsl/wgslGenerator.ts    |  25 +++
 3 files changed, 127 insertions(+), 86 deletions(-)

diff --git a/apps/typegpu-docs/src/examples/algorithms/jump-flood-distance/index.ts b/apps/typegpu-docs/src/examples/algorithms/jump-flood-distance/index.ts
index 468fba1c01..43ce547e53 100644
--- a/apps/typegpu-docs/src/examples/algorithms/jump-flood-distance/index.ts
+++ b/apps/typegpu-docs/src/examples/algorithms/jump-flood-distance/index.ts
@@ -180,8 +180,8 @@ const jumpFlood = root.createGuardedComputePipeline((x, y) => {
 
   let bestInsideCoord = d.vec2f(-1);
   let bestOutsideCoord = d.vec2f(-1);
-  let bestInsideDist = 1e20;
-  let bestOutsideDist = 1e20;
+  let bestInsideDist = d.f32(3.4 * 10 ** 38);
+  let bestOutsideDist = d.f32(3.4 * 10 ** 38);
 
   for (const dx of tgpu.unroll([-1, 0, 1])) {
     for (const dy of tgpu.unroll([-1, 0, 1])) {
@@ -242,8 +242,8 @@ const createDistanceField = root.createGuardedComputePipeline((x, y) => {
   const insideCoord = texel.xy;
   const outsideCoord = texel.zw;
 
-  let insideDist = 1e20;
-  let outsideDist = 1e20;
+  let insideDist = d.f32(3.4 * 10 ** 38);
+  let outsideDist = d.f32(3.4 * 10 ** 38);
 
   if (insideCoord.x >= 0) {
     insideDist = std.distance(pos, insideCoord.mul(d.vec2f(size)));
diff --git a/packages/typegpu-sdf/src/jumpFlood.ts b/packages/typegpu-sdf/src/jumpFlood.ts
index 79479153bf..5eff806b6d 100644
--- a/packages/typegpu-sdf/src/jumpFlood.ts
+++ b/packages/typegpu-sdf/src/jumpFlood.ts
@@ -34,6 +34,12 @@ const distWriteLayout = tgpu.bindGroupLayout({
   },
 });
 
+const finalizeReadLayout = tgpu.bindGroupLayout({
+  readView: {
+    storageTexture: d.textureStorage2d('rgba16uint', 'read-only'),
+  },
+});
+
 /**
  * Slot for the classify function that determines which pixels are "inside" for the SDF.
  * The function receives the pixel coordinate and texture size, and returns whether
@@ -68,17 +74,11 @@ const sampleWithOffset = (
     samplePos.x >= d.i32(dims.x) ||
     samplePos.y >= d.i32(dims.y);
 
-  const safePos = std.clamp(samplePos, d.vec2i(0), d.vec2i(dims.sub(1)));
-  const loaded = std.textureLoad(tex, safePos);
-
-  const inside = loaded.xy;
-  const outside = loaded.zw;
+  if (outOfBounds) {
+    return d.vec4u(INVALID_COORD);
+  }
 
-  const invalid = d.vec2u(INVALID_COORD);
-  return d.vec4u(
-    std.select(inside, invalid, outOfBounds),
-    std.select(outside, invalid, outOfBounds),
-  );
+  return std.textureLoad(tex, samplePos);
 };
 
 const offsetAccessor = tgpu.accessor(d.i32);
@@ -88,7 +88,7 @@ const initFromSeedCompute = tgpu.computeFn({
   in: { gid: d.builtin.globalInvocationId },
 })(({ gid }) => {
   const size = std.textureDimensions(initLayout.$.writeView);
-  if (std.any(std.ge(gid.xy, size))) {
+  if (gid.x >= size.x || gid.y >= size.y) {
     return;
   }
 
@@ -109,43 +109,45 @@ const jumpFloodCompute = tgpu.computeFn({
   workgroupSize: [8, 8],
   in: { gid: d.builtin.globalInvocationId },
 })(({ gid }) => {
+  'use gpu';
   const size = std.textureDimensions(pingPongLayout.$.readView);
-  if (std.any(std.ge(gid.xy, size))) {
+  if (gid.x >= size.x || gid.y >= size.y) {
     return;
   }
 
   const offset = offsetAccessor.$;
-  const pos = d.vec2f(gid.xy);
+  const pos = d.vec2i(gid.xy);
 
   const invalid = d.vec2u(INVALID_COORD);
   let bestInsideCoord = d.vec2u(invalid);
   let bestOutsideCoord = d.vec2u(invalid);
-  let bestInsideDist2 = d.f32(1e20); // squared distance
-  let bestOutsideDist2 = d.f32(1e20); // squared distance
 
-  for (let dy = -1; dy <= 1; dy++) {
-    for (let dx = -1; dx <= 1; dx++) {
+  let bestInsideDist2 = d.i32(2147483647);
+  let bestOutsideDist2 = d.i32(2147483647);
+
+  for (const dy of tgpu.unroll([-1, 0, 1])) {
+    for (const dx of tgpu.unroll([-1, 0, 1])) {
       const sample = sampleWithOffset(
         pingPongLayout.$.readView,
         size,
-        d.vec2i(gid.xy),
-        d.vec2i(dx * offset, dy * offset),
+        pos,
+        d.vec2i(dx, dy) * offset,
       );
 
-      // Check inside candidate (valid if not INVALID_COORD)
       if (sample.x !== INVALID_COORD) {
-        const deltaIn = pos.sub(d.vec2f(sample.xy));
-        const dist2 = std.dot(deltaIn, deltaIn);
+        const deltaIn = pos - d.vec2i(sample.xy);
+        const dist2 = deltaIn.x * deltaIn.x + deltaIn.y * deltaIn.y;
+
         if (dist2 < bestInsideDist2) {
           bestInsideDist2 = dist2;
           bestInsideCoord = d.vec2u(sample.xy);
         }
       }
 
-      // Check outside candidate (valid if not INVALID_COORD)
       if (sample.z !== INVALID_COORD) {
-        const deltaOut = pos.sub(d.vec2f(sample.zw));
-        const dist2 = std.dot(deltaOut, deltaOut);
+        const deltaOut = pos - d.vec2i(sample.zw);
+        const dist2 = deltaOut.x * deltaOut.x + deltaOut.y * deltaOut.y;
+
         if (dist2 < bestOutsideDist2) {
           bestOutsideDist2 = dist2;
           bestOutsideCoord = d.vec2u(sample.zw);
@@ -161,53 +163,70 @@ const jumpFloodCompute = tgpu.computeFn({
   );
 });
 
-const createDistanceFieldCompute = tgpu.computeFn({
+// Runs a final JFA pass at offset=1 and immediately computes the signed distance
+const finalizeCompute = tgpu.computeFn({
   workgroupSize: [8, 8],
   in: { gid: d.builtin.globalInvocationId },
 })(({ gid }) => {
-  const size = std.textureDimensions(pingPongLayout.$.readView);
-  if (std.any(std.ge(gid.xy, size))) {
+  'use gpu';
+  const size = std.textureDimensions(finalizeReadLayout.$.readView);
+  if (gid.x >= size.x || gid.y >= size.y) {
     return;
   }
 
-  const pos = d.vec2f(gid.xy);
-  const texel = std.textureLoad(pingPongLayout.$.readView, d.vec2i(gid.xy));
+  const pos = d.vec2i(gid.xy);
+  const invalid = d.vec2u(INVALID_COORD);
+  let bestInsideCoord = d.vec2u(invalid);
+  let bestOutsideCoord = d.vec2u(invalid);
+  let bestInsideDist2 = d.i32(2147483647);
+  let bestOutsideDist2 = d.i32(2147483647);
 
-  const insideCoord = texel.xy;
-  const outsideCoord = texel.zw;
+  for (const dy of tgpu.unroll([-1, 0, 1])) {
+    for (const dx of tgpu.unroll([-1, 0, 1])) {
+      const sample = sampleWithOffset(finalizeReadLayout.$.readView, size, pos, d.vec2i(dx, dy));
 
-  let insideDist = d.f32(1e20);
-  let outsideDist = d.f32(1e20);
+      if (sample.x !== INVALID_COORD) {
+        const deltaIn = pos - d.vec2i(sample.xy);
+        const dist2 = deltaIn.x * deltaIn.x + deltaIn.y * deltaIn.y;
 
-  // Compute distances in pixel space
-  if (insideCoord.x !== INVALID_COORD) {
-    insideDist = std.distance(pos, d.vec2f(insideCoord));
-  }
+        if (dist2 < bestInsideDist2) {
+          bestInsideDist2 = dist2;
+          bestInsideCoord = d.vec2u(sample.xy);
+        }
+      }
 
-  if (outsideCoord.x !== INVALID_COORD) {
-    outsideDist = std.distance(pos, d.vec2f(outsideCoord));
+      if (sample.z !== INVALID_COORD) {
+        const deltaOut = pos - d.vec2i(sample.zw);
+        const dist2 = deltaOut.x * deltaOut.x + deltaOut.y * deltaOut.y;
+
+        if (dist2 < bestOutsideDist2) {
+          bestOutsideDist2 = dist2;
+          bestOutsideCoord = d.vec2u(sample.zw);
+        }
+      }
+    }
   }
 
-  // Output signed distance in pixels
-  // Positive = outside (distance to nearest inside), Negative = inside (distance to nearest outside)
-  const signedDist = insideDist - outsideDist;
+  const posF = d.vec2f(gid.xy);
+  let insideDist = d.f32(3.4 * 10 ** 38);
+  let outsideDist = d.f32(3.4 * 10 ** 38);
+
+  if (bestInsideCoord.x !== INVALID_COORD) {
+    insideDist = std.distance(posF, d.vec2f(bestInsideCoord));
+  }
 
-  // Get SDF and color values from slots
-  const sdfValue = sdfSlot.$(gid.xy, size, signedDist, insideCoord, outsideCoord);
+  if (bestOutsideCoord.x !== INVALID_COORD) {
+    outsideDist = std.distance(posF, d.vec2f(bestOutsideCoord));
+  }
 
-  const colorValue = colorSlot.$(gid.xy, size, signedDist, insideCoord, outsideCoord);
+  const signedDist = insideDist - outsideDist;
+  const sdfValue = sdfSlot.$(gid.xy, size, signedDist, bestInsideCoord, bestOutsideCoord);
+  const colorValue = colorSlot.$(gid.xy, size, signedDist, bestInsideCoord, bestOutsideCoord);
 
   std.textureStore(distWriteLayout.$.sdfTexture, d.vec2i(gid.xy), d.vec4f(sdfValue, 0, 0, 0));
-
   std.textureStore(distWriteLayout.$.colorTexture, d.vec2i(gid.xy), colorValue);
 });
 
-type FloodTexture = TgpuTexture<{
-  size: [number, number];
-  format: 'rgba16uint';
-}> &
-  StorageFlag;
-
 export type SdfTexture = TgpuTexture<{
   size: [number, number];
   format: 'rgba16float';
@@ -277,34 +296,34 @@ export function createJumpFlood(options: JumpFloodOptions): JumpFloodExecutor {
   const { width, height } = size;
 
   // Create output textures
-  const sdfTexture = root['~unstable']
+  const sdfTexture = root
     .createTexture({
       size: [width, height],
       format: 'rgba16float',
     })
-    .$usage('storage', 'sampled') as SdfTexture;
+    .$usage('storage', 'sampled');
 
-  const colorTexture = root['~unstable']
+  const colorTexture = root
     .createTexture({
       size: [width, height],
       format: 'rgba8unorm',
     })
-    .$usage('storage', 'sampled') as ColorTexture;
+    .$usage('storage', 'sampled');
 
   // Create flood textures
-  const floodTextureA = root['~unstable']
+  const floodTextureA = root
     .createTexture({
       size: [width, height],
       format: 'rgba16uint',
     })
-    .$usage('storage') as FloodTexture;
+    .$usage('storage');
 
-  const floodTextureB = root['~unstable']
+  const floodTextureB = root
     .createTexture({
       size: [width, height],
       format: 'rgba16uint',
     })
-    .$usage('storage') as FloodTexture;
+    .$usage('storage');
 
   const offsetUniform = root.createUniform(d.i32);
 
@@ -316,10 +335,10 @@ export function createJumpFlood(options: JumpFloodOptions): JumpFloodExecutor {
     .with(offsetAccessor, offsetUniform)
     .createComputePipeline({ compute: jumpFloodCompute });
 
-  const createDistancePipeline = root
+  const finalizePipeline = root
     .with(sdfSlot, getSdf)
     .with(colorSlot, getColor)
-    .createComputePipeline({ compute: createDistanceFieldCompute });
+    .createComputePipeline({ compute: finalizeCompute });
 
   // Create bind groups
   const initBG = root.createBindGroup(initLayout, {
@@ -342,10 +361,21 @@ export function createJumpFlood(options: JumpFloodOptions): JumpFloodExecutor {
     colorTexture: colorTexture.createView(d.textureStorage2d('rgba8unorm', 'write-only')),
   });
 
+  const finalizeReadBGs = [
+    root.createBindGroup(finalizeReadLayout, {
+      readView: floodTextureA.createView(d.textureStorage2d('rgba16uint', 'read-only')),
+    }),
+    root.createBindGroup(finalizeReadLayout, {
+      readView: floodTextureB.createView(d.textureStorage2d('rgba16uint', 'read-only')),
+    }),
+  ];
+
   const workgroupsX = Math.ceil(width / 8);
   const workgroupsY = Math.ceil(height / 8);
   const maxDim = Math.max(width, height);
-  const maxRange = 1 << Math.floor(Math.log2(maxDim));
+
+  // Largest power-of-two strictly less than maxDim.
+  const maxRange = 2 ** Math.floor(Math.log2(Math.max(maxDim - 1, 1)));
 
   function destroy() {
     floodTextureA.destroy();
@@ -354,19 +384,6 @@ export function createJumpFlood(options: JumpFloodOptions): JumpFloodExecutor {
     colorTexture.destroy();
   }
 
-  // Determine which ping-pong texture contains the final result.
-  // After all iterations, sourceIdx will have been flipped, so compute it.
-  const iterationCount = (() => {
-    let count = 0;
-    let o = maxRange;
-    while (o >= 1) {
-      count++;
-      o = Math.floor(o / 2);
-    }
-    return count;
-  })();
-  const finalSourceIdx = iterationCount % 2 === 0 ? 0 : 1;
-
   function createExecutor(additionalBindGroups: TgpuBindGroup[] = []): JumpFloodExecutor {
     // Pre-cache pipeline+bindgroup combos to avoid re-chaining per frame.
     let prebuiltInitPipeline = initFromSeedPipeline.with(initBG);
@@ -382,8 +399,8 @@ export function createJumpFlood(options: JumpFloodOptions): JumpFloodExecutor {
       return p;
     });
 
-    const prebuiltDistPipelines = pingPongBGs.map((bg) => {
-      let p = createDistancePipeline.with(bg).with(distWriteBG);
+    const prebuiltFinalizePipelines = finalizeReadBGs.map((bg) => {
+      let p = finalizePipeline.with(bg).with(distWriteBG);
       for (const addBg of additionalBindGroups) {
         p = p.with(addBg);
       }
@@ -393,7 +410,6 @@ export function createJumpFlood(options: JumpFloodOptions): JumpFloodExecutor {
     function run() {
       prebuiltInitPipeline.dispatchWorkgroups(workgroupsX, workgroupsY);
 
-      // Run jump flood iterations
       let sourceIdx = 0;
       let offset = maxRange;
 
@@ -404,8 +420,8 @@ export function createJumpFlood(options: JumpFloodOptions): JumpFloodExecutor {
         offset = Math.floor(offset / 2);
       }
 
-      // Create final distance field
-      prebuiltDistPipelines[finalSourceIdx]?.dispatchWorkgroups(workgroupsX, workgroupsY);
+      // Finalize: JFA+1 at offset=1 fused with distance field output
+      prebuiltFinalizePipelines[sourceIdx]?.dispatchWorkgroups(workgroupsX, workgroupsY);
     }
 
     return {
diff --git a/packages/typegpu/src/tgsl/wgslGenerator.ts b/packages/typegpu/src/tgsl/wgslGenerator.ts
index b0b9f1e740..4fbcadf03d 100644
--- a/packages/typegpu/src/tgsl/wgslGenerator.ts
+++ b/packages/typegpu/src/tgsl/wgslGenerator.ts
@@ -323,6 +323,31 @@ ${this.ctx.pre}}`;
       // Logical/Binary/Assignment Expression
       const [exprType, lhs, op, rhs] = expression;
       const lhsExpr = this._expression(lhs);
+
+      // Short Circuit Evaluation
+      if ((op === '||' || op === '&&') && isKnownAtComptime(lhsExpr)) {
+        const evalRhs = op === '&&' ? !!lhsExpr.value : !lhsExpr.value;
+
+        if (!evalRhs) {
+          return snip(op === '||', bool, 'constant');
+        }
+
+        const rhsExpr = this._expression(rhs);
+
+        if (rhsExpr.dataType === UnknownData) {
+          throw new WgslTypeError(`Right-hand side of '${op}' is of unknown type`);
+        }
+
+        if (isKnownAtComptime(rhsExpr)) {
+          return snip(rhsExpr.value, bool, 'constant');
+        }
+
+        // we can skip lhs
+        const convRhs = tryConvertSnippet(this.ctx, rhsExpr, bool, false);
+        const rhsStr = this.ctx.resolve(convRhs.value, convRhs.dataType).value;
+        return snip(rhsStr, bool, 'runtime');
+      }
+
       const rhsExpr = this._expression(rhs);
 
       if (rhsExpr.value instanceof RefOperator) {

From 24fb17ccbe7b24f695895cbe87548fda217a7c39 Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Sat, 11 Apr 2026 00:52:09 +0200
Subject: [PATCH 18/26] typo

---
 packages/typegpu-radiance-cascades/src/cascades.ts | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/packages/typegpu-radiance-cascades/src/cascades.ts b/packages/typegpu-radiance-cascades/src/cascades.ts
index 690a8a0933..cc2f473f90 100644
--- a/packages/typegpu-radiance-cascades/src/cascades.ts
+++ b/packages/typegpu-radiance-cascades/src/cascades.ts
@@ -39,7 +39,7 @@ export function getCascadeDim(width: number, height: number) {
 export const sdfSlot = tgpu.slot<(uv: d.v2f) => number>();
 export const colorSlot = tgpu.slot<(uv: d.v2f) => d.v3f>();
 
-// Slot for SDF resolution to calculate proper texel-based eps/minStep (so we don't do reduntant sub-texel steps)
+// Slot for SDF resolution to calculate proper texel-based eps/minStep (so we don't do redundant sub-texel steps)
 export const sdfResolutionSlot = tgpu.slot<d.v2u>();
 
 export const RayMarchResult = d.struct({

From ceccef0e0a75b4712f790fd7761719a110255214 Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Fri, 24 Apr 2026 13:53:25 +0200
Subject: [PATCH 19/26] fixes

---
 .../rendering/radiance-compute/index.html     |  2 +-
 .../rendering/radiance-compute/index.ts       | 32 +++++++-------
 .../rendering/radiance-compute/scene.ts       |  9 ++--
 .../rendering/radiance-flood/index.ts         | 26 +++++------
 packages/typegpu-radiance-cascades/README.md  | 44 +++++++------------
 .../typegpu-radiance-cascades/package.json    |  6 +--
 .../typegpu-radiance-cascades/src/runner.ts   | 36 +--------------
 packages/typegpu-sdf/src/index.ts             |  2 +-
 packages/typegpu-sdf/src/jumpFlood.ts         |  9 ++--
 9 files changed, 58 insertions(+), 108 deletions(-)

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html
index aa8cc321b3..581d6789f8 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html
@@ -1 +1 @@
-<canvas></canvas>
+<canvas data-fit-to-container></canvas>
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
index 98a0cee521..1ef2cc1f02 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
@@ -1,8 +1,6 @@
 import * as sdf from '@typegpu/sdf';
-import tgpu from 'typegpu';
-import { fullScreenTriangle } from 'typegpu/common';
-import * as d from 'typegpu/data';
-import * as std from 'typegpu/std';
+import tgpu, { common, d, std } from 'typegpu';
+import { defineControls } from '../../common/defineControls.ts';
 import { DragController } from './drag-controller.ts';
 import { SceneData, sceneData, sceneDataAccess, sceneSDF, updateElementPosition } from './scene.ts';
 
@@ -16,7 +14,12 @@ context.configure({
   format: presentationFormat,
 });
 
-const OUTPUT_RESOLUTION: [number, number] = [canvas.width, canvas.height];
+const maxOutputResolution = 1024;
+const outputScale = Math.min(1, maxOutputResolution / Math.max(canvas.width, canvas.height));
+const OUTPUT_RESOLUTION: [number, number] = [
+  Math.max(1, Math.floor(canvas.width * outputScale)),
+  Math.max(1, Math.floor(canvas.height * outputScale)),
+];
 const LIGHTING_RESOLUTION = 0.35;
 
 const [outputProbesX, outputProbesY] = OUTPUT_RESOLUTION;
@@ -108,11 +111,6 @@ const cascadePassCompute = tgpu.computeFn({
   const raysDimActual = raysDimStored * 2;
   const rayCountActual = raysDimActual * raysDimActual;
 
-  if (dirStored.x >= raysDimStored || dirStored.y >= raysDimStored) {
-    std.textureStore(cascadePassBGL.$.dst, gid.xy, d.vec4f(0, 0, 0, 1));
-    return;
-  }
-
   const probePos = (d.vec2f(probe) + 0.5) / d.vec2f(probes);
   const cascadeProbesMinVal = d.f32(std.min(cascadeProbes.x, cascadeProbes.y));
   const interval0 = 1 / cascadeProbesMinVal;
@@ -124,7 +122,7 @@ const cascadePassCompute = tgpu.computeFn({
 
   let accum = d.vec4f();
 
-  for (let i = d.u32(0); i < 4; i++) {
+  for (const i of tgpu.unroll(std.range(4))) {
     const dirActual = dirStored * 2 + d.vec2u(i & 1, i >> 1);
     const rayIndex = d.f32(dirActual.y * raysDimActual + dirActual.x) + 0.5;
     const angle = (rayIndex / d.f32(rayCountActual)) * (Math.PI * 2) - Math.PI;
@@ -199,7 +197,7 @@ const buildRadianceFieldCompute = tgpu.computeFn({
   const baseSampleUV = probePixel * invCascadeDim;
 
   let sum = d.vec3f();
-  for (let i = d.u32(0); i < 4; i++) {
+  for (const i of tgpu.unroll(std.range(4))) {
     const offset = d.vec2f(d.f32(i & 1), d.f32(i >> 1)) * uvStride;
     sum += std.textureSampleLevel(
       buildRadianceFieldBGL.$.src,
@@ -401,7 +399,7 @@ const createOverlayDebugBG = (textureIndex: number) =>
 const overlayDebugBindGroups = [createOverlayDebugBG(0), createOverlayDebugBG(1)];
 
 const renderPipeline = root.createRenderPipeline({
-  vertex: fullScreenTriangle,
+  vertex: common.fullScreenTriangle,
   fragment: overlayFrag,
 });
 
@@ -425,6 +423,8 @@ const onDrag = (id: string, position: d.v2f) => {
 
 const dragController = new DragController(canvas, onDrag, onDrag);
 
+// #region Example controls and cleanup
+
 export function onCleanup() {
   dragController.destroy();
   if (frameId !== null) {
@@ -433,7 +433,7 @@ export function onCleanup() {
   root.destroy();
 }
 
-export const controls = {
+export const controls = defineControls({
   'Show Overlay': {
     initial: false,
     onToggleChange: (value: boolean) => {
@@ -450,4 +450,6 @@ export const controls = {
       debugLayer = value;
     },
   },
-};
+});
+
+// #endregion
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/scene.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/scene.ts
index e255e84d33..a002a37f90 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/scene.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/scene.ts
@@ -1,6 +1,5 @@
-import tgpu from 'typegpu';
-import * as d from 'typegpu/data';
 import * as sdf from '@typegpu/sdf';
+import tgpu, { d } from 'typegpu';
 
 export interface SceneElement<T extends 'box' | 'disk'> {
   id: string;
@@ -124,8 +123,7 @@ export const sceneSDF = (p: d.v2f) => {
   let minDist = d.f32(2e31);
   let color = d.vec3f();
 
-  for (let i = 0; i < scene.disks.length; i++) {
-    const disk = scene.disks[i];
+  for (const disk of scene.disks) {
     const dist = sdf.sdDisk(p - disk.pos, disk.radius);
 
     if (dist < minDist) {
@@ -134,8 +132,7 @@ export const sceneSDF = (p: d.v2f) => {
     }
   }
 
-  for (let i = 0; i < scene.boxes.length; i++) {
-    const box = scene.boxes[i];
+  for (const box of scene.boxes) {
     const dist = sdf.sdBox2d(p - box.pos, box.size);
 
     if (dist < minDist) {
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
index 13d4f8323e..34aa834ea8 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
@@ -1,9 +1,7 @@
 import * as rc from '@typegpu/radiance-cascades';
 import * as sdf from '@typegpu/sdf';
-import tgpu from 'typegpu';
-import { fullScreenTriangle } from 'typegpu/common';
-import * as d from 'typegpu/data';
-import * as std from 'typegpu/std';
+import tgpu, { common, d, std } from 'typegpu';
+import { defineControls } from '../../common/defineControls.ts';
 
 const root = await tgpu.init();
 
@@ -179,7 +177,7 @@ const displayFragment = tgpu.fragmentFn({
 });
 
 const displayPipeline = root.createRenderPipeline({
-  vertex: fullScreenTriangle,
+  vertex: common.fullScreenTriangle,
   fragment: displayFragment,
   targets: { format: presentationFormat },
 });
@@ -231,20 +229,16 @@ function frame() {
     sceneDirty = false;
   }
 
-  displayPipeline
-    .withColorAttachment({
-      view: context.getCurrentTexture().createView(),
-      loadOp: 'clear',
-      storeOp: 'store',
-    })
-    .draw(3);
+  displayPipeline.withColorAttachment({ view: context }).draw(3);
 
   frameId = requestAnimationFrame(frame);
 }
 
-export const controls = {
+// #region Example controls and cleanup
+
+export const controls = defineControls({
   'Light Color': {
-    initial: [1, 0.9, 0.7],
+    initial: d.vec3f(1, 0.9, 0.7),
     onColorChange(rgb: readonly [number, number, number]) {
       paramsUniform.writePartial({
         lightColor: d.vec3f(...rgb),
@@ -275,9 +269,11 @@ export const controls = {
       sceneDirty = true;
     },
   },
-};
+});
 
 export function onCleanup() {
   cancelAnimationFrame(frameId);
   root.destroy();
 }
+
+// #endregion
diff --git a/packages/typegpu-radiance-cascades/README.md b/packages/typegpu-radiance-cascades/README.md
index 4f9f750ee8..a39aee9242 100644
--- a/packages/typegpu-radiance-cascades/README.md
+++ b/packages/typegpu-radiance-cascades/README.md
@@ -1,37 +1,27 @@
 <div align="center">
 
-# @typegpu/three
-
-🚧 **Under Construction** 🚧
+# @typegpu/radiance-cascades
 
 </div>
 
-A helper library for using TypeGPU with Three.js.
+A helper library for computing 2D radiance cascades with TypeGPU.
 
 ```ts
-import * as TSL from 'three/tsl';
-import * as t3 from '@typegpu/three';
-import { fract } from 'typegpu/std';
-
-const material1 = new THREE.MeshBasicNodeMaterial();
-const pattern = TSL.texture(detailMap, TSL.uv().mul(10));
-// `fromTSL` can be used to access any TSL node from a TypeGPU function
-const patternAccess = t3.fromTSL(pattern, d.vec4f);
-material1.colorNode = t3.toTSL(() => {
-  'use gpu';
-  return patternAccess.$;
+import { createRadianceCascades } from '@typegpu/radiance-cascades';
+
+const runner = createRadianceCascades({
+  root,
+  size: { width, height },
+  sdfResolution: { width: sdfWidth, height: sdfHeight },
+  sdf: (uv) => {
+    'use gpu';
+    return sampleSdf(uv);
+  },
+  color: (uv) => {
+    'use gpu';
+    return sampleColor(uv);
+  },
 });
 
-const material2 = new THREE.MeshBasicNodeMaterial();
-material2.colorNode = t3.toTSL(() => {
-  'use gpu';
-  // Many builtin TSL nodes are already reexported as `accessors`
-  const uv = t3.uv().$;
-
-  if (uv.x < 0.5) {
-    return d.vec4f(fract(uv.mul(4)), 0, 1);
-  }
-
-  return d.vec4f(1, 0, 0, 1);
-});
+runner.run();
 ```
diff --git a/packages/typegpu-radiance-cascades/package.json b/packages/typegpu-radiance-cascades/package.json
index 689c229de5..714408c9ec 100644
--- a/packages/typegpu-radiance-cascades/package.json
+++ b/packages/typegpu-radiance-cascades/package.json
@@ -1,6 +1,7 @@
 {
   "name": "@typegpu/radiance-cascades",
-  "version": "0.9.0",
+  "version": "0.11.0",
+  "private": true,
   "description": "Radiance Cascades implementation for TypeGPU",
   "keywords": [],
   "license": "MIT",
@@ -22,7 +23,6 @@
       }
     },
     "linkDirectory": false,
-    "main": "./dist/index.mjs",
     "types": "./dist/index.d.ts"
   },
   "scripts": {
@@ -39,6 +39,6 @@
     "unplugin-typegpu": "workspace:*"
   },
   "peerDependencies": {
-    "typegpu": "^0.9.0"
+    "typegpu": "workspace:^"
   }
 }
diff --git a/packages/typegpu-radiance-cascades/src/runner.ts b/packages/typegpu-radiance-cascades/src/runner.ts
index 40b38fddc6..8953f53c8d 100644
--- a/packages/typegpu-radiance-cascades/src/runner.ts
+++ b/packages/typegpu-radiance-cascades/src/runner.ts
@@ -42,7 +42,7 @@ type CascadesOptions = {
     eps: number,
     minStep: number,
     bias: number,
-  ) => d.Infer<typeof RayMarchResult>;
+  ) => d.InferGPU<typeof RayMarchResult>;
   output?: OutputTexture;
   size?: { width: number; height: number };
 };
@@ -107,40 +107,6 @@ export function createRadianceCascades(options: CascadesOptions): RadianceCascad
   const cascadeProbesX = cascadeDimX / 2;
   const cascadeProbesY = cascadeDimY / 2;
 
-  console.debug('[radiance-cascades] config:', {
-    output: `${outputWidth}x${outputHeight}`,
-    cascadeDim: `${cascadeDimX}x${cascadeDimY}`,
-    probes: `${cascadeProbesX}x${cascadeProbesY}`,
-    cascadeCount: cascadeAmount,
-    sdfResolution: `${sdfResolution.width}x${sdfResolution.height}`,
-    textureMemory: `${((cascadeDimX * cascadeDimY * cascadeAmount * 8 * 2) / (1024 * 1024)).toFixed(
-      1,
-    )} MB (2x cascade textures)`,
-    dispatchesPerRun: `${cascadeAmount} cascade + 1 build = ${cascadeAmount + 1}`,
-    workgroupsPerCascadeDispatch: `${Math.ceil(cascadeDimX / 8)}x${Math.ceil(
-      cascadeDimY / 8,
-    )} = ${Math.ceil(cascadeDimX / 8) * Math.ceil(cascadeDimY / 8)}`,
-    workgroupsPerBuildDispatch: `${Math.ceil(outputWidth / 8)}x${Math.ceil(
-      outputHeight / 8,
-    )} = ${Math.ceil(outputWidth / 8) * Math.ceil(outputHeight / 8)}`,
-  });
-
-  // Log per-layer probe/ray breakdown
-  for (let l = 0; l < cascadeAmount; l++) {
-    const probesX = Math.max(cascadeProbesX >> l, 1);
-    const probesY = Math.max(cascadeProbesY >> l, 1);
-    const raysDimStored = 2 << l;
-    const raysDimActual = raysDimStored * 2;
-    const usedX = probesX * raysDimStored;
-    const usedY = probesY * raysDimStored;
-    console.debug(
-      `  layer ${l}: probes=${probesX}x${probesY}, rays=${raysDimActual}x${raysDimActual} (stored ${raysDimStored}x${raysDimStored}), used=${usedX}x${usedY} of ${cascadeDimX}x${cascadeDimY} (${(
-        ((usedX * usedY) / (cascadeDimX * cascadeDimY)) *
-        100
-      ).toFixed(0)}%)`,
-    );
-  }
-
   const cascadeTextureA = root
     .createTexture({
       size: [cascadeDimX, cascadeDimY, cascadeAmount],
diff --git a/packages/typegpu-sdf/src/index.ts b/packages/typegpu-sdf/src/index.ts
index 78c978ca1b..97c2bb6ef7 100644
--- a/packages/typegpu-sdf/src/index.ts
+++ b/packages/typegpu-sdf/src/index.ts
@@ -20,4 +20,4 @@ export {
 } from './operators.ts';
 
 export { classifySlot, createJumpFlood } from './jumpFlood.ts';
-export type { ColorTexture, JumpFloodExecutor, SdfTexture } from './jumpFlood.ts';
+export * as JumpFlood from './jumpFlood.ts';
diff --git a/packages/typegpu-sdf/src/jumpFlood.ts b/packages/typegpu-sdf/src/jumpFlood.ts
index 5eff806b6d..d7ad5bb16c 100644
--- a/packages/typegpu-sdf/src/jumpFlood.ts
+++ b/packages/typegpu-sdf/src/jumpFlood.ts
@@ -241,19 +241,18 @@ export type ColorTexture = TgpuTexture<{
   StorageFlag &
   SampledFlag;
 
-export type JumpFloodExecutor = {
+export type Executor = {
   /** Run the jump flood algorithm. */
   run(): void;
   /** The SDF output texture (r32float). */
   readonly sdfOutput: SdfTexture;
   /** The color output texture (rgba8unorm). */
   readonly colorOutput: ColorTexture;
-  /** Clean up GPU resources created by this executor. */
   /**
    * Returns a new executor with the additional bind group attached.
    * Use this to pass resources needed by custom classify or getter functions.
    */
-  with(bindGroup: TgpuBindGroup): JumpFloodExecutor;
+  with(bindGroup: TgpuBindGroup): Executor;
   /** Clean up GPU resources created by this executor. */
   destroy(): void;
 };
@@ -291,7 +290,7 @@ type JumpFloodOptions = {
 /**
  * Create a Jump Flood Algorithm executor with separate SDF and color output textures.
  */
-export function createJumpFlood(options: JumpFloodOptions): JumpFloodExecutor {
+export function createJumpFlood(options: JumpFloodOptions): Executor {
   const { root, size, classify, getSdf, getColor } = options;
   const { width, height } = size;
 
@@ -384,7 +383,7 @@ export function createJumpFlood(options: JumpFloodOptions): JumpFloodExecutor {
     colorTexture.destroy();
   }
 
-  function createExecutor(additionalBindGroups: TgpuBindGroup[] = []): JumpFloodExecutor {
+  function createExecutor(additionalBindGroups: TgpuBindGroup[] = []): Executor {
     // Pre-cache pipeline+bindgroup combos to avoid re-chaining per frame.
     let prebuiltInitPipeline = initFromSeedPipeline.with(initBG);
     for (const bg of additionalBindGroups) {

From 75077b358fc4ffe93145ac9303cd07a391129917 Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Sat, 25 Apr 2026 00:50:02 +0200
Subject: [PATCH 20/26] example AA, resize logic and mobile controls

---
 .../radiance-compute/drag-controller.ts       |  81 +++++--
 .../rendering/radiance-compute/index.html     |   2 +-
 .../rendering/radiance-compute/index.ts       | 216 ++++++++++++------
 .../radiance-flood/drawInteraction.ts         | 180 +++++++++++++++
 .../rendering/radiance-flood/index.html       |   2 +-
 .../rendering/radiance-flood/index.ts         | 106 ++++-----
 6 files changed, 429 insertions(+), 158 deletions(-)
 create mode 100644 apps/typegpu-docs/src/examples/rendering/radiance-flood/drawInteraction.ts

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/drag-controller.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/drag-controller.ts
index 7c0523ead2..f86b983c38 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/drag-controller.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/drag-controller.ts
@@ -47,22 +47,26 @@ export class DragController {
   }
 
   private setupEventListeners() {
-    this.canvas.addEventListener('mousedown', this.onMouseDown);
-    this.canvas.addEventListener('mousemove', this.onMouseMove);
-    this.canvas.addEventListener('mouseup', this.onMouseUp);
-    this.canvas.addEventListener('mouseleave', this.onMouseLeave);
+    this.canvas.addEventListener('mousedown', this.onMouseDown.bind(this));
+    this.canvas.addEventListener('mousemove', this.onMouseMove.bind(this));
+    this.canvas.addEventListener('mouseup', this.onMouseUp.bind(this));
+    this.canvas.addEventListener('mouseleave', this.onMouseLeave.bind(this));
+    this.canvas.addEventListener('touchstart', this.onTouchStart.bind(this), { passive: false });
+    this.canvas.addEventListener('touchmove', this.onTouchMove.bind(this), { passive: false });
+    this.canvas.addEventListener('touchend', this.onTouchEnd.bind(this));
+    this.canvas.addEventListener('touchcancel', this.onTouchEnd.bind(this));
   }
 
-  private onMouseDown = (e: MouseEvent) => {
+  private onMouseDown(e: MouseEvent) {
     const target = this.hitTest(e.clientX, e.clientY);
     if (target) {
       this.isDragging = true;
       this.draggedElement = target;
       this.canvas.style.cursor = 'grabbing';
     }
-  };
+  }
 
-  private onMouseMove = (e: MouseEvent) => {
+  private onMouseMove(e: MouseEvent) {
     if (!this.isDragging || !this.draggedElement) {
       const target = this.hitTest(e.clientX, e.clientY);
       this.canvas.style.cursor = target ? 'grab' : 'default';
@@ -71,9 +75,9 @@ export class DragController {
 
     const newPos = this.canvasToUV(e.clientX, e.clientY);
     this.onDragMove(this.draggedElement.id, newPos);
-  };
+  }
 
-  private onMouseUp = (e: MouseEvent) => {
+  private onMouseUp(e: MouseEvent) {
     if (this.isDragging && this.draggedElement) {
       const finalPos = this.canvasToUV(e.clientX, e.clientY);
       this.onDragEnd(this.draggedElement.id, finalPos);
@@ -83,20 +87,65 @@ export class DragController {
       const target = this.hitTest(e.clientX, e.clientY);
       this.canvas.style.cursor = target ? 'grab' : 'default';
     }
-  };
+  }
 
-  private onMouseLeave = () => {
+  private onMouseLeave() {
     if (this.isDragging) {
       this.isDragging = false;
       this.draggedElement = null;
       this.canvas.style.cursor = 'default';
     }
-  };
+  }
+
+  private touchPoint(e: TouchEvent): Touch | null {
+    return e.touches[0] ?? e.changedTouches[0] ?? null;
+  }
+
+  private onTouchStart(e: TouchEvent) {
+    const touch = this.touchPoint(e);
+    if (!touch) {
+      return;
+    }
+
+    const target = this.hitTest(touch.clientX, touch.clientY);
+    if (target) {
+      e.preventDefault();
+      this.isDragging = true;
+      this.draggedElement = target;
+    }
+  }
+
+  private onTouchMove(e: TouchEvent) {
+    if (!this.isDragging || !this.draggedElement) {
+      return;
+    }
+
+    const touch = this.touchPoint(e);
+    if (!touch) {
+      return;
+    }
+
+    e.preventDefault();
+    const newPos = this.canvasToUV(touch.clientX, touch.clientY);
+    this.onDragMove(this.draggedElement.id, newPos);
+  }
+
+  private onTouchEnd(e: TouchEvent) {
+    if (!this.isDragging || !this.draggedElement) {
+      return;
+    }
+
+    const touch = this.touchPoint(e);
+    if (touch) {
+      const finalPos = this.canvasToUV(touch.clientX, touch.clientY);
+      this.onDragEnd(this.draggedElement.id, finalPos);
+    }
+
+    this.isDragging = false;
+    this.draggedElement = null;
+  }
 
   destroy() {
-    this.canvas.removeEventListener('mousedown', this.onMouseDown);
-    this.canvas.removeEventListener('mousemove', this.onMouseMove);
-    this.canvas.removeEventListener('mouseup', this.onMouseUp);
-    this.canvas.removeEventListener('mouseleave', this.onMouseLeave);
+    this.canvas.style.cursor = 'default';
   }
 }
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html
index 581d6789f8..aa8cc321b3 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html
@@ -1 +1 @@
-<canvas data-fit-to-container></canvas>
+<canvas></canvas>
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
index 1ef2cc1f02..5539e70a3f 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
@@ -14,48 +14,54 @@ context.configure({
   format: presentationFormat,
 });
 
-const maxOutputResolution = 1024;
-const outputScale = Math.min(1, maxOutputResolution / Math.max(canvas.width, canvas.height));
-const OUTPUT_RESOLUTION: [number, number] = [
-  Math.max(1, Math.floor(canvas.width * outputScale)),
-  Math.max(1, Math.floor(canvas.height * outputScale)),
-];
 const LIGHTING_RESOLUTION = 0.35;
+const maxOutputResolution = 1024;
 
-const [outputProbesX, outputProbesY] = OUTPUT_RESOLUTION;
-const aspect = outputProbesX / outputProbesY;
+function getCascadeDimensions() {
+  const outputProbes = Math.max(1, Math.floor(Math.min(canvas.width, maxOutputResolution)));
+  const diagonal = outputProbes * Math.SQRT2;
+  const optimalProbes = diagonal * LIGHTING_RESOLUTION;
+  const cascadeProbes = 2 ** Math.round(Math.log2(optimalProbes));
+
+  return {
+    outputProbes,
+    cascadeProbes,
+    cascadeDim: cascadeProbes * 2,
+  };
+}
 
-const diagonal = Math.sqrt(outputProbesX ** 2 + outputProbesY ** 2);
-const optimalProbes = diagonal * LIGHTING_RESOLUTION;
-const cascadeProbesMin = 2 ** Math.round(Math.log2(optimalProbes));
-const cascadeProbesX = aspect >= 1 ? Math.round(cascadeProbesMin * aspect) : cascadeProbesMin;
-const cascadeProbesY = aspect >= 1 ? cascadeProbesMin : Math.round(cascadeProbesMin / aspect);
-const cascadeDimX = cascadeProbesX * 2;
-const cascadeDimY = cascadeProbesY * 2;
+let dimensions = getCascadeDimensions();
 
-const interval0 = 1 / cascadeProbesMin;
+const interval0 = 1 / dimensions.cascadeProbes;
 const maxIntervalStart = 1.5;
 const cascadeAmount = Math.ceil(Math.log2((maxIntervalStart * 3) / interval0 + 1) / 2);
 
-const cascadeTextures = Array.from({ length: 2 }, () =>
-  root
+function createCascadeTextures() {
+  return Array.from({ length: 2 }, () =>
+    root
+      .createTexture({
+        size: [dimensions.cascadeDim, dimensions.cascadeDim, cascadeAmount],
+        format: 'rgba16float',
+      })
+      .$usage('storage', 'sampled'),
+  );
+}
+
+function createRadianceFieldTexture() {
+  return root
     .createTexture({
-      size: [cascadeDimX, cascadeDimY, cascadeAmount],
+      size: [dimensions.outputProbes, dimensions.outputProbes],
       format: 'rgba16float',
     })
-    .$usage('storage', 'sampled'),
-);
+    .$usage('storage', 'sampled');
+}
 
-const radianceFieldTex = root
-  .createTexture({
-    size: [outputProbesX, outputProbesY],
-    format: 'rgba16float',
-  })
-  .$usage('storage', 'sampled');
+let cascadeTextures = createCascadeTextures();
+let radianceFieldTex = createRadianceFieldTexture();
 
-const radianceFieldView = radianceFieldTex.createView(d.texture2d());
+let radianceFieldView = radianceFieldTex.createView(d.texture2d());
 
-const radianceFieldStoreView = radianceFieldTex.createView(d.textureStorage2d('rgba16float'));
+let radianceFieldStoreView = radianceFieldTex.createView(d.textureStorage2d('rgba16float'));
 
 const buildRadianceFieldBGL = tgpu.bindGroupLayout({
   src: { texture: d.texture2d(d.f32) },
@@ -63,7 +69,7 @@ const buildRadianceFieldBGL = tgpu.bindGroupLayout({
   dst: { storageTexture: d.textureStorage2d('rgba16float') },
 });
 
-const outputProbesUniform = root.createUniform(d.vec2u, d.vec2u(outputProbesX, outputProbesY));
+const outputProbesUniform = root.createUniform(d.vec2u, d.vec2u(dimensions.outputProbes));
 
 const radianceSampler = root.createSampler({
   magFilter: 'linear',
@@ -74,8 +80,8 @@ const sceneDataUniform = root.createUniform(SceneData, sceneData);
 
 const cascadeIndexUniform = root.createUniform(d.u32);
 const probesUniform = root.createUniform(d.vec2u);
-const cascadeDimUniform = root.createUniform(d.vec2u, d.vec2u(cascadeDimX, cascadeDimY));
-const cascadeProbesUniform = root.createUniform(d.vec2u, d.vec2u(cascadeProbesX, cascadeProbesY));
+const cascadeDimUniform = root.createUniform(d.vec2u, d.vec2u(dimensions.cascadeDim));
+const cascadeProbesUniform = root.createUniform(d.vec2u, d.vec2u(dimensions.cascadeProbes));
 
 const overlayEnabledUniform = root.createUniform(d.u32, 0);
 const overlayDebugCascadeUniform = root.createUniform(d.u32, 0);
@@ -112,13 +118,13 @@ const cascadePassCompute = tgpu.computeFn({
   const rayCountActual = raysDimActual * raysDimActual;
 
   const probePos = (d.vec2f(probe) + 0.5) / d.vec2f(probes);
-  const cascadeProbesMinVal = d.f32(std.min(cascadeProbes.x, cascadeProbes.y));
-  const interval0 = 1 / cascadeProbesMinVal;
+  const cascadeProbesVal = d.f32(cascadeProbes.x);
+  const interval0 = 1 / cascadeProbesVal;
   const pow4 = d.f32(1 << (layer * 2));
   const startUv = (interval0 * (pow4 - 1)) / 3;
   const endUv = startUv + interval0 * pow4;
-  const eps = 0.5 / cascadeProbesMinVal;
-  const minStep = 0.25 / cascadeProbesMinVal;
+  const eps = 0.5 / cascadeProbesVal;
+  const minStep = 0.25 / cascadeProbesVal;
 
   let accum = d.vec4f();
 
@@ -233,7 +239,13 @@ const overlayFrag = tgpu.fragmentFn({
 })(({ uv }) => {
   'use gpu';
   const field = std.textureSample(radianceFieldView.$, radianceSampler.$, uv).xyz;
-  const baseColor = ACESFilm(std.saturate(field));
+  const sceneHit = sceneSDF(uv);
+  const fieldColor = ACESFilm(std.saturate(field));
+  const surfaceColor = ACESFilm(std.saturate(sceneHit.color));
+  const fieldTexel = 1 / d.f32(std.textureDimensions(radianceFieldView.$).x);
+  const edgeWidth = std.max(std.fwidth(sceneHit.dist), fieldTexel);
+  const surfaceAlpha = 1 - std.smoothstep(-edgeWidth, edgeWidth, sceneHit.dist);
+  const baseColor = std.mix(fieldColor, surfaceColor, surfaceAlpha);
 
   if (overlayEnabledUniform.$ === 0) {
     return d.vec4f(baseColor, 1);
@@ -248,11 +260,11 @@ const overlayFrag = tgpu.fragmentFn({
   const raysDimStored = d.u32(2) << debugLayer;
   const raysDimActual = raysDimStored * 2;
   const rayCountActual = raysDimActual * raysDimActual;
-  const cascadeProbesMinVal = d.f32(std.min(cascadeProbes.x, cascadeProbes.y));
-  const interval0 = 1 / cascadeProbesMinVal;
+  const cascadeProbesVal = d.f32(cascadeProbes.x);
+  const interval0 = 1 / cascadeProbesVal;
   const pow4 = d.f32(d.u32(1) << (debugLayer * 2));
   const endUv = (interval0 * (pow4 - 1)) / 3 + interval0 * pow4;
-  const probeSpacing = std.min(1 / probes.x, 1 / probes.y);
+  const probeSpacing = 1 / probes.x;
   const probeRadius = std.max(probeSpacing * 0.08, 0.002);
   const rayThickness = std.max(probeSpacing * 0.03, 0.001);
 
@@ -327,30 +339,34 @@ const cascadePassPipeline = root
   .with(sceneDataAccess, sceneDataUniform)
   .createComputePipeline({ compute: cascadePassCompute });
 
-const cascadePassBindGroups = Array.from({ length: cascadeAmount }, (_, layer) => {
-  const writeToA = (cascadeAmount - 1 - layer) % 2 === 0;
-  const dstTexture = cascadeTextures[writeToA ? 0 : 1];
-  const srcTexture = cascadeTextures[writeToA ? 1 : 0];
-
-  return root.createBindGroup(cascadePassBGL, {
-    upper: srcTexture.createView(d.texture2d(d.f32), {
-      baseArrayLayer: Math.min(layer + 1, cascadeAmount - 1),
-      arrayLayerCount: 1,
-    }),
-    upperSampler: cascadeSampler,
-    dst: dstTexture.createView(d.textureStorage2d('rgba16float', 'write-only'), {
-      baseArrayLayer: layer,
-      arrayLayerCount: 1,
-    }),
+function createCascadePassBindGroups() {
+  return Array.from({ length: cascadeAmount }, (_, layer) => {
+    const writeToA = (cascadeAmount - 1 - layer) % 2 === 0;
+    const dstTexture = cascadeTextures[writeToA ? 0 : 1];
+    const srcTexture = cascadeTextures[writeToA ? 1 : 0];
+
+    return root.createBindGroup(cascadePassBGL, {
+      upper: srcTexture.createView(d.texture2d(d.f32), {
+        baseArrayLayer: Math.min(layer + 1, cascadeAmount - 1),
+        arrayLayerCount: 1,
+      }),
+      upperSampler: cascadeSampler,
+      dst: dstTexture.createView(d.textureStorage2d('rgba16float', 'write-only'), {
+        baseArrayLayer: layer,
+        arrayLayerCount: 1,
+      }),
+    });
   });
-});
+}
+
+let cascadePassBindGroups = createCascadePassBindGroups();
 
 const buildRadianceFieldPipeline = root.createComputePipeline({
   compute: buildRadianceFieldCompute,
 });
 
-const createBuildRadianceFieldBG = (textureIndex: number) =>
-  root.createBindGroup(buildRadianceFieldBGL, {
+function createBuildRadianceFieldBG(textureIndex: number) {
+  return root.createBindGroup(buildRadianceFieldBGL, {
     src: cascadeTextures[textureIndex].createView(d.texture2d(d.f32), {
       baseArrayLayer: 0,
       arrayLayerCount: 1,
@@ -358,8 +374,9 @@ const createBuildRadianceFieldBG = (textureIndex: number) =>
     srcSampler: cascadeSampler,
     dst: radianceFieldStoreView,
   });
+}
 
-const buildRadianceFieldBindGroups = [createBuildRadianceFieldBG(0), createBuildRadianceFieldBG(1)];
+let buildRadianceFieldBindGroups = [createBuildRadianceFieldBG(0), createBuildRadianceFieldBG(1)];
 
 function buildRadianceField() {
   const cascade0InA = (cascadeAmount - 1) % 2 === 0;
@@ -367,20 +384,25 @@ function buildRadianceField() {
 
   buildRadianceFieldPipeline
     .with(buildRadianceFieldBG)
-    .dispatchWorkgroups(Math.ceil(outputProbesX / 8), Math.ceil(outputProbesY / 8));
+    .dispatchWorkgroups(
+      Math.ceil(dimensions.outputProbes / 8),
+      Math.ceil(dimensions.outputProbes / 8),
+    );
 }
 
 function runCascadesTopDown() {
   for (let layer = cascadeAmount - 1; layer >= 0; layer--) {
-    const probesX = cascadeProbesX >> layer;
-    const probesY = cascadeProbesY >> layer;
+    const probes = Math.max(1, dimensions.cascadeProbes >> layer);
 
     cascadeIndexUniform.write(layer);
-    probesUniform.write(d.vec2u(probesX, probesY));
+    probesUniform.write(d.vec2u(probes));
 
     cascadePassPipeline
       .with(cascadePassBindGroups[layer])
-      .dispatchWorkgroups(Math.ceil(cascadeDimX / 8), Math.ceil(cascadeDimY / 8));
+      .dispatchWorkgroups(
+        Math.ceil(dimensions.cascadeDim / 8),
+        Math.ceil(dimensions.cascadeDim / 8),
+      );
   }
 }
 
@@ -390,23 +412,60 @@ function updateLighting() {
 }
 updateLighting();
 
-const createOverlayDebugBG = (textureIndex: number) =>
-  root.createBindGroup(overlayDebugBGL, {
+function createOverlayDebugBG(textureIndex: number) {
+  return root.createBindGroup(overlayDebugBGL, {
     cascadeTex: cascadeTextures[textureIndex].createView(d.texture2dArray(d.f32)),
     cascadeSampler: cascadeSampler,
   });
+}
 
-const overlayDebugBindGroups = [createOverlayDebugBG(0), createOverlayDebugBG(1)];
+let overlayDebugBindGroups = [createOverlayDebugBG(0), createOverlayDebugBG(1)];
 
-const renderPipeline = root.createRenderPipeline({
-  vertex: common.fullScreenTriangle,
-  fragment: overlayFrag,
-});
+function createRenderPipeline() {
+  return root.with(sceneDataAccess, sceneDataUniform).createRenderPipeline({
+    vertex: common.fullScreenTriangle,
+    fragment: overlayFrag,
+  });
+}
+
+let renderPipeline = createRenderPipeline();
 
 let frameId: number;
 let debugLayer = 0;
 
-async function frame() {
+function updateCascadeDimensions() {
+  dimensions = getCascadeDimensions();
+
+  outputProbesUniform.write(d.vec2u(dimensions.outputProbes));
+  cascadeDimUniform.write(d.vec2u(dimensions.cascadeDim));
+  cascadeProbesUniform.write(d.vec2u(dimensions.cascadeProbes));
+}
+
+function destroySizedResources() {
+  for (const texture of cascadeTextures) {
+    texture.destroy();
+  }
+  radianceFieldTex.destroy();
+}
+
+function recreateSizedResources() {
+  destroySizedResources();
+  updateCascadeDimensions();
+
+  cascadeTextures = createCascadeTextures();
+  radianceFieldTex = createRadianceFieldTexture();
+  radianceFieldView = radianceFieldTex.createView(d.texture2d());
+  radianceFieldStoreView = radianceFieldTex.createView(d.textureStorage2d('rgba16float'));
+
+  cascadePassBindGroups = createCascadePassBindGroups();
+  buildRadianceFieldBindGroups = [createBuildRadianceFieldBG(0), createBuildRadianceFieldBG(1)];
+  overlayDebugBindGroups = [createOverlayDebugBG(0), createOverlayDebugBG(1)];
+  renderPipeline = createRenderPipeline();
+
+  updateLighting();
+}
+
+function frame() {
   const writeToA = (cascadeAmount - 1 - debugLayer) % 2 === 0;
   const overlayDebugBG = overlayDebugBindGroups[writeToA ? 0 : 1];
 
@@ -415,18 +474,27 @@ async function frame() {
 }
 frameId = requestAnimationFrame(frame);
 
-const onDrag = (id: string, position: d.v2f) => {
+function onDrag(id: string, position: d.v2f) {
   updateElementPosition(id, position);
   sceneDataUniform.write(sceneData);
   updateLighting();
-};
+}
 
 const dragController = new DragController(canvas, onDrag, onDrag);
 
 // #region Example controls and cleanup
 
+let resizeTimeout: ReturnType<typeof setTimeout>;
+const resizeObserver = new ResizeObserver(() => {
+  clearTimeout(resizeTimeout);
+  resizeTimeout = setTimeout(recreateSizedResources, 100);
+});
+resizeObserver.observe(canvas);
+
 export function onCleanup() {
   dragController.destroy();
+  resizeObserver.disconnect();
+  clearTimeout(resizeTimeout);
   if (frameId !== null) {
     cancelAnimationFrame(frameId);
   }
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/drawInteraction.ts b/apps/typegpu-docs/src/examples/rendering/radiance-flood/drawInteraction.ts
new file mode 100644
index 0000000000..aff5253183
--- /dev/null
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-flood/drawInteraction.ts
@@ -0,0 +1,180 @@
+import { d } from 'typegpu';
+
+type Point = { x: number; y: number };
+
+type DrawInteractionOptions = {
+  canvas: HTMLCanvasElement;
+  onDraw: (state: { last: Point | null; current: Point; color: d.v3f }) => void;
+  onStop: () => void;
+};
+
+function hslToRgb(h: number, s: number, l: number) {
+  const a = s * Math.min(l, 1 - l);
+
+  function channel(n: number) {
+    const k = (n + h * 12) % 12;
+    return l - a * Math.max(Math.min(k - 3, 9 - k, 1), -1);
+  }
+
+  return d.vec3f(channel(0), channel(8), channel(4));
+}
+
+export function createDrawInteraction({ canvas, onDraw, onStop }: DrawInteractionOptions) {
+  let last: Point | null = null;
+  let current: Point | null = null;
+  let isDrawing = false;
+  let activeButton: 0 | 2 = 0;
+  let primaryColor = d.vec3f(1, 0.9, 0.7);
+  let secondaryColor = d.vec3f(0.25, 0.55, 1);
+  let animateColor = false;
+
+  function brushColor(timestamp = performance.now()) {
+    if (activeButton === 2) {
+      return secondaryColor;
+    }
+
+    if (!animateColor) {
+      return primaryColor;
+    }
+
+    return hslToRgb((timestamp * 0.00008) % 1, 0.82, 0.62);
+  }
+
+  function mousePosition(e: MouseEvent): Point {
+    const rect = canvas.getBoundingClientRect();
+    return {
+      x: (e.clientX - rect.left) / rect.width,
+      y: (e.clientY - rect.top) / rect.height,
+    };
+  }
+
+  function touchPosition(touches: TouchList): Point {
+    const first = touches[0];
+    const second = touches[1];
+    const clientX = second ? (first.clientX + second.clientX) / 2 : first.clientX;
+    const clientY = second ? (first.clientY + second.clientY) / 2 : first.clientY;
+
+    const rect = canvas.getBoundingClientRect();
+    return {
+      x: (clientX - rect.left) / rect.width,
+      y: (clientY - rect.top) / rect.height,
+    };
+  }
+
+  function setButton(useSecondary: boolean) {
+    activeButton = useSecondary ? 2 : 0;
+  }
+
+  function draw(point: Point, timestamp?: number) {
+    if (!isDrawing) {
+      return;
+    }
+
+    const previous = last;
+    last = point;
+    current = point;
+    onDraw({ last: previous, current: point, color: brushColor(timestamp) });
+  }
+
+  function start(point: Point, useSecondary: boolean) {
+    setButton(useSecondary);
+    isDrawing = true;
+    last = null;
+    draw(point);
+  }
+
+  function stop() {
+    if (!isDrawing) {
+      return;
+    }
+
+    onStop();
+    isDrawing = false;
+    last = null;
+    current = null;
+  }
+
+  function onMouseDown(e: MouseEvent) {
+    if (e.button !== 0 && e.button !== 2) {
+      return;
+    }
+
+    start(mousePosition(e), e.button === 2);
+  }
+
+  function onMouseMove(e: MouseEvent) {
+    draw(mousePosition(e));
+  }
+
+  function onTouchStart(e: TouchEvent) {
+    if (e.touches.length === 0) {
+      return;
+    }
+
+    e.preventDefault();
+    start(touchPosition(e.touches), e.touches.length >= 2);
+  }
+
+  function onTouchMove(e: TouchEvent) {
+    if (e.touches.length === 0) {
+      return;
+    }
+
+    e.preventDefault();
+    setButton(e.touches.length >= 2);
+    draw(touchPosition(e.touches));
+  }
+
+  function onTouchEnd(e: TouchEvent) {
+    if (e.touches.length === 0) {
+      stop();
+    } else {
+      start(touchPosition(e.touches), e.touches.length >= 2);
+    }
+  }
+
+  function onContextMenu(e: MouseEvent) {
+    e.preventDefault();
+  }
+
+  canvas.addEventListener('mousedown', onMouseDown);
+  canvas.addEventListener('mousemove', onMouseMove);
+  canvas.addEventListener('mouseup', stop);
+  canvas.addEventListener('mouseleave', stop);
+  canvas.addEventListener('contextmenu', onContextMenu);
+  canvas.addEventListener('touchstart', onTouchStart, { passive: false });
+  canvas.addEventListener('touchmove', onTouchMove, { passive: false });
+  canvas.addEventListener('touchend', onTouchEnd);
+  canvas.addEventListener('touchcancel', stop);
+
+  return {
+    controls: {
+      'Primary Color': {
+        initial: primaryColor,
+        onColorChange(value: d.v3f) {
+          primaryColor = value;
+        },
+      },
+      'Secondary Color': {
+        initial: secondaryColor,
+        onColorChange(value: d.v3f) {
+          secondaryColor = value;
+        },
+      },
+      'Animated Color': {
+        initial: false,
+        onToggleChange(value: boolean) {
+          animateColor = value;
+        },
+      },
+    },
+
+    update(timestamp: number) {
+      if (isDrawing && animateColor && activeButton === 0 && current) {
+        onDraw({ last: null, current, color: brushColor(timestamp) });
+      }
+    },
+
+    stop,
+  };
+}
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.html b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.html
index 581d6789f8..aa8cc321b3 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.html
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.html
@@ -1 +1 @@
-<canvas data-fit-to-container></canvas>
+<canvas></canvas>
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
index 34aa834ea8..d1600e4189 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
@@ -2,6 +2,7 @@ import * as rc from '@typegpu/radiance-cascades';
 import * as sdf from '@typegpu/sdf';
 import tgpu, { common, d, std } from 'typegpu';
 import { defineControls } from '../../common/defineControls.ts';
+import { createDrawInteraction } from './drawInteraction.ts';
 
 const root = await tgpu.init();
 
@@ -64,20 +65,12 @@ const drawCompute = root.createGuardedComputePipeline((x, y) => {
     return;
   }
 
-  const dims = std.textureDimensions(sceneWriteView.$);
-  const aspectF = dims.x / dims.y;
-  const invDims = 1 / d.vec2f(dims);
-
-  const uv = (d.vec2f(x, y) + 0.5) * invDims;
-  const uvA = uv * d.vec2f(aspectF, 1);
-
-  const mouse = d.vec2f(params.mousePos.x * aspectF, params.mousePos.y);
-  const last = d.vec2f(params.lastMousePos.x * aspectF, params.lastMousePos.y);
+  const uv = (d.vec2f(x, y) + 0.5) / d.vec2f(std.textureDimensions(sceneWriteView.$));
 
   const noLast = std.any(std.lt(params.lastMousePos, d.vec2f(0)));
-  const a = std.select(last, mouse, noLast);
+  const a = std.select(params.lastMousePos, params.mousePos, noLast);
 
-  const dist = sdf.sdLine(uvA, a, mouse);
+  const dist = sdf.sdLine(uv, a, params.mousePos);
   if (dist >= params.brushRadius) {
     return;
   }
@@ -146,16 +139,14 @@ const displayFragment = tgpu.fragmentFn({
   'use gpu';
   let result = d.vec4f(0);
   if (displayModeUniform.$ === 0) {
-    // sample sdf
     const sdfDist = std.textureSampleLevel(floodSdfView.$, linSampler.$, uv, 0).x;
-    if (sdfDist < 0) {
-      // on surface, show seed color
-      const seedColor = std.textureSampleLevel(floodColorView.$, linSampler.$, uv, 0);
-      result = d.vec4f(seedColor.xyz, 1);
-    } else {
-      // sample radiance
-      result = std.textureSampleLevel(radianceRes.$, linSampler.$, uv, 0);
-    }
+    const sdfTexel = 1 / d.f32(std.textureDimensions(floodSdfView.$).x);
+    const edgeWidth = std.max(std.fwidth(sdfDist), sdfTexel);
+    const surfaceAlpha = 1 - std.smoothstep(-edgeWidth, edgeWidth, sdfDist);
+
+    const seedColor = std.textureSampleLevel(floodColorView.$, linSampler.$, uv, 0);
+    const radiance = std.textureSampleLevel(radianceRes.$, linSampler.$, uv, 0);
+    result = d.vec4f(std.mix(radiance.xyz, seedColor.xyz, surfaceAlpha), 1);
   } else {
     const signedDist = std.textureSampleLevel(floodSdfView.$, linSampler.$, uv, 0).x;
     const absDist = std.abs(signedDist);
@@ -182,52 +173,42 @@ const displayPipeline = root.createRenderPipeline({
   targets: { format: presentationFormat },
 });
 
-let lastMousePos = { x: -1, y: -1 };
 let sceneDirty = false;
-let isDrawing = false;
-
-canvas.addEventListener('mousemove', (e) => {
-  paramsUniform.writePartial({
-    lastMousePos: d.vec2f(lastMousePos.x, lastMousePos.y),
-  });
-
-  const rect = canvas.getBoundingClientRect();
-  const x = (e.clientX - rect.left) / rect.width;
-  const y = (e.clientY - rect.top) / rect.height;
-  lastMousePos = { x, y };
-  paramsUniform.writePartial({
-    mousePos: d.vec2f(x, y),
-  });
-
-  if (isDrawing) {
-    sceneDirty = true;
-  }
-});
 
-canvas.addEventListener('mousedown', () => {
-  isDrawing = true;
+function drawScene() {
+  drawCompute.dispatchThreads(width, height);
   sceneDirty = true;
-  paramsUniform.writePartial({
-    isDrawing: 1,
-  });
-});
-
-canvas.addEventListener('mouseup', () => {
-  isDrawing = false;
-  lastMousePos = { x: -1, y: -1 };
-  paramsUniform.writePartial({
-    isDrawing: 0,
-  });
-});
+}
 
-let frameId = requestAnimationFrame(frame);
-function frame() {
+function updateScene() {
   if (sceneDirty) {
-    drawCompute.dispatchThreads(width, height);
     floodRunner.run();
     radianceRunner.run();
     sceneDirty = false;
   }
+}
+
+const drawInteraction = createDrawInteraction({
+  canvas,
+  onDraw({ last, current, color }) {
+    paramsUniform.patch({
+      lastMousePos: d.vec2f(last?.x ?? -1, last?.y ?? -1),
+      mousePos: d.vec2f(current.x, current.y),
+      lightColor: color,
+      isDrawing: 1,
+    });
+    drawScene();
+  },
+  onStop() {
+    updateScene();
+    paramsUniform.patch({ isDrawing: 0 });
+  },
+});
+
+let frameId = requestAnimationFrame(frame);
+function frame(timestamp: number) {
+  drawInteraction.update(timestamp);
+  updateScene();
 
   displayPipeline.withColorAttachment({ view: context }).draw(3);
 
@@ -237,21 +218,14 @@ function frame() {
 // #region Example controls and cleanup
 
 export const controls = defineControls({
-  'Light Color': {
-    initial: d.vec3f(1, 0.9, 0.7),
-    onColorChange(rgb: readonly [number, number, number]) {
-      paramsUniform.writePartial({
-        lightColor: d.vec3f(...rgb),
-      });
-    },
-  },
+  ...drawInteraction.controls,
   'Brush Size': {
     initial: 0.05,
     min: 0.01,
     max: 0.15,
     step: 0.01,
     onSliderChange(value: number) {
-      paramsUniform.writePartial({
+      paramsUniform.patch({
         brushRadius: value,
       });
     },

From 8bdc0180e2a138bf393d1d70ef5de2997ac7e996 Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Sat, 25 Apr 2026 00:58:01 +0200
Subject: [PATCH 21/26] remove useless

---
 .../examples/rendering/radiance-flood/drawInteraction.ts    | 6 +-----
 1 file changed, 1 insertion(+), 5 deletions(-)

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/drawInteraction.ts b/apps/typegpu-docs/src/examples/rendering/radiance-flood/drawInteraction.ts
index aff5253183..d8d326f7c8 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-flood/drawInteraction.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-flood/drawInteraction.ts
@@ -133,15 +133,11 @@ export function createDrawInteraction({ canvas, onDraw, onStop }: DrawInteractio
     }
   }
 
-  function onContextMenu(e: MouseEvent) {
-    e.preventDefault();
-  }
-
   canvas.addEventListener('mousedown', onMouseDown);
   canvas.addEventListener('mousemove', onMouseMove);
   canvas.addEventListener('mouseup', stop);
   canvas.addEventListener('mouseleave', stop);
-  canvas.addEventListener('contextmenu', onContextMenu);
+  canvas.addEventListener('contextmenu', (e) => e.preventDefault());
   canvas.addEventListener('touchstart', onTouchStart, { passive: false });
   canvas.addEventListener('touchmove', onTouchMove, { passive: false });
   canvas.addEventListener('touchend', onTouchEnd);

From 3ada7dfd5d222327e5620db4bd8789aba22dceac Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Sat, 25 Apr 2026 02:16:44 +0200
Subject: [PATCH 22/26] less magic, better names, guarded

---
 .../algorithms/jump-flood-distance/index.ts   |  10 +-
 .../rendering/radiance-compute/index.ts       | 184 ++++++++----------
 2 files changed, 87 insertions(+), 107 deletions(-)

diff --git a/apps/typegpu-docs/src/examples/algorithms/jump-flood-distance/index.ts b/apps/typegpu-docs/src/examples/algorithms/jump-flood-distance/index.ts
index 70445ad2ee..ce3767e05b 100644
--- a/apps/typegpu-docs/src/examples/algorithms/jump-flood-distance/index.ts
+++ b/apps/typegpu-docs/src/examples/algorithms/jump-flood-distance/index.ts
@@ -23,6 +23,8 @@ const canvas = document.querySelector('canvas') as HTMLCanvasElement;
 const presentationFormat = navigator.gpu.getPreferredCanvasFormat();
 const context = root.configureContext({ canvas });
 
+const F32_MAX = 3.40282346e38;
+
 let brushSize = 1;
 let isDrawing = false;
 let lastDrawPos: { x: number; y: number } | null = null;
@@ -180,8 +182,8 @@ const jumpFlood = root.createGuardedComputePipeline((x, y) => {
 
   let bestInsideCoord = d.vec2f(-1);
   let bestOutsideCoord = d.vec2f(-1);
-  let bestInsideDist = d.f32(3.4 * 10 ** 38);
-  let bestOutsideDist = d.f32(3.4 * 10 ** 38);
+  let bestInsideDist = d.f32(F32_MAX);
+  let bestOutsideDist = d.f32(F32_MAX);
 
   for (const dx of tgpu.unroll([-1, 0, 1])) {
     for (const dy of tgpu.unroll([-1, 0, 1])) {
@@ -242,8 +244,8 @@ const createDistanceField = root.createGuardedComputePipeline((x, y) => {
   const insideCoord = texel.xy;
   const outsideCoord = texel.zw;
 
-  let insideDist = d.f32(3.4 * 10 ** 38);
-  let outsideDist = d.f32(3.4 * 10 ** 38);
+  let insideDist = d.f32(F32_MAX);
+  let outsideDist = d.f32(F32_MAX);
 
   if (insideCoord.x >= 0) {
     insideDist = std.distance(pos, insideCoord.mul(d.vec2f(size)));
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
index 5539e70a3f..286dde4bbc 100644
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
@@ -97,96 +97,87 @@ const cascadeSampler = root.createSampler({
   minFilter: 'linear',
 });
 
-const cascadePassCompute = tgpu.computeFn({
-  workgroupSize: [8, 8],
-  in: { gid: d.builtin.globalInvocationId },
-})(({ gid }) => {
-  'use gpu';
-  const dim2 = cascadeDimUniform.$;
-  if (gid.x >= dim2.x || gid.y >= dim2.y) {
-    return;
-  }
-
-  const layer = cascadeIndexUniform.$;
-  const probes = probesUniform.$;
-  const cascadeProbes = cascadeProbesUniform.$;
-
-  const dirStored = gid.xy / probes;
-  const probe = gid.xy % probes;
-  const raysDimStored = d.u32(2 << layer);
-  const raysDimActual = raysDimStored * 2;
-  const rayCountActual = raysDimActual * raysDimActual;
-
-  const probePos = (d.vec2f(probe) + 0.5) / d.vec2f(probes);
-  const cascadeProbesVal = d.f32(cascadeProbes.x);
-  const interval0 = 1 / cascadeProbesVal;
-  const pow4 = d.f32(1 << (layer * 2));
-  const startUv = (interval0 * (pow4 - 1)) / 3;
-  const endUv = startUv + interval0 * pow4;
-  const eps = 0.5 / cascadeProbesVal;
-  const minStep = 0.25 / cascadeProbesVal;
-
-  let accum = d.vec4f();
-
-  for (const i of tgpu.unroll(std.range(4))) {
-    const dirActual = dirStored * 2 + d.vec2u(i & 1, i >> 1);
-    const rayIndex = d.f32(dirActual.y * raysDimActual + dirActual.x) + 0.5;
-    const angle = (rayIndex / d.f32(rayCountActual)) * (Math.PI * 2) - Math.PI;
-    const rayDir = d.vec2f(std.cos(angle), -std.sin(angle));
-
-    let rgb = d.vec3f();
-    let T = d.f32(1);
-    let t = startUv;
-
-    for (let step = 0; step < 64; step++) {
-      if (t > endUv) {
-        break;
+const cascadePassPipeline = root
+  .with(sceneDataAccess, sceneDataUniform)
+  .createGuardedComputePipeline((x, y) => {
+    'use gpu';
+    const gid = d.vec2u(x, y);
+    const cascadeDim = cascadeDimUniform.$;
+    const layer = cascadeIndexUniform.$;
+    const probes = probesUniform.$;
+    const cascadeProbes = cascadeProbesUniform.$;
+
+    const dirStored = gid.xy / probes;
+    const probe = gid.xy % probes;
+    const raysDimStored = d.u32(2 << layer);
+    const raysDimActual = raysDimStored * 2;
+    const rayCountActual = raysDimActual * raysDimActual;
+
+    const probePos = (d.vec2f(probe) + 0.5) / d.vec2f(probes);
+    const baseProbeCount = d.f32(cascadeProbes.x);
+    const baseRayInterval = 1 / baseProbeCount;
+    const rayIntervalScale = d.f32(1 << (layer * 2));
+    // Ray intervals are distances in normalized scene space, not texture UV coordinates.
+    const rayStartDistance = (baseRayInterval * (rayIntervalScale - 1)) / 3;
+    const rayEndDistance = rayStartDistance + baseRayInterval * rayIntervalScale;
+    const eps = 0.5 / baseProbeCount;
+    const minStep = 0.25 / baseProbeCount;
+
+    let accum = d.vec4f();
+
+    for (const i of tgpu.unroll(std.range(4))) {
+      const dirActual = dirStored * 2 + d.vec2u(i & 1, i >> 1);
+      const rayIndex = d.f32(dirActual.y * raysDimActual + dirActual.x) + 0.5;
+      const angle = (rayIndex / d.f32(rayCountActual)) * (Math.PI * 2) - Math.PI;
+      const rayDir = d.vec2f(std.cos(angle), -std.sin(angle));
+
+      let rgb = d.vec3f();
+      let T = d.f32(1);
+      let t = rayStartDistance;
+
+      for (let step = 0; step < 64; step++) {
+        if (t > rayEndDistance) {
+          break;
+        }
+        const hit = sceneSDF(probePos + rayDir * t);
+        if (hit.dist <= eps) {
+          rgb = d.vec3f(hit.color);
+          T = d.f32(0);
+          break;
+        }
+        t += std.max(hit.dist, minStep);
       }
-      const hit = sceneSDF(probePos + rayDir * t);
-      if (hit.dist <= eps) {
-        rgb = d.vec3f(hit.color);
-        T = d.f32(0);
-        break;
+
+      if (layer < d.u32(cascadeAmount - 1) && T > 0.01) {
+        const probesU = d.vec2u(std.max(probes.x >> 1, 1), std.max(probes.y >> 1, 1));
+        const tileOrigin = d.vec2f(dirActual) * d.vec2f(probesU);
+        const probePixel = std.clamp(
+          probePos * d.vec2f(probesU),
+          d.vec2f(0.5),
+          d.vec2f(probesU) - 0.5,
+        );
+        const upperCascadeUv = (tileOrigin + probePixel) / d.vec2f(cascadeDim);
+
+        const upper = std.textureSampleLevel(
+          cascadePassBGL.$.upper,
+          cascadePassBGL.$.upperSampler,
+          upperCascadeUv,
+          0,
+        );
+        rgb += upper.xyz * T;
+        T *= upper.w;
       }
-      t += std.max(hit.dist, minStep);
-    }
 
-    if (layer < d.u32(cascadeAmount - 1) && T > 0.01) {
-      const probesU = d.vec2u(std.max(probes.x >> 1, 1), std.max(probes.y >> 1, 1));
-      const tileOrigin = d.vec2f(dirActual) * d.vec2f(probesU);
-      const probePixel = std.clamp(
-        probePos * d.vec2f(probesU),
-        d.vec2f(0.5),
-        d.vec2f(probesU) - 0.5,
-      );
-      const uvU = (tileOrigin + probePixel) / d.vec2f(dim2);
-
-      const upper = std.textureSampleLevel(
-        cascadePassBGL.$.upper,
-        cascadePassBGL.$.upperSampler,
-        uvU,
-        0,
-      );
-      rgb += upper.xyz * T;
-      T *= upper.w;
+      accum += d.vec4f(rgb, T);
     }
 
-    accum += d.vec4f(rgb, T);
-  }
-
-  std.textureStore(cascadePassBGL.$.dst, gid.xy, accum * 0.25);
-});
+    std.textureStore(cascadePassBGL.$.dst, gid.xy, accum * 0.25);
+  });
 
-const buildRadianceFieldCompute = tgpu.computeFn({
-  workgroupSize: [8, 8],
-  in: { gid: d.builtin.globalInvocationId },
-})(({ gid }) => {
+const buildRadianceFieldPipeline = root.createGuardedComputePipeline((x, y) => {
   'use gpu';
+  const gid = d.vec2u(x, y);
   const outputProbes = outputProbesUniform.$;
-  if (gid.x >= outputProbes.x || gid.y >= outputProbes.y) {
-    return;
-  }
-
   const cascadeProbes = cascadeProbesUniform.$;
   const cascadeDim = cascadeDimUniform.$;
 
@@ -260,10 +251,11 @@ const overlayFrag = tgpu.fragmentFn({
   const raysDimStored = d.u32(2) << debugLayer;
   const raysDimActual = raysDimStored * 2;
   const rayCountActual = raysDimActual * raysDimActual;
-  const cascadeProbesVal = d.f32(cascadeProbes.x);
-  const interval0 = 1 / cascadeProbesVal;
-  const pow4 = d.f32(d.u32(1) << (debugLayer * 2));
-  const endUv = (interval0 * (pow4 - 1)) / 3 + interval0 * pow4;
+  const baseProbeCount = d.f32(cascadeProbes.x);
+  const baseRayInterval = 1 / baseProbeCount;
+  const rayIntervalScale = d.f32(d.u32(1) << (debugLayer * 2));
+  const rayEndDistance =
+    (baseRayInterval * (rayIntervalScale - 1)) / 3 + baseRayInterval * rayIntervalScale;
   const probeSpacing = 1 / probes.x;
   const probeRadius = std.max(probeSpacing * 0.08, 0.002);
   const rayThickness = std.max(probeSpacing * 0.03, 0.001);
@@ -300,7 +292,7 @@ const overlayFrag = tgpu.fragmentFn({
         const rayIndex = d.f32(ri) + 0.5;
         const angle = (rayIndex / rayCountActual) * (Math.PI * 2) - Math.PI;
         const rayDir = d.vec2f(std.cos(angle), -std.sin(angle));
-        const rayDist = sdf.sdLine(uv, probePos, probePos + rayDir * std.max(endUv, 0.01));
+        const rayDist = sdf.sdLine(uv, probePos, probePos + rayDir * std.max(rayEndDistance, 0.01));
 
         if (rayDist < minRayDist) {
           const dirStored = d.vec2u((ri % raysDimActual) >> 1, d.u32(ri / raysDimActual) >> 1);
@@ -335,10 +327,6 @@ const overlayFrag = tgpu.fragmentFn({
   return d.vec4f(std.mix(baseColor, overlayColor, overlayAlpha), 1);
 });
 
-const cascadePassPipeline = root
-  .with(sceneDataAccess, sceneDataUniform)
-  .createComputePipeline({ compute: cascadePassCompute });
-
 function createCascadePassBindGroups() {
   return Array.from({ length: cascadeAmount }, (_, layer) => {
     const writeToA = (cascadeAmount - 1 - layer) % 2 === 0;
@@ -361,10 +349,6 @@ function createCascadePassBindGroups() {
 
 let cascadePassBindGroups = createCascadePassBindGroups();
 
-const buildRadianceFieldPipeline = root.createComputePipeline({
-  compute: buildRadianceFieldCompute,
-});
-
 function createBuildRadianceFieldBG(textureIndex: number) {
   return root.createBindGroup(buildRadianceFieldBGL, {
     src: cascadeTextures[textureIndex].createView(d.texture2d(d.f32), {
@@ -384,10 +368,7 @@ function buildRadianceField() {
 
   buildRadianceFieldPipeline
     .with(buildRadianceFieldBG)
-    .dispatchWorkgroups(
-      Math.ceil(dimensions.outputProbes / 8),
-      Math.ceil(dimensions.outputProbes / 8),
-    );
+    .dispatchThreads(dimensions.outputProbes, dimensions.outputProbes);
 }
 
 function runCascadesTopDown() {
@@ -399,10 +380,7 @@ function runCascadesTopDown() {
 
     cascadePassPipeline
       .with(cascadePassBindGroups[layer])
-      .dispatchWorkgroups(
-        Math.ceil(dimensions.cascadeDim / 8),
-        Math.ceil(dimensions.cascadeDim / 8),
-      );
+      .dispatchThreads(dimensions.cascadeDim, dimensions.cascadeDim);
   }
 }
 

From 3c75a612fb1888a7d50bde5800770b3dbf36c75f Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Sat, 25 Apr 2026 02:17:29 +0200
Subject: [PATCH 23/26] kill deno

---
 packages/typegpu-radiance-cascades/deno.json | 7 -------
 1 file changed, 7 deletions(-)
 delete mode 100644 packages/typegpu-radiance-cascades/deno.json

diff --git a/packages/typegpu-radiance-cascades/deno.json b/packages/typegpu-radiance-cascades/deno.json
deleted file mode 100644
index 66699a4b54..0000000000
--- a/packages/typegpu-radiance-cascades/deno.json
+++ /dev/null
@@ -1,7 +0,0 @@
-{
-  "exclude": ["."],
-  "fmt": {
-    "exclude": ["!."],
-    "singleQuote": true
-  }
-}

From f161939071d955608ed7d4fcc152def9c388fa2b Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Sat, 25 Apr 2026 02:57:30 +0200
Subject: [PATCH 24/26] thumbnails

---
 .../rendering/radiance-compute/thumbnail.png  | Bin 0 -> 890866 bytes
 .../rendering/radiance-flood/thumbnail.png    | Bin 0 -> 1425327 bytes
 2 files changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 apps/typegpu-docs/src/examples/rendering/radiance-compute/thumbnail.png
 create mode 100644 apps/typegpu-docs/src/examples/rendering/radiance-flood/thumbnail.png

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/thumbnail.png b/apps/typegpu-docs/src/examples/rendering/radiance-compute/thumbnail.png
new file mode 100644
index 0000000000000000000000000000000000000000..d5fdbd4f03c432fe4cbee9310119d73b61e8d985
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HcmV?d00001


From 291f82c1a87e3264f12df5a2bf0044e131701990 Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Sat, 25 Apr 2026 03:03:56 +0200
Subject: [PATCH 25/26] rename examples (more discoverable imo), add proper
 tags according to the new system, add cool factor

---
 .../drawInteraction.ts                              |   0
 .../index.html                                      |   0
 .../index.ts                                        |   0
 .../rendering/radiance-cascades-drawing/meta.json   |   6 ++++++
 .../thumbnail.png                                   | Bin
 .../drag-controller.ts                              |   0
 .../index.html                                      |   0
 .../index.ts                                        |   0
 .../examples/rendering/radiance-cascades/meta.json  |   6 ++++++
 .../scene.ts                                        |   0
 .../thumbnail.png                                   | Bin
 .../examples/rendering/radiance-compute/meta.json   |   5 -----
 .../src/examples/rendering/radiance-flood/meta.json |   5 -----
 13 files changed, 12 insertions(+), 10 deletions(-)
 rename apps/typegpu-docs/src/examples/rendering/{radiance-flood => radiance-cascades-drawing}/drawInteraction.ts (100%)
 rename apps/typegpu-docs/src/examples/rendering/{radiance-compute => radiance-cascades-drawing}/index.html (100%)
 rename apps/typegpu-docs/src/examples/rendering/{radiance-flood => radiance-cascades-drawing}/index.ts (100%)
 create mode 100644 apps/typegpu-docs/src/examples/rendering/radiance-cascades-drawing/meta.json
 rename apps/typegpu-docs/src/examples/rendering/{radiance-flood => radiance-cascades-drawing}/thumbnail.png (100%)
 rename apps/typegpu-docs/src/examples/rendering/{radiance-compute => radiance-cascades}/drag-controller.ts (100%)
 rename apps/typegpu-docs/src/examples/rendering/{radiance-flood => radiance-cascades}/index.html (100%)
 rename apps/typegpu-docs/src/examples/rendering/{radiance-compute => radiance-cascades}/index.ts (100%)
 create mode 100644 apps/typegpu-docs/src/examples/rendering/radiance-cascades/meta.json
 rename apps/typegpu-docs/src/examples/rendering/{radiance-compute => radiance-cascades}/scene.ts (100%)
 rename apps/typegpu-docs/src/examples/rendering/{radiance-compute => radiance-cascades}/thumbnail.png (100%)
 delete mode 100644 apps/typegpu-docs/src/examples/rendering/radiance-compute/meta.json
 delete mode 100644 apps/typegpu-docs/src/examples/rendering/radiance-flood/meta.json

diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/drawInteraction.ts b/apps/typegpu-docs/src/examples/rendering/radiance-cascades-drawing/drawInteraction.ts
similarity index 100%
rename from apps/typegpu-docs/src/examples/rendering/radiance-flood/drawInteraction.ts
rename to apps/typegpu-docs/src/examples/rendering/radiance-cascades-drawing/drawInteraction.ts
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html b/apps/typegpu-docs/src/examples/rendering/radiance-cascades-drawing/index.html
similarity index 100%
rename from apps/typegpu-docs/src/examples/rendering/radiance-compute/index.html
rename to apps/typegpu-docs/src/examples/rendering/radiance-cascades-drawing/index.html
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-cascades-drawing/index.ts
similarity index 100%
rename from apps/typegpu-docs/src/examples/rendering/radiance-flood/index.ts
rename to apps/typegpu-docs/src/examples/rendering/radiance-cascades-drawing/index.ts
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-cascades-drawing/meta.json b/apps/typegpu-docs/src/examples/rendering/radiance-cascades-drawing/meta.json
new file mode 100644
index 0000000000..bbb6fc1e90
--- /dev/null
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-cascades-drawing/meta.json
@@ -0,0 +1,6 @@
+{
+  "title": "Radiance Cascades (with drawing)",
+  "category": "rendering",
+  "tags": ["ecosystem", "interaction", "lighting", "sdf", "spatial"],
+  "coolFactor": 8
+}
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/thumbnail.png b/apps/typegpu-docs/src/examples/rendering/radiance-cascades-drawing/thumbnail.png
similarity index 100%
rename from apps/typegpu-docs/src/examples/rendering/radiance-flood/thumbnail.png
rename to apps/typegpu-docs/src/examples/rendering/radiance-cascades-drawing/thumbnail.png
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/drag-controller.ts b/apps/typegpu-docs/src/examples/rendering/radiance-cascades/drag-controller.ts
similarity index 100%
rename from apps/typegpu-docs/src/examples/rendering/radiance-compute/drag-controller.ts
rename to apps/typegpu-docs/src/examples/rendering/radiance-cascades/drag-controller.ts
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/index.html b/apps/typegpu-docs/src/examples/rendering/radiance-cascades/index.html
similarity index 100%
rename from apps/typegpu-docs/src/examples/rendering/radiance-flood/index.html
rename to apps/typegpu-docs/src/examples/rendering/radiance-cascades/index.html
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts b/apps/typegpu-docs/src/examples/rendering/radiance-cascades/index.ts
similarity index 100%
rename from apps/typegpu-docs/src/examples/rendering/radiance-compute/index.ts
rename to apps/typegpu-docs/src/examples/rendering/radiance-cascades/index.ts
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-cascades/meta.json b/apps/typegpu-docs/src/examples/rendering/radiance-cascades/meta.json
new file mode 100644
index 0000000000..26f5e96103
--- /dev/null
+++ b/apps/typegpu-docs/src/examples/rendering/radiance-cascades/meta.json
@@ -0,0 +1,6 @@
+{
+  "title": "Radiance Cascades",
+  "category": "rendering",
+  "tags": ["ecosystem", "interaction", "lighting", "ray marching", "sdf"],
+  "coolFactor": 8
+}
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/scene.ts b/apps/typegpu-docs/src/examples/rendering/radiance-cascades/scene.ts
similarity index 100%
rename from apps/typegpu-docs/src/examples/rendering/radiance-compute/scene.ts
rename to apps/typegpu-docs/src/examples/rendering/radiance-cascades/scene.ts
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/thumbnail.png b/apps/typegpu-docs/src/examples/rendering/radiance-cascades/thumbnail.png
similarity index 100%
rename from apps/typegpu-docs/src/examples/rendering/radiance-compute/thumbnail.png
rename to apps/typegpu-docs/src/examples/rendering/radiance-cascades/thumbnail.png
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-compute/meta.json b/apps/typegpu-docs/src/examples/rendering/radiance-compute/meta.json
deleted file mode 100644
index 04c7353026..0000000000
--- a/apps/typegpu-docs/src/examples/rendering/radiance-compute/meta.json
+++ /dev/null
@@ -1,5 +0,0 @@
-{
-  "title": "Compute Cascades",
-  "category": "rendering",
-  "tags": ["experimental", "3d"]
-}
diff --git a/apps/typegpu-docs/src/examples/rendering/radiance-flood/meta.json b/apps/typegpu-docs/src/examples/rendering/radiance-flood/meta.json
deleted file mode 100644
index fdc9947888..0000000000
--- a/apps/typegpu-docs/src/examples/rendering/radiance-flood/meta.json
+++ /dev/null
@@ -1,5 +0,0 @@
-{
-  "title": "Compute Cascades (with flooding)",
-  "category": "rendering",
-  "tags": ["experimental", "3d"]
-}

From 2a4f5dd43bc1af98bd0a7c294fff630504c3dfd8 Mon Sep 17 00:00:00 2001
From: Konrad Reczko <reczkok@gmail.com>
Date: Sat, 25 Apr 2026 03:04:46 +0200
Subject: [PATCH 26/26] update test

---
 .../individual-example-tests/jump-flood-distance.test.ts  | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/apps/typegpu-docs/tests/individual-example-tests/jump-flood-distance.test.ts b/apps/typegpu-docs/tests/individual-example-tests/jump-flood-distance.test.ts
index 3fb0e7d685..775ee742d2 100644
--- a/apps/typegpu-docs/tests/individual-example-tests/jump-flood-distance.test.ts
+++ b/apps/typegpu-docs/tests/individual-example-tests/jump-flood-distance.test.ts
@@ -77,8 +77,8 @@ describe('jump flood (distance) example', () => {
         var pos = vec2f(f32(x), f32(y));
         var bestInsideCoord = vec2f(-1);
         var bestOutsideCoord = vec2f(-1);
-        var bestInsideDist = 1e+20;
-        var bestOutsideDist = 1e+20;
+        var bestInsideDist = 3.4028234663852886e+38f;
+        var bestOutsideDist = 3.4028234663852886e+38f;
         // unrolled iteration #0
         {
           // unrolled iteration #0
@@ -272,8 +272,8 @@ describe('jump flood (distance) example', () => {
         var texel = textureLoad(readView, vec2i(i32(x), i32(y)));
         var insideCoord = texel.xy;
         var outsideCoord = texel.zw;
-        var insideDist = 1e+20;
-        var outsideDist = 1e+20;
+        var insideDist = 3.4028234663852886e+38f;
+        var outsideDist = 3.4028234663852886e+38f;
         if ((insideCoord.x >= 0f)) {
           insideDist = distance(pos, (insideCoord * vec2f(size)));
         }