{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a1b2c3d4",
   "metadata": {},
   "source": [
    "# Optical Components\n",
    "\n",
    "The NSQ engine provides three built-in **compound components** — high-level objects\n",
    "that assemble multiple physical surfaces automatically:\n",
    "\n",
    "| Class | Surfaces created | Typical use |\n",
    "|---|---|---|\n",
    "| `Lens` | Front face, back face, edge, optional rim | Single refractive element |\n",
    "| `Doublet` | Front, cemented interface, back, edge | Cemented achromatic doublet |\n",
    "| `Mirror` | One reflective conic surface | Parabolic/spherical mirror |\n",
    "\n",
    "Each compound component is created with a **config dataclass** that contains all\n",
    "geometric and material parameters. This notebook shows how to configure each type,\n",
    "use the Optiland glass catalog, and apply per-surface overrides."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b2c3d4e5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-18T17:42:57.400411Z",
     "iopub.status.busy": "2026-08-18T17:42:57.400411Z",
     "iopub.status.idle": "2026-08-18T17:43:00.503937Z",
     "shell.execute_reply": "2026-08-18T17:43:00.503937Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib.colors import LogNorm\n",
    "\n",
    "from optiland.coordinate_system import CoordinateSystem\n",
    "from optiland.coatings import SimpleCoating\n",
    "from optiland.nonsequential import (\n",
    "    NSQScene, Spectrum,\n",
    "    CollimatedSourceConfig,\n",
    "    IrradianceDetectorConfig,\n",
    "    LensConfig, DoubletConfig, MirrorConfig,\n",
    "    SurfaceConfig, InteractionType,\n",
    "    NSQMaterial, VACUUM,\n",
    "    LambertianBSDF,\n",
    ")\n",
    "\n",
    "spec = Spectrum.monochromatic(0.55)  # 550 nm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3d4e5f6",
   "metadata": {},
   "source": [
    "## 1. Materials\n",
    "\n",
    "`LensConfig.material` accepts either a glass catalog name string or an\n",
    "`NSQMaterial` instance.\n",
    "\n",
    "**Using the glass catalog:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d4e5f6a7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-18T17:43:00.506941Z",
     "iopub.status.busy": "2026-08-18T17:43:00.505941Z",
     "iopub.status.idle": "2026-08-18T17:43:00.549361Z",
     "shell.execute_reply": "2026-08-18T17:43:00.549361Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "N-BK7  refractive index at 450/550/650 nm: [1.52532 1.51852 1.51452]\n",
      "N-SF11 refractive index at 450/550/650 nm: [1.81916 1.79115 1.77663]\n",
      "VACUUM refractive index at 550 nm       : 1.0\n"
     ]
    }
   ],
   "source": [
    "# Look up glass by catalog name - same names as the sequential engine\n",
    "nbk7 = NSQMaterial.from_glass('N-BK7')\n",
    "nsf11 = NSQMaterial.from_glass('N-SF11')\n",
    "\n",
    "wl = np.array([0.45, 0.55, 0.65])\n",
    "print(\"N-BK7  refractive index at 450/550/650 nm:\", nbk7.n(wl).round(5))\n",
    "print(\"N-SF11 refractive index at 450/550/650 nm:\", nsf11.n(wl).round(5))\n",
    "\n",
    "# VACUUM is a built-in constant: n = 1.0 everywhere\n",
    "print(\"VACUUM refractive index at 550 nm       :\", VACUUM.n(0.55))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5f6a7b8",
   "metadata": {},
   "source": [
    "## 2. Lens\n",
    "\n",
    "`LensConfig` defines a singlet. Required fields:\n",
    "- `r1`, `r2` — radii of curvature [mm] (positive = centre on +z side)\n",
    "- `thickness` — centre thickness [mm]\n",
    "- `material` — glass name or `NSQMaterial`\n",
    "- `front_aperture_radius` — semi-diameter [mm]\n",
    "\n",
    "Optional: `conic1`, `conic2` for aspheric surfaces (0 = sphere).\n",
    "\n",
    "The lens automatically creates an absorbing cylindrical edge and, when front and\n",
    "back apertures differ, an annular rim plane."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f6a7b8c9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-18T17:43:00.550872Z",
     "iopub.status.busy": "2026-08-18T17:43:00.550872Z",
     "iopub.status.idle": "2026-08-18T17:43:01.393953Z",
     "shell.execute_reply": "2026-08-18T17:43:01.393953Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def trace_through_lens(lens_config, source_z=-80, detector_z=52.5, n_rays=30_000):\n",
    "    scene = NSQScene()\n",
    "    scene.add_source(\n",
    "        'S', CoordinateSystem(z=source_z),\n",
    "        CollimatedSourceConfig(spectrum=spec, total_flux=1.0, aperture_radius=10.0),\n",
    "    )\n",
    "    scene.add_lens('L', CoordinateSystem(z=0), lens_config)\n",
    "    scene.add_detector(\n",
    "        'D', CoordinateSystem(z=detector_z),\n",
    "        IrradianceDetectorConfig(width=6, height=6, num_pixels_x=128, num_pixels_y=128),\n",
    "    )\n",
    "    result = scene.trace(num_rays=n_rays, seed=42)\n",
    "    # A separate, tiny trace for the picture: recording ray paths runs a\n",
    "    # Python loop per event, so it belongs nowhere near the statistical trace.\n",
    "    scene.view(num_rays=60, color_by='bounce')\n",
    "    plt.show()\n",
    "    return result.detectors['D']\n",
    "\n",
    "# Biconvex N-FK5 lens\n",
    "biconvex = LensConfig(r1=50, r2=-50, thickness=5, material='N-FK5',\n",
    "                      front_aperture_radius=12.5)\n",
    "\n",
    "# Plano-convex N-LASF9 lens\n",
    "planoconvex = LensConfig(r1=40, r2=np.inf, thickness=5, material='N-LASF9',\n",
    "                         front_aperture_radius=12.5)\n",
    "\n",
    "# Each lens gets its own detector plane. N-FK5 and N-LASF9 have different\n",
    "# indices, so two lenses with the same radii do not share a focus, and a\n",
    "# plano-convex has a different back focal distance again.\n",
    "irr_biconvex    = trace_through_lens(biconvex,    detector_z=52.5)\n",
    "irr_planoconvex = trace_through_lens(planoconvex, detector_z=49.0)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(10, 4))\n",
    "for ax, irr, title in zip(axes, [irr_biconvex, irr_planoconvex],\n",
    "                          ['Biconvex N-FK5 (focus z = 52.5)',\n",
    "                           'Plano-convex N-LASF9 (focus z = 49.0)']):\n",
    "    im = ax.imshow(irr.irradiance, origin='lower', cmap='hot', aspect='equal',\n",
    "                   extent=[irr.x_coords[0], irr.x_coords[-1],\n",
    "                            irr.y_coords[0], irr.y_coords[-1]])\n",
    "    plt.colorbar(im, ax=ax, label='W/mm²')\n",
    "    ax.set_title(title)\n",
    "    ax.set_xlabel('x [mm]'); ax.set_ylabel('y [mm]')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7b8c9d0",
   "metadata": {},
   "source": [
    "## 3. Doublet (Cemented Achromat)\n",
    "\n",
    "A `Doublet` consists of a crown element (material1) and a flint element (material2)\n",
    "cemented together. It has three radii of curvature and two thicknesses.\n",
    "\n",
    "Using a broadband spectrum reveals the chromatic correction:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b8c9d0e1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-18T17:43:01.395959Z",
     "iopub.status.busy": "2026-08-18T17:43:01.395959Z",
     "iopub.status.idle": "2026-08-18T17:43:01.919729Z",
     "shell.execute_reply": "2026-08-18T17:43:01.919729Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Doublet surfaces   : 5\n",
      "Rays on detector   : 26,873\n",
      "Flux on detector   : 0.8918 W\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spec_rgb = Spectrum(\n",
    "    wavelengths=np.array([0.45, 0.55, 0.65]),\n",
    "    weights=np.array([1.0, 1.0, 1.0]),\n",
    ")\n",
    "\n",
    "doublet_config = DoubletConfig(\n",
    "    r1=60.0, r2=-60.0, r3=-300.0,\n",
    "    thickness1=5.0, thickness2=3.0,\n",
    "    material1='N-BK7', material2='N-SF5',\n",
    "    aperture_radius=12.5,\n",
    ")\n",
    "\n",
    "scene = NSQScene()\n",
    "scene.add_source(\n",
    "    'S', CoordinateSystem(z=-80),\n",
    "    CollimatedSourceConfig(spectrum=spec_rgb, total_flux=1.0, aperture_radius=10.0),\n",
    ")\n",
    "scene.add_doublet('D1', CoordinateSystem(z=0), doublet_config)\n",
    "# This doublet focuses at z = 124 mm, found by scanning the spot size along\n",
    "# the axis. Guessing the plane is the fastest way to mistake defocus for\n",
    "# aberration.\n",
    "scene.add_detector(\n",
    "    'Det', CoordinateSystem(z=124),\n",
    "    IrradianceDetectorConfig(width=1.5, height=1.5, num_pixels_x=128, num_pixels_y=128),\n",
    ")\n",
    "\n",
    "scene.view(num_rays=60, color_by='bounce')\n",
    "plt.show()\n",
    "\n",
    "result = scene.trace(num_rays=30_000, seed=42)\n",
    "irr = result.detectors['Det']\n",
    "\n",
    "print(f\"Doublet surfaces   : {len(scene.surfaces)}\")\n",
    "print(f\"Rays on detector   : {irr.num_rays_hit:,}\")\n",
    "print(f\"Flux on detector   : {irr.total_flux:.4f} W\")\n",
    "\n",
    "fig = irr.plot(cmap='plasma')\n",
    "plt.title('Doublet — broadband irradiance')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9d0e1f2",
   "metadata": {},
   "source": [
    "## 4. Mirror\n",
    "\n",
    "`MirrorConfig` has four parameters:\n",
    "- `radius` — vertex radius of curvature [mm]. Negative = concave when facing +z\n",
    "- `reflectance` — **required**, no default. A constant in [0, 1], a\n",
    "  `callable(wavelength_um) -> reflectance`, or an unpolarized `optiland.coatings`\n",
    "  coating.\n",
    "- `conic` — conic constant (0 = sphere, -1 = paraboloid, <−1 = hyperboloid)\n",
    "- `aperture_radius` — semi-diameter [mm]\n",
    "\n",
    "`reflectance` has no implicit default because a mirror built without specifying\n",
    "how much light it reflects is a modelling bug, not a real 100%-reflecting\n",
    "surface: `MirrorConfig(radius=-200, conic=-1.0, aperture_radius=25.0)` (no\n",
    "`reflectance`) raises `TypeError` rather than silently giving you a perfect\n",
    "mirror. Below we use `reflectance=0.95`, typical of a protected-aluminum\n",
    "first-surface mirror; `reflectance` can also be a callable of wavelength for a\n",
    "dichroic or metal coating with real dispersion, or an `optiland.coatings`\n",
    "object.\n",
    "\n",
    "A **parabolic mirror** (`conic=-1`) focuses a collimated on-axis beam to a perfect\n",
    "geometrical point (no spherical aberration)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d0e1f2a3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-18T17:43:01.921918Z",
     "iopub.status.busy": "2026-08-18T17:43:01.921918Z",
     "iopub.status.idle": "2026-08-18T17:43:02.197353Z",
     "shell.execute_reply": "2026-08-18T17:43:02.197353Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rays on detector: 30,000 | Flux: 0.9500 W\n",
      "(Flux is capped near 0.95 W of the 1.0 W launched -- the 5% the mirror does not reflect.)\n"
     ]
    }
   ],
   "source": [
    "# Parabolic mirror: f = |R|/2 = 100 mm, R = -200 mm.\n",
    "# reflectance=0.95 models a realistic protected-aluminum coating rather than\n",
    "# an idealized perfect reflector -- 5% of the incident flux is lost at the\n",
    "# mirror surface, which shows up directly in the flux budget below.\n",
    "mirror_config = MirrorConfig(radius=-200, conic=-1.0, aperture_radius=25.0,\n",
    "                             reflectance=0.95)\n",
    "\n",
    "scene_m = NSQScene()\n",
    "scene_m.add_source(\n",
    "    'S', CoordinateSystem(z=-100),\n",
    "    CollimatedSourceConfig(spectrum=spec, total_flux=1.0, aperture_radius=20.0),\n",
    ")\n",
    "scene_m.add_mirror('M', CoordinateSystem(z=0), mirror_config)\n",
    "\n",
    "# Focal plane: f = |R|/2 = 100 mm. Mirror is at z=0, beam enters from z<0,\n",
    "# so the reflected focus is at z = -100 mm.\n",
    "scene_m.add_detector(\n",
    "    'Det', CoordinateSystem(z=-100),\n",
    "    IrradianceDetectorConfig(width=0.1, height=0.1, num_pixels_x=128, num_pixels_y=128),\n",
    ")\n",
    "\n",
    "scene_m.view(num_rays=60, color_by='bounce')\n",
    "plt.show()\n",
    "\n",
    "result_m = scene_m.trace(num_rays=30_000, seed=42)\n",
    "irr_m = result_m.detectors['Det']\n",
    "\n",
    "fig = irr_m.plot(cmap='hot')\n",
    "plt.title('Parabolic mirror — focal spot')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"Rays on detector: {irr_m.num_rays_hit:,} | Flux: {irr_m.total_flux:.4f} W\")\n",
    "print(f\"(Flux is capped near 0.95 W of the 1.0 W launched -- the 5% the \"\n",
    "      f\"mirror does not reflect.)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "396f199c",
   "metadata": {},
   "source": [
    "## 5. AR Coatings\n",
    "\n",
    "A bare refractive surface reflects a small fraction of the incident light at\n",
    "each interface (bare Fresnel reflectance), which is why an uncoated lens\n",
    "never transmits 100% of the flux that enters it. `SurfaceConfig(coating=...)`\n",
    "attaches an `optiland.coatings` model to a `LensConfig`/`DoubletConfig` face\n",
    "(via `front=`/`back=`) or directly to a `RefractiveComponent`; its\n",
    "reflectance/transmittance then replace the bare Fresnel calculation, so NSQ\n",
    "and the sequential engine agree on R for the same coating.\n",
    "\n",
    "`SimpleCoating(transmittance, reflectance)` is the unpolarized coating model\n",
    "— pass it a small `reflectance` (e.g. 0.005, i.e. 0.5% per surface, typical of\n",
    "a broadband AR coating) to see the effect. Coatings on refractive surfaces\n",
    "are optional: with none attached, a surface just falls back to bare Fresnel,\n",
    "as in every lens above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a1be34da",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-18T17:43:02.199360Z",
     "iopub.status.busy": "2026-08-18T17:43:02.199360Z",
     "iopub.status.idle": "2026-08-18T17:43:03.117091Z",
     "shell.execute_reply": "2026-08-18T17:43:03.117091Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bare (Fresnel) lens : 0.9232 W on detector\n",
      "AR-coated lens      : 0.9884 W on detector\n",
      "Extra throughput from coating: 7.06%\n",
      "\n",
      "Two surfaces each reflecting a few percent by bare Fresnel add up: the\n",
      "AR coating recovers that loss and delivers more flux to the same spot.\n"
     ]
    }
   ],
   "source": [
    "# Same biconvex N-FK5 lens as above, once bare and once with a broadband AR\n",
    "# coating (0.5% reflectance per surface) on both faces.\n",
    "ar = SurfaceConfig(coating=SimpleCoating(transmittance=0.995, reflectance=0.005))\n",
    "\n",
    "biconvex_bare = LensConfig(r1=50, r2=-50, thickness=5, material='N-FK5',\n",
    "                           front_aperture_radius=12.5)\n",
    "biconvex_coated = LensConfig(r1=50, r2=-50, thickness=5, material='N-FK5',\n",
    "                             front_aperture_radius=12.5, front=ar, back=ar)\n",
    "\n",
    "\n",
    "def flux_through(lens_config, detector_z=52.5, n_rays=100_000):\n",
    "    scene = NSQScene()\n",
    "    scene.add_source(\n",
    "        'S', CoordinateSystem(z=-80),\n",
    "        CollimatedSourceConfig(spectrum=spec, total_flux=1.0, aperture_radius=10.0),\n",
    "    )\n",
    "    scene.add_lens('L', CoordinateSystem(z=0), lens_config)\n",
    "    scene.add_detector(\n",
    "        'D', CoordinateSystem(z=detector_z),\n",
    "        IrradianceDetectorConfig(width=6, height=6, num_pixels_x=128, num_pixels_y=128),\n",
    "    )\n",
    "    return scene.trace(num_rays=n_rays, seed=42).detectors['D']\n",
    "\n",
    "\n",
    "irr_bare = flux_through(biconvex_bare)\n",
    "irr_coated = flux_through(biconvex_coated)\n",
    "\n",
    "print(f\"Bare (Fresnel) lens : {irr_bare.total_flux:.4f} W on detector\")\n",
    "print(f\"AR-coated lens      : {irr_coated.total_flux:.4f} W on detector\")\n",
    "print(f\"Extra throughput from coating: \"\n",
    "      f\"{100 * (irr_coated.total_flux / irr_bare.total_flux - 1):.2f}%\")\n",
    "print()\n",
    "print(\"Two surfaces each reflecting a few percent by bare Fresnel add up: the\")\n",
    "print(\"AR coating recovers that loss and delivers more flux to the same spot.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1f2a3b4",
   "metadata": {},
   "source": [
    "## 6. Per-Surface Overrides with `SurfaceConfig`\n",
    "\n",
    "`LensConfig.front`, `.back`, `.edge`, and `.rim` accept a `SurfaceConfig` to\n",
    "override defaults on a per-surface basis:\n",
    "\n",
    "- `interaction` — force `REFRACTIVE`, `REFLECTIVE`, or `ABSORBING`\n",
    "- `bsdf` — attach a scatter model (see the Scattering notebook)\n",
    "- `scatter_fraction` — how much of the light the BSDF handles\n",
    "- `aperture_radius` — override the semi-diameter for that surface\n",
    "- `coating` — attach an AR/reflective coating (see above)\n",
    "\n",
    "### How a BSDF interacts with the surface\n",
    "\n",
    "A BSDF **replaces** the surface's specular behaviour for the rays it handles:\n",
    "a ray routed to a `LambertianBSDF` is scattered into the diffuse hemisphere\n",
    "*instead of* being refracted. `scatter_fraction` sets how many rays that is.\n",
    "\n",
    "- `scatter_fraction=1.0` (the default) makes the surface a **pure diffuser** —\n",
    "  no light continues along the refracted path.\n",
    "- `scatter_fraction=0.05` makes it **mostly clear with a slight haze**, which\n",
    "  is what a real scratched or lightly frosted surface looks like.\n",
    "\n",
    "Below the back face of the lens scatters 5% of the light diffusely and\n",
    "refracts the other 95% normally, so the focused spot and the diffuse veil\n",
    "appear together.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f2a3b4c5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-18T17:43:03.120094Z",
     "iopub.status.busy": "2026-08-18T17:43:03.119094Z",
     "iopub.status.idle": "2026-08-18T17:43:05.120148Z",
     "shell.execute_reply": "2026-08-18T17:43:05.120148Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clear lens      : 0.9166 W on detector\n",
      "5% diffuse back : 0.8716 W on detector\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x420 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lens whose back face scatters 5% of the light into a Lambertian hemisphere\n",
    "# and refracts the remaining 95% as usual.\n",
    "scatter_config = LensConfig(\n",
    "    r1=50, r2=-50, thickness=5, material='N-BK7',\n",
    "    front_aperture_radius=12.5,\n",
    "    back=SurfaceConfig(\n",
    "        bsdf=LambertianBSDF(reflectance_value=0.9),  # 90% of scattered flux survives\n",
    "        scatter_fraction=0.05,                       # 5% of rays are scattered\n",
    "    ),\n",
    ")\n",
    "\n",
    "scene_sc = NSQScene()\n",
    "scene_sc.add_source(\n",
    "    'S', CoordinateSystem(z=-80),\n",
    "    CollimatedSourceConfig(spectrum=spec, total_flux=1.0, aperture_radius=10.0),\n",
    ")\n",
    "scene_sc.add_lens('L', CoordinateSystem(z=0), scatter_config)\n",
    "scene_sc.add_detector(\n",
    "    'D', CoordinateSystem(z=52.4),\n",
    "    IrradianceDetectorConfig(width=20, height=20, num_pixels_x=128, num_pixels_y=128),\n",
    ")\n",
    "\n",
    "result_sc = scene_sc.trace(num_rays=100_000, seed=42)\n",
    "irr_sc = result_sc.detectors['D']\n",
    "\n",
    "# Compare against the same lens with no scatter at all.\n",
    "clear_config = LensConfig(r1=50, r2=-50, thickness=5, material='N-BK7',\n",
    "                          front_aperture_radius=12.5)\n",
    "scene_clear = NSQScene()\n",
    "scene_clear.add_source(\n",
    "    'S', CoordinateSystem(z=-80),\n",
    "    CollimatedSourceConfig(spectrum=spec, total_flux=1.0, aperture_radius=10.0),\n",
    ")\n",
    "scene_clear.add_lens('L', CoordinateSystem(z=0), clear_config)\n",
    "scene_clear.add_detector(\n",
    "    'D', CoordinateSystem(z=52.4),\n",
    "    IrradianceDetectorConfig(width=20, height=20, num_pixels_x=128, num_pixels_y=128),\n",
    ")\n",
    "irr_clear = scene_clear.trace(num_rays=100_000, seed=42).detectors['D']\n",
    "\n",
    "print(f\"Clear lens      : {irr_clear.total_flux:.4f} W on detector\")\n",
    "print(f\"5% diffuse back : {irr_sc.total_flux:.4f} W on detector\")\n",
    "\n",
    "# A log scale shows the faint diffuse veil next to the bright core.\n",
    "fig, axes = plt.subplots(1, 2, figsize=(11, 4.2))\n",
    "extent = [-10, 10, -10, 10]\n",
    "vmax = max(irr_clear.irradiance.max(), irr_sc.irradiance.max())\n",
    "for ax, irr, title in zip(\n",
    "    axes,\n",
    "    [irr_clear.irradiance, irr_sc.irradiance],\n",
    "    ['Clear back surface', 'Back surface: 5% Lambertian scatter'],\n",
    "):\n",
    "    im = ax.imshow(irr, origin='lower', extent=extent, cmap='hot',\n",
    "                   norm=LogNorm(vmin=vmax * 1e-4, vmax=vmax))\n",
    "    ax.set_title(title)\n",
    "    ax.set_xlabel('x [mm]')\n",
    "    ax.set_ylabel('y [mm]')\n",
    "    plt.colorbar(im, ax=ax, label='Irradiance [W/mm$^2$]')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3b4c5d6",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "- `LensConfig(r1, r2, thickness, material, front_aperture_radius)` — singlet refractive element\n",
    "- `DoubletConfig(r1, r2, r3, thickness1, thickness2, material1, material2, aperture_radius)` — cemented achromat\n",
    "- `MirrorConfig(radius, reflectance, conic, aperture_radius)` — conic reflective mirror;\n",
    "  `reflectance` is **required** (constant, callable, or coating) — there is no implicit\n",
    "  100%-reflecting default\n",
    "- Glass names (`'N-BK7'`, `'N-SF5'`, ...) are looked up in the Optiland material catalog\n",
    "- `SurfaceConfig(coating=...)` attaches an `optiland.coatings` model (e.g. `SimpleCoating`)\n",
    "  to a refractive face, replacing bare Fresnel reflectance — the same coating model the\n",
    "  sequential engine uses\n",
    "- `SurfaceConfig` overrides individual surface properties (BSDF, interaction type, aperture, coating)\n",
    "- `SurfaceConfig(bsdf=..., scatter_fraction=f)` makes a surface partially scattering:\n",
    "  a fraction `f` of rays go to the BSDF, the rest keep the specular/refractive path\n",
    "- `VACUUM` constant for a lossless n=1 medium"
   ]
  }
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