{ "cells": [ { "cell_type": "markdown", "id": "595e5ed0", "metadata": {}, "source": [ "# Inverse design of a high-Q nanobeam cavity\n", "\n", "This executable tutorial starts from the validated nanobeam cavity, differentiates\n", "a fitted ringdown $Q$ through a GPU-native FDTD solve, and validates the optimized\n", "design with a fresh long simulation of literal air cylinders. It follows the same\n", "practical structure as a Tidy3D inverse-design notebook: parameters, geometry,\n", "plotted material, differentiable simulation, optimization, final fields, and\n", "quantitative analysis.\n", "\n", "The acceptance test is deliberately harder than “the objective increased.” The\n", "final binary geometry must exceed twice the **unchanged eight-hole cavity** and must\n", "also beat an **unoptimized, automatically mirror-completed control**. The saved run\n", "uses one exact-checkpointed adjoint update from a zero-vector cold start—no optimized\n", "warm start, imported pixels, or Tidy3D solve is involved." ] }, { "cell_type": "markdown", "id": "95a742a5", "metadata": {}, "source": [ "## Imports and accelerator" ] }, { "cell_type": "code", "execution_count": 1, "id": "94ec8cf6", "metadata": { "execution": { "iopub.execute_input": "2026-08-18T17:22:47.633854Z", "iopub.status.busy": "2026-08-18T17:22:47.633720Z", "iopub.status.idle": "2026-08-18T17:22:51.921440Z", "shell.execute_reply": "2026-08-18T17:22:51.918050Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "JAX devices: [CudaDevice(id=0)]\n", "Optimization artifact: benchmarks/artifacts/invdes_nanobeam_cavity_best.npz\n", "Independent Tidy3D validation: /home/hoodlab/github/fdtdx-hoodlab/benchmarks/goldens/tidy3d_validation_invdes_nanobeam_cavity.npz\n" ] } ], "source": [ "import gc\n", "import json\n", "import os\n", "os.environ.setdefault(\"XLA_PYTHON_CLIENT_PREALLOCATE\", \"false\")\n", "\n", "from pathlib import Path\n", "from time import perf_counter\n", "import warnings\n", "import jax\n", "import jax.numpy as jnp\n", "import matplotlib.pyplot as plt\n", "from matplotlib.patches import Circle, Rectangle\n", "import numpy as np\n", "import pandas as pd\n", "from scipy.signal import hilbert\n", "import fdtdx\n", "from IPython import get_ipython\n", "\n", "from benchmarks.cases.device_nanobeam_cavity.run import (\n", " NanobeamParameters,\n", " _dominant_resonance,\n", " build_nanobeam_simulation,\n", " run_nanobeam_simulation,\n", ")\n", "from benchmarks.cases.invdes_nanobeam_cavity.run import (\n", " ARTIFACT,\n", " BASELINE_Q,\n", " GUARANTEED_MIN_GAP_NM,\n", " MIRROR_COMPLETED_CONTROL_Q,\n", " NUM_DESIGN_HOLES,\n", " SAMPLES_PER_WINDOW,\n", " TARGET_Q,\n", " fabrication_metrics,\n", " optimize_nanobeam,\n", " physical_hole_geometry,\n", ")\n", "from benchmarks.device_geometry import nanobeam_holes_um\n", "\n", "get_ipython().run_line_magic(\"matplotlib\", \"inline\")\n", "warnings.filterwarnings(\"ignore\", category=FutureWarning, module=r\"tidy3d\\.components\\.mode\")\n", "plt.rcParams.update({\"figure.figsize\": (10, 4.8), \"figure.dpi\": 120})\n", "tidy_validation_path = ARTIFACT.parents[1] / \"goldens\" / \"tidy3d_validation_invdes_nanobeam_cavity.npz\"\n", "print(f\"JAX devices: {jax.devices()}\")\n", "print(f\"Optimization artifact: {ARTIFACT.relative_to(ARTIFACT.parents[2])}\")\n", "print(f\"Independent Tidy3D validation: {tidy_validation_path}\")" ] }, { "cell_type": "markdown", "id": "cdb7d864", "metadata": {}, "source": [ "## 1. Physical, numerical, and optimization parameters\n", "\n", "The forward benchmark uses a 25 nm Yee grid, 12 PML cells, x/y parity, a broadband\n", "$E_y$ dipole, and a 3 ps validation ringdown. The differentiable solve uses only\n", "0.8 ps: the source transient is discarded and three coherent 2,000-sample windows\n", "estimate one complex pole. Exact checkpointing trades compute for memory so the\n", "reverse pass fits on a 12 GB RTX 3080." ] }, { "cell_type": "code", "execution_count": 2, "id": "5bb6fa1d", "metadata": { "execution": { "iopub.execute_input": "2026-08-18T17:22:51.924929Z", "iopub.status.busy": "2026-08-18T17:22:51.924630Z", "iopub.status.idle": "2026-08-18T17:22:51.944422Z", "shell.execute_reply": "2026-08-18T17:22:51.940981Z" } }, "outputs": [ { "data": { "text/html": [ "
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value
grid_spacing_um0.025
interior_um(8.4, 3.7, 3.4)
run_time_ps3.0
analysis_start_ps0.2
wavelength_window_um(1.4, 1.6)
pml_layers12
beam_width_um0.5
beam_thickness_um0.22
silicon_index3.5
oxide_index1.44
positive-side shape controls20
short-fit windows3
samples per fit window2000
unchanged baseline Q35125.300715
required Q (2× baseline)70250.60143
mirror-completed control Q92493.301338
guaranteed minimum bridge (nm)65.0
\n", "
" ], "text/plain": [ " value\n", "grid_spacing_um 0.025\n", "interior_um (8.4, 3.7, 3.4)\n", "run_time_ps 3.0\n", "analysis_start_ps 0.2\n", "wavelength_window_um (1.4, 1.6)\n", "pml_layers 12\n", "beam_width_um 0.5\n", "beam_thickness_um 0.22\n", "silicon_index 3.5\n", "oxide_index 1.44\n", "positive-side shape controls 20\n", "short-fit windows 3\n", "samples per fit window 2000\n", "unchanged baseline Q 35125.300715\n", "required Q (2× baseline) 70250.60143\n", "mirror-completed control Q 92493.301338\n", "guaranteed minimum bridge (nm) 65.0" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "parameters = NanobeamParameters(\n", " grid_spacing_um=0.025,\n", " run_time_ps=3.0,\n", " analysis_start_ps=0.2,\n", " wavelength_window_um=(1.4, 1.6),\n", " beam_width_um=0.500,\n", " beam_thickness_um=0.220,\n", " pml_layers=12,\n", ")\n", "pd.Series({\n", " **parameters._asdict(),\n", " \"positive-side shape controls\": 2 * NUM_DESIGN_HOLES,\n", " \"short-fit windows\": 3,\n", " \"samples per fit window\": SAMPLES_PER_WINDOW,\n", " \"unchanged baseline Q\": BASELINE_Q,\n", " \"required Q (2× baseline)\": TARGET_Q,\n", " \"mirror-completed control Q\": MIRROR_COMPLETED_CONTROL_Q,\n", " \"guaranteed minimum bridge (nm)\": GUARANTEED_MIN_GAP_NM,\n", "}, name=\"value\").to_frame()" ] }, { "cell_type": "markdown", "id": "536e71d8", "metadata": {}, "source": [ "## 2. Initial geometry and automatic mirror completion\n", "\n", "The original compact example has eight positive-side holes. High-Q optimization is\n", "otherwise capped by leakage through that short mirror, so\n", "`extend_periodic_mirror_to_boundary` appends complete nominal periods while the hole\n", "edge remains inside the non-PML domain. The silicon beam already crosses the PML.\n", "The helper adds two holes per side here; it does not tune the cavity taper." ] }, { "cell_type": "code", "execution_count": 3, "id": "ccb700fc", "metadata": { "execution": { "iopub.execute_input": "2026-08-18T17:22:51.947866Z", "iopub.status.busy": "2026-08-18T17:22:51.947694Z", "iopub.status.idle": "2026-08-18T17:22:52.666423Z", "shell.execute_reply": "2026-08-18T17:22:52.662028Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Full holes: 16 → 20\n", "Last hole edge: 3.955 µm; non-PML edge: 4.200 µm\n" ] } ], "source": [ "original_centers_um, original_radii_um = nanobeam_holes_um()\n", "zero_controls = np.zeros(2 * NUM_DESIGN_HOLES, dtype=np.float32)\n", "control_centers_um, control_radii_um = physical_hole_geometry(zero_controls)\n", "\n", "def draw_geometry(ax, centers, radii, title):\n", " domain_half = parameters.interior_um[0] / 2 + parameters.pml_layers * parameters.grid_spacing_um\n", " interior_half = parameters.interior_um[0] / 2\n", " ax.axvspan(-domain_half, -interior_half, color=\"#d9a21b\", alpha=0.18, label=\"PML\")\n", " ax.axvspan(interior_half, domain_half, color=\"#d9a21b\", alpha=0.18)\n", " ax.add_patch(Rectangle(\n", " (-domain_half, -parameters.beam_width_um / 2),\n", " 2 * domain_half, parameters.beam_width_um,\n", " facecolor=\"#55c2b5\", edgecolor=\"#087d83\", label=\"silicon\",\n", " ))\n", " for center, radius in zip(centers, radii, strict=True):\n", " ax.add_patch(Circle((center, 0), radius, facecolor=\"white\", edgecolor=\"#18364a\", lw=0.7))\n", " ax.axvline(-interior_half, color=\"#d29b00\", ls=\"--\", lw=0.9)\n", " ax.axvline(interior_half, color=\"#d29b00\", ls=\"--\", lw=0.9)\n", " ax.set(xlim=(-domain_half, domain_half), ylim=(-0.42, 0.42), aspect=\"equal\", title=title,\n", " xlabel=\"x (µm)\", ylabel=\"y (µm)\")\n", "\n", "fig, axes = plt.subplots(2, 1, figsize=(12, 5.5), sharex=True)\n", "draw_geometry(axes[0], original_centers_um, original_radii_um, \"Unchanged compact cavity\")\n", "draw_geometry(axes[1], control_centers_um, control_radii_um, \"Automatic mirror-completed cold start\")\n", "axes[0].legend(loc=\"upper right\", ncol=2)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(f\"Full holes: {len(original_centers_um)} → {len(control_centers_um)}\")\n", "print(f\"Last hole edge: {control_centers_um[-1] + control_radii_um[-1]:.3f} µm; non-PML edge: {parameters.interior_um[0]/2:.3f} µm\")" ] }, { "cell_type": "markdown", "id": "913c1e79", "metadata": {}, "source": [ "## 3. Differentiable fitted-Q objective\n", "\n", "Each short ringdown window is coherently demodulated near the tracked resonance.\n", "A complex ratio fit gives $z=\\exp[(-\\gamma+i\\Delta\\omega)T]$, then\n", "$Q=\\pi f/\\gamma$. Because this estimator is written entirely in JAX, its scalar Q\n", "can be reverse-differentiated through the complete time-domain solve.\n", "\n", "The physical forward raster is not a grey sigmoid. It is the same binary 8×8\n", "subcell fill fraction and diagonal Farjadpour interface tensor used by literal\n", "cylinders. A sigmoid boundary is used only for its straight-through shape\n", "derivative. Residual, window-consistency, amplitude, positive-decay, and wavelength\n", "guards prevent the optimizer from selecting a meaningless fitted pole." ] }, { "cell_type": "code", "execution_count": 4, "id": "c85bc1d6", "metadata": { "execution": { "iopub.execute_input": "2026-08-18T17:22:52.669996Z", "iopub.status.busy": "2026-08-18T17:22:52.669768Z", "iopub.status.idle": "2026-08-18T17:23:10.677739Z", "shell.execute_reply": "2026-08-18T17:23:10.677297Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32m2026-08-18 17:23:01.611\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mfdtdx.fdtd.initialization\u001b[0m:\u001b[36mplace_objects\u001b[0m:\u001b[36m251\u001b[0m - \u001b[33m\u001b[1mSymmetry (1, -1, 0) reduces the simulation to grid shape (180, 86, 160) (PEC walls added on the electric planes: ['_sym_wall_y']; magnetic planes sit half a cell out and carry their mirror in the field halo, so they get no wall object; objects dropped: ['Object_1', 'Object_3']). Results are on the reduced domain — call fdtdx.unfold_detector_states / fdtdx.unfold_fields to reconstruct the full domain.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Accepted adjoint updates: 1\n", "Cold-start control norm: 0.0\n", "Notebook replay/setup time: 18.0 s\n" ] }, { "data": { "text/html": [ "
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stepquality_factor_beforequality_factorfit_residualwindow_consistencygradient_normaccepted_trust_radiusbacktracks
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" ], "text/plain": [ " step quality_factor_before quality_factor fit_residual \\\n", "0 0 83600.84375 156639.46875 0.00021 \n", "\n", " window_consistency gradient_norm accepted_trust_radius backtracks \n", "0 0.154287 12.755676 0.075 1 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# This call runs one cold-start adjoint when no compatible artifact exists.\n", "# On an executed release notebook it resumes the saved passing stage and performs\n", "# no additional speculative updates; the fresh validation solves below still run.\n", "started = perf_counter()\n", "optimization = optimize_nanobeam(iterations=1)\n", "setup = optimization.pop(\"setup\", None)\n", "del setup\n", "gc.collect()\n", "\n", "artifact = np.load(ARTIFACT, allow_pickle=True)\n", "best_controls = np.asarray(artifact[\"best_parameters\"])\n", "history = json.loads(str(artifact[\"history_json\"]))\n", "print(f\"Accepted adjoint updates: {len(history)}\")\n", "print(f\"Cold-start control norm: {np.linalg.norm(history[0]['parameters_before']):.1f}\")\n", "print(f\"Notebook replay/setup time: {perf_counter() - started:.1f} s\")\n", "pd.DataFrame(history)[[\n", " \"step\", \"quality_factor_before\", \"quality_factor\", \"fit_residual\",\n", " \"window_consistency\", \"gradient_norm\", \"accepted_trust_radius\", \"backtracks\",\n", "]]" ] }, { "cell_type": "markdown", "id": "c25c60df", "metadata": {}, "source": [ "## 4. Optimization history and the actual adjoint gradient" ] }, { "cell_type": "code", "execution_count": 5, "id": "f2bad1c3", "metadata": { "execution": { "iopub.execute_input": "2026-08-18T17:23:10.680111Z", "iopub.status.busy": "2026-08-18T17:23:10.679861Z", "iopub.status.idle": "2026-08-18T17:23:10.995085Z", "shell.execute_reply": "2026-08-18T17:23:10.994600Z" } }, "outputs": [ { "data": { "image/png": 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value
short fitted Q before83600.84375
short fitted Q after156639.46875
acceptedTrue
line-search backtracks1
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" ], "text/plain": [ " value\n", "short fitted Q before 83600.84375\n", "short fitted Q after 156639.46875\n", "accepted True\n", "line-search backtracks 1\n", "adjoint wall time (s) 249.182671" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "first = history[0]\n", "gradient = np.asarray(first[\"gradient\"])\n", "indices = np.arange(NUM_DESIGN_HOLES)\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 4.2))\n", "stages = [\"unchanged\\n8-hole\", \"mirror-completed\\ncontrol\", \"optimized\\nliteral\"]\n", "long_q = [BASELINE_Q, MIRROR_COMPLETED_CONTROL_Q, float(artifact[\"validated_q\"])]\n", "colors = [\"#6f8290\", \"#087d83\", \"#8221a8\"]\n", "axes[0].bar(stages, long_q, color=colors)\n", "axes[0].axhline(TARGET_Q, color=\"#d29b00\", ls=\"--\", label=\"2× target\")\n", "axes[0].set(ylabel=\"independent 3 ps Q\", title=\"Physical validation ladder\")\n", "axes[0].legend()\n", "\n", "axes[1].bar(indices - 0.18, gradient[:NUM_DESIGN_HOLES], width=0.36, label=\"center\", color=\"#087d83\")\n", "axes[1].bar(indices + 0.18, gradient[NUM_DESIGN_HOLES:], width=0.36, label=\"radius\", color=\"#8221a8\")\n", "axes[1].axhline(0, color=\"black\", lw=0.7)\n", "axes[1].set(xlabel=\"positive-side hole index\", ylabel=\"d score / d control\", title=\"Exact-checkpointed FDTD gradient\")\n", "axes[1].legend()\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "pd.Series({\n", " \"short fitted Q before\": first[\"quality_factor_before\"],\n", " \"short fitted Q after\": first[\"quality_factor\"],\n", " \"accepted\": first[\"accepted\"],\n", " \"line-search backtracks\": first[\"backtracks\"],\n", " \"adjoint wall time (s)\": first[\"elapsed_seconds\"],\n", "}, name=\"value\").to_frame()" ] }, { "cell_type": "markdown", "id": "c62999ff", "metadata": {}, "source": [ "## 5. Final binary geometry and voxelized material\n", "\n", "The unconstrained optimizer variables are mapped through bounded `tanh` transforms:\n", "centers can move by at most 25 nm and radii by at most 15 nm. Those hard bounds make\n", "the 65 nm minimum bridge a geometric guarantee, not a penalty that might be violated.\n", "The plotted circles below are the exact arrays passed to the final forward builder." ] }, { "cell_type": "code", "execution_count": 6, "id": "1f6019d5", "metadata": { "execution": { "iopub.execute_input": "2026-08-18T17:23:10.997948Z", "iopub.status.busy": "2026-08-18T17:23:10.997632Z", "iopub.status.idle": "2026-08-18T17:23:11.218242Z", "shell.execute_reply": "2026-08-18T17:23:11.216544Z" } }, "outputs": [ { "data": { "image/png": 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control x (µm)optimized x (µm)Δx (nm)control r (µm)optimized r (µm)Δr (nm)
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" ], "text/plain": [ " control x (µm) optimized x (µm) Δx (nm) control r (µm) \\\n", "0 0.16500 0.16355 -1.45445 0.09240 \n", "1 0.50281 0.50250 -0.31162 0.09677 \n", "2 0.86562 0.86638 0.75556 0.10640 \n", "3 1.26281 1.26280 -0.01012 0.11602 \n", "4 1.68500 1.68483 -0.16894 0.12040 \n", "5 2.11500 2.11496 -0.03729 0.12040 \n", "6 2.54500 2.54502 0.02160 0.12040 \n", "7 2.97500 2.97502 0.01592 0.12040 \n", "8 3.40500 3.40500 0.00364 0.12040 \n", "9 3.83500 3.83500 -0.00182 0.12040 \n", "\n", " optimized r (µm) Δr (nm) \n", "0 0.09274 0.34064 \n", "1 0.09668 -0.09714 \n", "2 0.10606 -0.34333 \n", "3 0.11605 0.02641 \n", "4 0.12048 0.07917 \n", "5 0.12041 0.01162 \n", "6 0.12039 -0.01062 \n", "7 0.12039 -0.00539 \n", "8 0.12040 -0.00024 \n", "9 0.12040 0.00121 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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value
minimum_silicon_gap_nm141.609818
minimum_hole_diameter_nm185.481277
fabrication_violation_nm0.000000
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" ], "text/plain": [ " value\n", "minimum_silicon_gap_nm 141.609818\n", "minimum_hole_diameter_nm 185.481277\n", "fabrication_violation_nm 0.000000" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "final_centers_um, final_radii_um = physical_hole_geometry(best_controls)\n", "fabrication = fabrication_metrics(best_controls)\n", "\n", "fig, ax = plt.subplots(figsize=(12, 2.9))\n", "draw_geometry(ax, final_centers_um, final_radii_um, \"Final optimized literal-cylinder geometry\")\n", "ax.legend(loc=\"upper right\", ncol=2)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "positive = slice(NUM_DESIGN_HOLES, None)\n", "geometry_table = pd.DataFrame({\n", " \"control x (µm)\": control_centers_um[positive],\n", " \"optimized x (µm)\": final_centers_um[positive],\n", " \"Δx (nm)\": 1e3 * (final_centers_um[positive] - control_centers_um[positive]),\n", " \"control r (µm)\": control_radii_um[positive],\n", " \"optimized r (µm)\": final_radii_um[positive],\n", " \"Δr (nm)\": 1e3 * (final_radii_um[positive] - control_radii_um[positive]),\n", "})\n", "display(geometry_table.round(5))\n", "pd.Series(fabrication, name=\"value\").to_frame()" ] }, { "cell_type": "code", "execution_count": 7, "id": "a7d80af6", "metadata": { "execution": { "iopub.execute_input": "2026-08-18T17:23:11.221371Z", "iopub.status.busy": "2026-08-18T17:23:11.221039Z", "iopub.status.idle": "2026-08-18T17:23:15.566435Z", "shell.execute_reply": "2026-08-18T17:23:15.563006Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32m2026-08-18 17:23:13.182\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mfdtdx.fdtd.initialization\u001b[0m:\u001b[36mplace_objects\u001b[0m:\u001b[36m251\u001b[0m - \u001b[33m\u001b[1mSymmetry (1, -1, 0) reduces the simulation to grid shape (180, 86, 160) (PEC walls added on the electric planes: ['_sym_wall_y']; magnetic planes sit half a cell out and carry their mirror in the field halo, so they get no wall object; objects dropped: ['Object_10', 'Object_8']). Results are on the reduced domain — call fdtdx.unfold_detector_states / fdtdx.unfold_fields to reconstruct the full domain.\u001b[0m\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "13963" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "object_list, constraints, config = build_nanobeam_simulation(\n", " parameters,\n", " hole_centers_um=final_centers_um,\n", " hole_radii_um=final_radii_um,\n", ")\n", "key = jax.random.PRNGKey(0)\n", "objects, arrays, design_params, config, _ = fdtdx.place_objects(\n", " object_list=object_list, config=config, constraints=constraints, key=key,\n", ")\n", "arrays, objects, _ = fdtdx.apply_params(arrays, objects, design_params, key)\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 4.2))\n", "fdtdx.plot_material_from_side(config, arrays, viewing_side=\"z\", position=0.0,\n", " material_axis=0, plot_legend=True, ax=axes[0])\n", "fdtdx.plot_material_from_side(config, arrays, viewing_side=\"y\", position=0.0,\n", " material_axis=0, plot_legend=True, ax=axes[1])\n", "axes[0].set_title(\"Final Yee material · device plane\")\n", "axes[1].set_title(\"Final Yee material · vertical section\")\n", "plt.tight_layout()\n", "plt.show()\n", "del arrays, objects, object_list\n", "gc.collect()" ] }, { "cell_type": "markdown", "id": "28c06f0d", "metadata": {}, "source": [ "## 6. Fresh baseline and final FDTD simulations\n", "\n", "These are not optimizer-surrogate plots. Both scenes are rebuilt from ordinary\n", "`Cylinder` objects and propagated for 3 ps. The baseline uses the unchanged default\n", "geometry; the final run uses the optimized center/radius arrays above. Terminal\n", "fields and complete point-monitor ringdowns are retained for the plots that follow." ] }, { "cell_type": "code", "execution_count": 8, "id": "9cd3e1c2", "metadata": { "execution": { "iopub.execute_input": "2026-08-18T17:23:15.570889Z", "iopub.status.busy": "2026-08-18T17:23:15.570707Z", "iopub.status.idle": "2026-08-18T17:24:22.526453Z", "shell.execute_reply": "2026-08-18T17:24:22.523064Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32m2026-08-18 17:23:18.474\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mfdtdx.fdtd.initialization\u001b[0m:\u001b[36mplace_objects\u001b[0m:\u001b[36m251\u001b[0m - \u001b[33m\u001b[1mSymmetry (1, -1, 0) reduces the simulation to grid shape (180, 86, 160) (PEC walls added on the electric planes: ['_sym_wall_y']; magnetic planes sit half a cell out and carry their mirror in the field halo, so they get no wall object; objects dropped: ['Object_15', 'Object_17']). Results are on the reduced domain — call fdtdx.unfold_detector_states / fdtdx.unfold_fields to reconstruct the full domain.\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32m2026-08-18 17:23:51.717\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mfdtdx.fdtd.initialization\u001b[0m:\u001b[36mplace_objects\u001b[0m:\u001b[36m251\u001b[0m - \u001b[33m\u001b[1mSymmetry (1, -1, 0) reduces the simulation to grid shape (180, 86, 160) (PEC walls added on the electric planes: ['_sym_wall_y']; magnetic planes sit half a cell out and carry their mirror in the field halo, so they get no wall object; objects dropped: ['Object_22', 'Object_24']). Results are on the reduced domain — call fdtdx.unfold_detector_states / fdtdx.unfold_fields to reconstruct the full domain.\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Baseline GPU solve: 33.7 s\n", "Final GPU solve: 33.2 s\n", "Reduced grid: (180, 86, 160); time steps: 62,940\n" ] } ], "source": [ "started = perf_counter()\n", "baseline_sim = run_nanobeam_simulation(parameters, record_field=True, show_progress=False)\n", "baseline_seconds = perf_counter() - started\n", "started = perf_counter()\n", "final_sim = run_nanobeam_simulation(\n", " parameters, record_field=True, show_progress=False,\n", " hole_centers_um=final_centers_um, hole_radii_um=final_radii_um,\n", ")\n", "final_seconds = perf_counter() - started\n", "print(f\"Baseline GPU solve: {baseline_seconds:.1f} s\")\n", "print(f\"Final GPU solve: {final_seconds:.1f} s\")\n", "print(f\"Reduced grid: {final_sim.objects.volume.grid_shape}; time steps: {final_sim.config.time_steps_total:,}\")" ] }, { "cell_type": "markdown", "id": "4ad8c17f", "metadata": {}, "source": [ "## 7. Material and electric-field profiles" ] }, { "cell_type": "code", "execution_count": 9, "id": "dc5c803c", "metadata": { "execution": { "iopub.execute_input": "2026-08-18T17:24:22.531146Z", "iopub.status.busy": "2026-08-18T17:24:22.530876Z", "iopub.status.idle": "2026-08-18T17:24:23.222421Z", "shell.execute_reply": "2026-08-18T17:24:23.218985Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def unfold_quarter(values):\n", " values = np.asarray(values)\n", " full_x = np.concatenate((values[::-1, :], values), axis=0)\n", " return np.concatenate((full_x[:, ::-1], full_x), axis=1)\n", "\n", "domain_x = parameters.interior_um[0] / 2 + parameters.pml_layers * parameters.grid_spacing_um\n", "domain_y = parameters.interior_um[1] / 2 + parameters.pml_layers * parameters.grid_spacing_um\n", "extent = [-domain_x, domain_x, -domain_y, domain_y]\n", "\n", "fig, axes = plt.subplots(2, 2, figsize=(13, 7.2), sharex=True, sharey=True)\n", "for column, (label, sim) in enumerate(((\"unchanged baseline\", baseline_sim), (\"optimized final\", final_sim))):\n", " eps = 1 / np.asarray(sim.arrays.inv_permittivities[1])\n", " eps_xy = unfold_quarter(eps[:, :, eps.shape[2] // 2])\n", " ey_xy = unfold_quarter(np.abs(sim.field_snapshot))\n", " material = axes[0, column].imshow(eps_xy.T, origin=\"lower\", extent=extent, cmap=\"viridis\", aspect=\"equal\")\n", " field = axes[1, column].imshow(\n", " (ey_xy / (ey_xy.max() + 1e-30)).T, origin=\"lower\", extent=extent,\n", " cmap=\"magma\", vmin=0, vmax=1, aspect=\"equal\",\n", " )\n", " axes[1, column].contour(\n", " np.linspace(extent[0], extent[1], eps_xy.shape[0]),\n", " np.linspace(extent[2], extent[3], eps_xy.shape[1]),\n", " eps_xy.T, levels=[2.0], colors=\"cyan\", linewidths=0.5,\n", " )\n", " axes[0, column].set_title(f\"{label} · εᵧᵧ\")\n", " axes[1, column].set_title(f\"{label} · normalized |Ey| at 3 ps\")\n", "for ax in axes.flat:\n", " ax.set(xlim=(-4.5, 4.5), ylim=(-0.7, 0.7), ylabel=\"y (µm)\")\n", "axes[1, 0].set_xlabel(\"x (µm)\")\n", "axes[1, 1].set_xlabel(\"x (µm)\")\n", "fig.colorbar(material, ax=axes[0, :], shrink=0.8, label=\"relative permittivity\")\n", "fig.colorbar(field, ax=axes[1, :], shrink=0.8, label=\"normalized |Ey|\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b64aa16a", "metadata": {}, "source": [ "## 8. Ringdown, fitted pole, and spectrum" ] }, { "cell_type": "code", "execution_count": 10, "id": "b42e0384", "metadata": { "execution": { "iopub.execute_input": "2026-08-18T17:24:23.225891Z", "iopub.status.busy": "2026-08-18T17:24:23.225703Z", "iopub.status.idle": "2026-08-18T17:24:31.528495Z", "shell.execute_reply": "2026-08-18T17:24:31.525005Z" } }, "outputs": [ { "data": { "image/png": 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unchanged baselineoptimized literal
wavelength (µm)1.568706e+001.568299
independent Q3.512530e+04187133.234081
ResonanceFinder error3.919232e-070.000005
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" ], "text/plain": [ " unchanged baseline optimized literal\n", "wavelength (µm) 1.568706e+00 1.568299\n", "independent Q 3.512530e+04 187133.234081\n", "ResonanceFinder error 3.919232e-07 0.000005" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample_dt = 2 * final_sim.config.time_step_duration\n", "time_ps = parameters.analysis_start_ps + np.arange(final_sim.ringdown.size) * sample_dt * 1e12\n", "baseline_pole = _dominant_resonance(baseline_sim.ringdown, sample_dt)\n", "final_pole = _dominant_resonance(final_sim.ringdown, sample_dt)\n", "\n", "fig, axes = plt.subplots(1, 3, figsize=(15, 4.2))\n", "for signal, label, color in (\n", " (baseline_sim.ringdown, \"baseline\", \"#087d83\"),\n", " (final_sim.ringdown, \"optimized\", \"#8221a8\"),\n", "):\n", " normalized = signal / np.max(np.abs(signal))\n", " axes[0].plot(time_ps[::4], normalized[::4], lw=0.65, label=label, color=color)\n", " envelope = np.abs(hilbert(signal))\n", " axes[1].semilogy(time_ps[::10], (envelope / envelope.max())[::10], lw=1.0, label=label, color=color)\n", "\n", " frequencies = np.fft.rfftfreq(signal.size, sample_dt)\n", " spectrum = np.abs(np.fft.rfft(signal * np.hanning(signal.size)))\n", " mask = (frequencies > fdtdx.constants.c / 1.6e-6) & (frequencies < fdtdx.constants.c / 1.4e-6)\n", " wavelength = fdtdx.constants.c / frequencies[mask] * 1e6\n", " order = np.argsort(wavelength)\n", " axes[2].plot(wavelength[order], (spectrum[mask] / spectrum[mask].max())[order], label=label, color=color)\n", "\n", "axes[0].set(xlabel=\"time (ps)\", ylabel=\"normalized Ey\", title=\"Recorded ringdown\")\n", "axes[1].set(xlabel=\"time (ps)\", ylabel=\"normalized analytic envelope\", title=\"Small measured decay fraction\")\n", "axes[2].axvline(final_pole[\"wavelength_um\"], color=\"#d29b00\", ls=\"--\", label=\"fitted final pole\")\n", "axes[2].set(xlabel=\"wavelength (µm)\", ylabel=\"normalized FFT\", title=\"Ringdown spectrum\", xlim=(1.4, 1.6))\n", "for ax in axes:\n", " ax.legend()\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "pd.DataFrame({\n", " \"unchanged baseline\": [baseline_pole[\"wavelength_um\"], baseline_pole[\"Q\"], baseline_pole[\"fit_error\"]],\n", " \"optimized literal\": [final_pole[\"wavelength_um\"], final_pole[\"Q\"], final_pole[\"fit_error\"]],\n", "}, index=[\"wavelength (µm)\", \"independent Q\", \"ResonanceFinder error\"])" ] }, { "cell_type": "markdown", "id": "8223e0fd", "metadata": {}, "source": [ "## 9. Differentiable short fit versus independent long fit\n", "\n", "The optimization fit sees only the first 6,000 post-source samples (three windows),\n", "whereas the held-out `ResonanceFinder` sees all 29,371 samples. Agreement does not\n", "have to be exact—the short fit is intentionally cheap—but both must track the same\n", "wavelength and the long independent result alone decides pass/fail." ] }, { "cell_type": "code", "execution_count": 11, "id": "775e991a", "metadata": { "execution": { "iopub.execute_input": "2026-08-18T17:24:31.531993Z", "iopub.status.busy": "2026-08-18T17:24:31.531774Z", "iopub.status.idle": "2026-08-18T17:24:33.762660Z", "shell.execute_reply": "2026-08-18T17:24:33.762062Z" } }, "outputs": [ { "data": { "text/html": [ "
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differentiable 0.6 ps fitindependent 2.8 ps fit
wavelength (µm)1.5682981.568299
Q157462.078125187133.234081
fit residual/error0.0002040.000005
window consistency0.151263NaN
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" ], "text/plain": [ " differentiable 0.6 ps fit independent 2.8 ps fit\n", "wavelength (µm) 1.568298 1.568299\n", "Q 157462.078125 187133.234081\n", "fit residual/error 0.000204 0.000005\n", "window consistency 0.151263 NaN" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "short_fit = fdtdx.fit_resonance(\n", " jnp.asarray(final_sim.ringdown[:3 * SAMPLES_PER_WINDOW]),\n", " time_step=sample_dt,\n", " center_frequency=fdtdx.constants.c / 1.57e-6,\n", " samples_per_window=SAMPLES_PER_WINDOW,\n", " num_windows=3,\n", ")\n", "fit_table = pd.DataFrame({\n", " \"differentiable 0.6 ps fit\": [\n", " float(fdtdx.constants.c / short_fit.frequency * 1e6),\n", " float(short_fit.quality_factor), float(short_fit.residual),\n", " float(short_fit.window_consistency),\n", " ],\n", " \"independent 2.8 ps fit\": [\n", " final_pole[\"wavelength_um\"], final_pole[\"Q\"],\n", " final_pole[\"fit_error\"], np.nan,\n", " ],\n", "}, index=[\"wavelength (µm)\", \"Q\", \"fit residual/error\", \"window consistency\"])\n", "fit_table" ] }, { "cell_type": "markdown", "id": "d2360ad7", "metadata": {}, "source": [ "## 10. Local FDTDX metrics" ] }, { "cell_type": "code", "execution_count": 12, "id": "e7388db0", "metadata": { "execution": { "iopub.execute_input": "2026-08-18T17:24:33.767083Z", "iopub.status.busy": "2026-08-18T17:24:33.766871Z", "iopub.status.idle": "2026-08-18T17:24:33.777652Z", "shell.execute_reply": "2026-08-18T17:24:33.774832Z" } }, "outputs": [ { "data": { "text/html": [ "
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measured value
unchanged baseline Q35125.300715
required Q70250.601430
mirror-completed control Q92493.301338
optimized literal Q187133.234081
optimized / unchanged5.327591
optimized / completed control2.023209
minimum silicon bridge (nm)141.609818
minimum hole diameter (nm)185.481277
fabrication violation (nm)0.000000
binary material fraction1.000000
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" ], "text/plain": [ " measured value\n", "unchanged baseline Q 35125.300715\n", "required Q 70250.601430\n", "mirror-completed control Q 92493.301338\n", "optimized literal Q 187133.234081\n", "optimized / unchanged 5.327591\n", "optimized / completed control 2.023209\n", "minimum silicon bridge (nm) 141.609818\n", "minimum hole diameter (nm) 185.481277\n", "fabrication violation (nm) 0.000000\n", "binary material fraction 1.000000" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "PASS: literal inverse-designed Q exceeds both physical controls.\n", "uv run fdtdx-bench run --case invdes_nanobeam_cavity\n" ] } ], "source": [ "metrics = pd.Series({\n", " \"unchanged baseline Q\": baseline_pole[\"Q\"],\n", " \"required Q\": 2 * baseline_pole[\"Q\"],\n", " \"mirror-completed control Q\": MIRROR_COMPLETED_CONTROL_Q,\n", " \"optimized literal Q\": final_pole[\"Q\"],\n", " \"optimized / unchanged\": final_pole[\"Q\"] / baseline_pole[\"Q\"],\n", " \"optimized / completed control\": final_pole[\"Q\"] / MIRROR_COMPLETED_CONTROL_Q,\n", " \"minimum silicon bridge (nm)\": fabrication[\"minimum_silicon_gap_nm\"],\n", " \"minimum hole diameter (nm)\": fabrication[\"minimum_hole_diameter_nm\"],\n", " \"fabrication violation (nm)\": fabrication[\"fabrication_violation_nm\"],\n", " \"binary material fraction\": 1.0,\n", "}, name=\"measured value\")\n", "display(metrics.to_frame())\n", "assert metrics[\"optimized / unchanged\"] >= 2.0\n", "assert metrics[\"optimized / completed control\"] >= 1.0\n", "assert metrics[\"fabrication violation (nm)\"] == 0.0\n", "print(\"PASS: literal inverse-designed Q exceeds both physical controls.\")\n", "print(\"uv run fdtdx-bench run --case invdes_nanobeam_cavity\")" ] }, { "cell_type": "markdown", "id": "210ad0de", "metadata": {}, "source": [ "## 11. Independent Tidy3D verification of the same cylinders\n", "\n", "The fixed-count control and optimized arrays above were inserted into the trusted\n", "Tidy3D nanobeam builder without changing its 25 nm uniform grid, silicon/oxide\n", "materials, source, three time probes, 12-layer PML, `(1, -1, 0)` symmetry, or 3 ps\n", "runtime. Both Tidy3D scenes contain exactly 20 holes, so this ratio cannot benefit\n", "from adding mirror periods. The cloud solves are frozen here; executing this\n", "notebook reads their signals and does not submit a paid task." ] }, { "cell_type": "code", "execution_count": 13, "id": "dac7331d", "metadata": { "execution": { "iopub.execute_input": "2026-08-18T17:24:33.781061Z", "iopub.status.busy": "2026-08-18T17:24:33.780748Z", "iopub.status.idle": "2026-08-18T17:24:34.224438Z", "shell.execute_reply": "2026-08-18T17:24:34.220974Z" } }, "outputs": [ { "data": { "image/png": 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", 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FDTDXTidy3D
20-hole control Q92493.30133884246.788385
20-hole optimized Q187133.234081146677.821390
optimized / control2.0232091.741049
\n", "
" ], "text/plain": [ " FDTDX Tidy3D\n", "20-hole control Q 92493.301338 84246.788385\n", "20-hole optimized Q 187133.234081 146677.821390\n", "optimized / control 2.023209 1.741049" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Tidy3D control fit error: 0.023585881021420136\n", "Tidy3D optimized fit error: 0.001235640038273991\n", "Tidy3D task IDs: {'mirror_completed_control': 'fdve-1b9cf912-868e-4779-a79d-8fe99e72b2a4', 'optimized': 'fdve-f63006bd-ae2e-490e-8506-ce3d0310e9b0'}\n", "Billed FlexCredits: 0.09794087790122365\n" ] } ], "source": [ "tidy = np.load(tidy_validation_path, allow_pickle=True)\n", "tidy_meta = json.loads(str(tidy[\"meta_json\"]))\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(12.5, 4.2))\n", "for stem, label, color in (\n", " (\"mirror_completed_control\", \"20-hole control\", \"#087d83\"),\n", " (\"optimized\", \"20-hole optimized\", \"#8221a8\"),\n", "):\n", " time_ps_tidy = tidy[f\"{stem}_time_s\"] * 1e12\n", " signal_tidy = np.asarray(tidy[f\"{stem}_signal\"])\n", " normalized = signal_tidy / np.max(np.abs(signal_tidy))\n", " envelope = np.abs(hilbert(np.real(signal_tidy)))\n", " axes[0].plot(time_ps_tidy[::8], np.real(normalized[::8]), lw=0.65,\n", " label=label, color=color)\n", " axes[1].semilogy(time_ps_tidy[::12], (envelope / envelope.max())[::12],\n", " lw=1.0, label=label, color=color)\n", "axes[0].set(xlabel=\"time (ps)\", ylabel=\"normalized Re(Ey)\",\n", " title=\"Matched Tidy3D ringdowns\")\n", "axes[1].set(xlabel=\"time (ps)\", ylabel=\"normalized envelope\",\n", " title=\"Optimized cavity decays more slowly\")\n", "for ax in axes:\n", " ax.grid(alpha=0.2)\n", " ax.legend()\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "cross_solver = pd.DataFrame({\n", " \"FDTDX\": [\n", " MIRROR_COMPLETED_CONTROL_Q,\n", " final_pole[\"Q\"],\n", " final_pole[\"Q\"] / MIRROR_COMPLETED_CONTROL_Q,\n", " ],\n", " \"Tidy3D\": [\n", " float(tidy[\"mirror_completed_control_Q\"][0]),\n", " float(tidy[\"optimized_Q\"][0]),\n", " float(tidy[\"tidy3d_q_ratio\"][0]),\n", " ],\n", "}, index=[\"20-hole control Q\", \"20-hole optimized Q\", \"optimized / control\"])\n", "display(cross_solver)\n", "print(\"Tidy3D control fit error:\", float(tidy[\"mirror_completed_control_fit_error\"][0]))\n", "print(\"Tidy3D optimized fit error:\", float(tidy[\"optimized_fit_error\"][0]))\n", "print(\"Tidy3D task IDs:\", {name: values[\"task_id\"] for name, values in tidy_meta[\"tasks\"].items()})\n", "print(\"Billed FlexCredits:\", sum(values[\"actual_flexcredits\"] for values in tidy_meta[\"tasks\"].values()))\n", "assert float(tidy[\"tidy3d_q_ratio\"][0]) > 1.0" ] }, { "cell_type": "markdown", "id": "0d9f0a73", "metadata": {}, "source": [ "## Interpretation\n", "\n", "The unchanged eight-hole cavity reaches about $3.5\times10^4$. Automatic mirror\n", "completion removes an artificial leakage bottleneck and reaches about $9.2\times10^4$;\n", "that setup improvement is reported separately and is not attributed to the adjoint.\n", "One fitted-Q adjoint update then more than doubles the completed control in the\n", "independent literal solve, reaching about $1.87\times10^5$ or 5.3× the unchanged\n", "cavity. In the independent matched Tidy3D pair, the same shape change raises Q from\n", "84,247 to 146,678, a **1.741× fixed-hole-count improvement**. Tidy3D therefore\n", "confirms that the shape optimization works, while also showing that the present\n", "25 nm FDTDX discretization overpredicts its magnitude (2.023× locally). The small\n", "center/radius shifts are physically resolved by both solvers' subpixel interface\n", "treatments; this was a bounded 20-parameter shape optimization, not a pixel design.\n", "\n", "For fabrication or publication, repeat across grid spacings, etch bias, sidewall\n", "angle, material dispersion, and multiple fitting windows. This notebook proves the\n", "requested GPU-native automatic-differentiation workflow and its held-out physical\n", "result; it does not claim that a single nominal design is robust to every process\n", "variation." ] } ], "metadata": { "fdtdx_execution": { "executed": true, "working_directory": "repository root" }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.13" }, "mystnb": { "execution_mode": "off" } }, "nbformat": 4, "nbformat_minor": 5 }