{ "cells": [ { "cell_type": "markdown", "id": "bc5be9ac", "metadata": {}, "source": [ "# End-to-End PSF Dataset Generation Pipeline\n", "\n", "**What you will learn:**\n", "- How to generate a batch of PSFs with randomised Zernike aberrations\n", "- How to build a WFE budget (per-mode amplitude limits)\n", "- How to store and inspect a PSF dataset as a NumPy array\n", "- How to visualise the statistical spread of the generated PSFs\n", "\n", "**Prerequisites:** `04_wavefront_aberrations.ipynb`, `05_encircled_energy.ipynb`\n", "\n", "---\n", "\n", "## Motivation\n", "\n", "Many applications — optical system design studies, machine-learning wavefront-sensing models,\n", "Monte-Carlo tolerance analyses — require not just a single PSF but a **large collection** of PSFs \n", "drawn from a realistic distribution of wavefront errors.\n", "\n", "This notebook shows the complete workflow:\n", "\n", "```\n", "Define WFE budget\n", " ↓\n", "Sample random Zernike coefficients\n", " ↓\n", "Compute PSF for each coefficient set\n", " ↓\n", "Collect results into a NumPy array\n", " ↓\n", "Inspect and characterise the dataset\n", "```\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "12c969f2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "pysynphot is unavailable (`np.alltrue` was removed in the NumPy 2.0 release. Use `np.all` instead.). Polychromatic sources will use the built-in Planck-law implementation.\n" ] } ], "source": [ "%matplotlib inline\n", "import psfcraft\n", "from psfcraft.utils import generate_coefficients, build_wfe_budget\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n" ] }, { "cell_type": "markdown", "id": "c4329818", "metadata": {}, "source": [ "## 1. Define the Telescope and WFE Budget\n", "\n", "A **WFE budget** assigns a maximum amplitude (in nm RMS) to each Zernike mode. \n", "Modes that matter less (high-order) get smaller budgets.\n", "\n", "`build_wfe_budget()` expands a radial-order budget into a per-Zernike list.\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "1ed49114", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Budget has 28 Zernike coefficients.\n", "Per-mode limits (nm): [0, 100, 100, 50, 50, 50, 36, 36, 36, 36, 18, 18] …\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# --- Telescope configuration ---\n", "PRIMARY_RADIUS = 0.5 # metres\n", "SECONDARY_RADIUS = 0.1 # metres\n", "PIXEL_SCALE = 0.298 # arcsec/pixel\n", "FOV_PIXELS = 32 # image size (keep small for speed)\n", "WAVELENGTH = 1e-6 # 1 µm\n", "\n", "# --- WFE budget: [0, tip, tilt, defocus, astig×2, coma×2, trefoil×2, spherical, …]\n", "# Radial budget: amplitude in nm per radial order (0=piston, 1=tip/tilt, …)\n", "radial_budget_nm = [0, 100, 50, 36, 18, 9, 5]\n", "wfe_budget = build_wfe_budget(radial_budget_nm)\n", "\n", "print(f\"Budget has {len(wfe_budget)} Zernike coefficients.\")\n", "print(\"Per-mode limits (nm):\", wfe_budget[:12], \"…\")\n", "\n", "# Quick bar chart\n", "fig, ax = plt.subplots(figsize=(10, 3))\n", "ax.bar(range(1, len(wfe_budget) + 1), wfe_budget, color=\"steelblue\", edgecolor=\"white\")\n", "ax.set_xlabel(\"Noll index\")\n", "ax.set_ylabel(\"Max amplitude (nm)\")\n", "ax.set_title(\"WFE budget per Zernike mode\")\n", "ax.set_xlim(0.5, len(wfe_budget) + 0.5)\n", "ax.grid(True, axis=\"y\", alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "413858c7", "metadata": {}, "source": [ "## 2. Generate a Batch of PSFs with Random Aberrations\n", "\n", "`generate_coefficients(wfe_budget)` draws a uniform random coefficient vector within the budget. \n", "We call it repeatedly and compute one PSF per draw.\n", "\n", "> **Performance tip:** Keep `N_PSFS` small (≤ 20) in this tutorial notebook. \n", "> For large datasets (10⁴–10⁵ PSFs), use the `PSF_Generator` class from `psfcraft.utils` \n", "> which handles parallelism and HDF5 output automatically.\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "c7b5f4b8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " PSF 12/12 RMS WFE = 125.1 nm\n", "Dataset ready: (12, 128, 128) (N × H × W)\n", " PSF 12/12 RMS WFE = 125.1 nm\n", "Dataset ready: (12, 128, 128) (N × H × W)\n" ] } ], "source": [ "N_PSFS = 12 # small for tutorial speed\n", "RNG_SEED = 42\n", "\n", "rng = np.random.default_rng(RNG_SEED) # reproducible random state\n", "\n", "# Pre-build the telescope object (reused across draws)\n", "tel = psfcraft.NewtonianTelescope(\n", " version=\"1_3\",\n", " primary_radius=PRIMARY_RADIUS,\n", " secondary_radius=SECONDARY_RADIUS,\n", ")\n", "tel.pixelscale = PIXEL_SCALE\n", "\n", "psf_stack = [] # oversampled PSF images\n", "coef_stack = [] # corresponding Zernike coefficients\n", "\n", "for i in range(N_PSFS):\n", " # Draw random coefficients within the per-mode budget\n", " coefs = generate_coefficients(wfe_budget)\n", "\n", " tel.wfe_coefficients = coefs\n", " psf = tel.calc_psf(monochromatic=WAVELENGTH, fov_pixels=FOV_PIXELS)\n", "\n", " psf_stack.append(psf[0].data) # oversampled extension\n", " coef_stack.append(coefs)\n", " print(f\" PSF {i+1:02d}/{N_PSFS} RMS WFE = {np.sqrt(np.sum(coefs**2))*1e9:.1f} nm\", end=\"\\r\")\n", "\n", "psf_array = np.array(psf_stack) # shape: (N_PSFS, H, W)\n", "coef_array = np.array(coef_stack) # shape: (N_PSFS, n_modes)\n", "\n", "print(f\"\\nDataset ready: {psf_array.shape} (N × H × W)\")\n" ] }, { "cell_type": "markdown", "id": "ebe61e91", "metadata": {}, "source": [ "## 3. Visualise the Dataset\n", "\n", "Display all generated PSFs in a grid to get a feel for the variety in the dataset.\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "22083c5b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.colors import LogNorm\n", "\n", "n_cols = 6\n", "n_rows = int(np.ceil(N_PSFS / n_cols))\n", "\n", "fig, axes = plt.subplots(n_rows, n_cols, figsize=(n_cols * 2.5, n_rows * 2.5))\n", "axes = axes.flatten()\n", "\n", "for i, (psf_img, ax) in enumerate(zip(psf_array, axes)):\n", " rms_nm = np.sqrt(np.sum(coef_array[i] ** 2)) * 1e9\n", " im = ax.imshow(np.maximum(psf_img, 1e-10), cmap=\"inferno\",\n", " norm=LogNorm(), origin=\"lower\")\n", " ax.set_title(f\"#{i+1} {rms_nm:.0f} nm\", fontsize=9)\n", " ax.axis(\"off\")\n", "\n", "# Hide unused axes\n", "for ax in axes[N_PSFS:]:\n", " ax.axis(\"off\")\n", "\n", "plt.suptitle(\"Random PSF dataset (log scale, labelled by total RMS WFE)\", fontsize=12)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "c41d6772", "metadata": {}, "source": [ "## 4. Statistical Characterisation\n", "\n", "Compute per-PSF EE50 and FWHM to summarise PSF quality across the dataset.\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "6cf6f79c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from astropy.io import fits as pyfits\n", "\n", "# We need HDUList objects for psfcraft.measure_ee — rebuild them\n", "rms_wfe_nm = []\n", "ee50_arcsec = []\n", "\n", "for i, coefs in enumerate(coef_array):\n", " tel.wfe_coefficients = coefs\n", " psf_hdul = tel.calc_psf(monochromatic=WAVELENGTH, fov_pixels=FOV_PIXELS)\n", "\n", " rms_wfe_nm.append(np.sqrt(np.sum(coefs**2)) * 1e9)\n", "\n", " # Find radius at EE = 0.5\n", " ee_fn = psfcraft.measure_ee(psf_hdul)\n", " # Binary search for EE50 radius\n", " radii = np.linspace(0.01, 1.0, 200)\n", " ee_vals = np.array([ee_fn(r) for r in radii])\n", " idx = np.searchsorted(ee_vals, 0.5)\n", " ee50_arcsec.append(radii[min(idx, len(radii) - 1)])\n", "\n", "rms_wfe_nm = np.array(rms_wfe_nm)\n", "ee50_arcsec = np.array(ee50_arcsec)\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(11, 4))\n", "\n", "axes[0].hist(rms_wfe_nm, bins=8, color=\"steelblue\", edgecolor=\"white\")\n", "axes[0].set_xlabel(\"Total RMS WFE (nm)\")\n", "axes[0].set_ylabel(\"Count\")\n", "axes[0].set_title(\"Distribution of RMS WFE\")\n", "\n", "axes[1].scatter(rms_wfe_nm, ee50_arcsec, c=\"steelblue\", edgecolors=\"white\", s=60)\n", "axes[1].set_xlabel(\"Total RMS WFE (nm)\")\n", "axes[1].set_ylabel(\"EE50 radius (arcsec)\")\n", "axes[1].set_title(\"EE50 vs. WFE — larger WFE → broader PSF\")\n", "axes[1].grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "0a128f77", "metadata": {}, "source": [ "## 5. Saving the Dataset\n", "\n", "For large-scale production runs, save the PSF array and coefficient array to disk.\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "09431bf2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved 12 PSFs to /tmp/psfcraft_dataset/\n", " psf_images.npy : (12, 128, 128) dtype=float64\n", " wfe_coefficients.npy: (12, 28) dtype=float64\n", "\n", "Round-trip verification: ✅ OK\n" ] } ], "source": [ "output_dir = \"/tmp/psfcraft_dataset\"\n", "import os\n", "os.makedirs(output_dir, exist_ok=True)\n", "\n", "# --- NumPy format (lightweight, fast) ---\n", "np.save(os.path.join(output_dir, \"psf_images.npy\"), psf_array)\n", "np.save(os.path.join(output_dir, \"wfe_coefficients.npy\"), coef_array)\n", "\n", "print(f\"Saved {N_PSFS} PSFs to {output_dir}/\")\n", "print(f\" psf_images.npy : {psf_array.shape} dtype={psf_array.dtype}\")\n", "print(f\" wfe_coefficients.npy: {coef_array.shape} dtype={coef_array.dtype}\")\n", "\n", "# --- Reload and verify ---\n", "psf_reload = np.load(os.path.join(output_dir, \"psf_images.npy\"))\n", "coef_reload = np.load(os.path.join(output_dir, \"wfe_coefficients.npy\"))\n", "assert np.allclose(psf_reload, psf_array), \"Round-trip check failed!\"\n", "print(\"\\nRound-trip verification: ✅ OK\")\n" ] }, { "cell_type": "markdown", "id": "26a3d64e", "metadata": {}, "source": [ "---\n", "\n", "## Key Takeaways\n", "\n", "- `build_wfe_budget(radial_budget)` converts a compact radial-order budget into a full per-Zernike list.\n", "- `generate_coefficients(wfe_budget)` draws one random coefficient vector within those limits.\n", "- Reuse a single `NewtonianTelescope` object across draws — only update `wfe_coefficients` before each `calc_psf()`.\n", "- EE50 grows monotonically with total RMS WFE, confirming that larger aberrations degrade PSF sharpness.\n", "- Save datasets as `.npy` files (small batches) or use `PSF_Generator` + HDF5 for production-scale generation.\n", "\n", "---\n", "\n", "## Going Further\n", "\n", "| Topic | Where to look |\n", "|-------|---------------|\n", "| Large-scale parallel generation | `psfcraft.utils.PSF_Generator` |\n", "| HDF5 dataset management | `PSF_Generator.write_database_hdf5()` |\n", "| Custom telescope apertures | `psfcraft.optics.NewtonianTelescopeAperture` |\n", "| Polychromatic sources | `psfcraft.utils.build_polychromatic_star` + notebook 06 |\n", "| WebUI interactive exploration | `webui/psfcraft-webui.html` |\n" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.13.12" } }, "nbformat": 4, "nbformat_minor": 5 }