{ "cells": [ { "cell_type": "markdown", "id": "32f9dbc8", "metadata": {}, "source": [ "# XRF AgMo_1_factor_10 -- polychromatic GridBased model on measured lines\n", "\n", "2603 MaxIV, MOENCH014 at 150 V, full 400x400 chip flood-illuminated by the\n", "fluorescence of an Ag/Mo sample; slit factor 10, **0.67 % occupancy**, 1.0e8\n", "photons in 100 000 frames. Mo Ka 17.44 / Kb 19.64 and Ag Ka 22.10 keV sit in\n", "the middle of the 3-30 keV training range; Compton + elastic scatter forms a\n", "bump at 28-30 keV. The clean case -- `XRF_CuCrCo_1_factor_10.ipynb` has the\n", "low-energy lines.\n", "\n", "Model `Results/260919_poly3to30keV_Moench014_c96_00`, the default since\n", "2026-09-19: `[32, 64, 96, 96]`, flat 3-30 keV, chosen from four sizes in\n", "`Results/overnight_poly3to30keV/report`. Reconstruction from\n", "`scripts/05_infer_measurement.py --config Configs/infer_measurement_poly_Moench014.yaml\n", "--run AgMo_1_factor_10 --save-photons` (FP16, masked column common mode). The previous\n", "5-30 keV model's reconstructions are kept as `_poly5to30`.\n", "Compared throughout:\n", "\n", "* **grid direct** -- the model output;\n", "* **grid corrected** -- $E = g^{-1}(E_\\mathrm{pred})$, where $g(E)$ is the MC\n", " position of a line of true energy $E$ (`scripts/07_energy_response.py`);\n", "* **classical 3x3** -- 3x3 sum around a local maximum on the same calibrated\n", " frames (first 10 000 frames), no model.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "930c69d4", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:13.369303Z", "iopub.status.busy": "2026-09-19T09:10:13.369219Z", "iopub.status.idle": "2026-09-19T09:10:13.639588Z", "shell.execute_reply": "2026-09-19T09:10:13.639268Z" } }, "outputs": [], "source": [ "import json\n", "import sys\n", "from pathlib import Path\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "REPO = Path('/home/xie_x1/MLXID/GridBased')\n", "sys.path.insert(0, str(REPO / 'src'))\n", "from xrf_analysis import (EnergyCorrection, classical_and_model, fit_lines,\n", " line_centroid, load_reconstruction)\n", "\n", "CONFIG = REPO / 'Configs/infer_measurement_poly_Moench014.yaml'\n", "RUN = 'AgMo_1_factor_10'\n", "EXPERIMENT = REPO / 'Results/260919_poly3to30keV_Moench014_c96_00'\n", "RESPONSE = EXPERIMENT / 'energy_response.npz'\n", "GRID = Path('/mnt/sls_det_storage/moench_data/MLXID/InferenceResults/GridBased/XRF_2603MaxIV')\n", "EDGES = np.arange(0.0, 40.025, 0.05) # 50 eV bins\n", "CENTRES = 0.5 * (EDGES[1:] + EDGES[:-1])\n", "\n", "FIT_GROUPS = [ # each line fitted on its own window\n", " dict(label='Mo Ka', alpha=['Mo_Ka'], window=(16.0, 18.9)),\n", " dict(label='Mo Kb', alpha=['Mo_Kb'], window=(18.75, 20.7)),\n", " dict(label='Ag Ka', alpha=['Ag_Ka'], window=(20.6, 23.6)),\n", "] # Ag Kb sits on the rising Compton bump and is left out\n", "SPECTRUM_ZOOM = (14.5, 27.5)\n", "LINES = [n for g in FIT_GROUPS for n in g['alpha']]\n", "PEAKS = LINES + [e[0] for g in FIT_GROUPS for e in g.get('extra', ())]\n", "COLOURS = {'grid direct': '#1f6fb4', 'grid corrected': '#10695f',\n", " 'classical 3x3': '#6b6b6b'}" ] }, { "cell_type": "code", "execution_count": 2, "id": "81b6499b", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:13.641460Z", "iopub.status.busy": "2026-09-19T09:10:13.641283Z", "iopub.status.idle": "2026-09-19T09:10:20.295943Z", "shell.execute_reply": "2026-09-19T09:10:20.295634Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AgMo_1_factor_10: 100000 frames, 1054 photons/frame, occupancy 0.69 %, 1.1 % of the photons below 3 keV\n" ] } ], "source": [ "reconstruction = load_reconstruction(GRID, RUN)\n", "summary = reconstruction['summary']\n", "n_frames = summary['n_frames']\n", "energy = np.array(reconstruction['photons'][:, 2])\n", "correction = EnergyCorrection(RESPONSE) # core-based g\n", "correction_mean = EnergyCorrection(RESPONSE, estimator='mean')\n", "\n", "reference = classical_and_model(CONFIG, RUN, n_frames=10_000) # cached\n", "classical, grid_subset = reference['classical'], reference['grid']\n", "n_subset = int(reference['n_frames'])\n", "\n", "energies = {'grid direct': energy, 'grid corrected': correction(energy),\n", " 'classical 3x3': classical[:, 3]}\n", "frames_of = {'grid direct': n_frames, 'grid corrected': n_frames,\n", " 'classical 3x3': n_subset}\n", "print(f\"{RUN}: {n_frames} frames, {summary['photons_per_frame']:.0f} photons/frame, \"\n", " f\"occupancy {summary['occupancy_valid_region']*100:.2f} %, \"\n", " f\"{(energy < 3).mean()*100:.1f} % of the photons below 3 keV\")" ] }, { "cell_type": "markdown", "id": "f7b8cb19", "metadata": {}, "source": [ "## 1. The MC energy response\n", "\n", "The energy head is a regression trained on a flat 3-30 keV spectrum. On MC\n", "(occupancy <= 2.5 %) the **core** of the predicted energy -- what a line fit\n", "measures -- stays within ~25 meV of the truth from 4 to 28 keV and moves only\n", "within ~0.75 keV of the edges (+98 meV at 3.2 keV, -93 meV at 29.6 keV), where\n", "the energy scale is also compressed. The **mean** is pulled towards the centre\n", "by ~0.1 keV at 5-12 keV and more near the edges, because the few per cent of\n", "photons whose energy is off by more than 1 keV (the tails) are cut by the\n", "bounded range. That mean is the `energy_bias_keV` of `eval_summary.json`. It\n", "is not a line shift, and correcting with it moves lines at 5-12 keV by ~0.1 keV\n", "the wrong way. The correction used here therefore inverts the core position\n", "$g(E)$; with the 3-30 keV model it matters only below ~4 keV." ] }, { "cell_type": "code", "execution_count": 3, "id": "72f22c9b", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:20.297268Z", "iopub.status.busy": "2026-09-19T09:10:20.297102Z", "iopub.status.idle": "2026-09-19T09:10:20.563301Z", "shell.execute_reply": "2026-09-19T09:10:20.563003Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mo_Ka: g - E = -12 meV, g' = 1.00, MC core sigma 0.275 keV\n", "Mo_Kb: g - E = -8 meV, g' = 1.00, MC core sigma 0.290 keV\n", "Ag_Ka: g - E = -6 meV, g' = 1.00, MC core sigma 0.301 keV\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "response = np.load(RESPONSE)\n", "centre = response['table_centre']\n", "figure, axes = plt.subplots(1, 2, figsize=(13, 4.2))\n", "for curve, colour, label in ((correction, COLOURS['grid corrected'], 'core of E_pred (used)'),\n", " (correction_mean, '#c0392b', 'mean of E_pred')):\n", " axes[0].plot(curve.grid, curve.g_grid - curve.grid, color=colour, lw=1.5, label=label)\n", "for name in LINES:\n", " axes[0].axvline(line_centroid(name), color='k', lw=.5, ls=':')\n", "axes[0].axhline(0, color='k', lw=.6); axes[0].set_ylim(-0.6, 0.3)\n", "axes[0].set_xlabel('E_true [keV]'); axes[0].set_ylabel('g(E) - E [keV]')\n", "axes[0].set_title('MC: where a line of true energy E appears'); axes[0].legend(fontsize=8)\n", "axes[0].grid(alpha=.3)\n", "axes[1].plot(centre, response['table_core_sigma'], 'k.', ms=3, label='core sigma, raw')\n", "axes[1].plot(correction.grid, correction.mc_sigma(correction.grid) / correction.slope(correction.grid),\n", " color=COLOURS['grid corrected'], lw=1.2, label=\"core sigma / g' (true keV)\")\n", "axes[1].set_ylim(0, 0.4); axes[1].set_xlabel('E_true [keV]'); axes[1].set_ylabel('keV')\n", "axes[1].set_title('MC: energy resolution'); axes[1].legend(fontsize=8); axes[1].grid(alpha=.3)\n", "figure.tight_layout()\n", "for name in LINES:\n", " e = line_centroid(name)\n", " print(f\"{name}: g - E = {(correction.forward(np.array([e]))[0] - e)*1000:+.0f} meV, \"\n", " f\"g' = {correction.slope(e):.2f}, MC core sigma {correction.mc_sigma(e):.3f} keV\")" ] }, { "cell_type": "markdown", "id": "dd0b6fa5", "metadata": {}, "source": [ "## 2. Spectra\n", "\n", "Per frame, 50 eV bins; grey = outside the 3-30 keV training range." ] }, { "cell_type": "code", "execution_count": 4, "id": "5b61a197", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:20.564617Z", "iopub.status.busy": "2026-09-19T09:10:20.564520Z", "iopub.status.idle": "2026-09-19T09:10:25.475927Z", "shell.execute_reply": "2026-09-19T09:10:25.475651Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "histograms = {name: np.histogram(values, EDGES)[0] for name, values in energies.items()}\n", "figure, axes = plt.subplots(2, 1, figsize=(14, 8.5))\n", "for axis, log in zip(axes, (True, False)):\n", " for name, counts in histograms.items():\n", " axis.plot(CENTRES, counts / frames_of[name], lw=1, color=COLOURS[name], label=name)\n", " for name in LINES:\n", " axis.axvline(line_centroid(name), color='k', lw=.4, ls='--')\n", " axis.axvspan(0, 3, color='0.9'); axis.axvspan(30, 40, color='0.9')\n", " axis.set_xlabel('energy [keV]'); axis.set_ylabel('photons / frame / 50 eV')\n", " axis.grid(alpha=.3)\n", " if log:\n", " axis.set_yscale('log'); axis.set_xlim(2, 33); axis.set_ylim(1e-4, None)\n", " axis.legend(fontsize=9); axis.set_title(RUN)\n", " else:\n", " axis.set_xlim(*SPECTRUM_ZOOM)\n", "figure.tight_layout()" ] }, { "cell_type": "markdown", "id": "7cce07c1", "metadata": {}, "source": [ "## 3. Line positions and energy resolution\n", "\n", "Grid lines: Gaussian core + a wide Gaussian at the same position (the tails of\n", "section 1) + an erfc low-energy step, on an exp(polynomial) background.\n", "Classical lines: Gaussian + step. Ka is fitted as the tabulated doublet, so the\n", "position is the intensity-weighted centroid. `sigma` is the core width; FWHM is\n", "that of the whole line shape." ] }, { "cell_type": "code", "execution_count": 5, "id": "07db24a1", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:25.477272Z", "iopub.status.busy": "2026-09-19T09:10:25.477178Z", "iopub.status.idle": "2026-09-19T09:10:25.617926Z", "shell.execute_reply": "2026-09-19T09:10:25.617645Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " table | position [keV] | core sigma [keV] | FWHM [keV] | MC sigma\n", " | direct corr. 3x3 | direct corr. 3x3 | grid 3x3 ratio |\n", "Mo_Ka 17.44 | 17.47 17.48 17.52 | 0.327 0.327 0.464 | 0.82 1.09 0.75 | 0.275\n", "Mo_Kb 19.64 | 19.66 19.67 19.74 | 0.353 0.352 0.492 | 0.83 1.16 0.72 | 0.290\n", "Ag_Ka 22.10 | 22.10 22.11 22.17 | 0.378 0.378 0.489 | 0.95 1.15 0.82 | 0.301\n", "grid FWHM: direct output\n" ] } ], "source": [ "fits = {}\n", "for variant, counts in histograms.items():\n", " for group in FIT_GROUPS:\n", " fits[variant, group['label']] = fit_lines(\n", " CENTRES, counts, group['alpha'], group.get('beta'), window=group['window'],\n", " beta_ratio_fixed=group.get('ratio_fixed'),\n", " fit_stretch=group.get('fit_stretch', True), extra_peaks=group.get('extra', ()),\n", " tails=variant != 'classical 3x3')\n", "\n", "\n", "def peak(variant, name):\n", " group = next(g for g in FIT_GROUPS\n", " if name in g['alpha'] or name in [e[0] for e in g.get('extra', ())])\n", " return fits[variant, group['label']]['lines'][name]\n", "\n", "\n", "def fwhm_of(variant, name):\n", " \"\"\"FWHM of the line shape; for the extra peaks (no doublet) from sigma.\"\"\"\n", " line = peak(variant, name)\n", " return line.get('fwhm', 2.3548 * line['sigma'])\n", "\n", "\n", "print(f\"{'':8s} {'table':>6s} | {'position [keV]':^26s} | {'core sigma [keV]':^26s} | \"\n", " f\"{'FWHM [keV]':^20s} | MC sigma\")\n", "print(f\"{'':8s} {'':>6s} | {'direct':>8s} {'corr.':>8s} {'3x3':>8s} | \"\n", " f\"{'direct':>8s} {'corr.':>8s} {'3x3':>8s} | {'grid':>6s} {'3x3':>6s} {'ratio':>6s} |\")\n", "for name in PEAKS:\n", " table = f\"{line_centroid(name):6.2f}\" if name in LINES else f\"{'':6s}\"\n", " positions = [peak(v, name)['mu'] for v in energies]\n", " sigmas = [peak(v, name)['sigma'] for v in energies]\n", " grid_fwhm = fwhm_of('grid direct', name)\n", " classical_fwhm = fwhm_of('classical 3x3', name)\n", " mc = correction.mc_sigma(line_centroid(name)) if name in LINES else \\\n", " correction.mc_sigma(peak('grid corrected', name)['mu'])\n", " print(f\"{name:8s} {table} | \" + ' '.join(f'{p:8.2f}' for p in positions) + ' | ' +\n", " ' '.join(f'{s:8.3f}' for s in sigmas) +\n", " f\" | {grid_fwhm:6.2f} {classical_fwhm:6.2f} {grid_fwhm/classical_fwhm:6.2f} | {mc:.3f}\")\n", "print('grid FWHM: direct output')" ] }, { "cell_type": "code", "execution_count": 6, "id": "cc95eb5a", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:25.619193Z", "iopub.status.busy": "2026-09-19T09:10:25.619065Z", "iopub.status.idle": "2026-09-19T09:10:26.626942Z", "shell.execute_reply": "2026-09-19T09:10:26.626658Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shown = ('grid direct', 'classical 3x3')\n", "figure, axes = plt.subplots(2, len(FIT_GROUPS) * 2, figsize=(4.4 * len(FIT_GROUPS) * 2, 6),\n", " gridspec_kw=dict(height_ratios=[3, 1]), squeeze=False)\n", "for column, (group, variant) in enumerate((g, v) for g in FIT_GROUPS for v in shown):\n", " fit = fits[variant, group['label']]\n", " x = fit['centres']\n", " axes[0, column].plot(x, fit['counts'], 'k.', ms=2.5)\n", " axes[0, column].plot(x, fit['model'](x), color=COLOURS[variant], lw=1.3)\n", " for part, curve in fit['components'](x).items():\n", " axes[0, column].plot(x, curve, lw=.7, ls='--', label=part)\n", " axes[0, column].set_yscale('log')\n", " axes[0, column].set_ylim(max(fit['counts'].min() * 0.5, 1), fit['counts'].max() * 2)\n", " axes[0, column].set_title(f\"{variant}: {group['label']}\", fontsize=9)\n", " axes[0, column].legend(fontsize=6)\n", " axes[1, column].plot(x, (fit['counts'] - fit['model'](x)) / np.sqrt(np.maximum(fit['counts'], 1)),\n", " '.', ms=2.5, color=COLOURS[variant])\n", " axes[1, column].axhline(0, color='k', lw=.6)\n", " axes[1, column].set_xlabel('energy [keV]'); axes[1, column].set_ylabel('pull')\n", "figure.tight_layout()" ] }, { "cell_type": "code", "execution_count": 7, "id": "8327278e", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:26.628157Z", "iopub.status.busy": "2026-09-19T09:10:26.628054Z", "iopub.status.idle": "2026-09-19T09:10:26.732058Z", "shell.execute_reply": "2026-09-19T09:10:26.731776Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure, axis = plt.subplots(figsize=(7.5, 4.4))\n", "for offset, variant in zip((-0.08, 0.0, 0.08), energies):\n", " axis.errorbar([line_centroid(n) + offset for n in LINES],\n", " [peak(variant, n)['sigma'] for n in LINES],\n", " [peak(variant, n)['sigma_err'] for n in LINES],\n", " fmt='o', ms=5, capsize=3, color=COLOURS[variant], label=variant)\n", "e = np.linspace(min(line_centroid(n) for n in LINES) - 1, max(line_centroid(n) for n in LINES) + 1, 200)\n", "e = e[(e >= 5) & (e <= 30)]\n", "axis.plot(e, correction.mc_sigma(e), 'k--', lw=1, label='MC core sigma (raw)')\n", "axis.plot(e, correction.mc_sigma(e) / correction.slope(e), 'k:', lw=1, label=\"MC / g' (true keV)\")\n", "axis.set_xlabel('line energy [keV]'); axis.set_ylabel('core sigma [keV]'); axis.set_ylim(0, None)\n", "axis.set_title('energy resolution'); axis.legend(fontsize=8); axis.grid(alpha=.3)\n", "figure.tight_layout()" ] }, { "cell_type": "markdown", "id": "fadc5f4d", "metadata": {}, "source": [ "## 4. Reconstruction efficiency\n", "\n", "Without truth, three handles on the 10 000 frames of the classical reference:\n", "\n", "* **isolated photons**: classical clusters with no other cluster within 4 px\n", " that have a grid photon within 1.5 px. Above 5 keV the 2.5 keV classical\n", " threshold finds every isolated photon, so this is the absolute efficiency.\n", " The MC equivalent is photons with no neighbour within 4 px.\n", "* **pile-up**: classical clusters holding two or more grid photons within 2 px.\n", "* **energy balance**: summed reconstructed energy / deposited energy per frame\n", " (calibrated frame minus its baseline)." ] }, { "cell_type": "code", "execution_count": 8, "id": "af106e1d", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:26.733295Z", "iopub.status.busy": "2026-09-19T09:10:26.733190Z", "iopub.status.idle": "2026-09-19T09:10:27.674956Z", "shell.execute_reply": "2026-09-19T09:10:27.674675Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "isolated photons >= 5 keV found: 99.97 % (3-5 keV: 92.9 %; MC: 99.96 %)\n", "grid / classical photon count: 1.091\n", "classical clusters with >= 2 grid photons: 8.5 % (Poisson, second photon within 2 px: 8.3 %)\n", "energy balance: grid 0.9968, classical 0.9980\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "match = reference['classical_match']\n", "found = match >= 0\n", "isolated = reference['isolation_classical'] > 4.0\n", "above5 = classical[:, 3] >= 5\n", "edges_e = np.arange(2.5, 30.01, 0.5)\n", "which = np.digitize(classical[:, 3], edges_e) - 1\n", "fraction = np.array([found[isolated & (which == i)].mean() if (isolated & (which == i)).sum() > 200\n", " else np.nan for i in range(len(edges_e) - 1)])\n", "\n", "mc = json.load(open(EXPERIMENT / 'eval_summary.json'))['1%']['pair']\n", "far = [i for i, edge in enumerate(mc['edges']) if edge >= 4.0]\n", "mc_isolated = sum(mc['n_match'][i] for i in far) / sum(mc['n_true'][i] for i in far)\n", "\n", "figure, axis = plt.subplots(figsize=(7.5, 4.2))\n", "axis.plot(0.5 * (edges_e[1:] + edges_e[:-1]), fraction * 100, 'o-', ms=3,\n", " color=COLOURS['grid direct'], label='isolated classical clusters found by the grid')\n", "axis.axhline(mc_isolated * 100, color='k', ls='--', lw=1, label='MC, isolated photons, 1 %')\n", "axis.axvspan(0, 3, color='0.9'); axis.set_ylim(90, 100.5); axis.set_xlim(2.5, 30)\n", "axis.set_xlabel('classical 3x3 energy [keV]'); axis.set_ylabel('%')\n", "axis.set_title('detection efficiency'); axis.legend(fontsize=8); axis.grid(alpha=.3)\n", "figure.tight_layout()\n", "\n", "multiplicity = reference['grid_per_classical']\n", "occupancy = summary['occupancy_valid_region']\n", "balance = reference['balance'][:, 1].sum()\n", "low = (classical[:, 3] >= 3) & ~above5\n", "print(f\"isolated photons >= 5 keV found: {found[isolated & above5].mean()*100:.2f} % \"\n", " f\"(3-5 keV: {found[isolated & low].mean()*100:.1f} %; MC: {mc_isolated*100:.2f} %)\")\n", "print(f\"grid / classical photon count: {len(grid_subset) / len(classical):.3f}\")\n", "print(f\"classical clusters with >= 2 grid photons: {(multiplicity >= 2).mean()*100:.1f} % \"\n", " f\"(Poisson, second photon within 2 px: {(1 - np.exp(-occupancy * np.pi * 4))*100:.1f} %)\")\n", "print(f\"energy balance: grid {grid_subset[:, 3].sum() / balance:.4f}, \"\n", " f\"classical {classical[:, 3].sum() / balance:.4f}\")" ] }, { "cell_type": "markdown", "id": "16e3c938", "metadata": {}, "source": [ "## Conclusions\n", "\n", "* **Lines.** All resolved; the grid puts them within 0.03 keV of the tables,\n", " the classical 3x3 sum 0.06-0.10 keV high (the MOENCH014 LUT reads 0.3-0.5 %\n", " high here). The MC-based correction changes nothing at these energies\n", " (<= 12 meV).\n", "* **Energy resolution.** FWHM 0.82 / 0.83 / 0.95 keV for Mo Ka / Mo Kb /\n", " Ag Ka against 1.09 / 1.16 / 1.15 keV for the classical sum, 18-28 %\n", " narrower. The core widths (0.33-0.38 keV) are 19-26 % above the MC\n", " (0.28-0.30 keV): at these energies the data carry an extra term of ~1 % of E\n", " (pixel-to-pixel gain residuals of the calibration, not in the MC). The same\n", " holds for the previous 5-30 keV model.\n", "* **Efficiency.** 99.97 % of the isolated photons above 5 keV (MC 99.96 %).\n", " The grid finds 9.1 % more photons than the classical finder: pile-up the 3x3\n", " finder merges (8.5 % of its clusters hold two grid photons, 8.3 % expected\n", " from Poisson), plus low-energy photons that the 3-30 keV model now reports.\n", " Energy balance 0.997." ] }, { "cell_type": "code", "execution_count": 9, "id": "a8e470c1", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:27.676156Z", "iopub.status.busy": "2026-09-19T09:10:27.676067Z", "iopub.status.idle": "2026-09-19T09:10:27.708535Z", "shell.execute_reply": "2026-09-19T09:10:27.708203Z" } }, "outputs": [], "source": [ "output = dict(\n", " run=RUN, epoch=summary['epoch'], n_frames=n_frames,\n", " photons_per_frame=summary['photons_per_frame'], occupancy=occupancy,\n", " lines={name: {variant: dict(mu=float(peak(variant, name)['mu']),\n", " sigma=float(peak(variant, name)['sigma']),\n", " fwhm=float(fwhm_of(variant, name)))\n", " for variant in energies}\n", " for name in PEAKS},\n", " efficiency_isolated_above5keV=float(found[isolated & above5].mean()),\n", " efficiency_isolated_mc=mc_isolated,\n", " grid_over_classical_count=len(grid_subset) / len(classical),\n", " energy_balance_grid=float(grid_subset[:, 3].sum() / balance),\n", ")\n", "with open(GRID / RUN / 'xrf_energy_analysis.json', 'w') as handle:\n", " json.dump(output, handle, indent=1)" ] } ], "metadata": { "kernelspec": { "display_name": "pytorch_nightly", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 5 }