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aare/python/tests/test_Minuit2_gauss.ipynb
T
Khalil Ferjaoui a6afa45b3b
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Feature/minuit2 wrapper (#279)
## Unified Minuit2 fitting framework with FitModel API

### Models (`Models.hpp`)
Consolidate all model structs (Gaussian, RisingScurve, FallingScurve)
into a
single header. Each model provides: `eval`, `eval_and_grad`, `is_valid`,
`estimate_par`, `compute_steps`, and `param_info` metadata. No Minuit2
dependency.

### Chi2 functors (`Chi2.hpp`)
Generic `Chi2Model1DGrad` (analytic gradient) templated on the model
struct.
Replaces the separate Chi2Gaussian, Chi2GaussianGradient,
Chi2Scurves, and Chi2ScurvesGradient headers.

### FitModel (`FitModel.hpp`)
Configuration object wrapping `MnUserParameters`, strategy, tolerance,
and
user-override tracking. User constraints (fixed parameters, start
values, limits)
always take precedence over automatic data-driven estimates.

### Fit functions (`Fit.hpp`)
- `fit_pixel<Model, FCN>(model, x, y, y_err)` -> single-pixel,
self-contained
- `fit_pixel<Model, FCN>(model, upar_local, x, y, y_err)` -> pre-cloned
upar for hot loops
- `fit_3d<Model, FCN>(model, x, y, y_err, ..., n_threads)` ->
row-parallel over pixel grid

### Python bindings
- `Pol1`, `Pol2`, `Gaussian`, `RisingScurve`, `FallingScurve` model
classes with
  `FixParameter`, `SetParLimits`, `SetParameter`, and properties for
  `max_calls`, `tolerance`, `compute_errors`
- Single `fit(model, x, y, y_err, n_threads)` dispatch replacing the old
`fit_gaus_minuit`, `fit_gaus_minuit_grad`, `fit_scurve_minuit_grad`,
etc.

### Benchmarks
- Updated `fit_benchmark.cpp` (Google Benchmark) to use the new FitModel
API
- Jupyter notebooks for 1D and 3D S-curve fitting (lmfit vs Minuit2
analytic)
- ~1.8x speedup over lmfit, near-linear thread scaling up to physical
core count

---------

Co-authored-by: Erik Fröjdh <erik.frojdh@psi.ch>
2026-03-30 09:12:23 +02:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "efef8e20-6571-4561-8f0b-6048b57907de",
"metadata": {},
"outputs": [],
"source": [
"import time\n",
"import random\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.gridspec import GridSpec\n",
"import sys\n",
"sys.path.insert(0, '/home/ferjao_k/sw/aare/build')\n",
"from aare import fit_gaus # lmfit\n",
"from aare import Gaussian, fit # minuit2"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "35772e2c-37c6-4986-a9c0-7dca4a034827",
"metadata": {},
"outputs": [],
"source": [
"ROWS = 100\n",
"COLS = 100\n",
"N_SCAN = 100\n",
"NOISE_FRAC = 0.05\n",
"SEED = 42\n",
"N_THREADS = 4\n",
"\n",
"N_REPEATS = 7\n",
"N_WARMUP = 3 # untimed iterations (icache + branch predictor warmup)\n",
"COOLDOWN = 2.0 # seconds between (method, thread_count) pairs"
]
},
{
"cell_type": "markdown",
"id": "be455445-7df8-47cc-9f39-d2a38856e0bd",
"metadata": {},
"source": [
"## Data generator"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "06c8fddb-56d9-4f84-8b21-4ffd8b7bd26f",
"metadata": {},
"outputs": [],
"source": [
"def generate_3d_data(rows, cols, n_scan, noise_frac, seed):\n",
" \"\"\"\n",
" Generate a synthetic detector image stack where each pixel has a\n",
" Gaussian response curve with per-pixel variation in A, mu, sigma.\n",
"\n",
" Returns x (n_scan,), y (rows, cols, n_scan), y_err (rows, cols, n_scan),\n",
" and the ground-truth parameter arrays.\n",
" \"\"\"\n",
" rng = np.random.default_rng(seed)\n",
"\n",
" # Per-pixel true params each of shape: [rows, cols, 1]\n",
" A_true = rng.uniform(200, 1000, size=(rows, cols))\n",
" mu_true = rng.uniform(20, 80, size=(rows, cols))\n",
" sig_true = rng.uniform(3, 12, size=(rows, cols))\n",
" \n",
" # One common binned energy array\n",
" x = np.linspace(0, 100, n_scan) # shape [1, 1, nscan]\n",
"\n",
" # Build ground truth signals per-pixel\n",
" exponent = -0.5 * ((x[None, None, :] - mu_true[:, :, None]) / sig_true[:,:, None])**2 # shape [rows, cols, nscan]\n",
" y_clean = A_true[:, :, None] * np.exp(exponent)\n",
"\n",
" # Perturb with noise\n",
" noise_sigma = noise_frac * A_true[:, :, None] * np.ones_like(y_clean) # shape [rows, cols, nscan]\n",
" noise = rng.normal(0, noise_sigma)\n",
" y = y_clean + noise\n",
"\n",
" y_err = noise_sigma.copy()\n",
"\n",
" return x, y, y_err, A_true, mu_true, sig_true "
]
},
{
"cell_type": "markdown",
"id": "30ed6bb8-4798-497f-9990-4c518f885855",
"metadata": {},
"source": [
"## Profiling function"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "dc0b52b6-9fc3-453d-b6eb-e325a2b8342e",
"metadata": {},
"outputs": [],
"source": [
"def bench(fn, n_warmup=N_WARMUP, n_repeats=N_REPEATS):\n",
" \"\"\"\n",
" Warmup then time `fn` over `n_repeats` calls.\n",
" Returns (last_result, list_of_walltimes_in_seconds).\n",
" \"\"\"\n",
" # warmup: primes icache, branch predictor, and lets CPU ramp to boost clock\n",
" for _ in range(n_warmup):\n",
" res = fn()\n",
"\n",
" times = []\n",
" for _ in range(n_repeats):\n",
" t0 = time.perf_counter()\n",
" res = fn()\n",
" t1 = time.perf_counter()\n",
" times.append(t1 - t0)\n",
" return res, times"
]
},
{
"cell_type": "markdown",
"id": "377fc820-95b2-48aa-b104-a272c50e4103",
"metadata": {},
"source": [
"# Quick check on small (2x2) frame"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "9cc999b9-e0d8-4deb-ae29-e8bd0141534b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"== True Gaussian params == \n",
"A_true = \n",
" [[819.16483884 551.1027518 ]\n",
" [886.87833593 757.89442325]]\n",
"mu_true = \n",
" [[25.65064087 78.5373411 ]\n",
" [65.66838212 67.16385832]]\n",
"sig_true = \n",
" [[ 4.15302269 7.05347344]\n",
" [ 6.33718222 11.3408849 ]]\n",
"\n",
"\n",
"== Fit results ==\n",
"A_fit = \n",
" [[812.09277132 559.04069721]\n",
" [899.09335849 759.24481682]]\n",
"mu_fit = \n",
" [[25.6598209 78.40461782]\n",
" [65.52261318 66.84540995]]\n",
"sig_fit = \n",
" [[ 4.2778026 7.041045 ]\n",
" [ 6.29190225 11.34233504]]\n"
]
}
],
"source": [
"# Generate 2 x 2 dataset of Gaussian-like profiles for each pixel\n",
"x2, y2, yerr2, true_A2, true_mu2, true_sig2 = generate_3d_data(\n",
" 2, 2, N_SCAN, NOISE_FRAC, SEED\n",
")\n",
"model_g = Gaussian()\n",
"model_g.compute_errors = True\n",
"result = model_g.fit(x2, y2, yerr2)\n",
"\n",
"from pprint import pprint\n",
"print(\"== True Gaussian params == \")\n",
"print(\"A_true = \\n\", true_A2)\n",
"print(\"mu_true = \\n\", true_mu2)\n",
"print(\"sig_true = \\n\",true_sig2)\n",
"print(\"\\n\")\n",
"\n",
"print(\"== Fit results ==\")\n",
"par = result['par']\n",
"# print(par)\n",
"A_fit = par[:, :, 0]\n",
"mu_fit = par[:, :, 1]\n",
"sig_fit = par[:, :, 2]\n",
"print(\"A_fit = \\n\", A_fit)\n",
"print(\"mu_fit = \\n\", mu_fit)\n",
"print(\"sig_fit = \\n\", sig_fit)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "a98a41f3-fd2e-4bfc-9ec6-0d23dd38e896",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1200x800 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(2, 2, figsize=(12,8))\n",
"\n",
"# Gaussians in 2x2 frame: True vs Fit\n",
"for row in range(2):\n",
" for col in range(2):\n",
" ax[row, col].plot(x2, y2[row, col,:], label=\"data\")\n",
" ax[row, col].plot(x2, model_g(x2, result['par'][row, col,:]), linewidth=1, color=\"green\", label=\"minuit\")\n",
" ax[row, col].set_title(f\"Gaussian Fit to data in pixel [{row}, {col}]\")\n",
" ax[row, col].legend()"
]
},
{
"cell_type": "markdown",
"id": "fcf52481-0278-4f95-8676-829a6d61eff8",
"metadata": {},
"source": [
"## Fit data with different backends"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "1f6bc651-80c1-41dd-8a05-7f15aba006aa",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Generating synthetic data: 100x100 pixels, 100 scan points, noise_frac=0.05\n",
"\n",
"model.max_calls = 100\n",
"model.tolerance = 0.5\n",
"model.compute_errors = False\n"
]
}
],
"source": [
"# ===============\n",
"# DATA GENERATION\n",
"# ===============\n",
"print(f\"Generating synthetic data: {ROWS}x{COLS} pixels, \"\n",
" f\"{N_SCAN} scan points, noise_frac={NOISE_FRAC}\\n\")\n",
"\n",
"x, y, yerr, true_A, true_mu, true_sig = generate_3d_data(\n",
" ROWS, COLS, N_SCAN, NOISE_FRAC, SEED\n",
")\n",
"\n",
"model = Gaussian()\n",
"print(f\"model.max_calls = {model.max_calls}\")\n",
"print(f\"model.tolerance = {model.tolerance}\")\n",
"print(\"model.compute_errors =\", model.compute_errors)\n",
"METHOD_DEFS = [\n",
" (\"lmfit (LM)\",\n",
" lambda nt: lambda: fit_gaus(x, y, n_threads=nt),\n",
" \"#2196F3\", {\"linewidth\": 3.0, \"linestyle\": \"-\"}),\n",
"\n",
" (\"Minuit2 (obj API)\",\n",
" lambda nt: lambda: model.fit(x, y, n_threads=nt),\n",
" \"#FF9800\", {\"linewidth\": 2.5, \"linestyle\": \":\"}),\n",
"]\n",
"\n",
"colors = {label: c for label, _, c, _ in METHOD_DEFS}\n",
"styles = {label: s for label, _, _, s in METHOD_DEFS}"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "5a417145-ce42-4c3a-a7bf-05ff97ba0450",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Method time (ms) med|dA| med|dMu| med|dSig|\n",
"--------------------------------------------------------------------------------\n",
"[lmfit (LM) ] 189.58 ms 6.272 0.0940 0.0949\n",
"[Minuit2 (obj API) ] 124.59 ms 6.272 0.0940 0.0949 chi2/ndf=880.9946\n"
]
}
],
"source": [
"# ====================================\n",
"# SINGLE-CALL BENCHMARK (at N_THREADS)\n",
"# ====================================\n",
"def extract_result(label, res):\n",
" \"\"\"Normalize return values across fitters into a common dict.\"\"\"\n",
" if isinstance(res, dict):\n",
" out = {\"par\": res[\"par\"]}\n",
" if \"par_err\" in res:\n",
" out[\"par_err\"] = res[\"par_err\"]\n",
" if \"chi2\" in res:\n",
" out[\"chi2\"] = res[\"chi2\"]\n",
" return out\n",
" # fit_gaus without y_err returns a raw array\n",
" return {\"par\": res}\n",
" \n",
"methods = {}\n",
"for label, factory, _, _ in METHOD_DEFS:\n",
" time.sleep(COOLDOWN)\n",
" res, times = bench(factory(N_THREADS))\n",
" entry = extract_result(label, res)\n",
" entry[\"times\"] = times\n",
" methods[label] = entry\n",
"\n",
"# ---- Print summary ----\n",
"ndf = N_SCAN - 3\n",
"print(f\"{'Method':24s} {'time (ms)':>10s} {'med|dA|':>10s} {'med|dMu|':>10s} {'med|dSig|':>10s}\")\n",
"print(\"-\" * 80)\n",
"for name, m in methods.items():\n",
" par = m[\"par\"]\n",
" med_t = np.median(m[\"times\"]) * 1e3\n",
" dA = np.median(np.abs(par[:,:,0] - true_A))\n",
" dMu = np.median(np.abs(par[:,:,1] - true_mu))\n",
" dSig = np.median(np.abs(par[:,:,2] - true_sig))\n",
"\n",
" chi2_str = \"\"\n",
" if \"chi2\" in m:\n",
" chi2_str = f\" chi2/ndf={np.median(m['chi2'] / ndf):.4f}\"\n",
"\n",
" print(f\"[{name:22s}] {med_t:8.2f} ms \"\n",
" f\"{dA:10.3f} {dMu:10.4f} {dSig:10.4f}{chi2_str}\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "55ecc77c-0823-408d-a811-8e4f4900f332",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Minuit2 (obj API) n_threads= 1 456.26 ± 10.76 ms (45.6262 ± 1.0762 μs/pixel)\n",
" lmfit (LM) n_threads= 1 752.77 ± 108.16 ms (75.2771 ± 10.8165 μs/pixel)\n",
"\n",
"\n",
" Minuit2 (obj API) n_threads= 2 238.34 ± 26.57 ms (23.8345 ± 2.6566 μs/pixel)\n",
" lmfit (LM) n_threads= 2 410.95 ± 84.96 ms (41.0945 ± 8.4959 μs/pixel)\n",
"\n",
"\n",
" lmfit (LM) n_threads= 4 205.44 ± 35.26 ms (20.5445 ± 3.5259 μs/pixel)\n",
" Minuit2 (obj API) n_threads= 4 139.22 ± 14.06 ms (13.9224 ± 1.4060 μs/pixel)\n",
"\n",
"\n",
" Minuit2 (obj API) n_threads= 8 130.12 ± 3.27 ms (13.0118 ± 0.3269 μs/pixel)\n",
" lmfit (LM) n_threads= 8 199.97 ± 6.88 ms (19.9968 ± 0.6877 μs/pixel)\n",
"\n",
"\n",
" Minuit2 (obj API) n_threads=16 134.81 ± 10.13 ms (13.4807 ± 1.0130 μs/pixel)\n",
" lmfit (LM) n_threads=16 188.32 ± 9.86 ms (18.8322 ± 0.9860 μs/pixel)\n",
"\n",
"\n"
]
}
],
"source": [
"# ===============\n",
"# THREAD SCALING\n",
"# ===============\n",
"thread_counts = [1, 2, 4, 8, 16]\n",
"\n",
"thread_times = {label: [] for label, _, _, _ in METHOD_DEFS}\n",
"ttimes_stddev = {label: [] for label, _, _, _ in METHOD_DEFS}\n",
"\n",
"for nt in thread_counts:\n",
" # shuffle method order per thread count to decorrelate thermal bias\n",
" run_order = list(METHOD_DEFS)\n",
" random.shuffle(run_order)\n",
"\n",
" for label, factory, _, _ in run_order:\n",
" time.sleep(COOLDOWN)\n",
" _, times = bench(factory(nt))\n",
"\n",
" med = np.median(times) * 1e3\n",
" std = np.std(times) * 1e3\n",
" thread_times[label].append(med)\n",
" ttimes_stddev[label].append(std)\n",
"\n",
" per_px = med / (ROWS * COLS) * 1e3\n",
" per_px_std = std / (ROWS * COLS) * 1e3\n",
" print(f\" {label:22s} n_threads={nt:2d} \"\n",
" f\"{med:8.2f} ± {std:6.2f} ms \"\n",
" f\"({per_px:.4f} ± {per_px_std:.4f} μs/pixel)\")\n",
" print(\"\\n\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "d5f3152d-be84-420e-8045-9c42ac5c24cb",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x500 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# =============================\n",
"# FIGURE 1: Residual histograms\n",
"# =============================\n",
"param_names = [\"A\", \"μ\", \"σ\"]\n",
"param_truths = [true_A, true_mu, true_sig]\n",
"\n",
"fig1, axes1 = plt.subplots(1, 3, figsize=(15, 5))\n",
"fig1.suptitle(f\"Parameter Residuals — {ROWS}×{COLS} pixels, {N_SCAN} scan points\",\n",
" fontsize=14, fontweight=\"bold\")\n",
"\n",
"for col, (pname, truth) in enumerate(zip(param_names, param_truths)):\n",
" ax = axes1[col]\n",
"\n",
" # collect residuals across all methods for shared bin edges\n",
" res_by_method = {}\n",
" all_res = []\n",
" for mname, m in methods.items():\n",
" residual = (m[\"par\"][:, :, col] - truth).ravel()\n",
" res_by_method[mname] = residual\n",
" all_res.append(residual)\n",
" all_res = np.concatenate(all_res)\n",
"\n",
" lo, hi = np.percentile(all_res, [0.5, 99.5])\n",
" edges = np.linspace(lo, hi, 101)\n",
"\n",
" for mname, r in res_by_method.items():\n",
" ax.hist(r, bins=edges, histtype=\"step\", label=mname,\n",
" color=colors[mname],\n",
" linewidth=styles[mname][\"linewidth\"],\n",
" linestyle=styles[mname][\"linestyle\"])\n",
"\n",
" ax.axvline(0, color=\"k\", linestyle=\"--\", linewidth=1, alpha=0.7)\n",
" ax.set_xlabel(f\"Fitted {pname} True {pname}\")\n",
" ax.set_ylabel(\"Pixel count\")\n",
" ax.set_title(f\"Δ{pname}\")\n",
" ax.legend(fontsize=8)\n",
" ax.grid(alpha=0.3)\n",
"\n",
"fig1.tight_layout()\n",
"# fig1.savefig(\"fig1_residual_histograms.png\", dpi=150, bbox_inches=\"tight\")\n",
"# print(\"\\nSaved fig1_residual_histograms.png\")\n",
"\n",
"# ====================================================\n",
"# FIGURE 2: Performance — bar chart + thread scaling\n",
"# ====================================================\n",
"fig2 = plt.figure(figsize=(14, 5))\n",
"gs = GridSpec(1, 2, figure=fig2, width_ratios=[1, 1.3])\n",
"\n",
"# -- Left: bar chart at N_THREADS --\n",
"ax2a = fig2.add_subplot(gs[0])\n",
"names = list(methods.keys())\n",
"medians = [np.median(methods[n][\"times\"]) * 1e3 for n in names]\n",
"bars = ax2a.barh(names, medians,\n",
" color=[colors[n] for n in names],\n",
" edgecolor=\"white\", height=0.5)\n",
"ax2a.set_xlabel(\"Median wall time (ms)\")\n",
"ax2a.set_title(f\"Single call — {ROWS}×{COLS} px, {N_THREADS} threads\")\n",
"for bar, val in zip(bars, medians):\n",
" ax2a.text(bar.get_width() + max(medians) * 0.02,\n",
" bar.get_y() + bar.get_height() / 2,\n",
" f\"{val:.1f} ms\", va=\"center\", fontsize=10)\n",
"ax2a.grid(axis=\"x\", alpha=0.3)\n",
"ax2a.set_xlim(0, max(medians) * 1.25)\n",
"\n",
"# -- Right: thread scaling with error bars --\n",
"ax2b = fig2.add_subplot(gs[1])\n",
"for label, _, _, _ in METHOD_DEFS:\n",
" tt = thread_times[label]\n",
" sd = ttimes_stddev[label]\n",
" speedup = [tt[0] / t for t in tt]\n",
" # propagate uncertainty: S = t0/t → δS/S = sqrt((δt0/t0)² + (δt/t)²)\n",
" speedup_err = [\n",
" s * np.sqrt((sd[0] / tt[0])**2 + (sd[i] / tt[i])**2)\n",
" for i, s in enumerate(speedup)\n",
" ]\n",
" ax2b.errorbar(thread_counts, speedup, yerr=speedup_err,\n",
" fmt=\"o-\", label=label, color=colors[label],\n",
" linewidth=2, markersize=7, capsize=4)\n",
"\n",
"ax2b.plot(thread_counts, thread_counts, \"k--\", alpha=0.4, label=\"Ideal linear\")\n",
"ax2b.set_xlabel(\"Number of threads\")\n",
"ax2b.set_ylabel(\"Speedup vs 1 thread\")\n",
"ax2b.set_title(\"Thread scaling\")\n",
"ax2b.set_xticks(thread_counts)\n",
"ax2b.legend(fontsize=9)\n",
"ax2b.grid(alpha=0.3)\n",
"\n",
"fig2.tight_layout()\n",
"# fig2.savefig(\"fig2_performance.png\", dpi=150, bbox_inches=\"tight\")\n",
"# print(\"Saved fig2_performance.png\")\n",
"\n",
"plt.show()"
]
},
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"source": []
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