{ "cells": [ { "cell_type": "markdown", "id": "c6a87752-78de-46b2-baca-7ee0ef7164d2", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# Uncertainty propagation and error-models equivalence" ] }, { "cell_type": "code", "execution_count": 1, "id": "2ed62474-c32f-4caf-9849-2697b24757f3", "metadata": { "execution": { "iopub.execute_input": "2026-09-08T23:40:51.674389Z", "iopub.status.busy": "2026-09-08T23:40:51.674293Z", "iopub.status.idle": "2026-09-08T23:40:51.986802Z", "shell.execute_reply": "2026-09-08T23:40:51.986204Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "# use `widget` instead of `inline` for better user-exeperience. `inline` allows to store plots into notebooks." ] }, { "cell_type": "code", "execution_count": 2, "id": "55c4412d-8157-4218-a991-1294c4600f67", "metadata": { "execution": { "iopub.execute_input": "2026-09-08T23:40:51.988311Z", "iopub.status.busy": "2026-09-08T23:40:51.988149Z", "iopub.status.idle": "2026-09-08T23:40:51.991062Z", "shell.execute_reply": "2026-09-08T23:40:51.990567Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/users/kieffer/.venv/py314/bin/python3\n", "3.14.0 | packaged by conda-forge | (main, Oct 22 2025, 23:24:08) [GCC 14.3.0]\n" ] } ], "source": [ "import time\n", "start_time = time.perf_counter()\n", "import sys\n", "print(sys.executable)\n", "print(sys.version)\n", "import os\n", "os.environ[\"PYOPENCL_COMPILER_OUTPUT\"] = \"0\"" ] }, { "cell_type": "code", "execution_count": 3, "id": "ff6fb0f7-d652-485d-acf7-6707139d2b52", "metadata": { "execution": { "iopub.execute_input": "2026-09-08T23:40:51.992161Z", "iopub.status.busy": "2026-09-08T23:40:51.992058Z", "iopub.status.idle": "2026-09-08T23:40:51.994367Z", "shell.execute_reply": "2026-09-08T23:40:51.993941Z" } }, "outputs": [], "source": [ "pix = 100e-6\n", "shape = (1024, 1024)\n", "npt = 1000\n", "nimg = 1000\n", "wl = 1e-10\n", "I0 = 1e2\n", "kwargs = {\"npt\":npt,\n", " \"correctSolidAngle\":True,\n", " \"polarization_factor\":0.99,\n", " \"safe\":False,\n", " \"error_model\":\"poisson\",\n", " \"method\":(\"full\", \"csr\", \"opencl\"),\n", " }\n", " # \"normalization_factor\": 1.0}\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "993b7e6d-2f43-419b-aa15-ae3ef2765e69", "metadata": { "execution": { "iopub.execute_input": "2026-09-08T23:40:51.995995Z", "iopub.status.busy": "2026-09-08T23:40:51.995893Z", "iopub.status.idle": "2026-09-08T23:40:53.176451Z", "shell.execute_reply": "2026-09-08T23:40:53.175779Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyFAI version: 2026.9.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Detector Detector\t PixelSize= 100µm, 100µm\t BottomRight (3)\n" ] } ], "source": [ "import numpy\n", "from matplotlib.pyplot import subplots\n", "from matplotlib.colors import LogNorm\n", "import logging\n", "logging.basicConfig(level=logging.ERROR)\n", "import pyFAI\n", "print(f\"pyFAI version: {pyFAI.version}\")\n", "from pyFAI.detectors import Detector\n", "from pyFAI.gui import jupyter\n", "detector = Detector(pix, pix)\n", "detector.shape = detector.max_shape = shape\n", "print(detector)\n", "flat = numpy.random.random(shape)*1+1" ] }, { "cell_type": "code", "execution_count": 5, "id": "85d6dc68-6194-417d-bb00-214313984308", "metadata": { "execution": { "iopub.execute_input": "2026-09-08T23:40:53.178874Z", "iopub.status.busy": "2026-09-08T23:40:53.178644Z", "iopub.status.idle": "2026-09-08T23:40:53.251350Z", "shell.execute_reply": "2026-09-08T23:40:53.250697Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detector Detector\t PixelSize= 100µm, 100µm\t BottomRight (3)\n", "Wavelength= 1.000000 Å\n", "SampleDetDist= 1.000000e+00 m\tPONI= 0.000000e+00, 0.000000e+00 m\trot1=-0.050000 rot2=0.050000 rot3=0.000000 rad\n", "DirectBeamDist= 1002.504 mm\tCenter: x=500.417, y=501.043 pix\tTilt= 4.051° tiltPlanRotation= 45.036° λ= 1.000Å\n" ] } ], "source": [ "ai_init = {\"dist\":1.0,\n", " \"poni1\":0.0,\n", " \"poni2\":0.0,\n", " \"rot1\":-0.05,\n", " \"rot2\":+0.05,\n", " \"rot3\":0.0,\n", " \"detector\":detector,\n", " \"wavelength\":wl}\n", "ai = pyFAI.load(ai_init)\n", "print(ai)" ] }, { "cell_type": "code", "execution_count": 6, "id": "1ceaffba-ce83-4911-bb43-1db28be93859", "metadata": { "execution": { "iopub.execute_input": "2026-09-08T23:40:53.252583Z", "iopub.status.busy": "2026-09-08T23:40:53.252378Z", "iopub.status.idle": "2026-09-08T23:40:53.974519Z", "shell.execute_reply": "2026-09-08T23:40:53.973777Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generation of a \"SAXS-like\" curve with the shape of a lorentzian curve\n", "unit=\"q_nm^-1\"\n", "q = numpy.linspace(0, ai.array_from_unit(unit=unit).max(), npt)\n", "I = I0/(1+q**2)\n", "fig, ax = subplots()\n", "ax.semilogy(q, I, label=\"Simulated signal\")\n", "ax.set_xlabel(\"q ($nm^{-1}$)\")\n", "ax.set_ylabel(\"I (count)\")\n", "ax.set_title(\"SAXS-like curve with good statistical characteristics\")\n", "ax.legend()\n", "pass" ] }, { "cell_type": "code", "execution_count": 7, "id": "e4556a91-4435-421f-a16f-15f2a83a04c9", "metadata": { "execution": { "iopub.execute_input": "2026-09-08T23:40:53.976146Z", "iopub.status.busy": "2026-09-08T23:40:53.976028Z", "iopub.status.idle": "2026-09-08T23:40:54.792206Z", "shell.execute_reply": "2026-09-08T23:40:54.791651Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Reconstruction of diffusion image:\n", "img_theo = ai.calcfrom1d(q, I, dim1_unit=\"q_nm^-1\",\n", " correctSolidAngle=True,\n", " polarization_factor=None,\n", " flat=flat)\n", "kwargs[\"flat\"] = flat\n", "img_poisson = numpy.random.poisson(img_theo)\n", "fig, ax = subplots(1, 2)\n", "ax[0].imshow(img_theo, norm=LogNorm())\n", "_=ax[0].set_title(\"Diffusion image (theo)\")\n", "ax[1].imshow(img_poisson, norm=LogNorm())\n", "_=ax[1].set_title(\"Diffusion image (noisy)\")" ] }, { "cell_type": "markdown", "id": "bc50fb70-55ce-44ae-abfe-fba545d5f0bb", "metadata": {}, "source": [ "## Azimuthal Integration" ] }, { "cell_type": "code", "execution_count": 8, "id": "2d490682-0669-4a2a-9416-6ba2beca3201", "metadata": { "execution": { "iopub.execute_input": "2026-09-08T23:40:54.793886Z", "iopub.status.busy": "2026-09-08T23:40:54.793766Z", "iopub.status.idle": "2026-09-08T23:40:55.692061Z", "shell.execute_reply": "2026-09-08T23:40:55.691334Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "factor = 1e-6\n", "alpha=0.6\n", "k = kwargs.copy()\n", "k[\"error_model\"] = \"azimuthal\"\n", "np = kwargs.copy()\n", "np[\"method\"] = (\"full\", \"csr\", \"python\")\n", "npa = np.copy()\n", "npa[\"error_model\"] = \"azimuthal\"\n", "\n", "\n", "ref = ai.integrate1d(img_poisson, **kwargs)\n", "\n", "ref_np = ai.integrate1d(img_poisson, **np)\n", "res_azim = ai.integrate1d(img_poisson, **k)\n", "np_azim = ai.integrate1d(img_poisson, **npa)\n", "res_renorm = ai.integrate1d(img_poisson, normalization_factor=factor, **kwargs)\n", "res_azim_renorm = ai.integrate1d(img_poisson, normalization_factor=factor, **k)\n", "\n", "ax = jupyter.plot1d(res_azim)\n", "ax.plot(res_renorm.radial, res_renorm.sem*factor, \"1\",alpha=alpha, label=\"sem poisson, scaled\")\n", "ax.plot(ref.radial, ref.sem, label=\"sem poisson unscale\")\n", "ax.plot(res_azim_renorm.radial, res_azim_renorm.sem*factor,\"2\", alpha=alpha, label=\"sem azimuthal, scaled\")\n", "ax.plot(res_azim.radial, res_azim.sem, alpha=alpha, label=\"sem azimuthal, unscaled\")\n", "\n", "ax.plot(res_renorm.radial, res_renorm.std*factor,\"1\", alpha=alpha, label=\"std poisson, scaled\")\n", "ax.plot(ref.radial, ref.std, label=\"std poisson unscale\")\n", "ax.plot(res_azim_renorm.radial, res_azim_renorm.std*factor, \"2\", alpha=alpha, label=\"std azimuthal, scaled\")\n", "ax.plot(res_azim.radial, res_azim.std, alpha=alpha,label=\"std azimuthal, unscaled\")\n", "\n", "\n", "ax.legend()\n", "_=ax.set_title(\"Azimuthal integration\")" ] }, { "cell_type": "code", "execution_count": 9, "id": "139fe26c-35e8-4766-88d2-c48b84e221a2", "metadata": { "execution": { "iopub.execute_input": "2026-09-08T23:40:55.693412Z", "iopub.status.busy": "2026-09-08T23:40:55.693275Z", "iopub.status.idle": "2026-09-08T23:40:55.813476Z", "shell.execute_reply": "2026-09-08T23:40:55.812763Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = subplots()\n", "what = \"sum_variance\"\n", "ax.plot(np_azim.__getattribute__(what), label=\"azimuth summed variance\")\n", "ax.plot(ref_np.__getattribute__(what), label=\"poisson summed variance\")\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 10, "id": "09de65cc-0900-4033-8443-c41fec081b8e", "metadata": { "execution": { "iopub.execute_input": "2026-09-08T23:40:55.814737Z", "iopub.status.busy": "2026-09-08T23:40:55.814619Z", "iopub.status.idle": "2026-09-08T23:40:55.950921Z", "shell.execute_reply": "2026-09-08T23:40:55.950247Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = subplots()\n", "what = \"sum_variance\"\n", "ax.plot(ref_np.__getattribute__(what), label=\"poisson numpy\")\n", "ax.plot(ref.__getattribute__(what),\"1\", alpha=0.5, label=\"poisson opencl\")\n", "ax.plot(np_azim.__getattribute__(what), alpha=0.5, label=\"azimuth numpy\")\n", "ax.plot(res_azim.__getattribute__(what), \"2\", alpha=0.5, label=\"azimuth opencl\")\n", "ax.legend()" ] }, { "cell_type": "markdown", "id": "105f88ca-c466-45d4-955c-5cb7f1d04bd0", "metadata": {}, "source": [ "## Sigma clipping" ] }, { "cell_type": "code", "execution_count": 11, "id": "9c6dac80-5001-4f3d-b304-25a1f857a237", "metadata": { "execution": { "iopub.execute_input": "2026-09-08T23:40:55.952179Z", "iopub.status.busy": "2026-09-08T23:40:55.952064Z", "iopub.status.idle": "2026-09-08T23:40:56.715456Z", "shell.execute_reply": "2026-09-08T23:40:56.714821Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "factor = 1e-6\n", "kwargs[\"method\"] = (\"no\", \"csr\", \"opencl\")\n", "k = kwargs.copy()\n", "k[\"error_model\"] = \"azimuthal\"\n", "npp = kwargs.copy()\n", "npp[\"method\"] = (\"no\", \"csr\", \"python\")\n", "npa = npp.copy()\n", "npa[\"error_model\"] = \"azimuthal\"\n", "\n", "res_azim = ai.sigma_clip_ng(img_poisson, **k)\n", "res_renorm = ai.sigma_clip_ng(img_poisson, normalization_factor=factor, **kwargs)\n", "res_azim_renorm = ai.sigma_clip_ng(img_poisson, normalization_factor=factor, **k)\n", "ref = ai.sigma_clip_ng(img_poisson, **kwargs)\n", "npp = ai.sigma_clip_ng(img_poisson, **npp)\n", "npa = ai.sigma_clip_ng(img_poisson, **npa)\n", "\n", "ax = jupyter.plot1d(res_azim)\n", "ax.plot(ref.radial, ref.sem, label=\"sem poisson unscale\")\n", "ax.plot(res_renorm.radial, res_renorm.sem*factor, \"1\",alpha=alpha, label=\"sem poisson, scaled\")\n", "ax.plot(res_azim.radial, res_azim.sem, alpha=alpha, label=\"sem azimuthal, unscaled\")\n", "ax.plot(res_azim_renorm.radial, res_azim_renorm.sem*factor, \"1\",alpha=alpha, label=\"sem azimuthal, scaled\")\n", "\n", "ax.plot(ref.radial, ref.std, label=\"std poisson unscale\")\n", "ax.plot(res_renorm.radial, res_renorm.std*factor, \"1\",alpha=alpha, label=\"std poisson, scaled\")\n", "ax.plot(res_azim.radial, res_azim.std, alpha=0.5, label=\"std azimuthal, unscaled\")\n", "ax.plot(res_azim_renorm.radial, res_azim_renorm.std*factor, \"1\",alpha=alpha, label=\"std azimuthal, scaled\")\n", "\n", "ax.legend()\n", "_=ax.set_title(\"Sigma-clipping\")" ] }, { "cell_type": "code", "execution_count": 12, "id": "3c1912ff-3e42-482b-bd16-c014d427a79d", "metadata": { "execution": { "iopub.execute_input": "2026-09-08T23:40:56.717135Z", "iopub.status.busy": "2026-09-08T23:40:56.717019Z", "iopub.status.idle": "2026-09-08T23:40:56.851521Z", "shell.execute_reply": "2026-09-08T23:40:56.850896Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = subplots()\n", "what = \"sum_variance\"\n", "ax.plot(npp.__getattribute__(what), label=\"poisson numpy\")\n", "ax.plot(ref.__getattribute__(what),\"1\",alpha=0.5, label=\"poisson opencl\")\n", "ax.plot(npa.__getattribute__(what), alpha=0.5, label=\"azimuth numpy\")\n", "ax.plot(res_azim.__getattribute__(what), \"2\", alpha=0.5, label=\"azimuth opencl\")\n", "ax.legend()" ] }, { "cell_type": "markdown", "id": "5f2fd3ad-20e5-468c-9177-fdad414e9073", "metadata": {}, "source": [ "## Experimental validation of the Formula:\n", "\n", "VV_AUB = V_A + VV_B + ΩΩ_B(V_A.Ω_B-V_B.Ω_A)²/(Ω_AUB.Ω_A.Ω_B²)" ] }, { "cell_type": "code", "execution_count": 13, "id": "8e933882-8fcc-4038-951e-552031c7ef6c", "metadata": { "execution": { "iopub.execute_input": "2026-09-08T23:40:56.853339Z", "iopub.status.busy": "2026-09-08T23:40:56.853224Z", "iopub.status.idle": "2026-09-08T23:40:56.858215Z", "shell.execute_reply": "2026-09-08T23:40:56.857642Z" } }, "outputs": [ { "data": { "text/plain": [ "(np.float64(20794.7560304572),\n", " np.float64(14050.041549065949),\n", " np.float64(174.9544470401914),\n", " np.float64(14224.99599610614))" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s = 100\n", "l = 90\n", "P = numpy.random.poisson(100, s)\n", "P.sort()\n", "w = numpy.random.random(s)+1\n", "\n", "A = P[:l]\n", "wA = w[:l]\n", "B = P[l:]\n", "wB = w[l:]\n", "\n", "class Partition:\n", " def __init__(self, x, w=None):\n", " self.x = x\n", " self.w = w if w is not None else numpy.ones_like(x)\n", " @property\n", " def Omega(self):\n", " return self.w.sum()\n", "\n", " @property\n", " def Omega2(self):\n", " return (self.w*self.w).sum()\n", "\n", " @property\n", " def V(self):\n", " return (self.x*self.w).sum()\n", " @property\n", " def mean(self):\n", " return self.V/self.Omega\n", " @property\n", " def VV(self):\n", " return (self.w**2*(self.x - self.mean)**2).sum()\n", " \n", "A = Partition(A, wA)\n", "B = Partition(B, wB)\n", "P = Partition(P, w)\n", "P.VV, A.VV, B.VV, A.VV + B.VV" ] }, { "cell_type": "code", "execution_count": 14, "id": "499844e9-e2e4-40b5-8d18-4cf6086a37ca", "metadata": { "execution": { "iopub.execute_input": "2026-09-08T23:40:56.859711Z", "iopub.status.busy": "2026-09-08T23:40:56.859602Z", "iopub.status.idle": "2026-09-08T23:40:56.862351Z", "shell.execute_reply": "2026-09-08T23:40:56.861791Z" } }, "outputs": [ { "data": { "text/plain": [ "np.float64(6569.760034351059)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# This is the delta we are looking for:\n", "D = P.VV - A.VV - B.VV\n", "D" ] }, { "cell_type": "code", "execution_count": 15, "id": "7fd1e3b5-46ff-4d07-a5a4-1eab01ece87a", "metadata": { "execution": { "iopub.execute_input": "2026-09-08T23:40:56.863440Z", "iopub.status.busy": "2026-09-08T23:40:56.863333Z", "iopub.status.idle": "2026-09-08T23:41:06.900546Z", "shell.execute_reply": "2026-09-08T23:41:06.899790Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "12.4 μs ± 50.3 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" ] }, { "data": { "text/plain": [ "np.float64(6705.348918130954)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Naive translation of the formula:\n", "%timeit (B.mean - A.mean)*(B.mean-P.mean)*B.Omega2\n", "(B.mean - A.mean)*(B.mean-P.mean)*B.Omega2" ] }, { "cell_type": "code", "execution_count": 16, "id": "ea6bc978-ba4f-4e39-851d-773dde13275e", "metadata": { "execution": { "iopub.execute_input": "2026-09-08T23:41:06.902871Z", "iopub.status.busy": "2026-09-08T23:41:06.902734Z", "iopub.status.idle": "2026-09-08T23:41:14.768837Z", "shell.execute_reply": "2026-09-08T23:41:14.768095Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "9.7 μs ± 74.7 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" ] }, { "data": { "text/plain": [ "np.float64(6705.34891813095)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# reformulation\n", "%timeit B.Omega2*(A.Omega*B.V-B.Omega*A.V)**2/(B.Omega**2*A.Omega*P.Omega)\n", "B.Omega2*(A.Omega*B.V-B.Omega*A.V)**2/(B.Omega**2*A.Omega*P.Omega)" ] }, { "cell_type": "code", "execution_count": 17, "id": "d8842b53-d8f5-431f-8c43-66993fb16eaf", "metadata": { "execution": { "iopub.execute_input": "2026-09-08T23:41:14.771045Z", "iopub.status.busy": "2026-09-08T23:41:14.770913Z", "iopub.status.idle": "2026-09-08T23:41:22.688311Z", "shell.execute_reply": "2026-09-08T23:41:22.687563Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "9.74 μs ± 75.1 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" ] }, { "data": { "text/plain": [ "np.float64(6664.839923098894)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Symmetric version not as good since Ω_A>Ω_B\n", "%timeit A.Omega2*(A.Omega*B.V-B.Omega*A.V)**2/(A.Omega**2*B.Omega*P.Omega)\n", "A.Omega2*(A.Omega*B.V-B.Omega*A.V)**2/(A.Omega**2*B.Omega*P.Omega)" ] }, { "cell_type": "code", "execution_count": null, "id": "6ba2e282-66c6-4e2e-b6a2-3394bbd1944e", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.14.0" } }, "nbformat": 4, "nbformat_minor": 5 }