{ "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": "2026-06-14T10:54:28.965562Z", "iopub.status.busy": "2026-06-14T10:54:28.965363Z", "iopub.status.idle": "2026-06-14T10:54:29.313281Z", "shell.execute_reply": "2026-06-14T10:54:29.312831Z" } }, "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": "2026-06-14T10:54:29.314952Z", "iopub.status.busy": "2026-06-14T10:54:29.314785Z", "iopub.status.idle": "2026-06-14T10:54:29.317173Z", "shell.execute_reply": "2026-06-14T10:54:29.316798Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/users/kieffer/.venv/py314/bin/python\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": "2026-06-14T10:54:29.318397Z", "iopub.status.busy": "2026-06-14T10:54:29.318246Z", "iopub.status.idle": "2026-06-14T10:54:29.320849Z", "shell.execute_reply": "2026-06-14T10:54:29.320327Z" } }, "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": "2026-06-14T10:54:29.321839Z", "iopub.status.busy": "2026-06-14T10:54:29.321723Z", "iopub.status.idle": "2026-06-14T10:54:30.262640Z", "shell.execute_reply": "2026-06-14T10:54:30.262053Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyFAI version: 2026.6.0-dev0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Detector Detector\t PixelSize= 100µm, 100µm\t BottomRight (3)\n" ] } ], "source": [ "import numpy\n", "from scipy.stats import chi2 as chi2_dist\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.method_registry import IntegrationMethod\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": "2026-06-14T10:54:30.264677Z", "iopub.status.busy": "2026-06-14T10:54:30.264428Z", "iopub.status.idle": "2026-06-14T10:54:30.338203Z", "shell.execute_reply": "2026-06-14T10:54:30.337545Z" } }, "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": "2026-06-14T10:54:30.339876Z", "iopub.status.busy": "2026-06-14T10:54:30.339664Z", "iopub.status.idle": "2026-06-14T10:54:31.033866Z", "shell.execute_reply": "2026-06-14T10:54:31.033053Z" } }, "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": "2026-06-14T10:54:31.035225Z", "iopub.status.busy": "2026-06-14T10:54:31.035108Z", "iopub.status.idle": "2026-06-14T10:54:31.736744Z", "shell.execute_reply": "2026-06-14T10:54:31.736155Z" } }, "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": "2026-06-14T10:54:31.738307Z", "iopub.status.busy": "2026-06-14T10:54:31.738179Z", "iopub.status.idle": "2026-06-14T10:54:32.491083Z", "shell.execute_reply": "2026-06-14T10:54:32.490218Z" } }, "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": "2026-06-14T10:54:32.493004Z", "iopub.status.busy": "2026-06-14T10:54:32.492869Z", "iopub.status.idle": "2026-06-14T10:54:32.604063Z", "shell.execute_reply": "2026-06-14T10:54:32.603248Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "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(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": "2026-06-14T10:54:32.605499Z", "iopub.status.busy": "2026-06-14T10:54:32.605381Z", "iopub.status.idle": "2026-06-14T10:54:32.730886Z", "shell.execute_reply": "2026-06-14T10:54:32.729971Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "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(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": "2026-06-14T10:54:32.732345Z", "iopub.status.busy": "2026-06-14T10:54:32.732227Z", "iopub.status.idle": "2026-06-14T10:54:33.444205Z", "shell.execute_reply": "2026-06-14T10:54:33.443449Z" } }, "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": "2026-06-14T10:54:33.445815Z", "iopub.status.busy": "2026-06-14T10:54:33.445694Z", "iopub.status.idle": "2026-06-14T10:54:33.573923Z", "shell.execute_reply": "2026-06-14T10:54:33.573104Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "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(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": "2026-06-14T10:54:33.575728Z", "iopub.status.busy": "2026-06-14T10:54:33.575608Z", "iopub.status.idle": "2026-06-14T10:54:33.580986Z", "shell.execute_reply": "2026-06-14T10:54:33.580246Z" } }, "outputs": [ { "data": { "text/plain": [ "(np.float64(26187.385763226506),\n", " np.float64(14695.985371158089),\n", " np.float64(1227.4518687268248),\n", " np.float64(15923.437239884914))" ] }, "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": "2026-06-14T10:54:33.582290Z", "iopub.status.busy": "2026-06-14T10:54:33.582173Z", "iopub.status.idle": "2026-06-14T10:54:33.585386Z", "shell.execute_reply": "2026-06-14T10:54:33.584711Z" } }, "outputs": [ { "data": { "text/plain": [ "np.float64(10263.948523341593)" ] }, "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": "2026-06-14T10:54:33.586909Z", "iopub.status.busy": "2026-06-14T10:54:33.586802Z", "iopub.status.idle": "2026-06-14T10:54:47.767974Z", "shell.execute_reply": "2026-06-14T10:54:47.766921Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "17.4 μs ± 160 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" ] }, { "data": { "text/plain": [ "np.float64(9601.145112522694)" ] }, "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": "2026-06-14T10:54:47.770122Z", "iopub.status.busy": "2026-06-14T10:54:47.769983Z", "iopub.status.idle": "2026-06-14T10:54:59.134584Z", "shell.execute_reply": "2026-06-14T10:54:59.133705Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "14 μs ± 51.4 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" ] }, { "data": { "text/plain": [ "np.float64(9601.145112522712)" ] }, "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": "2026-06-14T10:54:59.137189Z", "iopub.status.busy": "2026-06-14T10:54:59.137043Z", "iopub.status.idle": "2026-06-14T10:55:10.617654Z", "shell.execute_reply": "2026-06-14T10:55:10.616713Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "14.2 μs ± 46.2 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" ] }, { "data": { "text/plain": [ "np.float64(9415.235571643223)" ] }, "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 }