{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Azimuthal averaging in log-scaled bins\n", "\n", "PyFAI has been optimized for histogramming data on uniform bins. \n", "Neverthless one can perform this histogramming in a different space. \n", "This cookbook explains how to choose the proper radial unit and subsequently\n", "define a new unit to perform this integration\n", "\n", "First of all we will generate an image with some realistic noise and integrate it. \n", "Then we will observe the effects of the output space and finally we will create our own output space.\n", "\n", "## Guinier-like scatterer image" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "#use `widget` for better user interaction within the Jupyter-Lab" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from matplotlib.pyplot import subplots\n", "import numpy\n", "import time\n", "import inspect\n", "start_time = time.perf_counter()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyFAI version: 2025.1.0-dev0\n" ] } ], "source": [ "import pyFAI\n", "from pyFAI.gui import jupyter\n", "print(f\"pyFAI version: {pyFAI.version}\")\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detector Pilatus 100k\t PixelSize= 172µm, 172µm\t BottomRight (3)\n", "Wavelength= 1.000000e-10 m\n", "SampleDetDist= 1.000000e+00 m\tPONI= 0.000000e+00, 0.000000e+00 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 1000.000 mm\tCenter: x=0.000, y=0.000 pix\tTilt= 0.000° tiltPlanRotation= 0.000° 𝛌= 1.000Å\n" ] } ], "source": [ "# Setup azimuthal integrator\n", "ai = pyFAI.load({\"dist\":1, \"detector\":\"Pilatus100k\", \"wavelength\":1e-10})\n", "q = ai.array_from_unit(unit=\"q_nm^-1\")\n", "method=(\"full\", \"histogram\", \"cython\")\n", "print(ai)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Guinier-like scatterer\n", "I = 1e6*numpy.exp(-q**2/2)\n", "#Add some noise to make it look real\n", "Y = numpy.random.poisson(I)\n", "fig, ax = subplots()\n", "ax.semilogy(q.ravel(), Y.ravel(), \",\")\n", "ax.set_ylabel(\"Intensity (counts)\")\n", "ax.set_xlabel(\"scattering vector q ($nm^{-1}$)\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(2,1, figsize=(15,8))\n", "jupyter.display(I, ax=ax[0], label=\"Synthetic\")\n", "jupyter.display(Y, ax=ax[1], label=\"Poissonian \")\n", "pass" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(10,8))\n", "jupyter.plot1d(ai.integrate1d(I, 500), ax=ax, label=\"Synthetic\")\n", "ax.plot(*ai.integrate1d(Y, 500), label=\"Poissonian\")\n", "ax.legend()\n", "ax.semilogy()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Selection of the log-space rebinning\n", "\n", "In this section we see how to switch to log-scale at the integration level (and revert back to q_nm^-1 for plotting).\n", "\n", "PyFAI does not like negative radial units. Hence log(q) has to be prohibited. I would recommend the $arcsinh$ functions which is a well behaved function from R -> R with a slope at the origin of 1 and a log-scale behaviour." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_3377131/1556268601.py:4: RuntimeWarning: invalid value encountered in log1p\n", " ax.plot(x, numpy.log1p(x), label=\"log(1+x)\")\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = numpy.linspace(-10, 10, 1000)\n", "fig, ax = subplots(figsize=(10,8))\n", "ax.plot(x, numpy.arcsinh(x), label=\"arcsinh\")\n", "ax.plot(x, numpy.log1p(x), label=\"log(1+x)\")\n", "ax.legend()\n", "pass" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.geometry.core:No fast path for space: log(1+q.nm)\n", "WARNING:pyFAI.geometry.core:No fast path for space: arcsinh(q.nm)\n", "WARNING:pyFAI.geometry.core:No fast path for space: arcsinh(q.A)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(10,8))\n", "jupyter.plot1d(ai.integrate1d(Y, 500, method=method),ax=ax, label=\"q_nm^-1\")\n", "ax.semilogy()\n", "x,y = ai.integrate1d(Y, 500, unit=\"log(1+q.nm)_None\", method=method)\n", "ax.plot(numpy.exp(x)-1,y*2, label=\"log(1+q.nm)_None\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.nm)_None\", method=method)\n", "ax.plot(numpy.sinh(x), y*4, label=\"arcsinh(q.nm)_None\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.A)_None\", method=method)\n", "ax.plot(numpy.sinh(x)*10, y*8, label=\"arcsinh(q.A)_None\")\n", "ax.legend()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Going to log-scale helps to reduce the noise at high $q$ as on can see in the log(1+q.nm) or arcsinh(q.nm). \n", "The maximum value for $q$ is only 0.56${A}$, so after taking the log scale this remain in the linear part of the curve.\n", "On the opposite, one would like to histogram on bins with larger numerical values. This is what we will see now. \n", "\n", "## Creation of a new radial unit\n", "\n", "Let's create the $arcsinh(q.µm)$ unit. \n", "$q$ in inverse micrometer has numerical values 1000 times larger than in inverse nanometer, and should emphathize the curvature.\n", "\n", "There are two way to define a new unit:\n", "* with a python function implementing the formula, using numpy \n", "* with a mathematical formula as a string, using numexpr (which provides parallel execution for array initialization)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A function implementing the formula:\n", " def eq_q(x, y, z, wavelength):\n", " \"\"\"Calculates the modulus of the scattering vector\n", "\n", " :param x: horizontal position, towards the center of the ring, from sample position\n", " :param y: vertical position, to the roof, from sample position\n", " :param z: distance from sample along the beam\n", " :param wavelength: in meter\n", " :return: modulus of the scattering vector q in inverse nm\n", " \"\"\"\n", " return 4.0e-9 * numpy.pi * numpy.sin(eq_2th(x, y, z) / 2.0) / wavelength\n", "\n", "Mathematical formula: 4.0e-9*π/λ*sin(0.5*arctan2(sqrt(x * x + y * y), z))\n" ] } ], "source": [ "from pyFAI.units import eq_q, formula_q, register_radial_unit\n", "\n", "register_radial_unit(\"arcsinh(q.µm)_Numpy\",\n", " scale=1.0,\n", " label=r\"arcsinh($q$.µm)\",\n", " equation=lambda x, y, z, wavelength: numpy.arcsinh(1000*eq_q(x, y, z, wavelength)))\n", "\n", "\n", "print(\"A function implementing the formula:\\n\",inspect.getsource(eq_q))\n", " \n", "print(f\"Mathematical formula: {formula_q}\")\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Litteral formula can also be provided:\n", "\n", "register_radial_unit(\"arcsinh(q.µm)_Numexpr\",\n", " scale=1.0,\n", " label=r\"arcsinh($q$.µm)\",\n", " formula=\"arcsinh(4.0e-6*π/λ*sin(arctan2(sqrt(x**2 + y**2), z)/2.0))\")\n", "\n", "# This uses numexpr which is multithreaded" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.geometry.core:No fast path for space: arcsinh(q.µm)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(10,8))\n", "jupyter.plot1d(ai.integrate1d(Y, 500, method=method),ax=ax, label=\"q_nm^-1\")\n", "ax.semilogy()\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.nm)_None\", method=method)\n", "ax.plot(numpy.sinh(x), y, label=\"arcsinh(q.nm)_None\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.A)_None\", method=method)\n", "ax.plot(numpy.sinh(x)*10, y, label=\"arcsinh(q.A)_Numpy\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.µm)_Numpy\", method=method)\n", "ax.plot(numpy.sinh(x)/1000, y, \"1\", label=\"arcsinh(q.µm)_Numpy\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.µm)_Numexpr\", method=method)\n", "ax.plot(numpy.sinh(x)/1000, y, \"2\", label=\"arcsinh(q.µm)_Numexpr\")\n", "\n", "ax.legend()\n", "pass" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots()\n", "ax.plot(numpy.sinh(x)/1000)\n", "ax.semilogy()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Nota:* Expressing q in $µm^{-1}$ heavily distorts the curve in the low $q$ region, causing an oversampling near $q=0$. A factor 10 to 100 would have been better than the 1000 used in this example.\n", "\n", "## Conclusion\n", "\n", "We have seen how to perform azimuthal integration with variable bin-size in pyFAI, especially in the context of SAXS where it is desirable to have larger bins at large $q$ values to reduce the noise in this region." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total execution time: 2.326 s\n" ] } ], "source": [ "print(f\"Total execution time: {time.perf_counter()-start_time:.3f} s\")" ] } ], "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 4 }