{ "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: 2025.3.0\n" ] } ], "source": [ "import pyFAI\n", "from pyFAI.gui import jupyter\n", "print(f\"pyFAI version: {pyFAI.version}\")" ] }, { "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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", 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" ] }, "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_2904246/1556268601.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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", 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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=\"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: 4.837 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": "3.11.2" } }, "nbformat": 4, "nbformat_minor": 4 }