{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "abc04a99-5bd9-4c99-bcba-9a124bed6bb7",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "# Filtering signal in azimuthal space\n",
    "\n",
    "Usually, diffraction signal presents a polar symmetry, this means all pixel with the same azimuthal angle (χ) have similar intensities. The best way to exploit this is to take the mean, what is called *azimuthal average*. But the average is very sensitive to outlier, like gaps, missing pixels, shadows, cosmic rays or reflection coming from larger crystallite. In this tutorial we will see two alternative ways to remove those unwanted signal and focus on the majority of pixels: **sigma clipping** and **median filtering**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7c34c9c9-b32e-4399-826d-33328dc0f31e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"PYOPENCL_COMPILER_OUTPUT\"]=\"0\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7235a6ba-2b59-4156-84b9-86826c48e741",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:pyFAI.gui.matplotlib:matplotlib already loaded, setting its backend may not work\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from matplotlib.pyplot import subplots\n",
    "from pyFAI.gui import jupyter\n",
    "import numpy, fabio, pyFAI\n",
    "from pyFAI import benchmark\n",
    "from pyFAI.test.utilstest import UtilsTest\n",
    "\n",
    "ai = pyFAI.load(UtilsTest.getimage(\"Pilatus6M.poni\"))\n",
    "img = fabio.open(UtilsTest.getimage(\"Pilatus6M.cbf\")).data\n",
    "fig, ax = subplots(1, 2)\n",
    "jupyter.display(img, ax=ax[1])\n",
    "jupyter.plot1d(ai.integrate1d(img, 1000), ax=ax[0])\n",
    "ax[1].set_title(\"With a few Bragg peaks\")\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55fac493-e871-44b9-a8c7-b4014024182e",
   "metadata": {},
   "source": [
    "## Azimuthal sigma-clipping\n",
    "\n",
    "The idea is to discard pixels which look like outliers in the distribution of all pixels contributing to a single azimuthal bin.\n",
    "It requires an error model like *poisson* but it has been proven to be better to use the variance in the given azimuthal ring.\n",
    "All details are available in this publication: https://doi.org/10.1107/S1600576724011038 also available at https://doi.org/10.48550/arXiv.2411.09515 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c2fe4732-a6d1-4919-97f3-7d27193e666e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = subplots(1, 2)\n",
    "jupyter.display(img, ax=ax[1])\n",
    "jupyter.plot1d(ai.sigma_clip(img, 1000, error_model=\"hybrid\", method=(\"no\", \"csr\", \"cython\")), ax=ax[0])\n",
    "ax[1].set_title(\"With a few Bragg peaks\")\n",
    "ax[0].set_title(\"Sigma_clipping\")\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a57a43a-85f0-4258-b4bc-76ad72d1b4e1",
   "metadata": {},
   "source": [
    "Of course, *sigma-clip* takes several extra parameters like the number of iterations to perform, the cut-off, the error model, ... \n",
    "There are alo a few limitation: \n",
    "* The algorithm needs to be the CSR-sparse matrix multiplication: since several integration are needed, it makes no sense to use an histogram based algorithm.\n",
    "* The algorithm is available with any implementation: Python (using scipy.saprse), Cython and OpenCL, and it runs just fine on GPU.\n",
    "* Sigma-clipping is incompatible with any kind of pixel splitting: With pixel splitting, a single pixel can contribute to several azimuthal bins and discarding a pixel in one ring could disable it in the neighboring ring (or not, since bins are processed in parallel).\n",
    "\n",
    "### Sigma-clipping performances:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "480b7770-8292-4e39-ba35-6cfbf2150f38",
   "metadata": {},
   "outputs": [],
   "source": [
    "method = [\"no\", \"csr\", \"cython\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9da36255-dbc4-4206-b725-d233e4261265",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pilatus1M.poni\n",
      "     Cython\n",
      "10 ms ± 928 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "10.7 ms ± 296 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "     Python\n",
      "11.8 ms ± 356 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "173 ms ± 1.68 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     OpenCL\n",
      "1.98 ms ± 51.1 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "5.07 ms ± 36 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "Pilatus2M.poni\n",
      "     Cython\n",
      "18.8 ms ± 627 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "26.8 ms ± 4.74 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     Python\n",
      "29.9 ms ± 692 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "554 ms ± 4.75 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "4.88 ms ± 333 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "18.8 ms ± 175 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "Eiger4M.poni\n",
      "     Cython\n",
      "32.3 ms ± 4.06 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "45.9 ms ± 2.71 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     Python\n",
      "57.1 ms ± 380 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "1.11 s ± 6.26 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "8.68 ms ± 295 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "34.9 ms ± 424 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "Pilatus6M.poni\n",
      "     Cython\n",
      "41.3 ms ± 1.44 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "53 ms ± 1.37 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     Python\n",
      "83.1 ms ± 285 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "1.56 s ± 15 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "12 ms ± 416 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "40.1 ms ± 162 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "Eiger9M.poni\n",
      "     Cython\n",
      "77.6 ms ± 3.95 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "117 ms ± 2.34 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     Python\n",
      "170 ms ± 805 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "3.32 s ± 48.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "19.6 ms ± 660 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "97.9 ms ± 601 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "Mar3450.poni\n",
      "     Cython\n",
      "81 ms ± 14.5 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "112 ms ± 3.84 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     Python\n",
      "178 ms ± 614 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "3.56 s ± 26.6 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "21.9 ms ± 98.9 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "96.3 ms ± 545 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "Fairchild.poni\n",
      "     Cython\n",
      "110 ms ± 6.51 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "145 ms ± 2.66 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     Python\n",
      "410 ms ± 1.11 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "8.3 s ± 50.6 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "27.4 ms ± 117 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "83.4 ms ± 170 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "CPU times: user 16min 42s, sys: 35.6 s, total: 17min 17s\n",
      "Wall time: 5min 54s\n"
     ]
    }
   ],
   "source": [
    "%%time \n",
    "perfs_integrate_python = {}\n",
    "perfs_integrate_cython = {}\n",
    "perfs_integrate_opencl = {}\n",
    "perfs_sigma_clip_python = {}\n",
    "perfs_sigma_clip_cython = {}\n",
    "perfs_sigma_clip_opencl = {}\n",
    "\n",
    "for ds in pyFAI.benchmark.PONIS:\n",
    "    ai = pyFAI.load(UtilsTest.getimage(ds))\n",
    "    if ai.wavelength is None: ai.wavelength=1.54e-10\n",
    "    img = fabio.open(UtilsTest.getimage(pyFAI.benchmark.datasets[ds])).data\n",
    "    size = numpy.prod(ai.detector.shape)\n",
    "    print(ds)\n",
    "    print(\"     Cython\")\n",
    "    meth = tuple(method)\n",
    "    nbin = max(ai.detector.shape)\n",
    "    print(\"     * integrate \", end=\"\")\n",
    "    perfs_integrate_cython[size] = %timeit -o ai.integrate1d(img, nbin, method=meth)\n",
    "    print(\"     * sigma-clip\", end=\"\")\n",
    "    perfs_sigma_clip_cython[size] = %timeit -o ai.sigma_clip(img, nbin, method=meth, error_model=\"azimuthal\")\n",
    "    print(\"     Python\")\n",
    "    meth = tuple(method[:2]+[\"python\"])\n",
    "    print(\"     * integrate \", end=\"\")\n",
    "    perfs_integrate_python[size] = %timeit -o ai.integrate1d(img, nbin, method=meth)\n",
    "    print(\"     * sigma-clip\", end=\"\")\n",
    "    perfs_sigma_clip_python[size] = %timeit -o ai.sigma_clip(img, nbin, method=meth, error_model=\"azimuthal\")\n",
    "\n",
    "    print(\"     OpenCL\")\n",
    "    meth = tuple(method[:2]+[\"opencl\"])\n",
    "    print(\"     * integrate \", end=\"\")\n",
    "    perfs_integrate_opencl[size] = %timeit -o ai.integrate1d(img, nbin, method=meth)\n",
    "    print(\"     * sigma-clip\", end=\"\")\n",
    "    perfs_sigma_clip_opencl[size] = %timeit -o ai.sigma_clip(img, nbin, method=meth, error_model=\"azimuthal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "48c02ebf-e7fa-4f49-a5db-2892f11e21e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Performance of Sigma-clipping vs integrate')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = subplots()\n",
    "ax.set_xlabel(\"Image size (Mpix)\")\n",
    "ax.set_ylabel(\"Frames per seconds\")\n",
    "sizes = numpy.array(list(perfs_integrate_python.keys()))/1e6\n",
    "ax.plot(sizes, [1/i.best for i in perfs_integrate_python.values()], label=\"Integrate/Python\", color='green', linestyle='dashed', marker='1')\n",
    "ax.plot(sizes, [1/i.best for i in perfs_integrate_cython.values()], label=\"Integrate/Cython\", color='orange', linestyle='dashed', marker='1')\n",
    "ax.plot(sizes, [1/i.best for i in perfs_integrate_opencl.values()], label=\"Integrate/OpenCL\", color='blue', linestyle='dashed', marker='1')\n",
    "ax.plot(sizes, [1/i.best for i in perfs_sigma_clip_python.values()], label=\"Sigma-clip/Python\", color='green', linestyle='dotted', marker='2')\n",
    "ax.plot(sizes, [1/i.best for i in perfs_sigma_clip_cython.values()], label=\"Sigma-clip/Cython\", color='orange', linestyle='dotted', marker='2')\n",
    "ax.plot(sizes, [1/i.best for i in perfs_sigma_clip_opencl.values()], label=\"Sigma-clip/OpenCL\", color='blue', linestyle='dotted', marker='2')\n",
    "ax.set_yscale(\"log\")\n",
    "ax.legend()\n",
    "\n",
    "ax.set_title(\"Performance of Sigma-clipping vs integrate\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "147e1d95-d808-4735-a74e-a1b19b79f7ef",
   "metadata": {},
   "source": [
    "The penalties is very limited in Cython, much more in Python.\n",
    "\n",
    "The biggest limitation of sigma-clipping is its incompatibility with pixel-splitting, feature needed when oversampling, i.e. taking many more points than the size of the diagonal of the image.\n",
    "While oversampling is not recommended in general case (due to the cross-corelation between bins it creates), it can be a nessessary evil, especially when performing Rietveld refinement where 5 points per peaks are needed, resolution that cannot be obtained with the pixel-size/distance couple accessible by the experimental setup.\n",
    "\n",
    "## Median filter in Azimuthal space\n",
    "\n",
    "The idea is to sort all pixels contibuting to an azimuthal bin and to average out all pixel between the lower and upper quantile. \n",
    "When those two thresholds are at one half, this filter provides actually the median.\n",
    "In order to be compatible with pixel splitting, each pixel is duplicated as many times as it contributes to different bins.\n",
    "After sorting fragments of pixels according to their normalization corrected signal, the cummulative sum of normalization is performed in order to detemine which fragments to average out.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b1a35b63-e77a-47c1-a5a1-09d06f44ec62",
   "metadata": {},
   "outputs": [],
   "source": [
    "ai = pyFAI.load(UtilsTest.getimage(\"Pilatus6M.poni\"))\n",
    "img = fabio.open(UtilsTest.getimage(\"Pilatus6M.cbf\")).data\n",
    "\n",
    "method = [\"full\", \"csr\", \"cython\"]\n",
    "percentile=(40,60)\n",
    "pol=0.99"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f160d7dd-c19d-4df1-890e-a7d94db55a16",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = subplots(1, 2)\n",
    "jupyter.display(img, ax=ax[1])\n",
    "jupyter.plot1d(ai.medfilt1d_ng(img, 1000, method=method, percentile=percentile, polarization_factor=pol), ax=ax[0])\n",
    "ax[1].set_title(\"With a few Bragg peaks\")\n",
    "ax[0].set_title(\"Median filtering\")\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7882217-35de-4f5e-9b87-efc5c87eb2cf",
   "metadata": {},
   "source": [
    "Unlike the *sigma-clipping*, this median filter does not equires any error model; but the computationnal cost induced by the sort is huge. In addition, the median is very sensitive and requires a good geometry and modelisation of the polarization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "af56d591-e634-4bb8-a4a3-0828e745205a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pilatus1M.poni\n",
      "     Cython\n",
      "8.77 ms ± 277 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "29.4 ms ± 2.96 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     Python\n",
      "14.2 ms ± 206 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "1.05 s ± 3.1 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "2.3 ms ± 9.26 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "98 ms ± 771 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "Pilatus2M.poni\n",
      "     Cython\n",
      "19.5 ms ± 267 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "94.2 ms ± 1.46 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     Python\n",
      "42.4 ms ± 1.4 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "3.64 s ± 38.8 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "5.7 ms ± 24.6 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "430 ms ± 3.25 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "Eiger4M.poni\n",
      "     Cython\n",
      "39.7 ms ± 5.3 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "156 ms ± 3.93 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     Python\n",
      "78.5 ms ± 89.8 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "6.27 s ± 45.2 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "9.93 ms ± 282 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "718 ms ± 16.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "Pilatus6M.poni\n",
      "     Cython\n",
      "44.6 ms ± 599 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "213 ms ± 1.68 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     Python\n",
      "125 ms ± 2.23 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "9.22 s ± 38.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "13.2 ms ± 58.5 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "1.1 s ± 20.3 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "Eiger9M.poni\n",
      "     Cython\n",
      "74.2 ms ± 950 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "363 ms ± 3.98 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     Python\n",
      "234 ms ± 2.56 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "15.1 s ± 97.8 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "22 ms ± 987 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "1.99 s ± 20.5 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "Mar3450.poni\n",
      "     Cython\n",
      "73.7 ms ± 1.05 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "393 ms ± 12.3 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     Python\n",
      "257 ms ± 2.68 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "17.3 s ± 115 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "24.9 ms ± 341 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "2.32 s ± 18.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "Fairchild.poni\n",
      "     Cython\n",
      "97.3 ms ± 1.02 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "426 ms ± 4.59 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     Python\n",
      "381 ms ± 1.37 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "20.8 s ± 89.3 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "30.5 ms ± 641 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "2.49 s ± 41.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "CPU times: user 16min 26s, sys: 15.4 s, total: 16min 41s\n",
      "Wall time: 13min 3s\n"
     ]
    }
   ],
   "source": [
    "%%time \n",
    "perf2_integrate_python = {}\n",
    "perf2_integrate_cython = {}\n",
    "perf2_integrate_opencl = {}\n",
    "perf2_medfilt_python = {}\n",
    "perf2_medfilt_cython = {}\n",
    "perf2_medfilt_opencl = {}\n",
    "\n",
    "for ds in pyFAI.benchmark.PONIS:\n",
    "    ai = pyFAI.load(UtilsTest.getimage(ds))\n",
    "    if ai.wavelength is None: ai.wavelength=1.54e-10\n",
    "    img = fabio.open(UtilsTest.getimage(pyFAI.benchmark.datasets[ds])).data\n",
    "    size = numpy.prod(ai.detector.shape)\n",
    "    print(ds)\n",
    "    print(\"     Cython\")\n",
    "    meth = tuple(method)\n",
    "    nbin = max(ai.detector.shape)\n",
    "    print(\"     * integrate   \", end=\"\")\n",
    "    perf2_integrate_cython[size] = %timeit -o ai.integrate1d(img, nbin, method=meth)\n",
    "    print(\"     * medianfilter\", end=\"\")\n",
    "    perf2_medfilt_cython[size] = %timeit -o ai.medfilt1d_ng(img, nbin, method=meth)\n",
    "    print(\"     Python\")\n",
    "    meth = tuple(method[:2]+[\"python\"])\n",
    "    print(\"     * integrate   \", end=\"\")\n",
    "    perf2_integrate_python[size] = %timeit -o ai.integrate1d(img, nbin, method=meth)\n",
    "    print(\"     * medianfilter\", end=\"\")\n",
    "    perf2_medfilt_python[size] = %timeit -o ai.medfilt1d_ng(img, nbin, method=meth)\n",
    "\n",
    "    print(\"     OpenCL\")\n",
    "    meth = tuple(method[:2]+[\"opencl\"])\n",
    "    print(\"     * integrate   \", end=\"\")\n",
    "    perf2_integrate_opencl[size] = %timeit -o ai.integrate1d(img, nbin, method=meth)\n",
    "    print(\"     * medianfilter\", end=\"\")\n",
    "    perf2_medfilt_opencl[size] = %timeit -o ai.medfilt1d_ng(img, nbin, method=meth)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a8caf1c6-630e-4056-a01a-1e1707437c2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = subplots()\n",
    "ax.set_xlabel(\"Image size (Mpix)\")\n",
    "ax.set_ylabel(\"Frames per seconds\")\n",
    "sizes = numpy.array(list(perf2_integrate_python.keys()))/1e6\n",
    "ax.plot(sizes, [1/i.best for i in perf2_integrate_python.values()], label=\"Integrate/Python\", color='green', linestyle='dashed', marker='1')\n",
    "ax.plot(sizes, [1/i.best for i in perf2_integrate_cython.values()], label=\"Integrate/Cython\", color='orange', linestyle='dashed', marker='1')\n",
    "ax.plot(sizes, [1/i.best for i in perf2_integrate_opencl.values()], label=\"Integrate/OpenCL\", color='blue', linestyle='dashed', marker='1')\n",
    "ax.plot(sizes, [1/i.best for i in perf2_medfilt_python.values()], label=\"Medfilt/Python\", color='green', linestyle='dotted', marker='2')\n",
    "ax.plot(sizes, [1/i.best for i in perf2_medfilt_cython.values()], label=\"Medfilt/Cython\", color='orange', linestyle='dotted', marker='2')\n",
    "ax.plot(sizes, [1/i.best for i in perf2_medfilt_opencl.values()], label=\"Medfilt/OpenCL\", color='blue', linestyle='dotted', marker='2')\n",
    "ax.set_yscale(\"log\")\n",
    "ax.legend()\n",
    "ax.set_title(\"Performance of Median filtering vs integrate\")\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00b7c06d-8f92-4cd4-b259-2ff6914eff4b",
   "metadata": {},
   "source": [
    "As one can see, the penalities are much larger for OpenCL and Python than for Cython.\n",
    "\n",
    "## Conclusion\n",
    "*Sigma-clipping* and *median-filtering* are alternatives to azimuthal integration and offer the ability to reject outliers. They are not more difficult to use but slightly slower owing to their greater complexity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "40609090-3f85-40e1-8d4e-30d42ecd6878",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "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": "3.11.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
