{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "abc04a99-5bd9-4c99-bcba-9a124bed6bb7",
   "metadata": {},
   "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",
      "4.3 ms ± 6.97 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "4.93 ms ± 186 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "     Python\n",
      "8.13 ms ± 1.67 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "     * sigma-clip"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:pyFAI.opencl.azim_csr:Please upgrade to silx v2.2+\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "110 ms ± 221 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     OpenCL\n",
      "466 μs ± 459 ns per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n",
      "2.26 ms ± 654 ns per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "Pilatus2M.poni\n",
      "     Cython\n",
      "11.8 ms ± 1.22 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "26.1 ms ± 398 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "     Python\n",
      "26 ms ± 35.4 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     * sigma-clip"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:pyFAI.opencl.azim_csr:Please upgrade to silx v2.2+\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "391 ms ± 2.07 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "722 μs ± 320 ns per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n",
      "5.01 ms ± 1.47 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "Eiger4M.poni\n",
      "     Cython\n",
      "20.5 ms ± 5.49 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "25.9 ms ± 6.18 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     Python\n",
      "53 ms ± 67.4 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     * sigma-clip"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:pyFAI.opencl.azim_csr:Please upgrade to silx v2.2+\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "860 ms ± 2.2 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "1.18 ms ± 296 ns per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n",
      "8.9 ms ± 1.05 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "Pilatus6M.poni\n",
      "     Cython\n",
      "26.4 ms ± 174 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "32 ms ± 1.18 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     Python\n",
      "75 ms ± 19.3 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     * sigma-clip"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:pyFAI.opencl.azim_csr:Please upgrade to silx v2.2+\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.24 s ± 5.02 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "1.75 ms ± 960 ns per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n",
      "12.1 ms ± 2.2 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "Eiger9M.poni\n",
      "     Cython\n",
      "48.2 ms ± 1.34 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "61.7 ms ± 1.3 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     Python\n",
      "140 ms ± 453 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     * sigma-clip"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:pyFAI.opencl.azim_csr:Please upgrade to silx v2.2+\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.5 s ± 38.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "2.92 ms ± 931 ns per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "21.4 ms ± 6.34 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "Mar3450.poni\n",
      "     Cython\n",
      "62.6 ms ± 1.07 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "69.6 ms ± 1.46 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     Python\n",
      "143 ms ± 800 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     * sigma-clip"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:pyFAI.opencl.azim_csr:Please upgrade to silx v2.2+\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.67 s ± 19.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "3.33 ms ± 4.78 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "23.9 ms ± 5.11 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'Fairchild.edf'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "File \u001b[0;32m<timed exec>:11\u001b[0m\n",
      "File \u001b[0;32m/nobackup/scratch/kieffer/py310/lib/python3.10/site-packages/silx/utils/ExternalResources.py:216\u001b[0m, in \u001b[0;36mExternalResources.getfile\u001b[0;34m(self, filename)\u001b[0m\n\u001b[1;32m    214\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(fullfilename, mode\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrb\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m fd:\n\u001b[1;32m    215\u001b[0m     h\u001b[38;5;241m.\u001b[39mupdate(fd\u001b[38;5;241m.\u001b[39mread())\n\u001b[0;32m--> 216\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m h\u001b[38;5;241m.\u001b[39mhexdigest() \u001b[38;5;241m!=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mall_data\u001b[49m\u001b[43m[\u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m]\u001b[49m:\n\u001b[1;32m    217\u001b[0m     logger\u001b[38;5;241m.\u001b[39mwarning(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDetected corruped file \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfullfilename\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    218\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mall_data\u001b[38;5;241m.\u001b[39mpop(filename)\n",
      "\u001b[0;31mKeyError\u001b[0m: 'Fairchild.edf'"
     ]
    }
   ],
   "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",
      "4.51 ms ± 198 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "15.5 ms ± 129 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "     Python\n",
      "11.3 ms ± 8.24 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "     * medianfilter"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:pyFAI.opencl.azim_csr:Please upgrade to silx v2.2+\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "913 ms ± 5.34 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "495 μs ± 285 ns per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n",
      "4.43 ms ± 903 ns per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "Pilatus2M.poni\n",
      "     Cython\n",
      "11.7 ms ± 669 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "82.2 ms ± 2.94 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     Python\n",
      "39.3 ms ± 157 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     * medianfilter"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:pyFAI.opencl.azim_csr:Please upgrade to silx v2.2+\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.08 s ± 35.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "833 μs ± 473 ns per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n",
      "12.6 ms ± 7.77 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "Eiger4M.poni\n",
      "     Cython\n",
      "19.8 ms ± 197 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "138 ms ± 1.45 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     Python\n",
      "75.8 ms ± 364 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     * medianfilter"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:pyFAI.opencl.azim_csr:Please upgrade to silx v2.2+\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.32 s ± 15.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "1.49 ms ± 490 ns per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n",
      "22.2 ms ± 7.54 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "Pilatus6M.poni\n",
      "     Cython\n",
      "30.1 ms ± 3.73 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "172 ms ± 1.39 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     Python\n",
      "108 ms ± 38.6 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "     * medianfilter"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:pyFAI.opencl.azim_csr:Please upgrade to silx v2.2+\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7.9 s ± 36.2 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "2 ms ± 1.2 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "31.1 ms ± 11.8 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "Eiger9M.poni\n",
      "     Cython\n",
      "46.4 ms ± 858 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "266 ms ± 4.98 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     Python\n",
      "190 ms ± 418 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     * medianfilter"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:pyFAI.opencl.azim_csr:Please upgrade to silx v2.2+\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13.1 s ± 47.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "3.2 ms ± 799 ns per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "57.1 ms ± 18.7 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "Mar3450.poni\n",
      "     Cython\n",
      "65.6 ms ± 185 μs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "291 ms ± 3.11 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     Python\n",
      "223 ms ± 1.54 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     * medianfilter"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:pyFAI.opencl.azim_csr:Please upgrade to silx v2.2+\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "14.9 s ± 44.5 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "     OpenCL\n",
      "3.63 ms ± 2.76 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "65.8 ms ± 18.4 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'Fairchild.edf'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "File \u001b[0;32m<timed exec>:11\u001b[0m\n",
      "File \u001b[0;32m/nobackup/scratch/kieffer/py310/lib/python3.10/site-packages/silx/utils/ExternalResources.py:216\u001b[0m, in \u001b[0;36mExternalResources.getfile\u001b[0;34m(self, filename)\u001b[0m\n\u001b[1;32m    214\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(fullfilename, mode\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrb\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m fd:\n\u001b[1;32m    215\u001b[0m     h\u001b[38;5;241m.\u001b[39mupdate(fd\u001b[38;5;241m.\u001b[39mread())\n\u001b[0;32m--> 216\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m h\u001b[38;5;241m.\u001b[39mhexdigest() \u001b[38;5;241m!=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mall_data\u001b[49m\u001b[43m[\u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m]\u001b[49m:\n\u001b[1;32m    217\u001b[0m     logger\u001b[38;5;241m.\u001b[39mwarning(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDetected corruped file \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfullfilename\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    218\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mall_data\u001b[38;5;241m.\u001b[39mpop(filename)\n",
      "\u001b[0;31mKeyError\u001b[0m: 'Fairchild.edf'"
     ]
    }
   ],
   "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 outlier. They are mot 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": {},
   "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": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
