{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Distortion of Eiger2 CdTe detector from ID11\n", "\n", "The detector's distortion is characterized by a Tungsten plate with a grid pattern of holes provided by Gavin Vaughan. The calibration experiment has been performed by Marie Ruat with a conventional source.\n", "Those files are not available for share, please get in contact with Marie for the experimental details.\n", "\n", "## Preprocessing\n", "\n", "Data were acquired with and without the grid on from of the detector. 100 frames were recorded in each case withthe same exposure time. \n", "The first step is to filter out outliers using a pixel-wise median filter on the stack.\n", "\n", "*Note:* a faily recent version of FabIO is needed to read those HDF5 files produced by LImA. This notebook uses features available only in version 0.21 of pyFAI (development version for now)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "#For documentation purpose, `inline` is used to enforce the storage of the image in the notebook\n", "# %matplotlib widget\n", "import time\n", "import os\n", "start_time = time.perf_counter()\n", "#load many libraries ...\n", "from matplotlib.pyplot import subplots\n", "import matplotlib.colors as colors\n", "import numpy\n", "import pyFAI\n", "from collections import namedtuple\n", "from scipy.ndimage import convolve, binary_dilation, label, distance_transform_edt\n", "from scipy.spatial import distance_matrix\n", "from pyFAI.ext.watershed import InverseWatershed\n", "from pyFAI.ext.bilinear import Bilinear\n", "from pyFAI.utils.grid import Kabsch #Needs pyFAI 0.21!" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2023-01-10 11:31:52-- http://www.silx.org/pub/pyFAI/detector_calibration/Eiger2-ID11/W200um_40kVp_5mA_T4_E8_FF_noretrigger_0000.h5\n", "Resolving www.silx.org (www.silx.org)... 195.154.237.27\n", "Connecting to www.silx.org (www.silx.org)|195.154.237.27|:80... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 758913619 (724M)\n", "Saving to: ‘W200um_40kVp_5mA_T4_E8_FF_noretrigger_0000.h5.6’\n", "\n", "W200um_40kVp_5mA_T4 100%[===================>] 723.76M 25.3MB/s in 16s \n", "\n", "2023-01-10 11:32:09 (45.7 MB/s) - ‘W200um_40kVp_5mA_T4_E8_FF_noretrigger_0000.h5.6’ saved [758913619/758913619]\n", "\n", "--2023-01-10 11:32:09-- http://www.silx.org/pub/pyFAI/detector_calibration/Eiger2-ID11/W200um_40kVp_5mA_T4_E8_GRID_noretrigger_0000.h5\n", "Resolving www.silx.org (www.silx.org)... 195.154.237.27\n", "Connecting to www.silx.org (www.silx.org)|195.154.237.27|:80... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 484110560 (462M)\n", "Saving to: ‘W200um_40kVp_5mA_T4_E8_GRID_noretrigger_0000.h5.6’\n", "\n", "W200um_40kVp_5mA_T4 100%[===================>] 461.68M 80.3MB/s in 5.9s \n", "\n", "2023-01-10 11:32:15 (77.9 MB/s) - ‘W200um_40kVp_5mA_T4_E8_GRID_noretrigger_0000.h5.6’ saved [484110560/484110560]\n", "\n", "INFO:numexpr.utils:Note: NumExpr detected 12 cores but \"NUMEXPR_MAX_THREADS\" not set, so enforcing safe limit of 8.\n", "INFO:numexpr.utils:NumExpr defaulting to 8 threads.\n", "Median reduction finished \n", "INFO:numexpr.utils:Note: NumExpr detected 12 cores but \"NUMEXPR_MAX_THREADS\" not set, so enforcing safe limit of 8.\n", "INFO:numexpr.utils:NumExpr defaulting to 8 threads.\n", "Median reduction finished \n" ] } ], "source": [ "#Get the grid/flat data and filter them\n", "!wget http://www.silx.org/pub/pyFAI/detector_calibration/Eiger2-ID11/W200um_40kVp_5mA_T4_E8_FF_noretrigger_0000.h5\n", "!wget http://www.silx.org/pub/pyFAI/detector_calibration/Eiger2-ID11/W200um_40kVp_5mA_T4_E8_GRID_noretrigger_0000.h5 \n", "!pyFAI-average -m median W200um_40kVp_5mA_T4_E8_FF_noretrigger_0000.h5 -F numpy -o flat.npy\n", "!pyFAI-average -m median W200um_40kVp_5mA_T4_E8_GRID_noretrigger_0000.h5 -F numpy -o grid.npy" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using pyFAI verison: 2023.1.0-dev0\n" ] } ], "source": [ "# A couple of constants and compound dtypes ...\n", "dt = numpy.dtype([('y', numpy.float64),\n", " ('x', numpy.float64),\n", " ('i', numpy.int64),\n", " ])\n", "mpl = {\"cmap\":\"viridis\", \n", " \"interpolation\":\"nearest\"}\n", "print(\"Using pyFAI verison: \", pyFAI.version)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "flat = numpy.load(\"flat.npy\")\n", "grid = numpy.load(\"grid.npy\")\n", "fig, ax = subplots(figsize=(8,8))\n", "\n", "ax.imshow(grid/flat, **mpl)\n", "ax.set_title(\"Raw grid (normalized)\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define the right mask\n", "\n", "As we want to measure the position of the grid with a sub-pixel precision, it is of crutial important to discard all pixels wich have been interpolated.\n", "\n", "The Eiger2 4M is built of 8 modules 500 kpixels, each of them consists of the assemble of 8 chips of 256x256 pixel each. Some pixels are systematically masked out as they are known to be noisy. Some pixels are also missing at the junction of the sub-modules. Finally the CdTe sensors is made of single crystals of the semi-conductor which cover 512x512 pixels. Hence one sensor covers half a module or 4 chips.\n", "\n", "This is best demonstrated by the pixel-wise standard deviation along a stack of images like the one acquired for the flatfield.\n", "\n", "A Poissonian detector should have a variance equal to the average signal. Thus plotting the standard deviation squared over the median highlights:\n", " * Noisy pixels which should be discarded for quantitative analysis std²>>median\n", " * Interpolated pixels which have only half/quater of the expected noise (std²<" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "std = numpy.load(\"flat_std.npy\")\n", "fig, ax = subplots(figsize=(8,8))\n", "ax.imshow((std**2/flat).clip(0,2), **mpl)\n", "ax.set_title(\"Poissonianness map of the detctor (std²/median ~ 1)\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = subplots()\n", "ax.hist((std**2/flat).ravel(), 100, range=(0,2))\n", "ax.set_title(\"Histogram of std²/median values\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This test of Poissonian-ness is not enough to discriminate between interpolated pixels and non interpolated ones.\n", "One needs to build the mask by other methods." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# This is the default detector as definied in pyFAI according to the specification provided by Dectris:\n", "eiger2 = pyFAI.detector_factory(\"Eiger2CdTe_4M\")\n", "width = eiger2.shape[1]\n", "module_size = eiger2.MODULE_SIZE\n", "module_gap = eiger2.MODULE_GAP\n", "submodule_size = (256,256)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "#Calculate the default mask\n", "mask = eiger2.calc_mask()\n", "# Mask out the interpolated pixels along X\n", "for j in [256, 772]:\n", " for i in range(j, eiger2.max_shape[1],\n", " eiger2.module_size[1] + eiger2.MODULE_GAP[1]):\n", " mask[:,i-2:i + 2] = 1\n", "# Mask out the interpolated pixels along Y\n", "for i in range(256, eiger2.max_shape[0],\n", " eiger2.module_size[0] + eiger2.MODULE_GAP[0]):\n", " mask[i-2:i + 2, :] = 1\n", "\n", "# mask out the border pixels:\n", "mask[0] = 1\n", "mask[-1] = 1\n", "mask[:, 0] = 1\n", "mask[:, -1] = 1\n", " \n", "# Finally mask out invalid/miss-behaving pixels known from the detector\n", "mask[ flat>(flat.max()*0.99) ] = 1" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pois = (std**2/flat).clip(0,2)\n", "pois[numpy.where(mask)] = numpy.NAN\n", "fig, ax = subplots(figsize=(8,8))\n", "ax.imshow(pois, **mpl)\n", "ax.set_title(\"Histogram of std²/median values (masked)\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "normalized = grid/flat\n", "normalized[numpy.where(mask)] = numpy.NaN\n", "fig, ax = subplots(figsize=(8,8))\n", "ax.imshow(normalized, **mpl)\n", "ax.set_ylim(1100,1400)\n", "ax.set_xlim(1000,1300)\n", "ax.set_title(\"Zoom on one chip\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see we have between 8 and 16 grid spots per sub-module. This is enough as 3 are needed to localize precisely the position of the chip.\n", "\n", "## Grid spot position measurement.\n", "\n", "Let's measure the position of the grid spots precisely. For this we perform a convolution with a kernel which looks like the spot itself. By zooming onto one spot, it is roughly 10 pixels wide, the kernel needs to be of odd size. The fade-out function is tuned to set precisely the spot diameter.\n", "\n", "The masked values have been set to NaN, this ensures any spot close to a masked region get discarded automatically." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Integral of the kernel: 64.79908175810988\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Definition of the convolution kernel\n", "ksize = 15\n", "y,x = numpy.ogrid[-(ksize-1)//2:ksize//2+1,-(ksize-1)//2:ksize//2+1]\n", "d = numpy.sqrt(y*y+x*x)\n", "\n", "#Fade out curve definition\n", "fadeout = lambda x: 1/(1+numpy.exp(3*(x-4.5)))\n", "\n", "kernel = fadeout(d)\n", "mini=kernel.sum()\n", "print(\"Integral of the kernel: \", mini)\n", "\n", "fig,ax = subplots(1,3, figsize=(8,4))\n", "ax[0].imshow(d)\n", "ax[0].set_title(\"Distance array\")\n", "\n", "ax[1].plot(numpy.linspace(0,8,100),fadeout(numpy.linspace(0,8,100)))\n", "ax[1].set_title(\"fade-out curve\")\n", "\n", "ax[2].imshow(kernel)\n", "ax[2].set_title(\"Convolution kernel\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "smooth = convolve(normalized, kernel, mode=\"constant\", cval=0)/mini\n", "fig,ax = subplots(1,2, figsize=(8,4))\n", "ax[0].imshow(normalized)\n", "ax[0].set_ylim(1100,1400)\n", "ax[0].set_xlim(1000,1300)\n", "ax[1].imshow(smooth)\n", "ax[1].set_ylim(1100,1400)\n", "ax[1].set_xlim(1000,1300)\n", "\n", "ax[0].set_title(\"Grid (zoomed)\")\n", "ax[1].set_title(\"Smoothed grid\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Calculate a mask with all pixels close to any gap is discared\n", "#big_mask = numpy.isnan(smooth)\n", "big_mask = binary_dilation(numpy.isnan(smooth), iterations=ksize//2+2) #even a bit larger\n", "#big_mask = binary_dilation(mask, iterations=ksize) #Extremely conservative !" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Peak position measurement\n", "\n", "The center of spot is now easily measured by segmenting out the image" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of region segmented: 837882\n", "Number of large enough regions : 5968\n" ] } ], "source": [ "iw = InverseWatershed(smooth)\n", "iw.init()\n", "iw.merge_singleton()\n", "all_regions = set(iw.regions.values())\n", "\n", "regions = [i for i in all_regions if i.size>mini]\n", "\n", "print(\"Number of region segmented: %s\"%len(all_regions))\n", "print(\"Number of large enough regions : %s\"%len(regions))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Histogram of peak height:\n", "s = numpy.array([i.maxi for i in regions])\n", "\n", "fig, ax = subplots()\n", "ax.hist(s, 100)\n", "pass" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of remaining peaks with I>0.5: 694\n" ] } ], "source": [ "#Sieve-out for peak intensity\n", "int_mini = 0.5\n", "\n", "peaks = [(i.index//width, i.index%width) for i in regions if (i.maxi)>int_mini and \n", " not big_mask[(i.index//width, i.index%width)]]\n", "print(\"Number of remaining peaks with I>%s: %s\"%(int_mini, len(peaks)))\n", "\n", "peaks_raw = numpy.array(peaks)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "About 800 spots were found as valid out of a maximum of 1024 (64 chips with 16 spots per chip)\n", "\n", "Those spot positions are interpolated using a second order taylor expansion in the region around the maximum value of the smoothed image." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "#Use a bilinear interpolator to localize/refine the maxima\n", "bl = Bilinear(smooth)\n", "ref_peaks = [bl.local_maxi(p) for p in peaks]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refined peak coordinate: [(1785.099351592362, 1929.3955518603325), (1783.5636323690414, 1257.2217598110437), (1783.6079842150211, 1324.4516076743603), (1783.748907417059, 1391.568598985672), (1783.9368447214365, 1458.8132579177618), (1784.0765494927764, 1525.9787301067263), (1784.0466967597604, 1593.323098897934), (1784.220293045044, 1660.6145988702774), (1784.5115068554878, 1727.6972612440586), (1784.9261365830898, 1862.2076490819454)] ...\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Overlay raw peak coordinate and refined peak positions\n", "fig, ax = subplots(figsize=(8,8))\n", "ax.imshow(normalized, **mpl)\n", "peaks_ref = numpy.array(ref_peaks)\n", "ax.plot(peaks_raw[:,1], peaks_raw[:, 0], \".r\")\n", "ax.plot(peaks_ref[:,1],peaks_ref[:, 0], \".b\")\n", "ax.set_title(\"Extracted peak position (red: raw, blue: refined)\")\n", "print(\"Refined peak coordinate:\", ref_peaks[:10], \"...\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this stage we have about 800 peaks (with sub-pixel precision) which are visually distributed on all modules and on all chips.\n", "We could have expected 16*64=1024 hence most of the spots were properly located.\n", "\n", "Let's assign each peak to a module identifier. This allows to print out the number of peaks per module:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "64 chips have been labeled\n" ] } ], "source": [ "#Module identification\n", "mid, cnt = label(numpy.isfinite(normalized), structure=numpy.ones((3,3), dtype=int))\n", "print(cnt, \"chips have been labeled\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# Fill the gaps in module identification array\n", "\n", "#From http://stackoverflow.com/questions/3662361/fill-in-missing-values-with-nearest-neighbour-in-python-numpy-masked-arrays\n", "def fill(data, invalid=None):\n", " \"\"\"\n", " Replace the value of invalid 'data' cells (indicated by 'invalid') \n", " by the value of the nearest valid data cell\n", "\n", " Input:\n", " data: numpy array of any dimension\n", " invalid: a binary array of same shape as 'data'. True cells set where data\n", " value should be replaced.\n", " If None (default), use: invalid = np.isnan(data)\n", "\n", " Output: \n", " Return a filled array. \n", " \"\"\"\n", "\n", " if invalid is None: \n", " invalid = numpy.isnan(data)\n", "\n", " ind = distance_transform_edt(invalid, return_distances=False, return_indices=True)\n", " return data[tuple(ind)]\n", "\n", "filled_mid = fill(mid, invalid=mid==0)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax = subplots(1, 2, figsize=(10,5))\n", "ax[0].imshow(mid, **mpl)\n", "ax[0].set_title(\"Chip identification number\")\n", "ax[1].imshow(filled_mid, **mpl)\n", "ax[1].set_title(\"Filled-gaps version\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of keypoint per chip:\n", "Chip id: 1 \t Number of spots: 12\n", "Chip id: 2 \t Number of spots: 12\n", "Chip id: 3 \t Number of spots: 12\n", "Chip id: 4 \t Number of spots: 15\n", "Chip id: 5 \t Number of spots: 12\n", "Chip id: 6 \t Number of spots: 12\n", "Chip id: 7 \t Number of spots: 9\n", "Chip id: 8 \t Number of spots: 9\n", "Chip id: 9 \t Number of spots: 9\n", "Chip id: 10 \t Number of spots: 9\n", "Chip id: 11 \t Number of spots: 8\n", "Chip id: 12 \t Number of spots: 12\n", "Chip id: 13 \t Number of spots: 12\n", "Chip id: 14 \t Number of spots: 11\n", "Chip id: 15 \t Number of spots: 9\n", "Chip id: 16 \t Number of spots: 9\n", "Chip id: 17 \t Number of spots: 12\n", "Chip id: 18 \t Number of spots: 12\n", "Chip id: 19 \t Number of spots: 12\n", "Chip id: 20 \t Number of spots: 14\n", "Chip id: 21 \t Number of spots: 15\n", "Chip id: 22 \t Number of spots: 15\n", "Chip id: 23 \t Number of spots: 11\n", "Chip id: 24 \t Number of spots: 12\n", "Chip id: 25 \t Number of spots: 12\n", "Chip id: 26 \t Number of spots: 12\n", "Chip id: 27 \t Number of spots: 12\n", "Chip id: 28 \t Number of spots: 12\n", "Chip id: 29 \t Number of spots: 16\n", "Chip id: 30 \t Number of spots: 16\n", "Chip id: 31 \t Number of spots: 11\n", "Chip id: 32 \t Number of spots: 9\n", "Chip id: 33 \t Number of spots: 8\n", "Chip id: 34 \t Number of spots: 7\n", "Chip id: 35 \t Number of spots: 8\n", "Chip id: 36 \t Number of spots: 9\n", "Chip id: 37 \t Number of spots: 12\n", "Chip id: 38 \t Number of spots: 12\n", "Chip id: 39 \t Number of spots: 9\n", "Chip id: 40 \t Number of spots: 9\n", "Chip id: 41 \t Number of spots: 8\n", "Chip id: 42 \t Number of spots: 9\n", "Chip id: 43 \t Number of spots: 12\n", "Chip id: 44 \t Number of spots: 12\n", "Chip id: 45 \t Number of spots: 16\n", "Chip id: 46 \t Number of spots: 16\n", "Chip id: 47 \t Number of spots: 11\n", "Chip id: 48 \t Number of spots: 12\n", "Chip id: 49 \t Number of spots: 9\n", "Chip id: 50 \t Number of spots: 9\n", "Chip id: 51 \t Number of spots: 9\n", "Chip id: 52 \t Number of spots: 9\n", "Chip id: 53 \t Number of spots: 11\n", "Chip id: 54 \t Number of spots: 11\n", "Chip id: 55 \t Number of spots: 9\n", "Chip id: 56 \t Number of spots: 9\n", "Chip id: 57 \t Number of spots: 9\n", "Chip id: 58 \t Number of spots: 9\n", "Chip id: 59 \t Number of spots: 9\n", "Chip id: 60 \t Number of spots: 8\n", "Chip id: 61 \t Number of spots: 9\n", "Chip id: 62 \t Number of spots: 12\n", "Chip id: 63 \t Number of spots: 8\n", "Chip id: 64 \t Number of spots: 9\n" ] } ], "source": [ "yxi = numpy.array([i+(mid[round(i[0]),round(i[1])],) \n", " for i in ref_peaks], dtype=dt)\n", "print(\"Number of keypoint per chip:\")\n", "for i in range(1, cnt+1):\n", " print(f\"Chip id: {i:2d} \\t Number of spots: {(yxi[:]['i'] == i).sum():2d}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grid assignment\n", "\n", "The calibration is performed using a regular grid, the idea is to assign to each peak of coordinates (x,y) the integer value (X, Y) which correspond to the grid corrdinate system.\n", "\n", "The first step is to measure the grid pitch which correspond to the distance (in pixels) from one peak to the next. This is easily obtained from a pair-wise distribution function.\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# pairwise distance calculation using scipy.spatial.distance_matrix\n", "\n", "dist = distance_matrix(peaks_ref, peaks_ref)\n", "\n", "fig, ax = subplots()\n", "ax.hist(dist.ravel(), 200, range=(0,200))\n", "ax.set_title(\"Pair-wise distribution function\")\n", "ax.set_xlabel(\"Distance (pixel)\")\n", "ax.set_ylabel(\"Occurances\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The histogram of the pair-distribution function has a first peak at 0 and the second peak between 66 and 67.\n", "The value of the step size is taken as the average of this second peak in the histogram as it correspond to the first neighbour distance.\n", "\n", "Two other parameters correspond to the offset, in pixels, for the grid index (X,Y) = (0,0). The easiest is to measure the smallest x and y for the first chip.\n", "\n", "The grid looks pretty well aligned with the detector, so we will not take into account the rotation of the grid with the detector." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average step size 67.2043508651196 ± 0.07395487014128002 pixels, condidering 2170 paires\n" ] } ], "source": [ "#from pair-wise distribution histogram\n", "valid_pairs = dist[numpy.logical_and(60" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#4th neighbor: 150 pixels away\n", "intra_pairs = numpy.concatenate([ i[numpy.logical_and(140" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ndistances = numpy.concatenate(distances)\n", "nraw_distances = numpy.concatenate(raw_distances)\n", "\n", "fig, ax = subplots()\n", "ax.hist(nraw_distances, bins=100, label=\"raw positions\")\n", "ax.hist(ndistances, bins=100, label=\"refined positions\")\n", "ax.set_title(\"Histogram of displacement\")\n", "ax.set_xlabel(\"Distance in pixels\")\n", "ax.set_ylabel(\"Number of spots\")\n", "ax.legend()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reconstruction of the pixel position\n", "\n", "The pixel position can be obtained from the standard Pilatus detector. Each module is then displaced according to the fitted values." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 18.2 s, sys: 14.7 s, total: 32.9 s\n", "Wall time: 3.24 s\n" ] } ], "source": [ "%%time \n", "pixel_coord = pyFAI.detector_factory(\"Eiger2CdTe_4M\").get_pixel_corners().astype(numpy.float64)\n", "pixel_coord_raw = pixel_coord.copy()\n", "\n", "for module in range(1, cnt+1):\n", " # Extract the pixel corners for one module\n", " module_idx = numpy.where(filled_mid == module)\n", " one_module = pixel_coord_raw[module_idx]\n", "\n", "\n", " #retrieve the fitted values\n", " res = kabsch_results[module]\n", "\n", " #z = one_module[...,0]\n", " y = one_module[...,1].ravel()/eiger2.pixel1\n", " x = one_module[...,2].ravel()/eiger2.pixel2\n", " xy_initial = numpy.vstack((x, y)).T\n", " xy_aligned = res.correct(xy_initial)\n", " \n", " one_module[...,1] = (xy_aligned[:,1] * eiger2.pixel1).reshape(one_module.shape[:-1])\n", " one_module[...,2] = (xy_aligned[:,0] * eiger2.pixel2).reshape(one_module.shape[:-1])\n", " #Update the array\n", " pixel_coord[module_idx] = one_module" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "# displacement for every pixel corner (before/after global displacement):\n", "displ_refined = numpy.sqrt(((pixel_coord - pixel_coord_raw)**2).sum(axis=-1))/eiger2.pixel1\n", "\n", "global_ref = Kabsch(pixel_coord_raw.reshape((-1, 3)), pixel_coord.reshape((-1, 3)))\n", "new_pixel_coord = global_ref.correct(pixel_coord.reshape((-1, 3))).reshape(pixel_coord_raw.shape)\n", "displ_aligned = numpy.sqrt(((new_pixel_coord - pixel_coord_raw)**2).sum(axis=-1))/eiger2.pixel1" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = subplots()\n", "ax.hist(displ_refined.ravel(), 100, label=\"refined before alignment\")\n", "ax.hist(displ_aligned.ravel(), 100, label=\"refined after alignement\")\n", "ax.set_title(\"Displacement of pixel corners versus a regular pixel layout\")\n", "ax.set_xlabel(\"Distance in pixels\")\n", "ax.set_ylabel(\"Number of corners of pixels\")\n", "ax.legend()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Validation of the distortion\n", "\n", "To validate the new pixel layout, we can use the new grid to calculate the spot postition in space and look how well aligned they are.\n", "\n", "First we build a function which performes the bilinear interpolation of any detector coordinate (return a 3D position). This function is then used to calculate the position for the original grid and for the corrected grid.\n", "\n", "As previouly, all spot distances are calculated and histogrammed. The standard deviation is used to evaluate how much was gained.\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.00000000e+00, 7.42500035e-05, 7.50000036e-07])" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def intepolate_3d(yx, coord=pixel_coord_raw):\n", " y,x = yx\n", " X = int(x)\n", " Y = int(y)\n", " pixel = coord[Y,X]\n", " #print(pixel)\n", " dx = x - X\n", " dy = y - Y\n", " res = pixel[0]*(1.0-dx)*(1.0-dy)+\\\n", " pixel[3]*dx*(1.0-dy)+\\\n", " pixel[1]*(1.0-dx)*dy+\\\n", " pixel[2]*dx*dy\n", " return res\n", "intepolate_3d((0.99,0.01))" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "raw_pixel_64 = pixel_coord_raw.astype(\"float64\")/eiger2.pixel1\n", "new_pixel_64 = new_pixel_coord.astype(\"float64\")/eiger2.pixel1\n", "\n", "spot3d_raw = numpy.array([intepolate_3d(i, coord=raw_pixel_64) for i in ref_peaks])\n", "spot3d_ref = numpy.array([intepolate_3d(i, coord=new_pixel_64) for i in ref_peaks])\n", "\n", "dist_raw = distance_matrix(spot3d_raw, spot3d_raw)\n", "valid_raw = dist_raw[numpy.logical_and(65" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax = subplots(1, 2, figsize=(12,8))\n", "valid1_raw = dist_raw[numpy.logical_and(65(flat.max()*0.9)\n", "eiger2.save(dest)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "The distortion measured on the Eiger2 CdTe 4M detector for ID11 are small (<1 pixel, 75µm) but measurable and can be corrected to precision of 5µm using the displacement matrix." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total execution time: 71.003s\n" ] } ], "source": [ "print(f\"Total execution time: {time.perf_counter()-start_time:.3f}s\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.9.5" } }, "nbformat": 4, "nbformat_minor": 4 }