{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Fast template matching\n", "\n", "### Background\n", "\n", "This notebook describes how the new accelerated orientation mapping facilities in Pyxem can be used.\n", "Orientation mapping with template matching is illustrated in [example 02](https://github.com/pyxem/pyxem-demos/blob/master/02%20GaAs%20Nanowire%20-%20Phase%20Mapping%20-%20Orientation%20Mapping.ipynb) but that example concerns a small dataset with the orientations very close to zone axis, which doesn't require large template libraries.\n", "In this implementation, the template library samples $SO(3)$ (all of Euler space) and subsequently compares all templates to the experimental patterns.\n", "Sampling all of Euler space requires a very large template library, on the order of 300000, in order to ensure a maximum of about 2$^\\circ$ between orientations.\n", "In the general case where we don't have any information about the orientations, this requires both a long time to calculate the template library and to index the dataset.\n", "\n", "The \"fast\" approach aims to mimic ideas in commercial template matching codes like ASTAR. \n", "The goal here is that real 4D-STEM datasets containing arbitrary orientations can be indexed in reasonable time.\n", "To achieve this, template libraries are simulated by sampling $S^2$ (the surface of the sphere) instead, which represents all possible beam directions relative to the crystal.\n", "The euler angle that represents the in-plane rotation is constrained to 0.\n", "Removing one degree of freedom drastically limits the size of the library.\n", "The in-plane rotation angle is found during the indexation process by matching the templates to the images in polar coordinates.\n", "This is also a computationally demanding task but it can be substantially parallelized.\n", "**If you have large 4D-STEM/NBED dataset of real samples with unknown orientations you should consider following this example**.\n", "\n", "### Structure\n", "\n", "1. Load, inspect, calibrate data\n", "2. Preprocess images\n", "3. Build template library\n", "4. Perform indexation\n", " * One pattern, one template\n", " * One pattern, many templates\n", " * Many patterns, many templates" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [] }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [] }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import hyperspy.api as hs\n", "import zarr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Load, inspect, calibrate data" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [] }, "outputs": [], "source": [ "# how to save using the zip store with zarr (good for sharing datasets with 1 file)\n", "#filename = 'data/11/sample_with_g.zspy'\n", "#store = zarr.ZipStore(path=filename)\n", "#experimental_data.save(store,close_file=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:silx.opencl.common:Unable to import pyOpenCl. Please install it from: https://pypi.org/project/pyopencl\n" ] } ], "source": [ "filename = 'data/11/sample_with_g.zspy'\n", "store = zarr.ZipStore(path=filename)\n", "experimental_data = hs.load(store, lazy=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Title:
SignalType: electron_diffraction
Array Chunk
Bytes 81.25 MiB 512.00 kiB
Shape (25, 26|256, 256) (2,2|256,256)
Count 170 Tasks 169 Chunks
Type uint16 numpy.ndarray
\n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "

Navigation Axes

Signal Axes

\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " 25\n", " 26\n", " \n", "\n", " \n", " \n", " \n", "\n", " \n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " 256\n", " 256\n", "
\n", "
" ], "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "experimental_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Centering the dataset" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "experimental_data.center_direct_beam(method=\"blur\", half_square_width=50, sigma=1.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Affine transformation\n", "There is some projector astigmatism in this dataset which must be corrected for prior to indexation. The entries of the affine transformation matrix were obtained through manual iteration to ensure that the spots that were recognized fit well." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Define the affine transform matrices obtained from manual iteration to see what fits templates best\n", "# An automated way to optimize the affine transformation matrix is under construction\n", "matrix_transfo = np.array([[ 0.93356802, -0.04315628, 0. ],\n", " [-0.02749365, 0.96883687, 0. ],\n", " [ 0. , 0. , 1. ]])\n", "\n", "experimental_data = experimental_data.apply_affine_transformation(matrix_transfo, inplace=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scale calibration\n", "To find out the pixel calibration of the images, we calibrate it based on the known distance of some diffraction spots.\n", "In this case we draw a profile through the $\\{220\\}$ reflections of the austenite phase, of which we know the distance in reciprocal space." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "experimental_data.set_diffraction_calibration(1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from hyperspy.roi import Line2DROI\n", "\n", "# a line profile accross known diffraction spots\n", "x1 = -7.47\n", "x2 = 8.63\n", "y1 = -74.63\n", "y2 = 70.83\n", "line = Line2DROI(x1=x1, y1=y1, x2=x2, y2=y2, linewidth=5)\n", "\n", "image1 = experimental_data.inav[0, 0]\n", "image1.plot(cmap=\"viridis\", vmax=0.02)\n", "plt.plot([x1, x2], [y1, y2], c = \"red\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.close()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "trace = line(image1).as_signal1D(0)\n", "trace.plot(norm=\"log\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.close()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "trace = np.log(trace)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([ 15, 23, 33, 75, 117, 127, 135]), {})" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import scipy.signal as sps\n", "sps.find_peaks(trace.data)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0131310451473825\n" ] } ], "source": [ "# the number of pixels center to 022 peak\n", "dist_002_pixels = (135 - 15)/2\n", "# the distance in 1/A of the 022 peak\n", "g_dist = np.sqrt(8)/3.59\n", "diffraction_calibration = g_dist/dist_002_pixels\n", "print(diffraction_calibration)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "experimental_data.set_diffraction_calibration(diffraction_calibration)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2. Image processing\n", "We apply some basic image filtering on the images to make the template matching result more \"smooth\"." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from skimage import filters\n", "\n", "# Set values lower than a specific value to 0 in the image\n", "def crop_minimum(image, minimum=0.0005):\n", " copied = image.copy()\n", " copied[copied <= minimum] = 0.\n", " return copied" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# difference of gaussians serves to remove the background intensity\n", "procdat = experimental_data.subtract_diffraction_background(method=\"difference of gaussians\",\n", " min_sigma=3,\n", " max_sigma=8, )\n", "# smooth out the output\n", "procdat = procdat.map(filters.gaussian, sigma=0.5, inplace=False)\n", "# remove low intensities\n", "procdat = procdat.map(crop_minimum, minimum = 0.0005, inplace=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# to get access to the functions of electron diffraction patterns\n", "procdat.set_signal_type(signal_type=\"electron_diffraction\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(procdat.inav[0,0].data, vmin=0, vmax=0.03)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.close()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "experimental_data = procdat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. Simulate template library\n", "\n", "The `get_beam_directions_grid` function will sample $S^2$ to get the beam directions where we want to simulate patterns.\n", "\n", "In the cell below, decrease `resolution` to increase the finesse of the grid. Note that the number of templates will increase in an approximately inverse squared way as this value is decreased." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of patterns: 496\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/diffsims/generators/sphere_mesh_generators.py:514: RuntimeWarning: invalid value encountered in divide\n", " phi2 = sign * np.nan_to_num(np.arccos(x_comp / norm_proj))\n" ] } ], "source": [ "from diffsims.generators.rotation_list_generators import get_beam_directions_grid\n", "resolution = 1.5 # maximum angle in degrees between nearest templates. Pretty rough grid for speed.\n", "grid_cub = get_beam_directions_grid(\"cubic\", resolution, mesh=\"spherified_cube_edge\")\n", "print(\"Number of patterns: \", grid_cub.shape[0])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.1, 0.5)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# this cell serves to visualize the grid of orientations in stereographic projection\n", "\n", "# a helper function for turning the euler angle grid to a grid of points in the stereographic projection\n", "def grid_to_xy(grid):\n", " from orix.quaternion.rotation import Rotation\n", " from orix.vector.vector3d import Vector3d\n", " from orix.projections import StereographicProjection\n", " s = StereographicProjection(pole=-1)\n", " rotations_regular = Rotation.from_euler(np.deg2rad(grid))\n", " rot_reg_test = rotations_regular*Vector3d.zvector()\n", " x, y = s.vector2xy(rot_reg_test)\n", " return x, y\n", "\n", "fig, ax1 = plt.subplots(1, figsize=(5, 5))\n", "ax1.scatter(*grid_to_xy(grid_cub), s = 1)\n", "ax1.set_xlim(-0.1, 0.5)\n", "ax1.set_ylim(-0.1, 0.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we simulate the actual library using diffsims." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import diffpy\n", "from diffsims.libraries.structure_library import StructureLibrary\n", "from diffsims.generators.diffraction_generator import DiffractionGenerator\n", "from diffsims.generators.library_generator import DiffractionLibraryGenerator" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Parameters necessary for simulating a template library\n", "\n", "# half size of the images\n", "half_shape = (experimental_data.data.shape[-2]//2, experimental_data.data.shape[-1]//2)\n", "# maximum radius in reciprocal space to calculate spot intensities for\n", "reciprocal_radius = np.sqrt(half_shape[0]**2 + half_shape[1]**2)*diffraction_calibration" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " \r" ] } ], "source": [ "# importing the structure\n", "structure_matrix = diffpy.structure.loadStructure(\"data/11/austeniteLP.cif\")\n", "\n", "# \"The microscope = the parameters that determine how the templates are calculated\"\n", "diff_gen = DiffractionGenerator(accelerating_voltage=200,\n", " precession_angle=0,\n", " scattering_params=None,\n", " shape_factor_model=\"linear\",\n", " minimum_intensity=0.1,\n", " )\n", "\n", "lib_gen = DiffractionLibraryGenerator(diff_gen)\n", "\n", "# Generating a library\n", "# \"Library of structures and orientations\"\n", "library_phases_fe = StructureLibrary([\"fe\"], [structure_matrix], [grid_cub])\n", "# Calculate the actual library\n", "\n", "diff_lib_fe = lib_gen.get_diffraction_library(library_phases_fe,\n", " calibration=diffraction_calibration,\n", " reciprocal_radius=reciprocal_radius,\n", " half_shape=half_shape,\n", " with_direct_beam=False,\n", " max_excitation_error=0.07)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 4. Index results\n", "Here we illustrate how we can actually compare the templates to the experimental patterns" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from pyxem.utils import indexation_utils as iutls\n", "from pyxem.utils import plotting_utils as putls\n", "from pyxem.utils import polar_transform_utils as ptutls\n", "from pyxem.utils import expt_utils as eutls" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single pattern and single template\n", "If one has a single diffraction pattern and a single template, the goal is to find the in-plane angle, or the correlation at each in-plane angle." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Correlation')" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# pull out a random image and simulation\n", "image = experimental_data.inav[0,0].data\n", "simulation_test = diff_lib_fe[\"fe\"][\"simulations\"][-1]\n", "\n", "# for completeness in the illustration, all keyword arguments are given and explained\n", "# an array of angles and corresponding correlation values are returned\n", "a, c = iutls.get_in_plane_rotation_correlation(\n", " image,\n", " simulation_test,\n", " intensity_transform_function=None, # a function applied both to the image and template intensities before calculating the correlation\n", " delta_r = 1, # sampling in the radial direction\n", " delta_theta = 0.1, # sampling in the azimuthal direction\n", " max_r = None, # maximum radius to consider, by default the distance from the center to the corner\n", " find_direct_beam = True, # convenience, if the pattern was not centered, this will perform a rough centering\n", " direct_beam_position = None, # manually provide the coordinates of the direct beam\n", " normalize_image=True, # divide the correlation by the norm of the image\n", " normalize_template=True, # divide the correlation by the norm of the template\n", ")\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(a, c)\n", "ax.set_xlim(0, 360)\n", "ax.set_xlabel(\"Angular shift (Degrees)\")\n", "ax.set_ylabel(\"Correlation\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.close()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " ,\n", " )" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# again a convenience function implemented as sanity check\n", "putls.plot_template_over_pattern(image,\n", " simulation_test,\n", " in_plane_angle=a[np.argmax(c)],\n", " coordinate_system = \"cartesian\", \n", " size_factor = 10,\n", " vmax=0.02, \n", " max_r = 200,\n", " find_direct_beam=True,\n", " cmap = \"inferno\"\n", " )" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single pattern, multiple templates\n", "Sometimes one has a single pattern and wants to compare it to an entire template library." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "simulations = diff_lib_fe[\"fe\"][\"simulations\"]\n", "\n", "# these arguments are the same as before, for convenience we define them here\n", "delta_r = 1\n", "delta_theta = 1 \n", "max_r = None\n", "intensity_transform_function = None\n", "find_direct_beam = True\n", "direct_beam_position = None\n", "normalize_image = True\n", "normalize_templates = True" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following function we only calculate the match between a radially integrated image and radially integrated templates.\n", "This is very fast but it is no longer possible to find out the in-plane angle of best fit, only a correlation value is returned for each template." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fast_cors = iutls.correlate_library_to_pattern_fast(\n", " image, simulations, delta_r, delta_theta, max_r, intensity_transform_function, find_direct_beam,\n", " direct_beam_position, normalize_image, normalize_templates,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To find out the (in-plane) angle of best fit, we must do a full correlation matching.\n", "We can slightly speed up the calculation by only performing a full correlation on templates that have a good correlation index in the fast approach.\n", "The `frac_keep` and `n_keep` parameters determine how many patterns are fully indexed.\n", "They both do the same thing, but with the former the number of templates to retain is specified as a fractional value between (0, 1], and the latter is just an integer on the interval [1, N] with N the number of templates in the library." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n" ] } ], "source": [ "frac_keep = 0.8 \n", "n_keep = None\n", "\n", "# if frac_keep < 1 or 1 < n_keep < number of templates then indexation will be performed on the\n", "# templates in \"indexes\" that have the highest \"fast\" correlation\n", "indexes, angles, corrs, angles_m, corrs_m = iutls.correlate_library_to_pattern(\n", " image, simulations, frac_keep, n_keep, delta_r, delta_theta, max_r,\n", " intensity_transform_function, find_direct_beam, direct_beam_position,\n", " normalize_image, normalize_templates,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What is returned are the indexes of retaines templates, the angles of best fit, the correlation of the templates, but also the angle of best fit for the mirrored template and the correlation for this mirrored template.\n", "This is because sometimes you want to know how well the 180 degree ambiguity is resolved. Below we plot all these results on the stereographic axes.\n", "You can see that if we reduce `frac_keep` or increase `n_keep` there are \"holes\" in the stereogram for bad matching templates that were not considered." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Mirrored angles')" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols = 3, nrows = 2, figsize = (10, 6))\n", "\n", "x, y = grid_to_xy(grid_cub)\n", "\n", "ax = ax.ravel()\n", "for i in ax:\n", " i.set_xlim(-0.05, 0.45)\n", " i.set_ylim(-0.05, 0.4)\n", " i.axis(\"off\")\n", " i.set_aspect(\"equal\")\n", " \n", "s = 10\n", "\n", "# to ensure the same color scale on mirror and non-mirror\n", "all_cors = np.stack([corrs, corrs_m])\n", "vmin = all_cors.min()\n", "vmax = all_cors.max()\n", "\n", "ax[0].scatter(x[indexes], y[indexes], s = s, c = corrs, cmap = \"inferno\", vmin = vmin, vmax = vmax)\n", "ax[0].set_title(\"Correlations\")\n", "ax[1].scatter(x[indexes], y[indexes], s = s, c = corrs_m, cmap = \"inferno\", vmin = vmin, vmax = vmax)\n", "ax[1].set_title(\"Mirrored correlations\")\n", "ax[2].scatter(x, y, s = s, c = fast_cors, cmap = \"inferno\")\n", "ax[2].set_title(\"Fast_correlation\")\n", "ax[3].scatter(x[indexes], y[indexes], s = s, c = angles, cmap = \"hsv\")\n", "ax[3].set_title(\"Angles\")\n", "ax[4].scatter(x[indexes], y[indexes], s = s, c = angles_m, cmap = \"hsv\")\n", "ax[4].set_title(\"Mirrored angles\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is easy to find the maximum of the returned correlations for each template to index the pattern, but there is also the shorthand function `get_n_best_matches` to find the `n` best matches ordered in descending order of correlation index." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# The number of best answers to return, not to be confused with n_keep!\n", "n_best = 5\n", "indices_n, angles_n, correlations_n, signs_n = iutls.get_n_best_matches(image,\n", " simulations,\n", " n_best,\n", " frac_keep,\n", " n_keep,\n", " delta_r,\n", " delta_theta,\n", " max_r,\n", " intensity_transform_function,\n", " find_direct_beam,\n", " direct_beam_position,\n", " normalize_image,\n", " normalize_templates,\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Returned are the indices of the best matching templates, the best fit in-plane angles, the best correlations, and the \"signs\" which refers to whether the normal pattern (1) or the mirrored pattern (-1) best fits the experiment.\n", "In this case (see in the stereograms above) the mirrored templates are not as good of a match. Below we plot the best solutions on top of the correlation stereogram." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (5, 5))\n", "ax.set_aspect(\"equal\")\n", "ax.scatter(x[indexes], y[indexes], s = 50, c = corrs, cmap = \"Greys_r\", vmin = vmin, vmax = vmax)\n", "for j, i in enumerate(indices_n):\n", " ax.scatter(x[i], y[i], s = s*5, label = f\"{j}: {correlations_n[j]}\")\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also verify what the best matching pattern actually looks like as shown below" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " ,\n", " )" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# signs will be 1 for the upper triangle, -1 for the lower triangle\n", "mirrored = signs_n[0] == -1\n", "putls.plot_template_over_pattern(image,\n", " simulations[indices_n[0]],\n", " in_plane_angle=angles_n[0],\n", " coordinate_system = \"cartesian\", \n", " size_factor = 10,\n", " vmax=0.01, \n", " max_r = 200,\n", " mirrored_template=mirrored,\n", " find_direct_beam=True,\n", " cmap = \"inferno\"\n", " )" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Many patterns and many templates\n", "This is when one wants to index an entire dataset. Since this can still take quite some time on large datasets, it is recommended to always check a few patterns individually first to see whether image processing, template simulation, and comparison parameters are adequately set." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 5.94 sms\n" ] } ], "source": [ "# let's not throw away any templates prematurely and perform a full calculation on all\n", "frac_keep = 1 \n", "\n", "result, phasedict = iutls.index_dataset_with_template_rotation(experimental_data,\n", " diff_lib_fe,\n", " phases = [\"fe\"], # if we have multiple phases we can also specify which ones we want to consider. If it's not specified, all phases are used.\n", " n_best = n_best,\n", " frac_keep = frac_keep,\n", " n_keep = n_keep,\n", " delta_r = delta_r,\n", " delta_theta = delta_theta,\n", " max_r = 115,\n", " intensity_transform_function=intensity_transform_function,\n", " normalize_images = normalize_image,\n", " normalize_templates=normalize_templates,\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The structure of the result:\n", "* **phase_index**: if there are multiple phases in the phase library, an integer representing which phase best fits. `phasedict` that is returned maps the integer to the string key that can be used to index into the original template library.\n", "* **template_index**: which index in the template library of that phase fits best\n", "* **orientation**: euler angles of the solution(s)\n", "* **correlation**: correlation index of the solution(s)\n", "* **mirrored_template**: wether the solution(s) template should be flipped over the x axis or not. Only relevant when you want to directly compare patterns to templates and you don't want to re-simulate the templates. It can also be valuable to check whether the solutions are consistently chosing one of the mirror options (e.g. a grain is fully `True`), or whether the solution is ambiguous (e.g. a grain fluctuates strongly between `True` and `False`).\n", "\n", "All have shape `(scan_y, scan_x, n_best)` except orientations has shape `(scan_y, scan_x, n_best, 3)`. So to get the map of the best solution, index into the arrays with `[:,:,0, ...]`. The next best solution use `1` etc." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['phase_index', 'template_index', 'orientation', 'correlation', 'mirrored_template'])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result.keys()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(26, 25, 5)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result[\"phase_index\"].shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualize the data, we plot IPF's. Below is a somewhat ad-hoc solution; a more general solution for visualizing IPF's is under development in orix." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "solution = result[\"orientation\"]\n", "\n", "import matplotlib.colors as mcolors\n", "from orix.projections import StereographicProjection\n", "\n", "# map a vector onto the fundamental zone of the cube\n", "def to_fundamental(data_sol):\n", " data_sol = np.abs(data_sol)\n", " data_sol = np.sort(data_sol, axis=-1)\n", " column = data_sol[...,0].copy()\n", " data_sol[..., 0] = data_sol[...,1]\n", " data_sol[..., 1] = column\n", " return data_sol\n", "\n", "\n", "def get_ipf_color(vectors):\n", " # the following column vectors should map onto R [100], G [010], B[001], i.e. the identity. So the inverse of \n", " # this matrix maps the beam directions onto the right color vector\n", " color_corners = np.array([[0, 1, 1],\n", " [0, 0, 1],\n", " [1, 1, 1]])\n", " color_mapper = np.linalg.inv(color_corners)\n", " # a bit of wrangling\n", " data_sol = to_fundamental(vectors.data)\n", " flattened = data_sol.reshape(np.product(data_sol.shape[:-1]), 3).T\n", " rgb_mapped = np.dot(color_mapper, flattened)\n", " rgb_mapped = np.abs(rgb_mapped / rgb_mapped.max(axis=0)).T\n", " rgb_mapped = rgb_mapped.reshape(data_sol.shape)\n", " return rgb_mapped\n", " \n", " \n", "from orix.quaternion.rotation import Rotation\n", "from orix.vector.vector3d import Vector3d\n", "\n", "# draw IPF - Z (row 1), IPF - Y (row 2), IPF - Z (row 3)\n", "fig, ax = plt.subplots(ncols = solution.shape[2], nrows = 3, figsize = (10, 6))\n", "\n", "for i in range(solution.shape[2]):\n", " solution_vectors_z = Rotation.from_euler(np.deg2rad(solution[:,:,i,:]))*Vector3d.zvector() \n", " solution_vectors_y = Rotation.from_euler(np.deg2rad(solution[:,:,i,:]))*Vector3d.yvector() \n", " solution_vectors_x = Rotation.from_euler(np.deg2rad(solution[:,:,i,:]))*Vector3d.xvector() \n", " ax[0, i].set_title(f\"Solution {i}\")\n", " ax[0, i].imshow(get_ipf_color(solution_vectors_z))\n", " ax[1, i].imshow(get_ipf_color(solution_vectors_y))\n", " ax[2, i].imshow(get_ipf_color(solution_vectors_x))\n", "\n", "ax[0,0].set_ylabel(\"IPF-Z\")\n", "ax[1,0].set_ylabel(\"IPF-Y\")\n", "ax[2,0].set_ylabel(\"IPF-X\")\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also now use the solution to check individual solutions" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# scan coordinate to check\n", "px = 20\n", "py = 15\n", "# which solution to plot\n", "n_sol = 0\n", "\n", "# query the necessary info from the solution\n", "sim_sol_index = result[\"template_index\"][py, px, n_sol]\n", "mirrored_sol = result[\"mirrored_template\"][py, px, n_sol]\n", "in_plane_angle = result[\"orientation\"][py, px, n_sol, 0] #! NOTE: the first angle is the in plane angle!\n", "# query the appropriate template\n", "sim_sol = simulations[sim_sol_index]\n", "\n", "fig, ax = plt.subplots(ncols=2, figsize=(8, 4))\n", "\n", "# calculating and plotting the IPF\n", "solution_vectors_y = Rotation.from_euler(np.deg2rad(solution[:,:,n_sol,...]))*Vector3d.yvector()\n", "ax[0].imshow(get_ipf_color(solution_vectors_y))\n", "# plotting the point we chose\n", "ax[0].scatter([px], [py], c=\"black\", s=50)\n", "\n", "# plotting the diffraction pattern and template\n", "putls.plot_template_over_pattern(experimental_data.inav[px, py].data,\n", " sim_sol,\n", " ax=ax[1],\n", " in_plane_angle=in_plane_angle,\n", " coordinate_system = \"cartesian\", \n", " size_factor = 10,\n", " vmax=0.02, \n", " max_r = 200,\n", " mirrored_template=mirrored_sol,\n", " find_direct_beam=True,\n", " cmap = \"inferno\",\n", " marker_color = \"green\"\n", " )\n", "for i in ax:\n", " i.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some patterns may be incorrectly indexed. The template matching method can be sensitive to small modifications in the image processing parameters and simulation parameters. Consider extracting the individual images that give rise to problems and plot the correlation index stereographic triangles to figure out what is going wrong in those patterns and iterate." ] } ], "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" } }, "nbformat": 4, "nbformat_minor": 4 }