{ "cells": [ { "cell_type": "markdown", "id": "9d36f386-5ec5-4687-859e-ebb4207f5dbd", "metadata": {}, "source": [ "# Evaluate quality of reconstruction\n", "\n", "\n", "This notebook demontrates how to plot the residuals of the reconstruction, which can be used to debug geometry problems and evaluate the quality of the reconstruction.\n", "But don't over-rely on the residuals! Overfitting is a real problem and a better fit is not always a better reconstruction.\n", "\n", "\n", "The data is from an in-house experiment at ID-11 at ESRF from August 2024.\n", "\n", "### Run reconstruction\n", "\n", "In order to demonstrate the analysis, we first need a reconstruction. For an explaination of the reconstruction workflow, see one of the other notebooks. " ] }, { "cell_type": "code", "execution_count": 1, "id": "65049fd7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:Setting the number of threads to 4. If your physical cores are fewer than this number, you may want to use numba.set_num_threads(n), and os.environ[\"OPENBLAS_NUM_THREADS\"] = f\"{n}\" to set the number of threads to the number of physical cores n.\n", "INFO:Setting numba log level to WARNING.\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "import numpy as np\n", "import odftomo.plot_tools\n", "from tqdm import tqdm\n", "\n", "from odftomo.io import load_series\n", "from odftomo.texture import grids, point_groups, odfs\n", "from odftomo.tomography_models import FromArrayModel\n", "from odftomo.crystallography import hexagonal\n", "from odftomo.optimization import FISTA\n", "from odftomo.spharm.RBF_mapper import RBF_mapper\n", "\n", "import logging\n", "logger = logging.getLogger()\n", "logger.setLevel(logging.ERROR)\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "7f78f76a", "metadata": {}, "outputs": [], "source": [ "# Load the data\n", "hkl_list = [(1, 0, 0),\n", " (0, 0, 2),\n", " (1, 0, 1),\n", " (1, 0, 2),\n", " (1, 1, 0),\n", " (1, 0, 3),\n", " (1, 1, 2),\n", " (2, 0, 1),]\n", "files = [f'data/Ti64/Ti64_smallslice_binned_{h[0]}{h[1]}{h[2]}.h5' for h in hkl_list]\n", "data_array, weigth_array, coordinates, full_geom = load_series(files)" ] }, { "cell_type": "code", "execution_count": 16, "id": "cdf0fe26-78a7-4312-b79e-f947739ce6ad", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The grid contains 1159 orientations.\n", "Starting parallel computation of polefiugres.\n", "\n" ] } ], "source": [ "# Define reconstruction model\n", "grid_resolution_parameter = 15 # This determines the numebr of grid points\n", "grid = grids.hopf_grid(grid_resolution_parameter, point_groups.hexagonal)\n", "odf_RBF = odfs.GaussianRBF(grid, point_groups.hexagonal)\n", "print(f'The grid contains {odf_RBF.n_modes} orientations.')\n", "\n", "# Define a lattice matrix with the correct orientation of the symmetry axes\n", "A, B = hexagonal(a = 2.93, c = 4.66)\n", "h_vectors = [B @ hkl for hkl in hkl_list] # The hkl_list needs to be in 3-index format,\n", " # not the special hexagonal 4 index system.\n", "basis_function_arrys = odf_RBF.compute_polefigure_matrices_parallel(coordinates, h_vectors, num_processes=4) \n", "model_RBF = FromArrayModel(basis_function_arrys, full_geom)" ] }, { "cell_type": "code", "execution_count": 17, "id": "a8fb4bed-068a-4821-80cd-8ee932609cd3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimating largest safe step size\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Matrix norm estimate = 1.91E+09: 20%|██ | 2/10 [00:01<00:04, 1.99it/s]\n", "Loss = 2.12E+05: 100%|██████████| 200/200 [01:03<00:00, 3.13it/s]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Run actual optimization\n", "optimizer = FISTA(model_RBF, data_array, weights=weigth_array, maxiter=200)\n", "coefficients, convergence_curve = optimizer.optimize()\n", "\n", "plt.loglog(convergence_curve)\n", "plt.xlabel('Iteration number.')\n", "plt.ylabel('Cost function value')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "7db2aa4a-f636-4ff3-af76-464a34391a43", "metadata": {}, "source": [ "### Basic plots of the reconstruction\n", "\n", "For mono-phase samples, we want to see a distinct peak in the density-histogram. If not, something is probably wrong!\n", "\n", "When we have a nice peak, we can pick a theshhold to distinguish between pixel inside and outside the sample." ] }, { "cell_type": "code", "execution_count": 18, "id": "30de29a4-4792-4d25-950a-84eab5f5a8e1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pick a threshold value to determine what pixels to plot.\n", "mask_threshold = 0.07\n", "\n", "plt.figure(figsize = (9, 4))\n", "dens = np.sum(coefficients, axis = -1)\n", "mask = dens > mask_threshold\n", "\n", "plt.subplot(1,2,1)\n", "plt.imshow(dens)\n", "plt.contour(mask[:,:,0], levels = [0.5], colors=[(1,1,1)],linestyles='dashed')\n", "plt.xlabel('Recon z (pixels)'); plt.ylabel('Recon x (pixels)'); \n", "\n", "plt.subplot(1,2,2)\n", "freq = plt.hist(dens.flatten(), bins = 20)[0]\n", "plt.ylim(0, np.max(freq[5:])*1.2)\n", "plt.plot([mask_threshold]*2, [0, np.max(freq[5:])*1.2], 'k--')\n", "plt.xlabel('Density (arb. units)')\n", "plt.ylabel('Frequency')\n", "plt.savefig('../img/density_histogram.png')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "004b3c0f-b1be-4753-9b61-cbeff12e4ed1", "metadata": {}, "source": [ "We plot a few basic quantities as tomograms as well as some twxture plots of a specific pixel. This sample consisit of some highly textures regions, where a single orientation dominates, as well as less texture regions where there are several differen crystal-orientations on the resolution of the experiments. The IVP-map is therefore only sensible in the textured regions." ] }, { "cell_type": "code", "execution_count": 19, "id": "1308558f-474c-4ff5-8653-85eee5e03cc9", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_1904664/3289054818.py:18: RuntimeWarning: invalid value encountered in divide\n", " J = np.sqrt(np.var(coefficients, axis = -1)) / np.mean(coefficients, axis = -1)\n" ] } ], "source": [ "# Pick a direction to compute the IPV map color\n", "IVP_map_direction = np.array([0, 0, 1])\n", "pole_figure_hkl = np.array([0, 0, 1])\n", "coeffs_2d = coefficients[:,:,0,:]\n", "example_voxel = (25, 25, 0)\n", "stepsize = 0.05\n", "\n", "imshow_opts = {'extent':(0, coeffs_2d.shape[0]*stepsize, coeffs_2d.shape[1]*stepsize, 0)}\n", "pcolor_polar_opts = {'rasterized':True, 'vmin':0}\n", "\n", "# Compute max direction IVP colormap\n", "main_orientation_tomogram = odf_RBF.main_orientation(coefficients)\n", "ipf_rgb_tomogram = odftomo.plot_tools.IPF_color(main_orientation_tomogram, IVP_map_direction, 'hexagonal')\n", "ipf_rgb_tomogram[~mask, :] = 1\n", "\n", "\n", "# Compute approximate texture index\n", "J = np.sqrt(np.var(coefficients, axis = -1)) / np.mean(coefficients, axis = -1)\n", "J[~mask] = np.nan\n", "\n", "# Compute a pole-figure of a single voxel\n", "voxel_coeffs = coefficients[example_voxel[0], example_voxel[1], example_voxel[2],:]\n", "polefigure, theta_grid, phi_grid = odf_RBF.make_polefigure_map(voxel_coeffs, B @ pole_figure_hkl)\n" ] }, { "cell_type": "code", "execution_count": 20, "id": "a7767546-02fe-41e3-aab7-70d54c206409", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_1904664/2671846072.py:44: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " fig.tight_layout()\n", "/tmp/ipykernel_1904664/2671846072.py:44: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all Axes decorations.\n", " fig.tight_layout()\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Build the plot\n", "fig = plt.figure(figsize = (10, 6))\n", "\n", "def tomogram_set_axes(ax):\n", " ax.set_xlabel('y (mm)')\n", " ax.set_ylabel('x (mm)')\n", " ax.grid()\n", "\n", "# PLot IVP-map\n", "ax = plt.subplot(2,2,2)\n", "ax.imshow(ipf_rgb_tomogram[:, :, 0], **imshow_opts)\n", "ax.plot((example_voxel[1]+0.5)*stepsize, (example_voxel[0]+0.5)*stepsize, 'kx')\n", "ax.text((example_voxel[1]+0.5)*stepsize - 0.2, (example_voxel[0]+0.5)*stepsize - 0.1, 'example voxel', color = 'k')\n", "tomogram_set_axes(ax)\n", "ax = fig.add_subplot([0.72, 0.55, 0.15, 0.15], polar = True)\n", "odftomo.plot_tools.make_color_legend(ax, 'hexagonal')\n", "\n", "# Plot texture index\n", "ax = plt.subplot(2,2,1)\n", "img = ax.imshow(J[:, :, 0], **imshow_opts, vmax = 8)\n", "tomogram_set_axes(ax)\n", "ax.set_title('Texture index')\n", "\n", "# PLot pole figure\n", "ax = plt.subplot(2,2,3, polar=True) \n", "img = ax.pcolormesh(phi_grid, np.tan(theta_grid/2), polefigure, **pcolor_polar_opts)\n", "ax.set_yticks([np.tan(ii*np.pi/8) for ii in range(1,2)])\n", "ax.set_yticklabels(['45°'])\n", "ax.yaxis.label.set_color('w')\n", "ax.set_title('Pole figure')\n", "\n", "IVP_map_theta = np.arctan2(np.sqrt(IVP_map_direction[0]**2+IVP_map_direction[1]**2), IVP_map_direction[2])\n", "IVP_map_phi = np.arctan2(IVP_map_direction[1], IVP_map_direction[0])\n", "ax.plot(IVP_map_phi, np.tan(IVP_map_theta/2), 'wx')\n", "ax.text(IVP_map_phi+0.3, np.tan(IVP_map_theta/2), 'IVP direction',color = 'w')\n", "\n", "# PLot ODF modes in Rodriguez\n", "ax = plt.subplot(2,2,4, projection='3d')\n", "voxel_coeffs = coefficients[example_voxel[0], example_voxel[1], example_voxel[2],:]\n", "odftomo.plot_tools.plot_orientation_coeffs(voxel_coeffs, odf_RBF.grid, ax, point_group_string='hexagonal')\n", "ax.view_init(elev = 60)\n", "ax.set_title('ODF coefficients')\n", "\n", "fig.tight_layout()\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "bbbd8594-a38b-4432-ae64-bcc07dd45828", "metadata": {}, "source": [ "### Evaluate quality of fit\n", "\n", "To evaluate the quality of the reconstruction, we can look at the residual of the fit to the data. First, we run the forward model on the reconstruction to find the projected intensitites." ] }, { "cell_type": "code", "execution_count": 21, "id": "e935f322-80a5-4de9-8b61-fcc655d6083f", "metadata": {}, "outputs": [], "source": [ "projected_intensities = model_RBF.forward(coefficients)" ] }, { "cell_type": "markdown", "id": "b500edf7-a3e1-444c-aa1a-f166b5594679", "metadata": {}, "source": [ "Because the data is 4-dimensional, it can be a bit tricky to visualize the fit. Here are two suggestions of how to do it:\n", "\n", "1) Pick one scattering channel (a hkl and and azimth) and plot the 2D sinograms for that channel.\n", "2) Pick a single sample position and orientation and plot the diffraction pattern at that point.\n", "\n", "Neither plot nor the combination of the two contains all the relevant data, but both can be used to identify certain problems in the reconstructions, such as too low resolution and erroneous data-corrections like wrong form-factors, missing transmission correction or a faulty geometry.\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "65bf9ecc-1230-4e53-819c-97ae81c74663", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_1904664/3546156372.py:61: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n", " cmap = mpl.cm.get_cmap('coolwarm'), maxdata = vmax, mindata = -vmax, bg_color = [1, 1, 1])\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hkl_index = 6\n", "azim_index = 10\n", "rotation_index = 38\n", "position_index = 30\n", "\n", "\n", "plt.figure(figsize = (10,15))\n", "vmax = 1.0*np.max(data_array[:,:,0,azim_index,hkl_index])\n", "\n", "### Plot single-channel sinograms\n", "plt.subplot(3,2,1)\n", "plt.imshow(data_array[:, :, 0, azim_index, hkl_index].T, vmax = vmax, vmin = 0)\n", "plt.ylabel('Data', fontsize = 15)\n", "plt.xticks([]); plt.yticks([])\n", "plt.plot(rotation_index + 0.5, position_index+0.5, 'rx')\n", "\n", "plt.subplot(3,2,3)\n", "plt.imshow(projected_intensities[:, :, 0, azim_index, hkl_index].T, vmax = vmax, vmin = 0)\n", "plt.ylabel('Fit', fontsize = 15)\n", "plt.xticks([]); plt.yticks([])\n", "plt.plot(rotation_index + 0.5, position_index+0.5, 'rx')\n", "\n", "plt.subplot(3,2,5)\n", "plt.imshow(projected_intensities[:, :, 0, azim_index, hkl_index].T-data_array[:, :, 0, azim_index, hkl_index].T,\n", " cmap = 'coolwarm', vmin = -0.1*vmax, vmax = 0.1*vmax)\n", "plt.ylabel('Residual', fontsize = 15)\n", "plt.xticks([]); plt.yticks([])\n", "plt.plot(rotation_index + 0.5, position_index+0.5, 'rx')\n", "\n", "### Plot single diffraction patterns\n", "# Calculate the twotheta angles. This only works when making some assumption about the geometry.\n", "twothetas_list = np.arcsin(np.abs(coordinates[0,0,0,0,:,1]))*2\n", "azim_values = full_geom.detector_angles[azim_index]\n", "\n", "def set_diffraction_pattern_axes(ax):\n", " for ii, (twotheta, hkl) in enumerate(zip(twothetas_list, hkl_list)):\n", " ax.text(np.tan(twotheta)*np.sin(ii*1.0), np.tan(twotheta)*np.cos(ii*1.0), f'{hkl[0]}{hkl[1]}{hkl[2]}' , color = 'w')\n", " ax.set_xlim(-0.11, 0.11)\n", " ax.set_ylim(-0.11, 0.11)\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", " ax.plot(np.cos(azim_values) * np.tan(twothetas_list[hkl_index]), np.sin(azim_values) * np.tan(twothetas_list[hkl_index]), 'rx')\n", "\n", "ax = plt.subplot(3,2,2)\n", "scatt_data = data_array[rotation_index, position_index, 0, :, :]\n", "odftomo.plot_tools.plot_simulated_diffraction_pattern(full_geom, twothetas_list, scatt_data=scatt_data, ax = ax)\n", "set_diffraction_pattern_axes(ax)\n", "ax.set_ylabel('Data', fontsize = 15)\n", "\n", "ax = plt.subplot(3,2,4)\n", "scatt_data = projected_intensities[rotation_index, position_index, 0, :, :]\n", "odftomo.plot_tools.plot_simulated_diffraction_pattern(full_geom, twothetas_list, scatt_data=scatt_data, ax = ax)\n", "set_diffraction_pattern_axes(ax)\n", "ax.set_ylabel('Fit', fontsize = 15)\n", "\n", "ax = plt.subplot(3,2,6)\n", "scatt_data = data_array[rotation_index, position_index, 0, :, :] - projected_intensities[rotation_index, position_index, 0, :, :]\n", "scatt_data[weigth_array[rotation_index, position_index, 0, :, :] < 0.5] = 0.0\n", "vmax = np.max(np.abs(scatt_data))*0.2\n", "odftomo.plot_tools.plot_simulated_diffraction_pattern(full_geom, twothetas_list, scatt_data=scatt_data, ax = ax,\n", " cmap = mpl.cm.get_cmap('coolwarm'), maxdata = vmax, mindata = -vmax, bg_color = [1, 1, 1])\n", "set_diffraction_pattern_axes(ax)\n", "ax.set_ylabel('Residual', fontsize = 15)\n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "8ce382b9-306d-480e-a918-0d9f10c3ce93", "metadata": {}, "source": [ "### Euler sections" ] }, { "cell_type": "code", "execution_count": 26, "id": "a5e147a9-f78f-44dd-b079-670dc95bb38a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/das/home/carlse_m/grids_in_so3/odftt/spharm/RBF_mapper.py:81: UserWarning: Gimbal lock detected. Setting third angle to zero since it is not possible to uniquely determine all angles.\n", " transform = RBF_to_GSH(RBF_coeffs, odf_RBF, ell_max)\n", "100%|██████████| 33/33 [00:28<00:00, 1.17it/s]\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Euler-sections of single-pixel texture\n", "Psi = np.linspace(0, 2*np.pi/6, 6, endpoint=False)\n", "Theta = np.linspace(0, np.pi/2, 90//2+1)\n", "Phi = np.linspace(0, 2*np.pi, 360//2+1)\n", "\n", "ODF_map, (Psi_map, Theta_map, Phi_map) = RBF_mapper(voxel_coeffs,\n", " odf_RBF,\n", " euler_angles_tuple=(Psi, Theta, Phi),\n", " strategy='spharm')\n", "ODF_map = ODF_map/np.sum(voxel_coeffs)\n", "\n", "plt.figure(figsize = (9, 20))\n", "for ii in range(6):\n", " ax= plt.subplot(6,1,ii+1)\n", " plt.contourf(np.clip(ODF_map[ii,:,:], 0, np.inf), extent = (0, Phi[-1]*180/np.pi, Theta[-1]*180/np.pi, 0),\n", " levels=np.linspace(0, 30, 11), cmap='jet')\n", " plt.title(f'Psi = {Psi_map[0, 0, ii]*180/np.pi:.0f}°')\n", " ax.set_aspect(\"equal\")\n", " ticks = np.arange(0, Theta[-1]*180/np.pi+45, 45); labels = [f'{t:.0f}°' for t in ticks]\n", " plt.yticks(ticks, labels=labels)\n", " ticks = np.arange(0, Phi[-1]*180/np.pi+45, 45); labels = [f'{t:.0f}°' for t in ticks]\n", " plt.xticks(ticks, labels=labels)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "1cc1150f-9345-4c98-8cc5-4454a74ae80b", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "mumott_dev in p2085", "language": "python", "name": "mumott_dev" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }