{ "cells": [ { "cell_type": "markdown", "id": "c3496a8c-884a-4533-999c-6c240b56f85f", "metadata": {}, "source": [ "# Demonstration using symmetrized harmonics\n", "\n", "This notebook demonstrates the reconstruction workflow for a single-slice reconstruction using symmetrized spherical harmonics. The harmonics workflow is faster than the RBF workflow but usually give worse results.\n", "\n", "### 1. Imports" ] }, { "cell_type": "code", "execution_count": 1, "id": "04d68541-e088-4e91-a003-1aba07ae8431", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:Setting the number of threads to 8. 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.gridspec as gridspec\n", "import numpy as np\n", "from odftomo import plot_tools\n", "\n", "from odftomo.io import load_series, slice_geometry\n", "from odftomo.tomography_models import FromArrayModel\n", "from odftomo.optimization import FISTA\n", "\n", "from odftomo.texture import odfs, point_groups\n", "from odftomo.spharm.symmetrized_harmonics_coefficients import make_symmetrized_harmonics\n", "from odftomo.crystallography import cubic\n", "from odftomo.spharm import map_from_spharm_coefficients, GSH_mapper\n", "from odftomo.spharm.spharm_tools import map_single_l\n", "\n", "import logging\n", "logger = logging.getLogger()\n", "logger.setLevel(logging.ERROR)\n" ] }, { "cell_type": "markdown", "id": "7632ca6d-a4f7-4a26-abf4-1e5b99256c8a", "metadata": {}, "source": [ "### 2. Loading data\n", "\n", "We use the `mumott` data loader to ensure compatibility. Because `mumott` does for now not have explicit support for files with multiple q-bins, this involves separately loading a file for each q-bin. `odftomo.io.load_series` wraps this behaviour and outputs the arrays we need:\n", "\n", "1. `data_array` is a 5D numpy array containing the azimtuthally regrouped data ordered like: 0 sample rotation, 1 first raster scan index, 2 second raster scan index ( for a single-slice experiment this should have length 1), 3 detector azimuthal angle, 4 bragg peak number.\n", "2. `weigth_array` used to weight the residual for optimization. Mainly used to mask out bad data. Same shape as `data_array`.\n", "3. `coordinates` unit vectors of the q-space direction in sample-fixed coordinates probed by each data point. The shape of the array shoudl match `data_array` but with one-length dimensions for the two raster-scan indexes: Shape is 0 sample rotation, 1 and 2 are 1-length dimensions corresponding the the sample-scannign directions used to make broadcasting easier, the 3 index is the detector azimuth, 4 bragg peak number and 5 is the vector xyz index.\n", "4. `geometry` mumott geometry object used to initialize the `projector` object later which is used to calculate radon transforms. For a description of this object see mumott.org.\n", "\n", "The data used for this demonstration is publically available at: https://zenodo.org/records/10889439\n", "\n", "```\n", "wget https://zenodo.org/records/10889439/files/gamma_111.h5 https://zenodo.org/records/10889439/files/gamma_200.h5 https://zenodo.org/records/10889439/files/gamma_220.h5\n", "```" ] }, { "cell_type": "code", "execution_count": 2, "id": "01494579-dd7f-46a7-9fb1-0a18de78b567", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/das/home/carlse_m/mumott_dev_version/mumott/mumott/data_handling/data_container.py:227: DeprecationWarning: Entry name rotations is deprecated. Use inner_angle instead.\n", " _deprecated_key_warning('rotations')\n", "/das/home/carlse_m/mumott_dev_version/mumott/mumott/data_handling/data_container.py:236: DeprecationWarning: Entry name tilts is deprecated. Use outer_angle instead.\n", " _deprecated_key_warning('tilts')\n", "/das/home/carlse_m/mumott_dev_version/mumott/mumott/data_handling/data_container.py:268: DeprecationWarning: Entry name offset_j is deprecated. Use j_offset instead.\n", " _deprecated_key_warning('offset_j')\n", "/das/home/carlse_m/mumott_dev_version/mumott/mumott/data_handling/data_container.py:278: DeprecationWarning: Entry name offset_k is deprecated. Use k_offset instead.\n", " _deprecated_key_warning('offset_k')\n", "/das/home/carlse_m/grids_in_so3/odftt/io/mumott_fileformat_loader.py:26: RuntimeWarning: invalid value encountered in divide\n", " data_arrays.append(np.array(data_container.data / data_container.diode[:, :, :, np.newaxis]))\n" ] } ], "source": [ "hkl_list = [(1, 1, 1),\n", " (2, 0, 0),\n", " (2, 2, 0),]\n", "files = [f'gamma_{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": "markdown", "id": "c3902d5e-dc3f-491f-9d0d-cb3cec26f416", "metadata": {}, "source": [ "For this demonstration to run quickly on slow hardware, we reconstruct only a 2D slice. This block can be omitted if you want to do a 3D reconstruction, but it will be slow!\n", "We achieve a 2D geometry by removing all measurements with tilt-angle not equal to 0 and to select only a single 1D slice of the 2D raster scans. " ] }, { "cell_type": "code", "execution_count": 3, "id": "80bc4de8-5d74-4b1e-9ad5-7cc90bf94f62", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Include only projecitons with zero tilt.\n", "data_array = data_array[:50, ...]\n", "weigth_array = weigth_array[:50, ...]\n", "coordinates = coordinates[:50, ...]\n", "geom = slice_geometry(full_geom, slice(50))\n", "\n", "# Crop out a single 1D slice of the 2D raster scans\n", "data_slice = data_array[:,:,25:26,:,:]\n", "weigth_slice = weigth_array[:,:,25:26,:,:]\n", "\n", "# Make a new mumott geometry object corresponding to the 2D geometry\n", "from mumott.core.geometry import Geometry, GeometryTuple\n", "geom_slice = Geometry()\n", "for gt in geom:\n", " gt_new = GeometryTuple(rotation = gt.rotation, k_offset = 0.0, j_offset = 0)\n", " geom_slice.append(gt_new)\n", "geom_slice.volume_shape = np.array([60, 1, 60])\n", "geom_slice.projection_shape = np.array([54, 1])\n", "geom_slice.p_direction_0 = geom.p_direction_0\n", "geom_slice.j_direction_0 = geom.j_direction_0\n", "geom_slice.k_direction_0 = geom.k_direction_0\n", "geom_slice.detector_direction_origin = geom.detector_direction_origin\n", "geom_slice.detector_direction_positive_90 = geom.detector_direction_positive_90\n", "geom_slice.detector_angles = geom.detector_angles\n", "geom_slice.full_circle_covered = geom.full_circle_covered" ] }, { "cell_type": "markdown", "id": "d1c5dc9b-2933-4d19-a278-1d0c3c8c872c", "metadata": {}, "source": [ "The data in these files has not yet been normalized by the scaling-factors. We estimate the scaling factors form the data and normalize it out of the data." ] }, { "cell_type": "code", "execution_count": 4, "id": "95e9f840-e0bb-4999-aa18-bb0b3087fdc5", "metadata": { "tags": [] }, "outputs": [], "source": [ "data_array[np.isnan(data_array) ] = 0\n", "data_array[np.isinf(data_array) ] = 0\n", "solidangle_factor = np.abs(np.cos(geom_slice.detector_angles))[np.newaxis,np.newaxis,np.newaxis,:,np.newaxis] * np.ones(data_array.shape)\n", "intensity_scaling_factors = np.mean(data_array * solidangle_factor, axis = (0,1,2,3)) / np.mean(solidangle_factor, axis = (0,1,2,3))\n", "intensity_scaling_factors = intensity_scaling_factors/intensity_scaling_factors[0]\n", "data_slice = data_slice / intensity_scaling_factors[np.newaxis, np.newaxis, np.newaxis, np.newaxis, :]" ] }, { "cell_type": "markdown", "id": "fc1c00f2-550b-4577-8114-b1691c5bd3ab", "metadata": {}, "source": [ "## 3. Define reconstruction model\n", "\n", "The `odf` object abstractly represents a model for an ODF and calculates the probablity density, pole-figures and inverse pole figures of each basis function.\n", "\n", "In this demonstration, we reconstruct using symmetrized harmonics. First we need to define a set of coefficient-vectors with the real spherical harmonics coefficients of the symmetrized surface harmonics with the lattice symmetry. (432 in this case)\n", "\n", "Below we generate these coefficient vectors the function to find these vectors seems to be stable up to around order $\\ell=50$." ] }, { "cell_type": "code", "execution_count": 5, "id": "d6358f9a-afdc-450f-9cf4-8e1e05c09539", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 14 symmetrized surface harmonics with order less than or equal to 20\n" ] } ], "source": [ "ell_max = 20\n", "cube_harmonics = make_symmetrized_harmonics(ell_max, 'cubic')\n", "print(f'There are {len(cube_harmonics)} symmetrized surface harmonics with order less than or equal to {ell_max}')" ] }, { "cell_type": "markdown", "id": "00496873-3fe5-4d38-ae2e-5a461222a49f", "metadata": {}, "source": [ "The modes are linear combinations of spherical harmonics coefficients at a fixed $\\ell$ that give symmetric functions:\n", "\n", "For cubic, these modes are always linear combinations of cosine-terms with $m$ divisible by 4. For other point groups the modes are single coefficients." ] }, { "cell_type": "code", "execution_count": 6, "id": "a65a8a0c-189f-4f33-9f3b-fda1a1c91e77", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# PLot an example surface harmonic\n", "mode_number = 10\n", "\n", "# Convert the coefficients into a format nice for plotting\n", "coeff_array_unwrapped = np.zeros((ell_max+1, ell_max*2+1))\n", "coeff_array_unwrapped[...] = np.nan\n", "example_mode = cube_harmonics[mode_number]\n", "for ell in range(ell_max+1):\n", " coeff_array_unwrapped[ell, ell_max:(ell_max+ell+1)] = 0\n", " coeff_array_unwrapped[ell, 0:ell] = 0\n", "ell = example_mode.ell\n", "coeff_array_unwrapped[ell, ell_max:(ell_max+ell+1)] = example_mode.coefficients[ell:]\n", "coeff_array_unwrapped[ell, 0:ell] = example_mode.coefficients[:ell]\n", "\n", "# PLot coefficient matrix with nice formatting\n", "fig = plt.figure(figsize = (9, 3))\n", "gs = gridspec.GridSpec(1, 4, figure=fig, width_ratios=[2.0, 0.1, 0.3, 1])\n", "############# DENSITY SLICE #####################################\n", "ax = fig.add_subplot(gs[0,0])\n", "img = plt.imshow(coeff_array_unwrapped, vmin = -1, vmax = 1, cmap = 'coolwarm')\n", "plt.ylabel(r'$\\ell$'); plt.xlabel('$|m|$')\n", "plt.xticks(np.append(np.arange(0, 32, 5), np.arange(ell_max, ell_max + 32, 5)), np.append(np.arange(1, 32, 5), np.arange(0, 33, 5)))\n", "plt.plot([ell_max-0.5]*2, [-0.5, ell_max+0.5], 'k--', linewidth = 0.5)\n", "plt.text(5, 5, 'Sine harmonics')\n", "plt.text(7+ell_max, 5, 'Cosine harmonics')\n", "plt.title(f'Surface harmonic number {mode_number}')\n", "cbar = fig.colorbar(img, cax = fig.add_subplot(gs[0,1]), label = 'Coefficient value')\n", "\n", "# PLot example inverse pole figure\n", "ax = fig.add_subplot(gs[0,3], polar = True)\n", "map_theta = np.linspace(0, np.pi/2, 91)\n", "map_phi = np.linspace(0, np.pi*2, 361)\n", "map_intens = map_single_l(ell, example_mode.coefficients, map_theta, map_phi)\n", "img = ax.pcolormesh(map_phi, np.tan(map_theta/2), map_intens, edgecolors = 'face', rasterized = True, cmap = 'jet', vmin = -2.5, vmax = 2.5)\n", "plt.yticks([])\n", "plot_tools.polefigure.plot_cubic_asym_outline(ax) \n", "plt.savefig('../img/cubic_surface_harmonic.png')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "de0063fb-2cf7-4dcb-9824-7e72bd7c8449", "metadata": {}, "source": [ "Initialize an object representing the ODF model from the list of surface harmonics." ] }, { "cell_type": "code", "execution_count": 7, "id": "1456cfdd-880d-4c0b-8e6b-bbdaaf1d395f", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model uses 362 modes\n" ] } ], "source": [ "odf = odfs.Harmonics(ell_max, cube_harmonics, point_group=point_groups.cubic)\n", "print(f'Model uses {odf.n_modes} modes')" ] }, { "cell_type": "markdown", "id": "c3d015f4-86cd-484e-b226-49924bb50fe7", "metadata": {}, "source": [ "Define lattice matrix used to convert Miller indicies into $\\mathbf{h}$-vectors and initialize the forward model of the reconstruction problem. In the cubic system, this is not strictly necessary, but we do it anyways to build good habits." ] }, { "cell_type": "code", "execution_count": 8, "id": "5863fa1c-47b9-42c4-89cc-bc9f7ef66f0f", "metadata": { "tags": [] }, "outputs": [], "source": [ "A, B = cubic()\n", "h_vectors = [B @ hkl for hkl in hkl_list]" ] }, { "cell_type": "markdown", "id": "c2e5733f-707a-4866-bca1-57da7fac1c22", "metadata": {}, "source": [ "Now we define the full forward model, which is composition of a pole-figure transform and a Radon transform:\n", "\n", "The pole figure transform is performed by a list of pre-computed arrays containging the scattering intensities of the individual texture basis function modes.\n", "\n", "The Radon transform is performed by the `mumott` implementation." ] }, { "cell_type": "code", "execution_count": 9, "id": "7d12f0bd-27b2-4f8b-a3d7-8e89d40c565e", "metadata": {}, "outputs": [], "source": [ "basis_function_matrices = []\n", "for rotation_index in range(data_slice.shape[0]):\n", " basis_function_matrices.append(odf.evaluate_pfmatrix(coordinates[rotation_index, 0, 0], h_vectors))\n", "\n", "model = FromArrayModel(basis_function_matrices, geom_slice)" ] }, { "cell_type": "markdown", "id": "440addf8-df52-4734-8a9d-705bbdb98d7f", "metadata": {}, "source": [ "### 4. Run actual reconstruction\n", "\n", "Define an optimizer object and run the optimization. As we are working on Harmonics, we must remember to set the `nonneg` parameter to False and L1-regularization cannot be used.\n", "\n", "The algorithm used here is typically unstable with the harmonics (the problem seems to be rank deficient) but if we stop optimization early, we still get resonable results in many cases." ] }, { "cell_type": "code", "execution_count": 10, "id": "4faa958e-9fc4-4cab-8aee-a7b03a890a53", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimating largest safe step size\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Matrix norm estimate = 4.08E+05: 30%|███ | 3/10 [00:00<00:02, 3.31it/s]\n", "Loss = 1.27E+10: 100%|██████████| 230/230 [00:53<00:00, 4.30it/s]\n" ] }, { "data": { "image/png": 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j2plTpBdWZuqrXYerj43o2lozh8crqUOoickANCUUIAdRgABzZBwpUcqqTH22LVc/rqmoQXEtddeIThoY19LccABcHgWonlJSUpSSkiKbzaaMjAwKEGCS/UdP6qXVWVqUeqh6demLOobpnlGdNaAjRQjA+VGAHMQIEOAaDhWW6ZU1e7Vw40FV2OySpMHxLXXPqM7qFxNmcjoAroYC5CAKEOBack+cUsqqTL236aAqbWf+2hrSqZXuGd1Zie2ZIwTgDAqQgyhAgGs6VFimlFWZen/TT5fGhnUJ1z2jOqt3dAtzwwEwHQXIQRQgwLUdPF6m51f+oEWpObL9WIRGdm2te0Z35vZ5wINRgBxEAQKahgPHTmr+ikx9tOVQ9V1joxMiNHtUJ3VvSxECPA0FyEEUIKBp2VtQqudXZuqTrTnVReiyHm00Z3RnVpYGPAgFyEEUIKBpyswv1fwVP+iz7bkyjDNbbEzqG6XZozopOizA7HgAGhgFyEEUIKBpyzhSonlLM6pXlvbxsuj3ye1114h4tQ72NzkdgIZCAXIQBQhwD9sOntDTS9P1zQ9HJUn+PlZNGxij24fGKTTQ1+R0AJyNAuQgChDgXtZlHdPTS9O1+UChJCnIz1u3DOmom4fEqrmft8npADgLBchBFCDA/RiGodXpBfrfJelKyyuWJIUF+uqOYXG68aIO8vfxMjkhAEdRgBxEAQLcl91u6IudeZq3NEN7j56UJLUJ9tddI+N1Tb9o+XhZTU4IoL4oQA6iAAHur8pm14dbcvSv5T8o58QpSVKHlgG6Z1RnXdG7rbysFpMTAqgrCpCDKECA5zhdZdN/1mfrhVWZOlpaIUnqEhGkOWM6a0xChCwWihDQVFCAHEQBAjxPWUWVXl+7X6+syVJxeZUkqXd0C/15TBcNjm9JEQKaAAqQgyhAgOcqOlWp//f1Xr22dp/KKmySpIEdW+resV2U1IGd5wFXRgFyEAUIQEHJab24OlPvfJ+tCptdkjSqW2vdd2lXdWZ7DcAlUYAcRAECcFbOiVN6fsUPen/zIdnshqwW6arEKN0zurPatWhmdjwAP0MBchAFCMAvZRWU6ukl6fpy55ntNXy9rZo+KEZ3DItTiwBWlQZcAQXIQRQgABeyJbtQT321R9/vPS5JCvL31h+HxemmQbFq5stiioCZKEAOogAB+DWGYWhNRoH+8eUe7TlcIkmKCPbT7FGd9bukKHmzmCJgCgqQgyhAAGrDbjf0ybYcPbM0Q4cKzyym2DE8UPeN7aKx3dtw6zzQyChADqIAAaiL01U2vfP9mcUUj588s5hin+gWuv+yrrqoY0uT0wGegwLkIAoQgPooKT+zhtC/v/1pDaGRXVvrr+O6Kr41t84DDY0C5CAKEABH5JeU6/kVmfrPhmxV2Q15WS26rn+0Zo/qrFbN/cyOB7gtCpCDKEAAnCGroFT/+HKPlqUdkSQ19ztzx9jNF8fK34c7xgBnowA5iAIEwJm+33tM/7N4t3bkFEmS2ob4696xXTSxTztZ2XUecBoKkIMoQACczW439Om2XP3zqz3KLSqXJPVoF6y/j0vQwDgmSgPOQAFyEAUIQEMpr7TptbX79OKqLJWePrPr/KhuEbr/sq6Kb93c5HRA01bb39/1WqkrKytLDzzwgK677jrl5+dLkr766ivt2rWrfmkBwIP4+3jpjmHxWv3nYZpyUQd5WS1avvuIxj73tR75dJeKyirNjgi4vToXoDVr1qhnz55av369PvzwQ5WWlkqStm/frocfftjpAQHAXbVq7qfHJvbQktmXaFS31rLZDb3x3X4Ne3qV3v7+gGx2BuiBhlLnAnT//ffr8ccf17Jly+Tr+9Pmf8OHD9e6deucGg4APEF86+b697RkvX3zAHWOaK7Csko98PFOXf78t1q/95jZ8QC3VOcCtGPHDk2aNOmc4+Hh4Tp2jP9QAaC+Lu7USl/MGqJHrkhQsL+3ducV69pXv9fMd1OVc+KU2fEAt1LnAtSiRQvl5eWdc3zLli1q166dU0KZKSUlRQkJCUpOTjY7CgAP5O1l1fTBsVr95+G6YUB7WSzS4u15GvnMaj23PEPllTazIwJuoc53gd13331at26d3n//fXXu3Fmpqak6cuSIpk6dqqlTp7rNPCDuAgPgCnblFmnup2nasP+4JKldi2b627huGteTjVaB82mw2+ArKys1ffp0/fe//5VhGPL29pbNZtP111+vN954Q15e7rGyKQUIgKswDEOfb8/Tk1/srl4/6OL4VnpsYg/Ftgo0OR3gWhp8HaCsrCxt2bJFdrtdffv2VadOneod1hVRgAC4mlMVNr20Jksvr8lSRZVdvl5W3T4sTncMi2NbDeBHLIToIAoQAFe1/+hJPfTpLn2dUSBJ6tAyQI9e2UNDO4ebnAwwX4MVoBkzZvzq86+99lpd3s5lUYAAuDLDMPTFjsN69PNdOlJ8WpI0vmekHrw8QW1C/E1OB5intr+/vev6xoWFhTUeV1ZWaufOnTpx4oRGjBhR96QAgDqzWCwa3ytSl3RupWeX/aA3vtunxTvytCajQPeM7qxpAzvI26tei/0DHsEpl8DsdrvuuOMOdezYUffdd58zcpmOESAATcmu3CI98PFObck+IUlKiAzWP6/upR7tQswNBjSyRp8DlJ6ermHDhp13jaCmiAIEoKmx2w39d+NBPfXVHhWdqpSX1aLbh3bUXSM6MUkaHqNBN0M9n6ysLFVVVTnr7QAAdWS1WnT9gPZaPmeoxveMlM1uKGVVlsbP/0abDxT+9hsAHqTOc4DmzJlT47FhGMrLy9PixYs1bdo0pwUDANRPeJCfUm5I1BU7D+vBT3Yqq+Ckrn75O00fFKM/j+2iAN86/9UPuJ06XwIbPnx4jcdWq1Xh4eEaMWKEZsyYIW9v9/gPi0tgANxBUVmlHlucpg82H5IkRYc10z+u6qXB8a1MTgY0DNYBchAFCIA7WZ2er799uKN6Jenr+rfXA+O7KdDPPf6nFTir0ecAAQBc17AurbV0zlBNuaiDJOk/G7I1jrlB8GC1GgHq27dvrTfdS01NdTiUK2AECIC7+i7rqO59b5tyi8pltUh3juiku0bEy4d1g+AGnLoQ4sSJE52VCwBgskFxrfTl7Ev00Cc79cnWXM1f8YPWpOfr2Wv7qGN4c7PjAY2COUAXwAgQAE/w6bZcPfDRDhWXV6mZj5ceuLybru/fvtaj/oCrYQ4QAOA3TejdVl/NvkSD4lrqVKVNf/9op255c5OOn6wwOxrQoOpcgGw2m55++mn1799fbdq0UVhYWI0vAEDT0rZFM7198wA9ML6bfL2sWrEn/8fFE4+bHQ1oMHUuQHPnztW8efN0zTXXqKioSHPmzNFVV10lq9WqRx55pAEiAgAamtVq0S1DOuqTOwerY6tA5RWV69pXvterX2eJmRJwR3WeAxQXF6f58+dr/PjxCgoK0tatW6uPff/993r33XcbKmujYg4QAE9VerpKf/1whz7blitJGtUtQs/8rrdCAnxMTgb8tgabA3T48GH17NlTktS8eXMVFRVJki6//HItXry4nnEBAK6iuZ+35v++jx6b2EO+XlYt331E45//RtsOnjA7GuA0dS5AUVFR1Tu+x8fHa+nSpZKkjRs3ys/Pz7npAACmsFgsmnJRBy364yC1DwvQocJTuvrl7/TWuv1cEoNbqHMBmjRpklasWCFJuvvuu/Xggw+qU6dOmjp1qmbMmOH0gAAA8/SMCtFnd12ssd0jVGkz9NAnu/TXD3eoospudjTAIQ6vA7R+/XqtXbtW8fHxmjBhgrNymY45QADwE8Mw9OrXe/XUV3tkN6R+HUL18pQktWrOyD9cS4NthlpWVqaAgACHA7o6ChAAnGtVer5m/WeLSsqr1DbEX69O7ace7ULMjgVUa7BJ0K1bt9aNN96oJUuWyG5nCBQAPMnwLq318cwzt8rnFpXr6pe/0+fbc82OBdRZnQvQW2+9pdOnT2vSpElq27at7r77bm3cuLEhsgEAXFBceHN9NHOwhnYOV3mlXXe+u0XPLE1ncjSalDoXoKuuukrvv/++jhw5oieffFK7d+/WoEGD1LlzZz366KMNkREA4GJCmvnotenJuu2SjpKk51dm6p6FW5kcjSbDKZuhpqWl6YYbbtD27dtls9mckct0zAECgNp5f9NB/fXDHaqyGxoU11IvT0lSsD+LJsIcDb4Zanl5ud577z1NnDhRiYmJOnbsmO699976vh0AoIn6Xb9ovTY9WYG+Xvou65h+99I65Z44ZXYs4FfVuQAtXbpU06ZNU0REhG6//Xa1bt1aS5YsUXZ2tp566qmGyAgAcHGXdA7Xe7cPVOsgP6UfKdFVL36n3XnFZscCLqjOl8ACAgI0fvx43XDDDRo/frx8fNxzmJNLYABQdzknTmn6axv0Q36pgvy89cqUJA2Kb2V2LHiQBlsHqLi42CMKAQUIAOqnqKxSty7YpPX7jsvXy6qUGxI1OiHC7FjwEA02B4gyAAD4NSEBPnrr5v66tHsbVdjsuv3tzfpka47ZsYAa6j0JGgCAC/Hz9tIL1/fVVYntZLMbmr1wq95dn212LKAaBQgA0CC8vax6+uremjqwgwxD+ttHO/Tq11lmxwIkUYAAAA3IarVo7oTuumNYnCTpiS/2aB6rRsMFUIAAAA3KYrHovku76r5Lu0iS5q/M1NOUIJjMu67fcPLkSf3jH//QihUrlJ+ff86GqHv37nVaOACA+7hjWLya+Xhp7mdpSlmVJS+LRXPGdDE7FjxUnQvQLbfcojVr1mjKlCmKjIyUxWJpiFwAADd00+BY2Q3psc/TNH9lpqxWi2aP6mx2LHigOhegL7/8UosXL9bgwYMbIg8AwM3dfHGsDMPQ44t367nlP8hqsWjWyE5mx4KHqfMcoNDQUIWFhTVEFgCAh7hlSEf9bVxXSdK8ZRl6YeUPJieCp6lzAXrsscf00EMPqaysrCHyAAA8xK2XxOkvl54pQU8vzdBr3+4zORE8SZ0vgT3zzDPKyspSRESEYmJiztkLLDU11WnhAADu7Y/D4lRps2vesgw9+nmagvy99bt+0WbHggeocwGaOHFiA8QAAHiqu0bEq+hUpf7v2336y6LtCvL30aU92pgdC26uzpuhego2QwWAxmMYhu77YLve33xIvl5WvTY9WRd3Yhd51F1tf3/XeQTorM2bN2v37t2yWCxKSEhQ37596/tWAAAPZ7FY9ORVPVVSXqWvdh3WrQs26e1bBiixfajZ0eCm6jwJOj8/XyNGjFBycrJmzZqlO++8U0lJSRo5cqQKCgoaIiMAwAN4e1n1r+v6aEinViqrsGnGGxuVVVBqdiy4qToXoLvuukvFxcXatWuXjh8/rsLCQu3cuVPFxcWaNWtWQ2QEAHgIP28vvTIlSb2jW+hEWaWmvbZB+SXlZseCG6rzHKCQkBAtX75cycnJNY5v2LBBY8aM0YkTJ5yZzzTMAQIA8xwtPa3JL32nA8fK1LNdiP5760UK9Kv3rA14kNr+/q7zCJDdbj/n1ndJ8vHxOWdfMAAA6qNVcz+9eVN/hQX6akdOkWa+m6oqG79j4Dx1LkAjRozQ3Xffrdzc3OpjOTk5uueeezRy5EinhqutSZMmKTQ0VFdffXWtjgMAXF9Mq0D937R+8vexanV6gf7+0U52kIfT1LkAvfDCCyopKVFMTIzi4uIUHx+v2NhYlZSU6Pnnn2+IjL9p1qxZeuutt2p9HADQNPRtH6rnr0uU1SIt3HRQL67OMjsS3ESdL6hGR0crNTVVy5Yt0549e2QYhhISEjRq1KiGyFcrw4cP1+rVq2t9HADQdIxOiNDcCd314Ce79L9L0hXfurnGdmehRDimziNAZ40ePVp33XWXZs2a5VD5+frrr3XFFVeobdu2slgs+vjjj895zYsvvqjY2Fj5+/srKSlJ33zzTb0/DwDQ9EwZGKNpAztIku5ZuFW7cotMToSmrlYjQPPnz9ett94qf39/zZ8//1dfW9db4U+ePKnevXvrpptu0uTJk895fuHChZo9e7ZefPFFDR48WK+88oouu+wypaWlqX379nX6LABA0/Xg5Qnae/SkvvnhqP7w5iZ9fOdgtQ7yNzsWmqha3QYfGxurTZs2qWXLloqNjb3wm1ks2rt3b/3DWCz66KOPauw3NmDAACUmJuqll16qPtatWzdNnDhRTz75ZPWx1atX64UXXtAHH3xQ4z0vdPyXTp8+rdOnT1c/Li4uVnR0NLfBA4ALKSqr1KSX1mpvwUn1iW6h/956kfx9vMyOBRfi1Nvg9+3bp5YtW1b/84W+HCk/51NRUaHNmzdrzJgxNY6PGTNG3333nVM/68knn1RISEj1V3Q0uxEDgKsJCfDR/01LVkgzH209eEJ/WbSdO8NQL3WeA/Too4+qrKzsnOOnTp3So48+6pRQZx09elQ2m00RERE1jkdEROjw4cPVj8eOHavf/e53+uKLLxQVFaWNGzf+6vHz+etf/6qioqLqr4MHDzr1zwIAcI7YVoF66YZEeVst+mRrLneGoV7qXIDmzp2r0tJz92YpKyvT3LlznRLqlywWS43HhmHUOLZkyRIVFBSorKxMhw4dql6l+kLHz8fPz0/BwcE1vgAArmlQfCvNvbK7JOnppelatSff5ERoaupcgH5ZPs7atm2bwsLCnBLqrFatWsnLy6vGaI90ZkPWX44KAQA8yw0DOujGi9rLMKS7/7tFB46dNDsSmpBaF6DQ0FCFhYXJYrGoc+fOCgsLq/4KCQnR6NGjdc011zg1nK+vr5KSkrRs2bIax5ctW6ZBgwY59bMAAE3PQ5d3V9/2LVRcXqXbFmzWqQqb2ZHQRNR6IcTnnntOhmFoxowZmjt3rkJCQqqf8/X1VUxMjAYOHFjnAKWlpcrMzKx+vG/fPm3dulVhYWFq37695syZoylTpqhfv34aOHCgXn31VWVnZ+v222+v82cBANyLr7dVL92QpMuf/0Z7Dpforx9u17PX9jnvlQrg5+q8G/yaNWs0ePBgeXs7Z1fe1atXa/jw4eccnzZtmt544w1JZxZC/Oc//6m8vDz16NFDzz77rC655BKnfP6FsBs8ADQd3+89phv+vV42u6FHrkjQ9MEXXrIF7q22v7/rXIC++OILeXl5aezYsTWOL1myRHa7XZdddln9ErsYChAANC3//mavHl+8W95Wi/5z60VKjnHuvFQ0DU5dB+jn7r//ftls515jNQxD999/f13fzuWkpKQoISHhV+8YAwC4npsvjtXlvSJVZTd0xzupyi8pNzsSXFidR4CaNWum3bt3KyYmpsbx/fv3q3v37jp50j1m4TMCBABNz8nTVZr04lplHCnVoLiWWnDzAHlZmQ/kSRpsBCgkJOS8Kz5nZmYqMDCwrm8HAIDTBPp568UbEtXMx0vfZR1TyqrM3/4meKQ6F6AJEyZo9uzZysr6aeXNzMxM/elPf9KECROcGg4AgLqKbx2kxyb2kCQ9tzxD3+89ZnIiuKI6F6D//d//VWBgoLp27arY2FjFxsaqW7duatmypZ5++umGyAgAQJ1cnRSlyYlRsv+4SOKx0tO//U3wKHWeAySdmfC8bNkybdu2Tc2aNVOvXr0a/Lb0xsYcIABo2soqqjThhbXKzC/V0M7hen16sqzMB3J7DXYbvKegAAFA05d+uEQTXvhWp6vs+sulXfXHYXFmR0IDq+3v73qtZrhixQqtWLFC+fn5stvtNZ577bXX6vOWAAA4XZc2QZo7obvu/3CHnl6argEdw5TYPtTsWHAB9doNfsyYMVqxYoWOHj2qwsLCGl8AALiSa5OjNaF3W9nshu5ZuFWlp6vMjgQXUOcRoJdffllvvPGGpkyZ0hB5AABwKovFoscm9tDmA4U6cKxMj362S/+8urfZsWCyOo8AVVRUuPVO7KwEDQDuJ6SZj+Zd01sWi/TepkP6ckee2ZFgsjoXoFtuuUXvvvtuQ2RxCTNnzlRaWpo2btxodhQAgBMN6NhSfxx6ZhL0/R/uUF7RKZMTwUx1vgRWXl6uV199VcuXL1evXr3k4+NT4/l58+Y5LRwAAM40e1RnfZt5VNsPFene97dpwYwB3BrvoepcgLZv364+ffpIknbu3FnjOYuFkwgA4Lp8va167to+Gj//W63NPKb/+3af/nBJR7NjwQSsA3QBrAMEAO7r3fXZ+ttHO+TrZdXiWRerU0SQ2ZHgJA22GSoAAE3ddf2jNbxLuCpsdv3p/W2qstl/+5vgVup8CWz48OG/eqlr5cqVDgUCAKChWSwW/WNyL42et0bbDxXp5TVZunNEJ7NjoRHVeQSoT58+6t27d/VXQkKCKioqlJqaqp49ezZERgAAnC4i2F9zr+wuSfrXih+UlltsciI0pjqPAD377LPnPf7II4+otLTU4UAAADSWiX3a6Ysdh7Us7YjufX+bPp45WL7ezA7xBE77t3zjjTeyDxgAoEmxWCx6YlJPhQb4KC2vWC+syjQ7EhqJ0wrQunXr5O/v76y3AwCgUYQH+enRK3tIklJWZWpnTpHJidAY6nwJ7Kqrrqrx2DAM5eXladOmTXrwwQedFswsKSkpSklJkc1mMzsKAKCRXNG7rb7aeViLd+Rpzntb9dldF8vP28vsWGhAdV4H6Kabbqrx2Gq1Kjw8XCNGjNCYMWOcGs5MrAMEAJ7lWOlpjXn2ax07WaFZIztpzujOZkdCPdT293etCtD8+fN16623yt/fX9nZ2YqKipLV6t6TxChAAOB5vtiRpzveSZWPl0Wf3zVEXdqwQGJT49SFEOfMmaPi4jO3B8bGxuro0aPOSQkAgAu5rEcbjU6IUKXN0F8WbZfNzmYJ7qpWc4Datm2rRYsWady4cTIMQ4cOHVJ5efl5X9u+fXunBgQAoLFYLBY9dmUPfZ91TFsPntCCdfs1fXCs2bHQAGp1CezVV1/VXXfdpaqqqgu+xjAMWSwWt5k8zCUwAPBcb39/QA98vFMBvl5aNmeo2rVoZnYk1JJT5wBJUklJiQ4cOKBevXpp+fLlatmy5Xlf17t37/oldjEUIADwXHa7oWtfXaeN+ws1vEu4Xpue/KvbQMF11Pb3d61vgw8KClKPHj30+uuva/DgwfLz83NKUAAAXI3VatGTV/XSuH99o1XpBfp0W66u7NPO7FhwojrfyjVt2jTKDwDA7cW3bq67RsRLkuZ+lqbjJytMTgRncu972QEAcMBtQ+PUJSJIx09W6MkvdpsdB05EAQIA4AJ8va164qqekqT3Nx/Sxv3HTU4EZ6EAAQDwK5I6hOr3ydGSpAc+2qlKm93kRHCGOhegRx99VGVlZeccP3XqlB599FGnhAIAwJX85dKuCg3wUfqREr353X6z48AJ6lyA5s6dq9LS0nOOl5WVae7cuU4JZaaUlBQlJCQoOTnZ7CgAABcRGuir+y/rKkl6dlmG8opOmZwIjqpzATq74OEvbdu2TWFhYU4JZaaZM2cqLS1NGzduNDsKAMCF/C4pWkkdQnWywqbHPk8zOw4cVOsCFBoaqrCwMFksFnXu3FlhYWHVXyEhIRo9erSuueaahswKAIBprFaLHp/YQ15Wi77YcVir0/PNjgQH1HohxOeee06GYWjGjBmaO3euQkJCqp/z9fVVTEyMBg4c2CAhAQBwBd0igzV9UIz+79t9evjTXVoyu6X8fbzMjoV6qHUBmjZtmqQzu8EPHjxY3t61/lYAANzG7FGd9Pn2XB04VqaX12Rp9qjOZkdCPdR5DlBQUJB27/5pMahPPvlEEydO1N/+9jdVVLBKJgDAvQX5++jByxMkSS+uztL+oydNToT6qHMBuu2225SRkSFJ2rt3r6699loFBATo/fff13333ef0gAAAuJrxPSM1pFMrVVTZ9fhiVohuiupcgDIyMtSnTx9J0vvvv6+hQ4fq3Xff1RtvvKFFixY5Ox8AAC7HYrHo4SsS5G21aPnuI1qTUWB2JNRRvW6Dt9vPrIK5fPlyjRs3TpIUHR2to0ePOjcdAAAuKr51kKYNipEkPfrZLlaIbmLqXID69eunxx9/XAsWLNCaNWs0fvx4SdK+ffsUERHh9IAAALiqWSM7qWWgr7IKTrJCdBNT5wL03HPPKTU1VXfeeaf+/ve/Kz4+XpL0wQcfaNCgQU4PCACAqwpp5qM/j+0iSfrX8h9UUHLa5ESoLYthGIYz3qi8vFxeXl7y8fFxxtuZrri4WCEhISoqKlJwcLDZcQAALspmNzQxZa125BTp2n7ReurqXmZH8mi1/f1d793gN2/erLffflvvvPOOUlNT5e/v7zblBwCA2vKyWvTIhDO3xb+3+aC2HzphbiDUSp0LUH5+voYPH67k5GTNmjVLd955p/r166eRI0eqoIBZ8AAAz5PUIUyT+raTYUiPfLpLTrq4ggZU5wJ01113qaSkRLt27dLx48dVWFionTt3qri4WLNmzWqIjAAAuLz7L+uqAF8vpWaf0EdbcsyOg99Q5wL01Vdf6aWXXlK3bt2qjyUkJCglJUVffvmlU8OZISUlRQkJCUpOTjY7CgCgCYkI9tfM4WduDPrnV+k6VWEzORF+TZ0LkN1uP+9cHx8fn+r1gZqymTNnKi0tTRs3bjQ7CgCgibn54li1a9FMh4vL9f++2Wt2HPyKOhegESNG6O6771Zubm71sZycHN1zzz0aOXKkU8MBANCU+Pt46S+XdZUkvbwmS/nF5SYnwoXUuQC98MILKikpUUxMjOLi4hQfH6/Y2FiVlJTo+eefb4iMAAA0GVf0ilSf6BYqq7Bp3rIMs+PgAuq9DtCyZcu0Z88eGYahhIQEjRo1ytnZTMU6QACA+tp84Lgmv7ROVov0xd1D1LUNv0caS21/fzttIUR3QwECADhi5jupWrwjT0M6tdJbM/rLYrGYHckjOH0hxJUrVyohIUHFxcXnPFdUVKTu3bvrm2++qV9aAADczF8u7SpfL6u++eGoVrNbvMupdQF67rnn9Ic//OG8bSokJES33Xab5s2b59RwAAA0Ve1bBmjaoA6SpCcW71YVu8W7lFoXoG3btunSSy+94PNjxozR5s2bnRIKAAB3cOeITgoN8NEP+aVauOmg2XHwM7UuQEeOHPnVvb68vb3ZCgMAgJ8Jaeaju0d2kiQ9uyxDJeWVJifCWbUuQO3atdOOHTsu+Pz27dsVGRnplFAAALiLGy7qoI6tAnW0tEKvrGFxRFdR6wI0btw4PfTQQyovP3dRp1OnTunhhx/W5Zdf7tRwAAA0dT5e1urFEf/97V4WR3QRtb4N/siRI0pMTJSXl5fuvPNOdenSRRaLRbt371ZKSopsNptSU1MVERHR0JkbBbfBAwCcxTAMXf3yOm0+UKjrB7TXE5N6mh3JbTXIOkAHDhzQH//4Ry1ZskRnv81isWjs2LF68cUXFRMT43BwV0EBAgA408b9x/W7l9fJy2rR0nsuUVx4c7MjuaUGXQixsLBQmZmZMgxDnTp1UmhoqENhXREFCADgbLe8uVHLd+drXM82evGGJLPjuCWnL4T4c6GhoUpOTlb//v3dsvwAANAQ/jy265ntMXYc1pbsQrPjeLR6FSAAAFB3XdoEaXJilCTpH1/uEbtRmYcCBABAI7pndGf5elu1ft9xtsgwEQUIAIBG1LZFM00fFCNJeurLPbLbGQUyAwXoF1JSUpSQkKDk5GSzowAA3NQdw+IU5O+tPYdL9Mm2HLPjeCQK0C/MnDlTaWlp2rhxo9lRAABuqkWAr/44LE6S9PSSDJ2uspmcyPNQgAAAMMFNg2IVEeynnBOn9Pb32WbH8TgUIAAATNDM10v3jOosSUpZlanS01UmJ/IsFCAAAExydVKUOrYK1PGTFXrt231mx/EoFCAAAEzi7WXV7NFnRoH+39d7daKswuREnoMCBACAiS7vGamubYJUcrpKr3y91+w4HoMCBACAiaxWi+4d00WS9PrafcovKTc5kWegAAEAYLKR3VqrT3QLlVfa9eKqLLPjeAQKEAAAJrNYLPrz2DOjQO+uz1bOiVMmJ3J/FCAAAFzA4PhWGhTXUhU2u+Yv/8HsOG6PAgQAgIu498dRoA9SD2lvQanJadwbBQgAABeR2D5UI7u2ls1u6FlGgRoUBQgAABcyZ8yZdYE+25ar3XnFJqdxXxQgAABcSPe2Ibq8V6Qk6ZmlGSancV8UIAAAXMw9ozvLapGW7z6iLdmFZsdxSxQgAABcTFx4c01OjJLEKFBDoQABAOCCZo3sJB8vi77NPKrvso6aHcftUIAAAHBB0WEBur5/e0nS00vSZRiGyYncCwUIAAAXNXN4vPx9rErNPqHVGQVmx3ErFCAAAFxU62B/TRsYI0l6ZimjQM5EAQIAwIXdNjROgb5e2plTrCW7Dpsdx21QgAAAcGFhgb66+eJYSdK8ZRmy2RkFcgYKEAAALu7mIR0V0sxHGUdK9fn2XLPjuAUK0C+kpKQoISFBycnJZkcBAECSFNLMR7de0lGS9OyyDFXa7CYnavooQL8wc+ZMpaWlaePGjWZHAQCg2vRBMWoZ6Kv9x8r0Yeohs+M0eRQgAACagEA/b/1xWJwkaf6KTJ2uspmcqGmjAAEA0ETceFEHtQn2V86JU1q48aDZcZo0ChAAAE2Ev4+X7hwRL0l6fmWmTlUwClRfFCAAAJqQa/pFKyq0mQpKTmvB9/vNjtNkUYAAAGhCfL2tuntkJ0nSS6uzVHq6yuRETRMFCACAJmZS33bqGB6owrJKvf7tPrPjNEkUIAAAmhhvL6vuGdVZkvTqN3tVVFZpcqKmhwIEAEATNL5npLq2CVJJeZVe/SbL7DhNDgUIAIAmyGq1aM7oM6NAr6/dr6Olp01O1LRQgAAAaKJGJ0Sod1SIyipsenk1o0B1QQECAKCJslgs+tOYLpKkBd8f0OGicpMTNR0UIAAAmrAhnVqpf0yYTlfZ9cKqH8yO02RQgAAAaMLOjAKdmQu0cONBHTxeZnKipoECBABAEzegY0sN6dRKlTZD81cwClQbFCAAANzA2blAi1IPaW9BqclpXB8FCAAAN9AnuoVGdYuQ3ZCeXc4o0G+hAAEA4CbOrgv02bZc7c4rNjmNa6MAAQDgJhLaBmt8r0hJ0rPLMkxO49ooQAAAuJF7RnWW1SItTTui7YdOmB3HZVGAAABwI/Gtm2tS3yhJ0tNLGQW6EAoQAABu5u6RneRttejrjAJt2Hfc7DguiQIEAICbad8yQNckR0uSnl6aLsMwTE7keihAAAC4obtGxMvX26oN+45rbeYxs+O4HAoQAABuKDKkmW4c0EGS9L+MAp2DAgQAgJv647A4NfPx0raDJ7Rid77ZcVwKBQgAADcVHuSn6YNjJEnPLMuQ3c4o0FkUIAAA3Nhtl3RUkJ+3ducV68udh82O4zIoQAAAuLEWAb66ZUhHSdK8ZemyMQokiQIEAIDbm3FxjFoE+Cir4KQ+3pJjdhyXQAECAMDNBfn76PahcZKkecsyVF5pMzmR+ShAAAB4gOmDYhQZ4q+cE6f01rr9ZscxHQXoF1JSUpSQkKDk5GSzowAA4DT+Pl6aM7qzJOmFlZk6UVZhciJzUYB+YebMmUpLS9PGjRvNjgIAgFNdlRilrm2CVFxepedXZpodx1QUIAAAPISX1aK/jusmSXpr3X4dPF5mciLzUIAAAPAgQzuHa0inVqq0GfrnknSz45iGAgQAgIf5y6VdZbFIn23L1baDJ8yOYwoKEAAAHqZHuxBN6tNOkvTEF7s9cqNUChAAAB7oT2O7yNfbqvX7jnvkRqkUIAAAPFC7Fs10048bpT755W5V2uzmBmpkFCAAADzUHcPiFRboq6yCk1qw7oDZcRoVBQgAAA8V0sxHfxpzZnHEZ5dn6FjpaZMTNR4KEAAAHuz3ye2VEBmskvIqPb00w+w4jYYCBACAB/OyWvTIhO6SpP9uzNbOnCKTEzUOChAAAB6uf2yYrujdVoYhzf1sl0fcFk8BAgAA+utlXeXvY9XG/YX6bHue2XEaHAUIAACobYtmumNYvCTpicW7VXq6yuREDYsCBAAAJEm3XtJR7cMCdLi4XPPcfEI0BQgAAEiS/H289NjEHpKkN77bpx2H3HdCNAUIAABUG9o5XFf0biu7If31o+2qctMVoilAAACghgcv76Ygf2/tzCnWW266QjQFCAAA1NA6yF/3X9ZVkvTM0nTlnDhlciLnowABAIBzXJfcXkkdQnWywqb7F213u7WBKEAAAOAcVqtF/7y6l/y8rfrmh6N6Z3222ZGcigIEAADOKy68uf48tosk6Ykvdiv7WJnJiZyHAgQAAC5oxuBY9Y8NU1mFTfd+sE12u3tcCqMAAQCAC7JaLXr66t4K8PXShn3H9e9v95odySkoQAAA4Fe1bxmgB8YnSJL++VW6UrMLTU7kOAoQAAD4Tdf1j9b4npGqshu6690tKiqrNDuSQyhAAADgN1ksFj05uafahwUo58Qp3fvBtiZ9azwFCAAA1Eqwv49Srk+Ur5dVy9KOaP6KTLMj1RsFCAAA1FrPqBA9emV3SdKzyzP0+fZckxPVDwUIAADUye/7t9fNF8dKkv703jZtPXjC3ED1QAECAAB19rdx3TS8S7hOV9l10+sblHGkxOxIdUIBAgAAdeZltWj+dX3VOypEhWWVuv7/rdfeglKzY9UaBQgAANRLkL+P3pzRX90ig3W09LSueeV77ThUZHasWqEAAQCAemsR4Ku3b/55CVqnZWlHzI71myhAAADAIS2b++m92y7SkE6tdKrSpj+8tUkPf7JTJ09XmR3tgihAAADAYUH+PnpterJuGhwjSXpz3QENe3q1Xl+7T4UnK6pfZxiGth86oU+25piU9AyL0ZSXcWxAxcXFCgkJUVFRkYKDg82OAwBAk7E6PV8PfbJL2cfLJEneVos6RQQp2N9bhwpPKefEKQX6emnTA6PVzNfLqZ9d29/f3k79VAAA4PGGdWmt5XNaaeHGbP1340Htyi3W7rzi6uf9vK0a1rW1issrnV6AaosRoAtgBAgAAOc4VFim9MMlOllhU+sgP/VoF6Lmfg0zBsMIEAAAcAlRoQGKCg0wO0YNTIIGAAAehwIEAAA8DgUIAAB4HAoQAADwOBQgAADgcShAAADA41CAAACAx6EAAQAAj0MBAgAAHocCBAAAPA4FCAAAeBwKEAAA8DgUIAAA4HHYDf4CDMOQJBUXF5ucBAAA1NbZ39tnf49fCAXoAkpKSiRJ0dHRJicBAAB1VVJSopCQkAs+bzF+qyJ5KLvdrtzcXAUFBclisUiSkpOTtXHjxl/9vt96TXFxsaKjo3Xw4EEFBwc7NbOrqc3Pq6lncOb7O/Jedf3eury+tq/l3D/DFc77xsjhrPd39H04912Hq5z7/fr108qVK9W2bVtZrRee6cMI0AVYrVZFRUXVOObl5fWbJ29tXiNJwcHBbv0fglT7n0VTzuDM93fkver6vXV5fW1fy7l/hiuc942Rw1nv7+j7cO67Dlc59729vc/5/X0+TIKug5kzZzrlNZ7CFX4WDZ3Bme/vyHvV9Xvr8vravtYV/n27Alf5OTSVc9/R9+Hcdx2u8nOobQ4ugTWy4uJihYSEqKioyCWaMtBYOPfhqTj3XRMjQI3Mz89PDz/8sPz8/MyOAjQqzn14Ks5918QIEAAA8DiMAAEAAI9DAQIAAB6HAgQAADwOBQgAAHgcChAAAPA4FCAX8vnnn6tLly7q1KmT/v3vf5sdB2g0kyZNUmhoqK6++mqzowCN5uDBgxo2bJgSEhLUq1cvvf/++2ZH8ijcBu8iqqqqlJCQoFWrVik4OFiJiYlav369wsLCzI4GNLhVq1aptLRUb775pj744AOz4wCNIi8vT0eOHFGfPn2Un5+vxMREpaenKzAw0OxoHoERIBexYcMGde/eXe3atVNQUJDGjRunJUuWmB0LaBTDhw9XUFCQ2TGARhUZGak+ffpIklq3bq2wsDAdP37c3FAehALkJF9//bWuuOIKtW3bVhaLRR9//PE5r3nxxRcVGxsrf39/JSUl6Ztvvql+Ljc3V+3atat+HBUVpZycnMaIDjjE0XMfaKqcee5v2rRJdrtd0dHRDZwaZ1GAnOTkyZPq3bu3XnjhhfM+v3DhQs2ePVt///vftWXLFg0ZMkSXXXaZsrOzJUnnuxJpsVgaNDPgDI6e+0BT5axz/9ixY5o6dapeffXVxoiNsww4nSTjo48+qnGsf//+xu23317jWNeuXY3777/fMAzDWLt2rTFx4sTq52bNmmW88847DZ4VcKb6nPtnrVq1ypg8eXJDRwQaRH3P/fLycmPIkCHGW2+91Rgx8TOMADWCiooKbd68WWPGjKlxfMyYMfruu+8kSf3799fOnTuVk5OjkpISffHFFxo7dqwZcQGnqc25D7ij2pz7hmFo+vTpGjFihKZMmWJGTI/mbXYAT3D06FHZbDZFRETUOB4REaHDhw9Lkry9vfXMM89o+PDhstvtuu+++9SyZUsz4gJOU5tzX5LGjh2r1NRUnTx5UlFRUfroo4+UnJzc2HEBp6nNub927VotXLhQvXr1qp4/tGDBAvXs2bOx43okClAj+uWcHsMwahybMGGCJkyY0NixgAb3W+c+dzzCXf3auX/xxRfLbrebEQtiEnSjaNWqlby8vGr8H68k5efnn/N/B4A74dyHp+Lcd30UoEbg6+urpKQkLVu2rMbxZcuWadCgQSalAhoe5z48Fee+6+MSmJOUlpYqMzOz+vG+ffu0detWhYWFqX379pozZ46mTJmifv36aeDAgXr11VeVnZ2t22+/3cTUgOM49+GpOPebOHNvQnMfq1atMiSd8zVt2rTq16SkpBgdOnQwfH19jcTERGPNmjXmBQachHMfnopzv2ljLzAAAOBxmAMEAAA8DgUIAAB4HAoQAADwOBQgAADgcShAAADA41CAAACAx6EAAQAAj0MBAgAAHocCBMClxcTE6LnnnjM7RoN544031KJFC7NjAB6HAgRAkjR9+nRNnDix+vGwYcM0e/bsRvv8CxWBjRs36tZbb220HAA8AwUIQIOqqKhw6PvDw8MVEBDgpDSeo7Ky0uwIgEujAAE4x/Tp07VmzRr961//ksVikcVi0f79+yVJaWlpGjdunJo3b66IiAhNmTJFR48erf7eYcOG6c4779ScOXPUqlUrjR49WpI0b9489ezZU4GBgYqOjtYdd9yh0tJSSdLq1at10003qaioqPrzHnnkEUnnXgLLzs7WlVdeqebNmys4OFjXXHONjhw5Uv38I488oj59+mjBggWKiYlRSEiIfv/736ukpOSCf96zo09LlixRt27d1Lx5c1166aXKy8ur8ef65YjYxIkTNX369OrHMTExevzxxzV16lQ1b95cHTp00CeffKKCgoLqzD179tSmTZvOyfDxxx+rc+fO8vf31+jRo3Xw4MEaz3/22WdKSkqSv7+/OnbsqLlz56qqqqr6eYvFopdffllXXnmlAgMD9fjjj1/wzwuAAgTgPP71r39p4MCB+sMf/qC8vDzl5eUpOjpaeXl5Gjp0qPr06aNNmzbpq6++0pEjR3TNNdfU+P4333xT3t7eWrt2rV555RVJktVq1fz587Vz5069+eabWrlype677z5J0qBBg/Tcc88pODi4+vPuvffec3IZhqGJEyfq+PHjWrNmjZYtW6asrCxde+21NV6XlZWljz/+WJ9//rk+//xzrVmzRv/4xz9+9c9cVlamp59+WgsWLNDXX3+t7Ozs82b4Lc8++6wGDx6sLVu2aPz48ZoyZYqmTp2qG2+8UampqYqPj9fUqVP1832oy8rK9D//8z968803tXbtWhUXF+v3v/999fNLlizRjTfeqFmzZiktLU2vvPKK3njjDf3P//xPjc9++OGHdeWVV2rHjh2aMWNGnbMDHsXczegBuIpp06YZV155ZfXjoUOHGnfffXeN1zz44IPGmDFjahw7ePCgIclIT0+v/r4+ffr85ue99957RsuWLasfv/7660ZISMg5r+vQoYPx7LPPGoZhGEuXLjW8vLyM7Ozs6ud37dplSDI2bNhgGIZhPPzww0ZAQIBRXFxc/Zo///nPxoABAy6Y5fXXXzckGZmZmdXHUlJSjIiIiOrH5/t5XHnllca0adNqZL3xxhurH+fl5RmSjAcffLD62Lp16wxJRl5eXo3P/v7776tfs3v3bkOSsX79esMwDGPIkCHGE088UeOzFyxYYERGRlY/lmTMnj37gn9GADV5m1e9ADQ1mzdv1qpVq9S8efNznsvKylLnzp0lSf369Tvn+VWrVumJJ55QWlqaiouLVVVVpfLycp08eVKBgYG1+vzdu3crOjpa0dHR1ccSEhLUokUL7d69W8nJyZLOXIoKCgqqfk1kZKTy8/N/9b0DAgIUFxdXp+85n169elX/c0REhCSpZ8+e5xzLz89XmzZtJEne3t41fmZdu3at/jP1799fmzdv1saNG2uM+NhsNpWXl6usrKx6jtT5fu4Azo8CBKDW7Ha7rrjiCj311FPnPBcZGVn9z78sNAcOHNC4ceN0++2367HHHlNYWJi+/fZb3XzzzXWarGsYhiwWy28e9/HxqfG8xWKR3W7/1fc+3/cYP7tMZbVaazyWzj/R+OfvczbT+Y79Ms/5/lw/f+3cuXN11VVXnfMaf3//6n+ubZEEQAECcAG+vr6y2Ww1jiUmJmrRokWKiYmRt3ft//rYtGmTqqqq9Mwzz8hqPTP18L333vvNz/ulhIQEZWdn6+DBg9WjQGlpaSoqKlK3bt1qnac+wsPDa0yKttls2rlzp4YPH+7we1dVVWnTpk3q37+/JCk9PV0nTpxQ165dJZ35uaenpys+Pt7hzwJwBpOgAZxXTEyM1q9fr/379+vo0aOy2+2aOXOmjh8/ruuuu04bNmzQ3r17tXTpUs2YMeNXy0tcXJyqqqr0/PPPa+/evVqwYIFefvnlcz6vtLRUK1as0NGjR1VWVnbO+4waNUq9evXSDTfcoNTUVG3YsEFTp07V0KFDG/zyz4gRI7R48WItXrxYe/bs0R133KETJ0445b19fHx01113af369UpNTdVNN92kiy66qLoQPfTQQ3rrrbf0yCOPaNeuXdq9e7cWLlyoBx544ILvuWHDBnXt2lU5OTlOyQi4GwoQgPO699575eXlpYSEBIWHhys7O1tt27bV2rVrZbPZNHbsWPXo0UN33323QkJCqkd2zqdPnz6aN2+ennrqKfXo0UPvvPOOnnzyyRqvGTRokG6//XZde+21Cg8P1z//+c9z3sdisejjjz9WaGioLrnkEo0aNUodO3bUwoULnf7n/6UZM2Zo2rRp1YUrNjbWKaM/0pn5R3/5y190/fXXa+DAgWrWrJn++9//Vj8/duxYff7551q2bJmSk5N10UUXad68eerQocMF37OsrEzp6emsBwRcgMX45UVtAAAAN8cIEAAA8DgUIAAA4HEoQAAAwONQgAAAgMehAAEAAI9DAQIAAB6HAgQAADwOBQgAAHgcChAAAPA4FCAAAOBxKEAAAMDjUIAAAIDH+f+e5jdwSvBrnAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimizer = FISTA(model, data_slice, weights=weigth_slice, nonneg=False, maxiter=230) # (I picked the number of iterations\n", " # to just see the start of instability)\n", "x, convergence_curve = optimizer.optimize()\n", "\n", "fig = plt.figure()\n", "plt.loglog(convergence_curve)\n", "plt.xlabel('Iteration number.')\n", "plt.ylabel('Cost function value')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c6772f19-b7ce-41c4-93f9-d56d64446808", "metadata": { "tags": [] }, "source": [ "### 5. Basic plots of the reconstruction\n", "\n", "We have different notebooks demonstrating ways to visualize the reconstructions. Here we just plot the density and some (inverse)-pole figures. " ] }, { "cell_type": "code", "execution_count": 11, "id": "42c5bce1-213b-474a-9311-60c1e9a71485", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize = (9,6))\n", "\n", "coeffs = x;\n", "example_voxel = (18, 0, 24)\n", "ipf_direction = (45*np.pi/180, 160*np.pi/180) # This is the direction in which the inverse pole-figure will be computed\n", "ipf_xyz = [np.cos(ipf_direction[1])*np.sin(ipf_direction[0]),\n", " np.sin(ipf_direction[1])*np.sin(ipf_direction[0]),\n", " np.cos(ipf_direction[0]),]\n", "pcolor_opts = {'edgecolors':'face', 'vmin':0}\n", "imshow_opts = {'extent':(0,3,0,3), 'vmin':0.0}#{'vmax':0.0005, 'extent':(0,3,0,3)}\n", "\n", "gs = gridspec.GridSpec(3, 5, figure=fig, width_ratios=[0.7, 0.06, 0.4, 0.6, 0.06], height_ratios=[1, 0.2, 1,])\n", "############# DENSITY SLICE #####################################\n", "ax = fig.add_subplot(gs[0,0])\n", "img = plt.imshow(coeffs[:,example_voxel[1],:,0], **imshow_opts)\n", "ax.set_xlim(0.5,1.5); ax.set_ylim(1.5,2.5)\n", "plt.plot(example_voxel[2]*0.05+0.025, 3-example_voxel[0]*0.05+0.025, 'rx')\n", "ax.set_xlabel('z (mm)'); ax.set_ylabel('x (mm)')\n", "plt.title('Crystal density')\n", "cax = fig.add_subplot(gs[0,1])\n", "fig.colorbar(img, cax = cax, label = 'Mean ODF weight')\n", "\n", "# ############## SINGLE PIXEL POLEFIGURE ########################\n", "ax = fig.add_subplot(gs[2,0], polar=True)\n", "voxel_coeffs_symmetrized = coeffs[example_voxel[0], example_voxel[1], example_voxel[2],:]\n", "polefigure, theta_grid, phi_grid = odf.make_polefigure_map(voxel_coeffs_symmetrized, [1, 1, 0])\n", "img = ax.pcolormesh(phi_grid, np.tan(theta_grid/2), polefigure, **pcolor_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", "plt.title('Pole figure')\n", "plt.plot(ipf_direction[1], np.tan(ipf_direction[0]/2), 'wx')\n", "cax = fig.add_subplot(gs[2,1])\n", "fig.colorbar(img, cax = cax, label = 'Directional intensity')\n", "\n", "# ############## SINGLE PIXEL INVERSE POLEFIGURE ########################\n", "ax = fig.add_subplot(gs[2,3], polar=True)\n", "inverse_polefigure, theta_grid, phi_grid = odf.make_inverse_polefigure_map(voxel_coeffs_symmetrized, ipf_xyz)\n", "\n", "# Crop inverse pole figure to asymmetric zone\n", "inverse_polefigure[phi_grid>45*np.pi/180] = np.nan # Line from [001] to [111]\n", "inverse_polefigure[phi_grid<0] = np.nan # Line from [001] to [101]\n", "grid_x = np.cos(phi_grid)*np.sin(theta_grid)\n", "grid_z = np.cos(theta_grid)\n", "inverse_polefigure[grid_x > grid_z] = np.nan\n", "\n", "img = ax.pcolormesh(phi_grid, np.tan(theta_grid/2), inverse_polefigure, **pcolor_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", "plt.title('inverse pole figure')\n", "plt.xlim(0, 46*np.pi/180); plt.ylim(0, np.tan(59*np.pi/180/2))\n", "plt.axis('off')\n", "plot_tools.polefigure.plot_cubic_asym_outline(ax)\n", "cax = fig.add_subplot(gs[2,4])\n", "fig.colorbar(img, cax = cax, label = 'IPF weigth')\n", "\n", "# #################### POWER SPECTRAL DENSITY ######################\n", "ax = fig.add_subplot(gs[0,3:])\n", "power_spectrum = np.zeros(ell_max//2 + 1)\n", "mask = coeffs[...,0] > 1\n", "for modenumber in range(odf.n_modes):\n", " ell = odf.mode_coefficients[modenumber].ell\n", " power_spectrum[ell//2] += np.mean(coeffs[mask,modenumber]**2)\n", "\n", "plt.bar(np.arange(0, ell+1, 2), power_spectrum)\n", "plt.xticks(np.arange(0, ell_max+1, 4))\n", "plt.xlabel(r'$\\ell$'); plt.ylabel('Spectral power')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "54f25fa7-9723-4124-9cdb-f4634d068dd6", "metadata": {}, "source": [ "For closer comparison with the RBF reconstructions, we calculate Euler angle sections of a single voxel." ] }, { "cell_type": "code", "execution_count": 12, "id": "e4f6ac3f-75a4-42a1-8981-2025a497e943", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_3116744/3932168186.py:7: UserWarning: Gimbal lock detected. Setting third angle to zero since it is not possible to uniquely determine all angles.\n", " ODF_map, (Psi_map, Theta_map, Phi_map) = GSH_mapper(GSH_coeffs, odf.ell_max,\n", "100%|██████████| 21/21 [00:04<00:00, 4.48it/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", "GSH_coeffs = odf.make_GSH_coeffs(voxel_coeffs_symmetrized)\n", "Psi = np.linspace(0, np.pi/2, 9, endpoint=False)\n", "Theta = np.linspace(0, np.pi/2, 51, endpoint=False)\n", "Phi = np.linspace(0, np.pi/2, 51, endpoint=False)\n", "\n", "ODF_map, (Psi_map, Theta_map, Phi_map) = GSH_mapper(GSH_coeffs, odf.ell_max,\n", " euler_angles_tuple = (Psi, Theta, Phi))\n", "ODF_map = ODF_map / GSH_coeffs[0][0,0]\n", "\n", "plt.figure(figsize = (7, 9))\n", "for ii in range(9):\n", " plt.subplot(3,3,ii+1)\n", " plt.contourf(ODF_map[ii,:,:], extent = (0, 90, 0, 90),\n", " levels=np.linspace(0, 10, 21), cmap='jet')\n", " plt.title(f'Psi = {Psi_map[0, 0, ii]*180/np.pi:.0f}°')\n", " ticks = [0, 45, 90]; labels = ['0°', '45°', '90°']\n", " plt.xticks(ticks, labels=labels)\n", " plt.yticks(ticks, labels=labels)\n", " plt.savefig('../img/euler_sections_GSH.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "4a49d2cc-6fe5-4b0d-895e-ba093a0be4a4", "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" } }, "nbformat": 4, "nbformat_minor": 5 }