{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# EdgeFactory : testing computation of edge co-occurences\n", "\n", "This notebook regroups different visual tests to check for the computation of edge co-occurences.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:18.236064Z", "start_time": "2018-07-18T09:34:18.198042Z" } }, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:19.548443Z", "start_time": "2018-07-18T09:34:18.242823Z" } }, "outputs": [], "source": [ "import matplotlib\n", "#matplotlib.rcParams.update({'font.size': 18, 'font.family': 'STIXGeneral', 'mathtext.fontset': 'stix'})\n", "matplotlib.rcParams.update({'text.usetex': False})\n", "%matplotlib inline\n", "%config InlineBackend.figure_format='retina'\n", "import matplotlib.pyplot as plt\n", "\n", "import numpy as np\n", "np.set_printoptions(precision=4)#, suppress=True)\n", "# http://ipython.org/ipython-doc/stable/config/extensions/autoreload.html\n", "#%load_ext autoreload\n", "#%autoreload 2\n", "\n", "# where should we store the figures generated by this notebook\n", "figpath = ''" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:19.594499Z", "start_time": "2018-07-18T09:34:19.552133Z" } }, "outputs": [], "source": [ "%cd -q ../probe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## defining framework" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:21.364928Z", "start_time": "2018-07-18T09:34:19.598740Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Range of spatial frequencies: [0.4545 0.2935 0.1895 0.1224 0.079 0.051 0.0329 0.0213 0.0137 0.0089\n", " 0.0057]\n" ] } ], "source": [ "from SparseEdges import SparseEdges\n", "mp = SparseEdges('https://raw.githubusercontent.com/bicv/SparseEdges/master/default_param.py')\n", "mp.pe.N = 4\n", "mp.pe.do_mask = False\n", "mp.pe.MP_alpha = 1.\n", "mp.pe.do_whitening = False\n", "mp.init()\n", "\n", "print ('Range of spatial frequencies: ', mp.sf_0)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:21.409223Z", "start_time": "2018-07-18T09:34:21.368443Z" }, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function cooccurence in module SparseEdges.SparseEdges:\n", "\n", "cooccurence(self, edges_ref, edges_comp=None, symmetry=True)\n", "\n" ] } ], "source": [ "help(SparseEdges.cooccurence)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:21.449906Z", "start_time": "2018-07-18T09:34:21.414535Z" }, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function cooccurence_hist in module SparseEdges.SparseEdges:\n", "\n", "cooccurence_hist(self, edges_ref, edges_comp=None, symmetry=True, mode='full')\n", "\n" ] } ], "source": [ "help(SparseEdges.cooccurence_hist)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:21.502784Z", "start_time": "2018-07-18T09:34:21.453505Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Range of angles: [-82.5 -75. -67.5 -60. -52.5 -45. -37.5 -30. -22.5 -15. -7.5 0.\n", " 7.5 15. 22.5 30. 37.5 45. 52.5 60. 67.5 75. 82.5 90. ]\n" ] } ], "source": [ "print ('Range of angles: ', mp.theta*180./np.pi)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "NOTE: everything below this point should go to another notebook" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Computing edge statistics " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:21.566086Z", "start_time": "2018-07-18T09:34:21.507165Z" } }, "outputs": [], "source": [ "from SparseEdges import SparseEdges" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:21.937028Z", "start_time": "2018-07-18T09:34:21.571275Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'verbose': 0, 'N_image': None, 'seed': 42, 'N_X': 256, 'N_Y': 256, 'noise': 0.33, 'do_mask': True, 'mask_exponent': 3.0, 'do_whitening': True, 'white_name_database': 'kodakdb', 'white_n_learning': 0, 'white_N': 0.07, 'white_N_0': 0.0, 'white_f_0': 0.4, 'white_alpha': 1.4, 'white_steepness': 4.0, 'white_recompute': False, 'base_levels': 1.618, 'n_theta': 24, 'B_sf': 0.4, 'B_theta': 0.17453277777777776, 'N': 2048, 'MP_alpha': 0.7, 'd_width': 45.0, 'd_min': 0.5, 'd_max': 2.0, 'N_r': 6, 'N_Dtheta': 24, 'N_phi': 12, 'N_scale': 5, 'loglevel_max': 7.0, 'edge_mask': False, 'do_rank': False, 'scale_invariant': True, 'multiscale': False, 'kappa_phase': 0.0, 'weight_by_distance': True, 'svm_n_jobs': 1, 'svm_test_size': 0.2, 'N_svm_grid': 32, 'N_svm_cv': 50, 'C_range_begin': -5, 'C_range_end': 10.0, 'gamma_range_begin': -14, 'gamma_range_end': 3, 'svm_KL_m': 0.34, 'svm_tol': 0.001, 'svm_max_iter': -1, 'svm_log': False, 'svm_norm': False, 'figpath': 'results', 'do_edgedir': False, 'do_indepcheck': False, 'edgefigpath': 'results/edges', 'matpath': 'cache_dir', 'edgematpath': 'cache_dir/edges', 'datapath': 'database', 'figsize': 14.0, 'figsize_hist': 8, 'figsize_cohist': 8, 'formats': ['png', 'pdf', 'jpg'], 'dpi': 450, 'use_cache': True, 'scale': 0.8, 'scale_circle': 0.08, 'scale_chevrons': 2.5, 'line_width': 1.0, 'line_width_chevrons': 0.75, 'edge_scale_chevrons': 180.0, 'figsize_edges': 12}\n" ] } ], "source": [ "mp = SparseEdges('https://raw.githubusercontent.com/bicv/SparseEdges/master/default_param.py')\n", "mp.pe.figsize_edges = 12\n", "print (mp.pe)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:21.982580Z", "start_time": "2018-07-18T09:34:21.939965Z" } }, "outputs": [], "source": [ "mp.pe.n_levels = np.log2(mp.pe.N_X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Basics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### setting up coordinates conventions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "cardinal points in X, Y (clockwise): E (=right=3 o'clock=horizontal), ESE, S, WSW, W, WNW, N, ENE " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:22.030556Z", "start_time": "2018-07-18T09:34:21.986086Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-4.7708e-15 -3.0000e+01 9.0000e+01 3.0000e+01 -4.7708e-15 -3.0000e+01\n", " 9.0000e+01]\n" ] } ], "source": [ "X = np.array([0, 1./4, 1./2, 1./4, 0, -1./4, -1./2])#, -1./4])\\n\",\n", "Y = np.array([1./2, np.sqrt(3)/4, 0, -np.sqrt(3)/4, -1./2, -np.sqrt(3)/4, 0.])#, np.sqrt(3)/\n", "Theta = np.arctan2(-X, Y)\n", "Theta = ((Theta + np.pi/2 - np.pi/mp.pe.N_phi/2 ) % (np.pi)) - np.pi/2 + np.pi/mp.pe.N_phi/2\n", "print (Theta* 180./np.pi)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The X, Y image axis are defined in the matrix style (origin on the upper left; X going vertically down, Y going right horizontally) - the angle is defined as the angle wrt to the horizontal axis :" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:28.132755Z", "start_time": "2018-07-18T09:34:22.034466Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 1025, "width": 1025 } }, "output_type": "display_data" } ], "source": [ "fig, a = mp.show_edges(np.vstack(((X/2. + .5)*mp.pe.N_X, (Y/2. + .5)*mp.pe.N_X, Theta, .01*np.ones(X.shape), np.ones(X.shape), np.zeros(X.shape) )))\n", "t = [a.text(Y_, X_, np.str((X_, Y_, angle*180/np.pi))) for (X_, Y_, angle) in zip((X/2. + .5)*mp.pe.N_X, (Y/2. + .5)*mp.pe.N_X, Theta)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Testing some angle calculations" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:33.101185Z", "start_time": "2018-07-18T09:34:28.137990Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "coord = [ 64. 64. 192.] [ 64. 192. 64.]\n", "angle (CCW wrt horizontal) = [ 0. 45. 90.]\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 1025, "width": 1025 } }, "output_type": "display_data" } ], "source": [ "# test points\n", "X = np.array([0.25, 0.25, 0.75])\n", "Y = np.array([0.25, 0.75, 0.25])\n", "X, Y = X*mp.pe.N_X, Y*mp.pe.N_X\n", "print ('coord = ', X, Y)\n", "# by definition, theta = 0 is the horizontal\n", "Theta = np.array([0., np.pi/4, np.pi/2])\n", "print ('angle (CCW wrt horizontal) =', Theta * 180./np.pi)\n", "Sf_0, Weights, Phases = .01*np.ones(X.shape), np.ones(X.shape), np.ones(X.shape)\n", "fig, a = mp.show_edges(np.vstack((X, Y, Theta, Sf_0, Weights, Phases)))\n", "#t = [a.text(Y_, X_, np.str((X_, Y_, '%0.3f ' % (angle*180/np.pi), i))) for (X_, Y_, angle, i) in zip((X/2. + .5)*N_X, (Y/2. + .5)*N_Y, Theta, range(3))]\n", "t = [a.text(Y_, X_, np.str(i)) for (X_, Y_, i) in zip(X, Y, range(3))]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Relative distance" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:33.164698Z", "start_time": "2018-07-18T09:34:33.107276Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dx_ij = \n", " [[ 0. 0. -128.]\n", " [ 0. 0. -128.]\n", " [ 128. 128. 0.]] \n", " dy_ij = \n", " [[ 0. -128. 0.]\n", " [ 128. 0. 128.]\n", " [ 0. -128. 0.]]\n" ] } ], "source": [ "dx = X[:, np.newaxis] - X[np.newaxis, :]\n", "dy = Y[:, np.newaxis] - Y[np.newaxis, :]\n", "print ('dx_ij = \\n', dx, '\\n dy_ij = \\n', dy)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:35.183548Z", "start_time": "2018-07-18T09:34:33.169539Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0. 0. 0.] [ 0. 128. 128.]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 243, "width": 249 } }, "output_type": "display_data" } ], "source": [ "d = np.sqrt(dx**2 + dy**2) #/ pe.N_X * pe.d_width # distance in visual angle\n", "print( np.diag(d), d[0, :])\n", "plt.matshow(d); plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:37.121857Z", "start_time": "2018-07-18T09:34:35.230535Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "angle to self = [0. 0. 0.] \n", "angle from 2 to ...= [90. 45. 0.]\n", "[[ 0. -45. -90.]\n", " [ 45. 0. -45.]\n", " [ 90. 45. 0.]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 245, "width": 251 } }, "output_type": "display_data" } ], "source": [ "theta = Theta[:, np.newaxis] - Theta[np.newaxis, :]\n", "print ('angle to self = ', np.diag(theta), '\\nangle from 2 to ...= ', theta[2, :]*180/np.pi)\n", "plt.matshow(theta*180/np.pi); plt.colorbar(ticks=np.linspace(-90, 90, 5))\n", "print (theta*180/np.pi)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:38.866622Z", "start_time": "2018-07-18T09:34:37.125766Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0 -45.0 90.0\n", "[[ 3.9757e-15 -4.5000e+01 9.0000e+01]\n", " [ 4.5000e+01 3.9757e-15 -4.5000e+01]\n", " [ 9.0000e+01 4.5000e+01 3.9757e-15]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 245, "width": 251 } }, "output_type": "display_data" } ], "source": [ "theta = ((theta + np.pi/2 - np.pi/mp.pe.N_Dtheta/2) % (np.pi) ) - np.pi/2 + np.pi/mp.pe.N_Dtheta/2\n", "plt.matshow(theta*180/np.pi); plt.colorbar(ticks=np.linspace(-90, 90, 5))\n", "print (np.diag(theta).std(), theta.min()*180/np.pi, theta.max()*180/np.pi)\n", "print (theta*180/np.pi)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:40.827769Z", "start_time": "2018-07-18T09:34:38.872468Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 248, "width": 252 } }, "output_type": "display_data" } ], "source": [ "# still anti-symmetric (theta == - theta.T)\n", "plt.matshow(np.sin(theta + theta.T)); plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "phi is the azimuth of the other edge wrt a reference, the matrix gives phi_ij = phi of j wrt i" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:42.659538Z", "start_time": "2018-07-18T09:34:40.832825Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ -90. -180. 90.]\n", " [ 0. -90. 45.]\n", " [ -90. -135. -90.]] [ 0. 45. 90.]\n", "[[ nan 135. 0.]\n", " [ 0. nan -45.]\n", " [ -90. -180. nan]]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 241, "width": 251 } }, "output_type": "display_data" } ], "source": [ "print ((np.arctan2(dy, dx) - np.pi/2)*180/np.pi, Theta*180/np.pi)\n", "#np.seterr(all='ignore')\n", "phi = (np.arctan2(dy, dx) - np.pi/2 - Theta[np.newaxis, :] + np.pi ) % (2*np.pi) - np.pi\n", "phi += np.diag(np.nan*np.ones(3))\n", "#print np.isnan(phi)\n", "#phi[np.isnan(phi)] = 0.\n", "print( phi*180/np.pi)# np.diag(phi, 1)*180/np.pi, phi[0, :]*180/np.pi\n", "plt.matshow(phi*180/np.pi); plt.colorbar(ticks=np.linspace(-90, 90, 5))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:46.334138Z", "start_time": "2018-07-18T09:34:42.664110Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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+oebAokCS1LouPhBpLsvtq2o1Q7FEVV0CXDLHe6yntyLhzPF62SyLAklSq4rmlyQ2MNFwq9S90kySJLXCpECS1LqmlyRqPCYFkiQJMCmQJLWsqvklibXItk1eKCYFkiQJMCmQJHXAYnsg0pbKokCS1DqLgm5w+ECSJAEmBZKklrl5UXeYFEiSJMCkQJLUAW5e1A0WBZKkVtUUHp1cFhljcfhAkiQBJgWSpLbVFJYkOtNwLCYFkiQJMCmQJHWAmxd1g0mBJEkCTAokSS1z86LusCiQJLXORx13g8MHkiQJMCmQJLUuU9jR0ORhHCYFkiQJMCmQJLXMiYbdYVIgSZIAkwJJUttqCqsPjArGYlEgSWqdOxp2g8MHkiQJMCmQJLWsaH74wNGD8ZgUSJIkwKRAktS6TGFOgXMUxmFSIEmSAJMCSVIHlJMAOsGiQJLUqoLGn31gjTEehw8kSRJgUiBJaps7GnaGSYEkSQJMCiRJHeA2x91gUiBJkgCTAklSB7gksRssCiRJrfLZB93h8IEkSQJMCiRJrUvzSxJ99sFYTAokSRohyfOTXJjkB0keSPLZJC+Yw3kvS/J/ktyS5JEkdyb5VJLdR7RdnaRGvF4/nU+1aZ1OCm67+R4O3u+0truhKfj88uva7oKm6G++9Yq2u6CGfX/DPdO7eE1hSeKEkwqSPBO4GlgHHN+/4pnANUleUlUPb+L0Y4C9gT8HVgK7AH8MfD3JS6vqrqH2VwCnDR27dbJPMJ5OFwWSJLXkBGAP4MVVdTtAkm8CtwFvA87ZxLlnV9V9gweSXAes6l/3PUPtv1dVy5rq+CQcPpAkta6q2VcDDgOWzRQEvT7WKuA64PBNf5anFgT9Y98B7qOXGnSWRYEkqVUzSxIbfU3erb2BG0ccXwksne/FkuwF7AzcPOLt1/XnHqxLsqyt+QTg8IEkafFakmT5qDeqar/NnLsTsHbE8TXAjvPpRJKnAX9FLyn466G3LwG+Rm9o4TnAicDnkrypqs6fz32aYFEgSWpd80sSO+XDwC8Av1JVTyk0quodg98n+RywDHgfYFEgSVJDbplDIjCbtYxOBGZLEEZKchbwm8DxVfX5zbWvqvVJLgDOTvK8qpriso+NWRRIklrXwW2JV9KbVzBsKXDTXC6Q5FTgXcA7quq8Mfqw4P9ZnGgoSdLGLgb2T7LHzIEkuwGv6L+3SUl+h96+BqdW1YfnetP+/IOjgTur6rvz7PPETAokSa3r4JyCj9Gb9HdRknfT+6v9DOAu4NyZRkl2Be4ATq+q0/vHjgE+BFwOXJ1k/4HrPlBVN/XbvZHe8sbL+td9DvDbwL7AG6f66WZhUSBJalfRfFA+4fWq6uEkBwEfBM6j9zCFq4CTquqhgaYBtuWpyfsh/eOH9F+DrgUO7P97Fb1liu+nN1fhYeDrwCFVdcVkn2A8FgWSJI1QVXcCR2ymzWqGnr5UVW8G3jyH6y8DDhq7g1NgUSBJaplPSewKJxpKkiTApECS1LLeNsfNX1PzZ1IgSZIAkwJJUgd0cEniVsmiQJLUPouCTnD4QJIkASYFkqS2VfMTDZ1pOB6TAkmSBJgUSJK6wL/sO8GkQJIkASYFkqQOcEliN1gUSJLa5/BBJzh8IEmSAJMCSVIHOHzQDSYFkiQJMCmQJLWtaH5OgXMUxmJSIEmSAJMCSVLr0n81fU3Nl0WBJKl9xv2d4PCBJEkCTAokSV1gUtAJJgWSJAkwKZAkdYGbF3WCRYEkqVUFVMPDB45GjMfhA0mSBJgUSJLa5o6GnWFSIEmSAJMCSVIXONGwE0wKJEkSYFIgSWpZgDQ8B8DcYTwWBZKk9jkxsBMcPpAkSYBJgSSpC5xo2AkmBZIkCTApkCS1zc2LOsOkQJIkASYFkqQu8C/7TrAokCS1z6KgExw+kCRJgEmBJKkLXJLYCSYFkiQJMCmQJHVA088+0HgmTgqS/GySv0jylSSPJKkku03eNUmS2pPk+UkuTPKDJA8k+WySF8zx3GckeX+Se5I82v8d+Ysj2m2T5JQkq5M8luSGJEc0/2nmponhgz2Bo4C1wJcauJ4kaWtSU3pNIMkzgauBJcDxwJuAFwHXJPmxOVzir4ETgPcAhwL3AFckeelQuzOA04APA68FlgEXJPnlyT7BeJoYPvhiVT0HIMlbgYMbuKYkSW06AdgDeHFV3Q6Q5JvAbcDbgHNmOzHJfwH+B/DrVfW3/WPXAiuB04HD+sd2Bk4GzqqqD/RPvybJnsBZwGVT+FybNHFSUFUbmuiIJEkdchiwbKYgAKiqVcB1wOFzOPcJ4B8Gzn0S+HvgNUm27x9+DbAdcP7Q+ecD+yTZfaJPMIbWJxomWT7LW0sWtCOSpNZMaaLhktl+x1TVfps5d2/gohHHVwJvmMO5q6rqkRHnbkdv2H1lv9064PYR7QCWAqs2c69GuSRRkqSN7URvrtywNcCOE5w78/7M1/urargkGm63YFpPCmar1vrV3b4L3B1J0oLLFDYvCsAtc0gENMCkQJKkja1ldCIwWwow13PhR0nAWuDZSYYrouF2C8aiQJLUvg4tR+ybGfMfthS4aQ7n7t5f1jh87uP8aA7BSmB74IUj2jGH+zTOokCS1L7uFQUXA/sn2WPmQH9jvlf039uUS4CnMzAhMcnTgKOBz1fVuv7hy+mtUjh26PzjgBv7qx0WVCNzCpIc2f/nzNjNa5PcB9xXVdc2cQ9JkhbQx4ATgYuSvJteqXEGcBdw7kyjJLsCdwCnV9XpAFV1fZJ/AD6U5On0VhC8HdidgQKgqu5Ncg5wSpIHgRX0CoeD6O9lsNCammh4wdD3H+1/vRY4sKF7SJIWqa49+6CqHk5yEPBB4Dx6MxevAk6qqocGmgbYlo2T97cAfwqcCTwbuAE4pKpWDLU7FXgIeCfwXOBW4KiqurTZTzQ3jRQFVT7zUpK0uFTVncAmn0NQVavpL3UYOv4o8Hv916bOX0+vcDhz7I42qPUliZKkrVxz8wCeek3NmxMNJUkSYFIgSeoC/7LvBIsCSVLrujbRcGvl8IEkSQJMCiRJXeAitk4wKZAkSYBJgSSpC5xT0AkmBZIkCTApkCS1LNX86gNXM4zHokCS1D5/iXeCwweSJAkwKZAkdYBxfzeYFEiSJMCkQJLUBSYFnWBSIEmSAJMCSVIXmBR0gkWBJKldU9inwCJjPA4fSJIkwKJAkiT1WRRIkiTAOQWSpC5wDkAnmBRIkiTApECS1AFuc9wNFgWSpPZZFHSCwweSJAkwKZAkdYFJQSeYFEiSJMCkQJLUNrc57gyTAkmSBJgUSJK6wL/sO8GiQJLUqtD88EGavdxWw+EDSZIEmBRIkrrA4YNOMCmQJEmASYEkqQtMCjrBokCS1C73KegMhw8kSRJgUiBJ6gL/su8EkwJJkgSYFEiSusCkoBNMCiRJEmBRIEnqgFSzr9Y+R7JNklOSrE7yWJIbkhwxh/OeleQ9Sb6c5PtJ7u//+/Uj2p6WpEa8/mnS/jt8IElq3+IZPjgDOBk4FVgOHANckOTQqrpsE+e9APifwN/2r7EBeCPwuSQnVtVHRpxzALB+4Ps1k3beokCSpAYk2ZleQXBWVX2gf/iaJHsCZwGbKgpWAXtU1SMDx65I8nzgXcCoouCrVfVkA13/IYcPJEntanjoIEVbycNrgO2A84eOnw/sk2T32U6sqoeHCoIZXwd+prkubppFgSRJzdgbWAfcPnR8Zf/r0jGu+YvALbO8d1eS9Um+k+TsJDuMcf2ncPhAktS+6fxlvyTJ8pG3q9pvCvfbCbi/qoY/zZqB9+csyW8C+wPHDb11O/CHwPX0/ssdDPwusC/w6nn2+SksCiRJGiHJq4Ar59D02qo6sOF7Hwj8OfDJqvrU4HtVNTw8cWWSu4EPJXlVVX1h3PtaFEiS2jedpOCWCROBLwN7zaHdzFyAtcCzk2QoLZhJCOa0OiDJy4GLgauBt86xr58GPgS8HLAokCRtudJ2B0boT/ybbTx/lJXA9sALeeq8gpm5BDdt7gJJ9gGuAL4BHFFVT8zj/jBhedXtouDRR6nrV26+nbY4B+93Wttd0BR9fvl1bXdBDfvI9vuxYsWKFW33o+MuB54AjgXeO3D8OODGqlq1qZOTvIjecMW3gUOr6tF53PvY/td/m8c5G+l2USBJ2josgs2LqureJOcApyR5EFgBHA0cBBw22DbJVcCuVbVn//ud6RUE2wF/AixNnpKfXF9V6/ptrwc+CdxK77/cq4F3AJdX1dWTfAaLAkmSmnMq8BDwTuC59H5xH1VVlw6125an/g5eCuza//dwW4DdgdX9f98KnAg8j97WAt8GTgf+bNLOWxRIkloVmn9eQVtzFKpqPXBm/7WpdgcOff+vzLHbVXXMmN3bLDcvkiRJgEmBJKlt09iWeBHMUWiDRYEkqX3+Eu8Ehw8kSRJgUiBJ6oCmJxpqPCYFkiQJMCmQJHWBSUEnmBRIkiTApECS1AHOKegGiwJJUrvcp6AzHD6QJEmASYEkqQMcPugGkwJJkgSYFEiSusCkoBNMCiRJEmBSIEnqApOCTrAokCS1zomG3eDwgSRJAkwKJEltc/OizjApkCRJgEmBJKllAVLN/mmfRq+29TApkCRJgEmBJKkLnAPQCRYFkqTWuSSxGxw+kCRJgEmBJKkLTAo6waRAkiQBJgWSpLbVFOYUmDyMxaRAkiQBJgWSpC7wL/tOsCiQJLXOJYnd4PCBJEkCTAokSV1gUtAJJgWSJAkwKZAkdYBzCrrBpECSJAEmBZKktlX1Xk1fU/NmUSBJalVofvggzV5uq+HwgSRJAkwKJEldYNrfCSYFkiQJMCmQJHVANrTdA4FJgSRJ6rMokCS1q6b0akGSbZKckmR1kseS3JDkiDme+/EkNeL1oRFtD0jy5SSPJvluknOS7DBp/x0+kCS1bhHtaHgGcDJwKrAcOAa4IMmhVXXZHM6/Dzhs6Ng9g98keQlwJXAFcCiwO/B+YBfg6Ek6b1EgSVIDkuxMryA4q6o+0D98TZI9gbOAuRQFj1fVss20eS9wN/CGqnqif+/HgU8kObuqVoz3CRw+kCR1wcyuhk292vEaYDvg/KHj5wP7JNl90hskeTpwCPCZmYKg7zPA48Dhk1zfokCSpGbsDawDbh86vrL/dekcrrFzku8leTLJt5K8K8m2A++/EHgGcOPgSVX1GHDHHO8xK4cPJEmtm9KcgiVJlo96o6r2m8L9dgLur9ooqlgz8P6mfIPePISV9H7x/yrwPuBFwFuHrrF2xPlr5nCPTbIokCS1r4MTDZO8it6Evs25tqoOnPR+VTW8yuCyJA8BJ/XnCtw26T02x6JAkrRY3TJhIvBlYK85tHuk/3Ut8OwkGUoLZv56X8P8fRo4CXgZcBs/Sgh2HNF2J340VDGWiYuCJEcCb6TX4Z2BO4HPAv+rqh6c9PqSpEWupjB80MD1quoR4JZ5nLIS2J7euP/gvIKZcf6bJulO/+sd9OYt7D34ZpJnAHsAF0xwj0YmGp4MrAf+iN6MyL8E3g5cmcSJjJKkrcXlwBPAsUPHjwNurKpVY1zzWHoFwdcAqurx/n2OSjL4h/2R9AqSi8e4xw81MXzwuqq6b+D7a5OsAT4BHAhc3cA9JEmLWXvLCBtTVfcmOQc4JcmDwAp6mwkdxNCGREmuAnatqj373+8KnAf8Pb2UYXt6Ew3fDJxbVXcMnH4asAz4TJKPALvR27zowqoaObFyriYuCoYKghlf63/dZdLrS5K0BTkVeAh4J/Bc4FbgqKq6dKjdtjz1d/CD9OYcvAt4DrCB3tDF7wAfHTyxqr6R5GDgbOCfgR8An6SX2E9kWhMNX9n/evPmGs62XARY0lx3JEldFZqfU5BmLzdnVbUeOLP/2lS7A4e+XwO8fh73+SLw82N0cZMaLwqS7AKcDnyhqr7e9PUlSYvQlj96sCg0WhQk+XHgIuBJ4C1zOWe25SL9BGHf5nonSZI2pbGioP/IxkvoLYl4ZVXd3dS1JUmL2yJ6SuIWrZGioP+Ahgvp7VXw6qr69yauK0mSFk4TmxdtA3yK3pKLQ+fwyEdJkn6kgA0NRwUmD2NpIin4CPAG4E+Bh5PsP/De3Q4jSJK0ZWhix8HX9r83W7EGAAAIX0lEQVSeCnxl6PXW2U6SJOmHquGXxtLE5kW7NdAPSdJWzImG3eCzCSRJEuCjkyVJXbAInn2wGJgUSJIkwKRAktS2msKcAoOHsZgUSJIkwKRAktQF/mXfCRYFkqSWFWl8oqFVxjgcPpAkSYBJgSSpCza03QGBSYEkSeozKZAktSpF43MK3DZ5PCYFkiQJMCmQJHWBf9l3gkWBJKl9PvugExw+kCRJgEmBJKkDnBjYDSYFkiQJMCmQJHWBcwo6waRAkiQBJgWSpLYVpOltjg0exmJRIElqn8MHneDwgSRJAkwKJEldYFDQCSYFkiQJMCmQJLWuGn9KotHDeEwKJEkSYFIgSWpb0fzqA4OCsVgUSJLa1/Q+BRqLwweSJAkwKZAkdUDzEw01DpMCSZIEmBRIkrrApKATTAokSRJgUiBJaptLEjvDokCS1D6XJHaCwweSJDUkyTZJTkmyOsljSW5IcsQcztstSW3idcxA29NmafNPk/bfpECS1KpM4dkHaW/84AzgZOBUYDlwDHBBkkOr6rJNnHcP8PMjjp8JHABcMeK9A4D1A9+vGavHAywKJElqQJKd6RUEZ1XVB/qHr0myJ3AWMGtRUFXrgGVD13sm8HPAJVW1dsRpX62qJxvpfJ/DB5Kk9lU1+2rHa4DtgPOHjp8P7JNk93le778DPwF8ooG+zYlFgSRJzdgbWAfcPnR8Zf/r0nle73jgXuDyWd6/K8n6JN9JcnaSHeZ5/Y04fCBJatf0liQuSbJ85NtV+zV7QwB2Au6v2ujDrBl4f06S7AIcBPzvEUMEtwN/CFxP75MeDPwusC/w6jH6/UMWBZKk9nVwR8MkrwKunEPTa6vqwIZv/yZ6af7Hh9+oquHhiSuT3A18KMmrquoL497UokCStFjdMmEi8GVgrzm0e6T/dS3w7CQZSgtmEoL5rA74NeAbVfXNObb/NPAh4OWARYEkaQvWwc2LquoR4JZ5nLIS2B54IU+dVzAzl+CmuVwkycvpFSO/O497z5gocnGioSRJzbgceAI4duj4ccCNVbVqjtc5HngS+Lt53Hvmnv82j3M2YlIgSWpd05sXtaGq7k1yDnBKkgeBFcDR9CYMHjbYNslVwK5VtefQ8e3obXj0L1V176j7JLke+CRwK71k4NXAO4DLq+rqST6DRYEkSc05FXgIeCfwXHq/uI+qqkuH2m3L6N/BvwL8FJvem+BW4ETgefQS/28DpwN/NlHPZ+mQJEkLZxobDrWUPFTVenpbE5+5mXYHznL8c0A2c+4xm3p/EhYFkqT2bdjyhw8WAycaSpIkwKRAktQFi2Ci4WLQ5aJgt4d5kK+OvzGTuuzm69rugaZov/0uabsLatjNN98MsFvL3dCUdbkoeGAD63mQ+1e33ZEFsKT/dT6bZGzZHr2/7R4slK3vZwusWHFP211YCFvbz3Y34IGpXd2koBM6WxRU1XwfMbnFmnlgx5Qe0KEW+bNdvPzZajHqbFEgSdpKTO8piZoniwJJUstqCksSrQrG4ZJESZIEmBRIkrqgOviYxK2QSYEkSQJMCjrB2cuLlz/bxcufbcNcktgJFgWSpHYVzU80tMYYi8MHkiQJMCmQJLVuCo9ONioYi0mBJEkCTAokSV3gRMNOMCmQJEmASYEkqQtMCjrBokCS1K4CNjS8o6E1xlgcPpAkSYBJgSSpdS5J7AqTAkmSBJgUSJK6wImGnWBSIEmSAJMCSVLbfCBSZ1gUSJJaV9XwkkSNxeEDSZIEmBRIklpXzQ8fOH4wFpMCSZIEmBRIkrrAJYmdYFIgSZIAkwJJUtt8IFJnWBRIktrn8EEnOHwgSZIAkwJJUsuKohoePijHD8ZiUiBJkgCTAklS24rm5xQYFIzFpECSJAEmBZKkLmh8m2ONw6JAktSygsafkmiRMQ6HDyRJEmBSIElqW0E1PXxgUDAWkwJJkhqS5PeSXJLkniSV5LR5nn9Aki8neTTJd5Ock2SHEe32TvL5JA8l+X6Sv02y06T9tyiQJLWvNjT7as8JwM7AP833xCQvAa4E7gUOBd4NvAX4+FC7nwH+FdgBOBL4beBVwKVJJvq97vCBJEnN2buqNiR5GvBb8zz3vcDdwBuq6gmAJI8Dn0hydlWt6Lf7A+DpwOuq6v5+u/8ErgVeD3x23M6bFEiSWlcbqtFXa5+jxospkjwdOAT4zExB0PcZ4HHg8IFjhwH/PFMQ9O/7ReDOoXbzZlEgSWpZTWH4YIubafhC4BnAjYMHq+ox4A5gKUB/fsHuw+36Vs60G5fDB5KkVj3Mg3y1vtD4NYElSZaPer+q9mv0hpObmSS4dsR7awbe3xHIJtq9eJJOWBRIktp0ywbW8yD3b77l/O02yclJXkVv4t/mXFtVB05yr66wKJAktaaqjm27D5vwZWCvObR7pIF7zfzlv+OI93aiNzQAcD+9sZHZ2q2ZpBMWBZIkjVBVjwC3LNDt7gDWAXsPHkzyDGAP4IKZPiVZPdyubym9FQhjc6KhJEktq6rHgcuBo/rLGWccCWwPXDxw7GLgV5L85MyBJAcAuw61m7dU08+wliRpK5XkZfTmMmwD/AO9v/A/03/7sn76QJK/Bo6vqqcNnPtSYBlwGfCR/nXeD1xVVW8YaLcLcAO9IYX3AT8J/BlwD/AL4y6LBIsCSZIak+TjwPGzvL17Va0ebFdVGTr/F4Gzgf8K/AD4NPBHM8XEQLt9gHOAX6C3j8FFwO9X1fcn6r9FgSRJAucUSJKkPosCSZIEWBRIkqQ+iwJJkgRYFEiSpD6LAkmSBFgUSJKkPosCSZIEWBRIkqQ+iwJJkgRYFEiSpD6LAkmSBFgUSJKkPosCSZIEWBRIkqQ+iwJJkgTA/wfe/if+r/hveQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 245, "width": 258 } }, "output_type": "display_data" } ], "source": [ "# not symmetric\n", "plt.matshow(np.sin(phi - phi.T)); plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:50.144235Z", "start_time": "2018-07-18T09:34:46.339887Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ nan -202.5 45. ]\n", " [ -22.5 nan -22.5]\n", " [-135. -202.5 nan]]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 241, "width": 256 } }, "output_type": "display_data" } ], "source": [ "theta = Theta[:, np.newaxis] - Theta[np.newaxis, :]\n", "phi = np.arctan2(dy, dx) - np.pi/2 - Theta[np.newaxis, :]\n", "phi += np.diag(np.nan*np.ones(3))\n", "psi = phi - theta/2\n", "#psi = (Theta[:, np.newaxis]+Theta[np.newaxis, :])/2 + np.arctan2(-dx, dy)# + np.pi/2\n", "print( psi*180/np.pi)#, (psi - (psi + psi.T)/2)*180/np.pi\n", "plt.matshow(psi*180/np.pi); plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:52.112125Z", "start_time": "2018-07-18T09:34:50.147760Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 248, "width": 253 } }, "output_type": "display_data" } ], "source": [ "# symmetric\n", "plt.matshow(np.sin(psi - psi.T)); plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "if we assume that an angle occurrence may also happen wrt to its mirror symetric (flipping left and right), then $\\psi$ becomes non-oriented" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:34:56.568565Z", "start_time": "2018-07-18T09:34:52.116204Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ nan -22.5 45. ]\n", " [-22.5 nan -22.5]\n", " [ 45. -22.5 nan]]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 248, "width": 253 } }, "output_type": "display_data" } ], "source": [ "# putting everything in the right range:\n", "psi = ((psi + np.pi/2 - np.pi/mp.pe.N_phi/2 ) % (np.pi)) - np.pi/2 + np.pi/mp.pe.N_phi/2\n", "print (psi*180/np.pi)\n", "plt.matshow(psi*180/np.pi); plt.colorbar()\n", "# still symmetric\n", "plt.matshow(psi - psi.T); plt.colorbar()\n", "#print np.sin(psi - psi.T).std()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:35:00.144621Z", "start_time": "2018-07-18T09:34:56.572524Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 245, "width": 263 } }, "output_type": "display_data" } ], "source": [ "level = np.log2(Sf_0[:, np.newaxis]) - np.log2(Sf_0[np.newaxis, :])\n", "plt.matshow(level); plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:35:03.646642Z", "start_time": "2018-07-18T09:35:00.151339Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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skiQTWYG5O/f1U+qM+yRwOPAE4DJ+mQmYtlR/1xna2yZ3cJAkNTW3fLDPo6flg4u1DtgZ2Hfi/NxY/qxL6+c+xtzcgl9Zqt+t0HvIdrQ3lYGAJEn9+hywCThq4vxLgCu7SX7bchTwM+Bb8It5eN+cp71NwD8upbMODUiSGssyzBHop70kL+h+nBtiOCTJrcCtVXVJV+Ze4MyqegVAVf04yanAcUnuAL4GvIjRCrvDxtr+XUb77ZzPaBn+vweO7sq8uVuVN+cvgM8kOYPR0MGTgBOA9y1lDwEwEJAkaVvOmfj99O71EuBZ3c87dse444E7gdcDDwOuBY6sqs+MlbmFUWb+ROA3GN3dXwG8uKo+Od5YVV3YBSVvBV4O/IjRzoLvWOTn+gUDAUlScyv1oUNVC6cqppWpqs3Ayd0xX73r2Y7NgKrqfEbZg14ZCEiSmir6Xz7YeLLg/crKDMEkSdJ9woyAJKm5vp8+qNmZEZAkacDMCEiSmqrqf/ngDHP81DEjIEnSgJkRkCQ1N9SHDq0EBgKSpOYMBNpxaECSpAEzIyBJasoNhdoyIyBJ0oCZEZAkNeeGQu0YCEiSmqpleAxxGVjMzKEBSZIGzIyAJKmtWoblg84WnJkZAUmSBsyMgCSpOTcUaseMgCRJA2ZGQJLUlBsKtWUgIElqzscGt+PQgCRJA2ZGQJLUWJZhZ0EzDLMyIyBJ0oCZEZAkNeVkwbbMCEiSNGBmBCRJbdUyrBowJTAzAwFJUnPuLNiOQwOSJA2YGQFJUlNF/0MDjgzMzoyAJEkDZkZAktRYlmGOgHMOZmVGQJKkATMjIElqrhzUb8ZAQJLUVEHvzxowrpidQwOSJA2YGQFJUlvuLNiUGQFJkgbMjIAkqTm3GG7HjIAkSQNmRkCS1JzLB9sxEJAkNeWzBtpyaECSpAEzIyBJaiz9Lx/0WQMzMyMgSdIUSR6V5P1JLktyV5JKsteMdXdIclySm5L8PMk3kxwxUebhSd6V5KtJbktya5IvJHnmlPY+1r3/5PHepX5OMwKSpLZqGZYP9jNJYD/gSOBy4FLgOdtR9yTgjcDxXf0/As5JcmhVXdiVORB4EfDfgbXAA4H/E/iXJIdV1Wcm2rwVOGzi3C3b0aepDAQkSZrui1W1J0CSVzJjIJBkD0ZBwClV9e7u9MVJ9gNOAeYCgS8B/6Gq7h2r+0/AOuC/AJOBwD1VtXaxH2Y+Dg1Ikpqr6vfop0+1ZZFVn8vo7v7sifNnA09IsnfX/m3jQUB37l7gG8AjF/ne281AQJLU1NzywV6Pth/pAOBu4PqJ8+u61zXzVUzyQOBpwNVTLu+R5CdJ7k3y7SRvSrLjUjvr0IAkabXaP8nl0y5U1YHL+L67AbdVbZWbWD92fT5vAx4FHDVx/huM5hqsAx4E/CHwLuBxwCuX0lkDAUlSc/0vH7z/SfJi4M3ASVV16fi1qppcHXBhkjuBY5P8VVVdt9j3NRCQJK1W1yzznf98NgC7JMlEVmAuE7B+skKSPwA+BvxtVb11xvf5JHAs8BRg0YGAcwQkSc1Vz0dj64CdgX0nzs/NDbhq/GSS3wfOAT4FvGoR77ekj2wgIElSvz4HbGLrcf6XAFdW1Y1zJ5I8DbgA+ALwku1cqXAUoyDgK0vprEMDkqTmVuocgSQv6H6cG2I4JMmtwK1VdUlX5l7gzKp6BUBV/TjJqcBxSe4AvsZo46CDGdsQKMn+wGeBnwB/AxyY/PLfYW7PgCSPBc4C/o7RSoSdGU0WfDlwRlXdsJTPaCAgSWprOfL5/bV3zsTvp3evlwDP6n7esTvGHQ/cCbweeBhwLXDkxG6BBwG7dsfFU957Liq4g9G8gjcBewJbgGuA1431Z9EMBCRJmkfNkKqYVqaqNgMnd8d89T7GaILgQu2vBw5fqNxiGQhIkhrz6YMtOVlQkqQBMyMgSWpqtMVw/21qNmYEJEkaMDMCkqTmVurywSEwEJAktWcg0IxDA5IkDZgZAUlSW9X/ZEFnC87OjIAkSQNmRkCS1J538M2YEZAkacDMCEiSmnP5YDsGApKk9hwaaMahAUmSBsyMgCSpOYcG2jEjIEnSgJkRkCS1VfQ/R8A5BzMzIyBJ0oCZEZAkNZbu6LtNzcJAQJLUnqn8ZhwakCRpwMwISJLaMyPQjBkBSZIGzIyAJKk9NxRqxkBAktRUAdXz0IAjDbNzaECSpAEzIyBJasudBZsyIyBJ0oCZEZAktedkwWbMCEiSNGBmBCRJTQVIz2P65hdmZyAgSWrPyX3NODQgSdKAmRGQJLXnZMFmzAhIkjRgZgQkSW25oVBTZgQkSRowMwKSpPa8g2/GQECS1J6BQDMODUiSNGBmBCRJ7bl8sBkzApIkDZgZAUlSc30/a0CzW3JGIMmjkrw/yWVJ7kpSSfZaetckSWpnKd9vSXZIclySm5L8PMk3kxwxT9ljklyT5O4k1yb503nKHZ7k6117301yQpIdF/8JR/oYGtgPOBLYAFzaQ3uSpCGpZTqWbinfbycBbwP+G3AIsBY4J8l/HC+U5BjgDOA84HnAOcDpSV49Ue65XZmvdO29DzgBeOd29msrfQwNfLGq9gRI8krgOT20KUlSa4v6fkuyB/BG4JSqend3+uIk+wGnABd25R4AvAM4q6qOHyv3COCkJB+pqk3d+VOAL1XVfx4r91DghCSnVdUPF/shl5wRqKotS21DkqSVZgnfb88FHgicPXH+bOAJSfbufn8a8JtTyp0F7A48AyDJo4HfmafcTowyBIvWfLJgksvnubT/fdoRSVIzyzRZcP/5vmOq6sBleceRA4C7gesnzq/rXtcAN3blAK7cRrmL5ytXVTcmuasrt2guH5QkqV+7AbdV1WR4s37s+vjrhkWWmzu325TzM2ueEZgvKuuiuCffx92RJN3nsgwbCgXgmmW+818VzAhIktSvDcAuSSajm7k79/Vj5QB2XWS5uXPrp5yfmYGAJKm9lbd0cCnWATsD+06cnxvLv2qsHPxyDsB2lev2NHjIWLlFMRCQJLW3ugKBzwGbgKMmzr8EuLKqbux+vwz4yTzl1gNfBqiqm4FvzlNuE/CPS+lsL3MEkryg+3FuLOaQJLcCt1bVJX28hyRJ97VZvt+S3AucWVWvAKiqHyc5FTguyR3A14AXAQcDh821XVWbkvwlow2E/hX4fFfmT4DXVtU9Y135C+AzSc4APgk8idGGQu9byh4C0N9kwXMmfj+9e70EeFZP7yFJWqVW8LMGZvl+27E7xh0P3Am8HngYcC1wZFV9ZrxQVX0oSQF/Bvw5cDPwmqo6faLchV1Q8lbg5cCPGO0q+I7FfrA5vQQCVT4/UpK0+szy/TatTFVtBk7ujoXqn8Fom+GFyp0PnL9Que3VfPmgJGnglmNcf+VmGFYcJwtKkjRgZgQkSe15B9+MgYAkqbkVPFlw1XNoQJKkATMjIElqz8VnzZgRkCRpwMwISJLac45AM2YEJEkaMDMCkqSmUv2vGnAVwuwMBCRJ7fnF3YxDA5IkDZgZAUlSc6by2zEjIEnSgJkRkCS1Z0agGTMCkiQNmBkBSVJ7ZgSaMRCQJLW1DPsIGFjMzqEBSZIGzEBAkqQBMxCQJGnAnCMgSWrPMf1mzAhIkjRgZgQkSc25xXA7BgKSpPYMBJpxaECSpAEzIyBJas+MQDNmBCRJGjAzApKkttxiuCkzApIkDZgZAUlSe97BN2MgIElqKvQ/NJB+m1vVHBqQJGnAzAhIktpzaKAZMwKSJA2YGQFJUntmBJoxEJAkteU+Ak05NCBJ0oCZEZAktecdfDNmBCRJGjAzApKk9swINGNGQJKkATMQkCQ1l+r36KVPyaOTnJvkp0luT3J+ksfMWHfvru5tSTYmuTjJUybKvDxJbeN42FjZf5mnzLFL/ZwODUiS2lthQwNJHgJcBNwNHM2ohycDFyd5YlVt3Ebd3YEvAXcArwLuAt7Q1X1qVV3dFf0s8LTJ6sA/AN+pqh9OXLuia2/cTdv50bZiICBJ0taOAfYBHl9V1wMkuQK4jtGX8anbqPtqYE/gmVV1Q1f3IuA7wNuBIwGq6lbg1vGKSX4X2B1465R276iqtUv4TFM5NCBJaqvnYYEUfWQYDgPWzgUBAFV1I/Bl4PkL1D0IuG4uCOjqbgQuBQ5Nsq2b8KOBe4BPLrbj28tAQJKkrR0AXDnl/DpgzQJ1NzP6Mp90N/BgYN9plZI8GHgh8JmqWj+lyJO6+QqbklyR5BUL9GMmDg1IktpbnjkC+ye5fOrbVR24QN3dgA1Tzq8Hdl2g7rXAs5PsXlX/BpBkB+CpY21Pczjw68CZU659EfgE8G1gF+BlwEeSPLyqTl6gP9tkRkCSpH59iNH368eT7Jvk4cB/Bfburm+Zp97RwI+BCycvVNVbqurDVXVJVV1QVUcA/xM4PslDl9JZAwFJUnvV8zFyTVUdOO2YoUcbmH7nP1+m4Jcfpeo7wFHAgcD1wA8YrQ44rStyy2SdLlj434H/UVX3ztA/GM0jeBDwhBnLT2UgIElqLj0fPVjHaJ7ApDXAVQtVrqrzgEd25ffrgo+HAt+rqpunVHkJsCPThwUWfLtF1PkFAwFJkrb2aeCgJPvMnUiyF/D07tqCqmpzVV1dVTckeQTwIuCD8xR/GXBFVX1jO/p4FPAz4FvbUWcrBgKSpPaWZ2hgKT7MaLOeC5I8P8lhwAXA94Az5goleWySe5O8ZezcTklOS3J4koOTvBb4KqMsw3sm3yjJk4HfZp5sQJLfTfLZJK9I8vtJ/o8kFzBa4vj2bW1uNAtXDUiSNKGqNiY5mNG4/lmMRhy+ABxbVXeOFQ2jlP74jXUBjwNezGiG//eBjwLvrKppywqPBu5ltCpgmlu69k8EfgPYxGiXwRdX1ZL3GzAQkCQ1Ffp7PsB4m0vVjeUfsUCZmybfrpvsd+h2vM/rgddv4/r1wCGztre9HBqQJGnAzAhIktrqb1z/V9vUTAwEJEnt+cXdjEMDkiQNmBkBSVJzfU8W1OzMCEiSNGBmBCRJ7ZkRaMaMgCRJA2ZGQJLUnHME2jEQkCS15T4CTTk0IEnSgJkRkCQ159BAO2YEJEkaMDMCkqT2zAg0Y0ZAkqQBMyMgSWrPjEAzBgKSpOacLNiOQwOSJA2YGQFJUltuKNSUGQFJkgbMjIAkqakAqX5v4dNra6ubGQFJkgbMjIAkqT3H9JsxEJAkNefywXYcGpAkacDMCEiS2jMj0IwZAUmSBsyMgCSprVqGOQJmGGZmRkCSpAEzIyBJas87+GYMBCRJzbl8sB2HBiRJGjAzApKk9swINGNGQJKkATMjIElqzjkC7ZgRkCRpwMwISJLaqhodfbepmRgISJKaCv0PDaTf5lY1hwYkSRowMwKSpPbM5DdjRkCSpAEzIyBJai5bWvdguMwISJI0YAYCkqS2apmOJUry6CTnJvlpktuTnJ/kMTPW3bure1uSjUkuTvKUKeVuSlJTjsOnlD0myTVJ7k5ybZI/XfqndGhAkrQCrLSdBZM8BLgIuBs4mlFocTJwcZInVtXGbdTdHfgScAfwKuAu4A1d3adW1dUTVf4JeNvEuWsn2jwGOAN4F/B54PeB05Okqj64qA/ZMRCQJGlrxwD7AI+vqusBklwBXMfoy/3UbdR9NbAn8MyquqGrexHwHeDtwJET5X9SVWvnayzJA4B3AGdV1fHd6YuTPAI4KclHqmrT9n7AOQ4NSJLam9tdsK9j6Q4D1s4FAaMu1o3Al4HnL1D3IOC6uSCgq7sRuBQ4tPti3x5PA34TOHvi/FnA7sAztrO9X2EgIEnS1g4Arpxyfh2wZoG6m4F7ppy/G3gwsO/E+T9Iclc39r92yvyAA7rXyf6s614X6s82OTQgSWpumeYI7J/k8mkXqurABeruBmyYcn49sOsCda8Fnp1k96r6N4AkOwBPHWt7zj8AXwFuZDSc8BrgU0leWlVnT5Sf7M/6Ke1tNzMCkqT2VtiKgSX6EKPv148n2TfJw4H/CuzdXf/FrglV9dqq+nhVXVpV5zKaBPhVRpMC7xMGApKk1eqaqjpw2jFD3Q1Mv/OfL1PwC1X1HeAo4EDgeuAHjMb5T+uK3LKNupuBc4BHdQHEXF+Y0p+5TMB6lmAoQ9Q/AAAMp0lEQVTJgUCSFyQ5L8l3k/ysW9v4riS/ttS2JUkDUKOhgT6PHrIC6/jl2Py4NcBVC36kqvOAR3bl9+uCj4cC36uqm2fsw9ynmJsLMNmfubkBC/ZnW/rICLyR0cSIvwCeB3yQ0dKJf+7GRCRJur/5NHBQkn3mTiTZC3h6d21BVbW5qq6uqhu6pX4vYvQdOa9uRcGLgJur6ofd6cuAnzDKMox7CaNswJdn6c98+pgs+AdVdevY75ckWQ+cCTyL0YYMkiTNr58lf336MKOJexckOYHR3flJwPcYbewDQJLHAjcAJ1bVid25nYC/Bi4Bbmd0J38cozv794zV/U+MliJe2LW7J/B/AU8G/tNcuaralOQvGW0g9K+MNhQ6GPgT4LVVNW2FwsyWHAhMBAFzvtK9PnKp7UuSdF+rqo1JDmY0rn8WEOALwLFVdedY0QA78qsZ9gIeB7wY2AX4PvBR4J0TX9o3AnsAf8NovH8jo4mCz6uqf5roz4eSFPBnwJ8DNwOvqarTl/pZl2v54O91r5PbKG5lvqUdwP79dUeStFKF/pcPpoc2urH8IxYoc9Pk21XVvcChM7S/ltGd/az9OYOxbERfeg8EkjwSOBH4fFV9te/2JUmr0IobGRiOXgOBJA8FLgDuBf54ljrzLePoMgVP7q93kiRpUm+BQJIHM9ohaR/g96rq+321LUla3Vba0weHpJdAoJsheS7wFODZVfWtPtqVJEnLa8mBQLdXwCcYTXg4dFuPUpQkaSsFbOk5JWCGYWZ9ZAQ+ALyQ0bOSNyY5aOza9x0ikCRp5epj579DutfjGe1+NH68sof2JUmr3ep66ND9Sh8bCu3VQz8kSQPmZMF2fBaAJEkDtlw7C0qSNLuV96yBwTAjIEnSgJkRkCS1VcswR8AEw8zMCEiSNGBmBCRJ7XkH34yBgCSpsSK9TxY0spiVQwOSJA2YGQFJUntbWndguMwISJI0YGYEJElNpeh9joBbFs/OjIAkSQNmRkCS1J538M0YCEiS2vNZA804NCBJ0oCZEZAkNefkvnbMCEiSNGBmBCRJ7TlHoBkzApIkDZgZAUlSWwXpe4thEwwzMxCQJLXn0EAzDg1IkjRgZgQkSe2ZEGjGjIAkSQNmRkCS1Fj1/vRBUwyzMyMgSdKAmRGQJLVV9L9qwITAzAwEJEnt9b2PgGbm0IAkSQNmRkCS1Fz/kwU1KzMCkiQNmBkBSVJ7ZgSaMSMgSdKAmRGQJLXl8sGmDAQkSe25fLAZhwYkSZoiyaOTnJvkp0luT3J+ksfMWHfvru5tSTYmuTjJUybK/Ick70tyRZI7k9yS5NNJ/pcp7f1LkppyHLvUz2lGQJLUVJbhWQNZ4thAkocAFwF3A0czGmw4Gbg4yROrauM26u4OfAm4A3gVcBfwhq7uU6vq6q7oc4D/DTgT+BqwC/BfgLVJnlFVl080fUXX3ribFv0hOwYCkiRt7RhgH+DxVXU9QJIrgOsYfRmfuo26rwb2BJ5ZVTd0dS8CvgO8HTiyK/d3wAeqfhkFdeVuAl4PvGyi3Tuqau3SPtbWHBqQJLVX1e+xdIcBa+eCgFEX60bgy8DzF6h7EHDdXBDQ1d0IXAocmuQB3bmfjAcB3bmfAt8GHtnHh5iFgYAkSVs7ALhyyvl1wJoF6m4G7ply/m7gwcC+81VMshvw28DVUy4/qZuvsKmbV/CKBfoxE4cGJEltLd/ywf2TTI6zjy5XHbhAC7sBG6acXw/sukDda4FnJ9m9qv4NIMkOwFPH2p7P+4EA7504/0XgE4yyBbswGjb4SJKHV9XJC/RnmwwEJEntra6dBT8EvA74eJLXMZoseDywd3d96mLJJMcBLwZeMT4kAVBVb5kofkGSTwHHJ3lvVd252M46NCBJWq2uqaoDpx0z1N3A9Dv/+TIFv1BV3wGOAg4Ergd+ADwNOK0rcstknSR/CrwTOKGqPjpD/wA+CTwIeMKM5acyEJAktbel52Pp1jGaJzBpDXDVQpWr6jxGE/7WAPt1wcdDge9V1c3jZZO8FDgdeE9VvWMRfV1SOsVAQJKkrX0aOCjJPnMnkuwFPL27tqCq2lxVV1fVDUkeAbwI+OB4mSR/CPx34CNV9cbt7ONRwM+Ab21nvV/hHAFJUnN9byjUgw8Dr2E0Fn8Co7vuk4DvAWfMFUryWOAG4MSqOrE7txPw18AlwO2MMgvHMcoyvGes7jMZpfe/CXwsyUFj7393VX29K/e7wJuB8xntMfDvGW1ydBjw5m1tbjQLAwFJkiZU1cYkBzMa1z+L0Uz+LwDHTkzMC7Ajv5phL+BxjCb+7QJ8H/go8M6qGl9WeDCwM/BkRvsTjPsusFf38y1d+ycCvwFsYrTL4Iur6pNL+qAYCEiSWutvE6BfbXPJTdTNwBELlLmJUTAwfu5e4NAZ2n8b8LYZyl0PHLJQucUyEJAktbdlxQ0NDIaTBSVJGjAzApKk9lbeZMHBWMmBwF6bfvRjfvCe0xYuKUlaVpt+9GPygJX8laHFWsl/1dtr0ybu+f6/3tS6I/eB/bvXa5r2QsvBv+3qNbS/7V61adPty9a6GYFmVmwgUFV7L1xqdZh7KMaM217qfsS/7erl31arxYoNBCRJA7F8Tx/UDAwEJEmN1TIsHzQSmJXLByVJGjAzApKk9qqfRwZq+5kRkCRpwMwIrADOOl69/NuuXv5te+bywWYMBCRJbRX9TxY0rpiZQwOSJA2YGQFJUmPL8BhiUwIzMyMgSdKAmRGQJLXnZMFmzAhIkjRgZgQkSe2ZEWjGQECS1FYBW3reWdC4YmYODUiSNGBmBCRJjbl8sCUzApIkDZgZAUlSe04WbMaMgCRJA2ZGQJLUlg8daspAQJLUXFXPywc1M4cGJEkaMDMCkqTGqv+hAccGZmZGQJKkATMjIElqz+WDzZgRkCRpwMwISJLa8qFDTRkISJLac2igGYcGJEkaMDMCkqSmiqJ6HhooxwZmZkZAkqQBMyMgSWqr6H+OgAmBmZkRkCRpwMwISJLa632LYc3KQECS1FhB708fNLCYlUMDkiQNmBkBSVJbBdX30IAJgZmZEZAkaYokj05ybpKfJrk9yflJHjNj3b27urcl2Zjk4iRPmVJuhyTHJbkpyc+TfDPJEfO0eUySa5LcneTaJH+61M8IBgKSpJWgtvR7LFGShwAXAfsDRwMvBR4HXJzk3y1Qd3fgS8BvA68C/qi7dHGS35oofhLwNuC/AYcAa4FzkvzHiTaPAc4AzgOeB5wDnJ7k1Yv8iL/g0IAkSVs7BtgHeHxVXQ+Q5ArgOkZf7qduo+6rgT2BZ1bVDV3di4DvAG8HjuzO7QG8ETilqt7d1b04yX7AKcCFXbkHAO8Azqqq48fKPQI4KclHqmrTYj+oGQFJUnO1pXo9enAYsHYuCACoqhuBLwPPX6DuQcB1c0FAV3cjcClwaPfFDvBc4IHA2RP1zwaekGTv7venAb85pdxZwO7AM2b9UNMYCEiSGqtlGBpYcjBwAHDllPPrgDUL1N0M3DPl/N3Ag4F9x97jbuD6iXLrutc1Y+WY0p/Jcovi0IAkqamN3MH/V5/vvU1g/ySXT7teVQcu0MRuwIYp59cDuy5Q91rg2Ul2r6p/g9GkQOCpY23Pvd5WtdX+yuunlGNKfybLLYqBgCSppWu2sJk7uG052t5rORqdwYeA1wEfT/I64C7geGAu1d/37klLYiAgSWqmqo5q3Yd5bGD6nf98mYJfqKrvJDkK+AC/TPt/DTiN0eTAW8beY5ckmcgKzN3hrx8rR9efW7ZRblGcIyBJ0tbW8cux+XFrgKsWqlxV5wGP7Mrv1w1FPBT4XlXdPPYeO/PLOQPj78HY+8zNBZjsz2S5RTEQkCRpa58GDkqyz9yJJHsBT++uLaiqNlfV1VV1Q7fU70XAB8eKfA7YBExmRV4CXNmtUgC4DPjJPOXWM1rJsGgODUiStLUPA68BLkhyAqNlCCcB32O0sQ8ASR4L3ACcWFUndud2Av4auAS4ndGd/HGM7uzfM1e3qn6c5FTguCR3MBo+eBFwMKPli3PlNiX5S0YbCP0r8PmuzJ8Ar62qaSsUZmYgIEnShKramORgRuP6ZwEBvgAcW1V3jhUNsCO/mmEvRrsQvhjYBfg+8FHgnVO+tI8H7gReDzyM0YqDI6vqMxP9+VCSAv4M+HPgZuA1VXX6Uj9rtl61IEmShsI5ApIkDZiBgCRJA2YgIEnSgBkISJI0YAYCkiQNmIGAJEkDZiAgSdKAGQhIkjRgBgKSJA2YgYAkSQNmICBJ0oAZCEiSNGAGApIkDZiBgCRJA2YgIEnSgBkISJI0YP8/X0mpjMHLHIwAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 242, "width": 269 } }, "output_type": "display_data" } ], "source": [ "weights = Weights[:, np.newaxis] * Weights[np.newaxis, :]\n", "plt.matshow(weights); plt.colorbar()\n", "weights /= (d + 1.e-6)\n", "plt.matshow(weights); plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:35:05.855679Z", "start_time": "2018-07-18T09:35:03.650137Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 243, "width": 257 } }, "output_type": "display_data" } ], "source": [ "weights[d==0.] = 0. # exclude self-occurence\n", "plt.matshow(weights); plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### testing the plotting functions using synthetic edge images" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:35:05.903245Z", "start_time": "2018-07-18T09:35:05.860603Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function histedges_theta in module SparseEdges.SparseEdges:\n", "\n", "histedges_theta(self, edgeslist, mp_theta=None, v_hist=None, fig=None, ax=None, figsize=None, display=True)\n", " First-order stats\n", " \n", " p(theta | I )\n", "\n", "Help on function histedges_scale in module SparseEdges.SparseEdges:\n", "\n", "histedges_scale(self, edgeslist, fig=None, ax=None, display=True)\n", " First-order stats for the scale\n", " \n", " p(scale | I )\n", "\n", "Help on function cohistedges in module SparseEdges.SparseEdges:\n", "\n", "cohistedges(self, edgeslist, v_hist=None, prior=None, fig=None, ax=None, symmetry=True, display='chevrons', v_min=None, v_max=None, labels=True, mappable=False, radius=None, xticks=False, half=False, dolog=True, color='redblue', colorbar=True, cbar_label=True)\n", " second-order stats= center all edges around the current one by rotating and scaling\n", " \n", " p(x-x_, y-y_, theta-theta_ | I, x_, y_, theta_)\n", "\n" ] } ], "source": [ "help( SparseEdges.histedges_theta)\n", "help( SparseEdges.histedges_scale)\n", "help( SparseEdges.cohistedges)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:35:05.953220Z", "start_time": "2018-07-18T09:35:05.909017Z" } }, "outputs": [], "source": [ "def myplot(edgeslist, mp):\n", " \"\"\"\n", " a function to display edges\n", "\n", " \"\"\"\n", "\n", " fig = plt.figure(figsize=(9, 12))\n", " a1 = fig.add_subplot(321)\n", " fig, a = mp.show_edges(edgeslist[:, :, 0], image=np.ones((mp.pe.N_X, mp.pe.N_X)), fig=fig, ax=a1)\n", " a2 = fig.add_subplot(322)\n", " fig, a2 = mp.histedges_scale(edgeslist, fig=fig, ax=a2)\n", " a3 = fig.add_subplot(323, polar=True)\n", " fig, a3 = mp.histedges_theta(edgeslist, fig=fig, ax=a3)\n", " a4 = fig.add_subplot(324)\n", " v_hist = mp.cohistedges(edgeslist, display='none')\n", " v_hist_nosym = mp.cohistedges(edgeslist, display='none', symmetry=False)\n", " fig, a4 = mp.cohistedges(edgeslist=None, v_hist=v_hist, fig=fig, ax=a4)\n", " a5 = fig.add_subplot(325)\n", " fig, a5 = mp.cohistedges(edgeslist=None, v_hist=v_hist_nosym, fig=fig, ax=a5, symmetry=False, display='colin_geisler')\n", " a6 = fig.add_subplot(326)\n", " fig, a6 = mp.cohistedges(edgeslist=None, v_hist=v_hist_nosym, fig=fig, ax=a6, symmetry=False, display='cocir_geisler')\n", " #plt.tight_layout()\n", " plt.show()\n", " fig2 = plt.figure(figsize=(9, 9))\n", " fig2, (a1, a2, a3, a4) = mp.cohistedges(edgeslist=None, v_hist=v_hist, fig=fig2, display='full')\n", " return v_hist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Just with 2 edges and averaged over N_images trials" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:35:18.198077Z", "start_time": "2018-07-18T09:35:05.958397Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 502, "width": 615 } }, "output_type": "display_data" } ], "source": [ "mp = SparseEdges('https://raw.githubusercontent.com/bicv/SparseEdges/master/default_param.py')\n", "mp.pe.N_image = 20\n", "mp.pe.d_max = 2.\n", "mp.pe.d_min = 0.\n", "edgeslist = np.zeros((6, 2, mp.pe.N_image))\n", "angle = np.pi/6\n", "for i_N, sign in enumerate([-1., 1.]):\n", " edgeslist[0, i_N, :] = mp.pe.N_X *(1/2. + .1 * np.sin(angle) * sign) + .0005 * np.random.randn(mp.pe.N_image)\n", " edgeslist[1, i_N, :] = mp.pe.N_X *(1/2. - .1 * np.cos(angle) * sign) + .0005 * np.random.randn(mp.pe.N_image)\n", " edgeslist[2, i_N, :] = (angle + np.pi/360.* np.random.randn(mp.pe.N_image)) % np.pi\n", " edgeslist[3, i_N, :] = .03\n", " edgeslist[4, i_N, :] = 1.\n", "#print edgeslist\n", "v_hist = myplot(edgeslist, mp=mp)\n", "#print v_hist" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:35:28.767906Z", "start_time": "2018-07-18T09:35:18.201505Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 502, "width": 615 } }, "output_type": "display_data" } ], "source": [ "edgeslist = np.zeros((6, 2, mp.pe.N_image))\n", "angle = np.pi/6\n", "for i_N, sign in enumerate([-1., 1.]):\n", " edgeslist[0, i_N, :] = mp.pe.N_X *(1/2. + .1 * np.sin(angle) * sign) + .0005 * np.random.randn(mp.pe.N_image)\n", " edgeslist[1, i_N, :] = mp.pe.N_X *(1/2. + .1 * np.cos(angle) * sign) + .0005 * np.random.randn(mp.pe.N_image)\n", " edgeslist[2, i_N, :] = (angle + np.pi/360.* np.random.randn(mp.pe.N_image)) % np.pi\n", " edgeslist[3, i_N, :] = .03\n", " edgeslist[4, i_N, :] = 1.\n", "#print edgeslist\n", "_ = myplot(edgeslist, mp=mp)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:35:45.111617Z", "start_time": "2018-07-18T09:35:28.771413Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 502, "width": 615 } }, "output_type": "display_data" } ], "source": [ "edgeslist = np.zeros((6, 2, mp.pe.N_image))\n", "angle = np.pi/6\n", "for i_N, sign in enumerate([-1., 1.]):\n", " edgeslist[0, i_N, :] = mp.pe.N_X *(1/2. + .1 * np.sin(angle) * sign) + .0005 * np.random.randn(mp.pe.N_image)\n", " edgeslist[1, i_N, :] = mp.pe.N_X *(1/2. + .1 * np.cos(angle) * sign) + .0005 * np.random.randn(mp.pe.N_image)\n", " edgeslist[2, i_N, :] = sign*(angle + np.pi/360.* np.random.randn(mp.pe.N_image)) % np.pi\n", " edgeslist[3, i_N, :] = .03\n", " edgeslist[4, i_N, :] = 1.\n", "_ = myplot(edgeslist, mp=mp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### random edges" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:36:05.762597Z", "start_time": "2018-07-18T09:35:45.115834Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.618 11\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 502, "width": 615 } }, "output_type": "display_data" } ], "source": [ "mp.pe.N = 512\n", "print (mp.pe.base_levels, mp.n_levels)\n", "edgeslist = np.zeros((6, mp.pe.N, mp.pe.N_image))\n", "edgeslist[0, :, :] = mp.pe.N_X * np.random.rand(mp.pe.N, mp.pe.N_image)\n", "edgeslist[1, :, :] = mp.pe.N_X * np.random.rand(mp.pe.N, mp.pe.N_image)\n", "edgeslist[2, :, :] = ((np.pi* np.random.rand(mp.pe.N, mp.pe.N_image) ) % np.pi) - np.pi/2\n", "edgeslist[3, :, :] = .03*np.ceil(mp.pe.base_levels**(mp.n_levels*(np.random.rand(mp.pe.N, mp.pe.N_image)+.5)))\n", "edgeslist[4, :, :] = np.random.rand(mp.pe.N, mp.pe.N_image) \n", "edgeslist[5, :, :] = 2*np.pi*np.random.rand(mp.pe.N, mp.pe.N_image)\n", "\n", "_ = myplot(edgeslist, mp=mp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### parallel edges" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:36:26.430194Z", "start_time": "2018-07-18T09:36:05.767477Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 502, "width": 615 } }, "output_type": "display_data" } ], "source": [ "edgeslist = np.zeros((6, mp.pe.N, mp.pe.N_image))\n", "for i_N, x in enumerate(np.linspace(-mp.pe.N_X/4., mp.pe.N_X/4., mp.pe.N)):\n", " edgeslist[0, i_N, :] = mp.pe.N_X * np.random.rand(mp.pe.N_image)\n", " edgeslist[1, i_N, :] = mp.pe.N_X * np.random.rand(mp.pe.N_image)\n", " edgeslist[2, i_N, :] = (np.pi/6 + np.pi/360.* np.random.randn(mp.pe.N_image) ) % np.pi\n", " edgeslist[3, i_N, :] = mp.pe.base_levels**np.ceil(mp.n_levels*np.random.rand(mp.pe.N_image))\n", " edgeslist[4, i_N, :] = np.random.randn(mp.pe.N_image)**2\n", "#! show one sample\n", "_ = myplot(edgeslist, mp=mp)\n", "\n", "#print mp.cohistedges(edgeslist, display='none')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### colinear edges" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:36:41.411308Z", "start_time": "2018-07-18T09:36:26.433961Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 502, "width": 615 } }, "output_type": "display_data" } ], "source": [ "edgeslist = np.zeros((6, mp.pe.N, mp.pe.N_image))\n", "for i_N, x in enumerate(np.linspace(-mp.pe.N_X/4., mp.pe.N_X/4., mp.pe.N)):\n", " edgeslist[0, i_N, :] = mp.pe.N_X/2. + x + 1. * np.random.randn(mp.pe.N_image)\n", " edgeslist[1, i_N, :] = mp.pe.N_X/2. + x + 1. * np.random.randn(mp.pe.N_image)\n", " edgeslist[2, i_N, :] = ((-np.pi/4 + np.pi*5./180.* np.random.randn(mp.pe.N_image) ) % np.pi) - np.pi/2\n", " edgeslist[3, i_N, :] = 32. #np.sqrt(2.)/2 * N_X / N\n", " edgeslist[4, i_N, :] = 1.\n", "_ = myplot(edgeslist, mp=mp)#" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### cocircular edges" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:36:59.050963Z", "start_time": "2018-07-18T09:36:41.415859Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 502, "width": 615 } }, "output_type": "display_data" } ], "source": [ "#! cocircular edges:\n", "edgeslist = np.zeros((6, mp.pe.N, mp.pe.N_image))\n", "#for i_N, angle in enumerate(np.linspace(0, 2*np.pi, N)):\n", "for i_N, angle in enumerate(2*np.pi*np.random.rand(mp.pe.N)):\n", " edgeslist[0, i_N, :] = mp.pe.N_X/2. - mp.pe.N_X/4.*np.sin(angle) + .5 * np.random.randn(mp.pe.N_image)\n", " edgeslist[1, i_N, :] = mp.pe.N_X/2. + mp.pe.N_X/4.*np.cos(angle) + .5 * np.random.randn(mp.pe.N_image)\n", " edgeslist[2, i_N, :] = ((np.pi + angle + .5*np.pi/180 * np.random.randn(mp.pe.N_image)) % np.pi) - np.pi/2\n", " edgeslist[3, i_N, :] = 0.03\n", " edgeslist[4, i_N, :] = 1.\n", "_ = myplot(edgeslist, mp=mp)#" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### cocircular edges on a wider radius" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:16.084225Z", "start_time": "2018-07-18T09:36:59.055814Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 502, "width": 615 } }, "output_type": "display_data" } ], "source": [ "edgeslist = np.zeros((6, mp.pe.N, mp.pe.N_image))\n", "#for i_N, angle in enumerate(np.linspace(0, 2*np.pi, pe.N)):\n", "for i_N, angle in enumerate(2*np.pi*np.random.rand(mp.pe.N)):\n", " edgeslist[0, i_N, :] = mp.pe.N_X/2. - .95*mp.pe.N_X/2.*np.sin(angle) + .05 * np.random.randn(mp.pe.N_image)\n", " edgeslist[1, i_N, :] = mp.pe.N_X/2. + .95*mp.pe.N_X/2.*np.cos(angle) + .05 * np.random.randn(mp.pe.N_image)\n", " edgeslist[2, i_N, :] = ((np.pi + angle + .5*np.pi/180 * np.random.randn(mp.pe.N_image)) % np.pi) - np.pi/2\n", " edgeslist[3, i_N, :] = 0.03\n", " edgeslist[4, i_N, :] = 1.\n", "_ = myplot(edgeslist, mp=mp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### real-life examples" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:16.475657Z", "start_time": "2018-07-18T09:37:16.090895Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on method run_mp in module SparseEdges.SparseEdges:\n", "\n", "run_mp(image, verbose=False, progress=False, progressfile=None) method of SparseEdges.SparseEdges.SparseEdges instance\n", " runs the MatchingPursuit algorithm on image\n", "\n" ] } ], "source": [ "mp = SparseEdges('https://raw.githubusercontent.com/bicv/SparseEdges/master/default_param.py')\n", "help( mp.run_mp)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:16.512724Z", "start_time": "2018-07-18T09:37:16.480022Z" } }, "outputs": [], "source": [ "def full_hist(edgeslist, **kwargs):\n", " v_hist = np.zeros((mp.pe.N_r, mp.pe.N_phi, mp.pe.N_Dtheta, mp.pe.N_scale, edgeslist.shape[2])) # bins=(self.edges_d, self.edges_phi, self.edges_theta, self.edges_loglevel)\n", " for i_image in range(edgeslist.shape[2]):\n", " v_hist[..., i_image] = mp.cohistedges(edgeslist[:, :, i_image][..., np.newaxis], display='none', **kwargs)\n", " v_hist[..., i_image] /= v_hist[..., i_image].sum()\n", " return v_hist" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:16.548870Z", "start_time": "2018-07-18T09:37:16.517450Z" } }, "outputs": [], "source": [ "#! using first database\n", "#print im.get_imagelist(exp='testing_vanilla', name_database='serre07_distractors')\n", "#!ls mat/edges/testing_vanilla_serre07_distractors/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### plotting with distractors" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:16.635478Z", "start_time": "2018-07-18T09:37:16.552155Z" } }, "outputs": [], "source": [ "#edgeslist = np.load('../AssoField/mat/classifier_serre07_distractors_edges.npy')\n", "mp.pe.datapath = '../../SLIP/database/'\n", "imageslist, edgeslist, RMSE = mp.process(exp='Sparselets', name_database='serre07_distractors')" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:16.675579Z", "start_time": "2018-07-18T09:37:16.639450Z" } }, "outputs": [], "source": [ "#_ = myplot(edgeslist[:, :, 0][:, :, np.newaxis], pe=pe)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:16.732370Z", "start_time": "2018-07-18T09:37:16.680365Z" } }, "outputs": [], "source": [ "import os\n", "matname = os.path.join(mp.pe.matpath, 'Sparselets_serre07_distractors_hist.npy')\n", "try:\n", " v_hist = np.load(matname)\n", "except Exception as e:\n", " import os\n", " if not(os.path.isfile(matname + '_lock')):\n", " print( 'There is no histogram, creating one: ', e)\n", " open(matname + '_lock', 'w').close() # touching\n", " v_hist = myplot(edgeslist, mp=mp)\n", " np.save(matname, v_hist)\n", " os.remove(matname + '_lock')\n", " else:\n", " print (' Some process is building the histogram ' + matname ) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### the same with more noise" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:16.807091Z", "start_time": "2018-07-18T09:37:16.735924Z" } }, "outputs": [], "source": [ "imageslist, edgeslist, RMSE = mp.process(exp='testing_noise', name_database='serre07_distractors')\n", "\n", "matname = os.path.join(mp.pe.matpath, 'testing_noise_vanilla_serre07_distractors_hist.npy')\n", "try:\n", " v_hist = np.load(matname)\n", "except Exception as e:\n", " if not(os.path.isfile(matname + '_lock')):\n", " print ('There is no histogram, creating one: ', e)\n", " open(matname + '_lock', 'w').close() # touching\n", " v_hist = myplot(edgeslist, mp=mp)\n", " np.save(matname, v_hist)\n", " os.remove(matname + '_lock')\n", " else:\n", " print (' Some process is building the histogram ' + matname)\n", "\n", " \n", "#edgeslist = np.load('../AssoField/mat/classifier_noise_serre07_targets_edges.npy')\n", "#! show one sample\n", "#fig, a = mp.show_edges(edgeslist[:, :, 0], image=None)\n", "#v = pylab.axis((0, pe.N_X, pe.N_X, 0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### plotting with targets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "using second database" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:17.000133Z", "start_time": "2018-07-18T09:37:16.811470Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ls: ../probe/cache_dir/*_edges.npy: No such file or directory\r\n" ] } ], "source": [ "%ls ../probe/cache_dir/*_edges.npy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "using second database on one image" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:28.151221Z", "start_time": "2018-07-18T09:37:17.005641Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 502, "width": 563 } }, "output_type": "display_data" } ], "source": [ "#imageslist, edgeslist, RMSE = mp.process(exp='testing_vanilla', name_database='serre07_targets')\n", "#edgeslist = np.load('cache_dir/testing_vanilla_serre07_targets_edges.npy')\n", "edgeslist = np.load('/Users/laurentperrinet/pool/science/PerrinetBednar15/test/cache_dir/edges/testing_vanilla_serre07_targets_edges.npy')\n", "_ = myplot(edgeslist[:, :, 0][:, :, np.newaxis], mp=mp)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:43.410881Z", "start_time": "2018-07-18T09:37:28.156144Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 502, "width": 563 } }, "output_type": "display_data" } ], "source": [ "_ = myplot(edgeslist, mp=mp)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:46.462082Z", "start_time": "2018-07-18T09:37:43.417777Z" } }, "outputs": [], "source": [ "v_hist = mp.cohistedges(edgeslist, display='none')" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:46.520418Z", "start_time": "2018-07-18T09:37:46.464951Z" } }, "outputs": [], "source": [ "#!rm mat/testing_vanilla_serre07_targets_hist.npy*\n", "matname = os.path.join(mp.pe.matpath, 'testing_vanilla_serre07_targets_hist.npy')\n", "try:\n", " v_hist = np.load(matname)\n", "except Exception as e:\n", " if not(os.path.isfile(matname + '_lock')):\n", " print ('There is no histogram, creating one: ', e)\n", " open(matname + '_lock', 'w').close() # touching\n", " v_hist = myplot(edgeslist, mp=mp)\n", " np.save(matname, v_hist)\n", " os.remove(matname + '_lock')\n", " else:\n", " print (' Some process is building the histogram ' + matname)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the histogram is symmetric with respect to log-scales" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:46.568896Z", "start_time": "2018-07-18T09:37:46.525216Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.0\n", "(6, 12, 24, 5)\n", "[-7. -4.2 -1.4 1.4 4.2 7. ]\n" ] } ], "source": [ "mp.init_binedges()\n", "print (mp.binedges_d.max())\n", "print (v_hist.shape)\n", "print (mp.binedges_loglevel)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:46.622058Z", "start_time": "2018-07-18T09:37:46.573626Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1.8971e-06 4.2025e-02 9.1595e-01 4.2025e-02 1.8971e-06] [0. 0. 0. 0. 0.]\n" ] } ], "source": [ "l_ = v_hist.sum(axis=(2, 1, 0))\n", "print (l_, l_-l_[::-1])" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:46.677454Z", "start_time": "2018-07-18T09:37:46.625878Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9999999999999998 0.00048615727966914773\n" ] } ], "source": [ "print (np.sum(v_hist), np.sum((v_hist - v_hist[:, :, :, ::-1])**2))" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:46.755324Z", "start_time": "2018-07-18T09:37:46.681250Z" } }, "outputs": [ { "data": { "text/plain": [ "(array([3.3740e-05, 1.2444e-04, 1.0733e-04, 1.2617e-05, 1.1678e-05,\n", " 5.5226e-06]),\n", " array([6.8102e-05, 9.8199e-04, 1.5631e-04, 7.7221e-06, 8.5736e-06,\n", " 2.9826e-06]))" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "v_hist[:, 4, 4, 1]*100, v_hist[:, 4, 4, 3]*100" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:46.823071Z", "start_time": "2018-07-18T09:37:46.762406Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(12, 24)\n" ] } ], "source": [ "np.set_printoptions(precision=5, suppress=True)\n", "v_hist_chevrons = v_hist.sum(axis=(0,3))\n", "print (v_hist_chevrons.shape)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:37:47.079185Z", "start_time": "2018-07-18T09:37:46.826710Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.00015 0.00642 0.00235 0.00165 0.00014 0.02706 0.00477 0.01347 0.00017\n", " 0.00777 0.00256 0.00015 0.00256 0.00777 0.00017 0.01347 0.00477 0.02706\n", " 0.00014 0.00165 0.00235 0.00642 0.00015 0.00794]\n", " [0.00013 0.00014 0.00014 0.00015 0.0061 0.00272 0.00197 0.01724 0.00674\n", " 0.0002 0.00019 0.01657 0.00019 0.0002 0.00674 0.01724 0.00197 0.00272\n", " 0.0061 0.00015 0.00014 0.00014 0.00013 0.02178]\n", " [0.00014 0.00015 0.00018 0.00015 0.00012 0.00404 0.0002 0.00475 0.00241\n", " 0.0002 0.0073 0.0081 0.0073 0.0002 0.00241 0.00475 0.0002 0.00404\n", " 0.00012 0.00015 0.00018 0.00015 0.00014 0.00019]\n", " [0.00015 0.0001 0.00017 0.00638 0.00306 0.00811 0.00084 0.00019 0.00019\n", " 0.00018 0.00017 0.00203 0.00017 0.00018 0.00019 0.00019 0.00084 0.00811\n", " 0.00306 0.00638 0.00017 0.0001 0.00015 0.00013]\n", " [0.00013 0.00014 0.00012 0.00015 0.00017 0.00017 0.00017 0.00478 0.00523\n", " 0.00018 0.00016 0.00028 0.00016 0.00018 0.00523 0.00478 0.00017 0.00018\n", " 0.00017 0.00015 0.00012 0.00014 0.00013 0.00013]\n", " [0.00015 0.00015 0.00012 0.00013 0.00013 0.00017 0.00018 0.00022 0.0002\n", " 0.0002 0.00021 0.00496 0.00021 0.0002 0.0002 0.00022 0.00018 0.00017\n", " 0.00013 0.00012 0.00012 0.00014 0.00015 0.0002 ]\n", " [0.00016 0.00013 0.00014 0.00015 0.00016 0.00013 0.00366 0.00809 0.00015\n", " 0.00017 0.00362 0.01433 0.00362 0.00017 0.00015 0.00809 0.00366 0.00013\n", " 0.00016 0.00015 0.00014 0.00014 0.00016 0.00012]\n", " [0.00021 0.00011 0.00568 0.00011 0.00017 0.00483 0.00892 0.02188 0.00997\n", " 0.00021 0.00015 0.00013 0.00015 0.00021 0.00997 0.02188 0.00892 0.00483\n", " 0.00017 0.00011 0.00568 0.00011 0.00021 0.00013]\n", " [0.00429 0.00734 0.00015 0.00015 0.0008 0.00387 0.0179 0.00012 0.00016\n", " 0.0016 0.00028 0.00545 0.00028 0.0016 0.00016 0.00012 0.0179 0.00387\n", " 0.0008 0.00015 0.00015 0.00734 0.00429 0.00011]\n", " [0.00206 0.00439 0.00012 0.00015 0.00016 0.00014 0.00075 0.00577 0.00859\n", " 0.00013 0.00015 0.00019 0.00015 0.00013 0.00859 0.00577 0.00075 0.00014\n", " 0.00016 0.00015 0.00012 0.00439 0.00206 0.00016]\n", " [0.00216 0.01514 0.0002 0.0008 0.00016 0.00359 0.01195 0.00015 0.00117\n", " 0.00018 0.00464 0.00017 0.00464 0.00018 0.00117 0.00014 0.01195 0.00359\n", " 0.00016 0.0008 0.0002 0.01514 0.00216 0.00014]\n", " [0.0172 0.03605 0.00375 0.0115 0.00868 0.00326 0.00071 0.01373 0.01798\n", " 0.00185 0.01122 0.0002 0.01122 0.00185 0.01798 0.01374 0.00071 0.00326\n", " 0.00868 0.0115 0.00375 0.03605 0.0172 0.0192 ]]\n", "[[0.00477 0.01347 0.00017 0.00777 0.00256]\n", " [0.00197 0.01724 0.00674 0.0002 0.00019]\n", " [0.0002 0.00475 0.00241 0.0002 0.0073 ]\n", " [0.00084 0.00019 0.00019 0.00018 0.00017]\n", " [0.00017 0.00478 0.00523 0.00018 0.00016]\n", " [0.00018 0.00022 0.0002 0.0002 0.00021]\n", " [0.00366 0.00809 0.00015 0.00017 0.00362]\n", " [0.00892 0.02188 0.00997 0.00021 0.00015]\n", " [0.0179 0.00012 0.00016 0.0016 0.00028]\n", " [0.00075 0.00577 0.00859 0.00013 0.00015]\n", " [0.01195 0.00015 0.00117 0.00018 0.00464]\n", " [0.00071 0.01373 0.01798 0.00185 0.01122]]\n", "[[0.00794 0.00015 0.00642 0.00235 0.00165 0.00014 0.02706 0.00477 0.01347\n", " 0.00017 0.00777 0.00256 0.00015 0.00256 0.00777 0.00017 0.01347]\n", " [0.02178 0.00013 0.00014 0.00014 0.00015 0.0061 0.00272 0.00197 0.01724\n", " 0.00674 0.0002 0.00019 0.01657 0.00019 0.0002 0.00674 0.01724]\n", " [0.00019 0.00014 0.00015 0.00018 0.00015 0.00012 0.00404 0.0002 0.00475\n", " 0.00241 0.0002 0.0073 0.0081 0.0073 0.0002 0.00241 0.00475]\n", " [0.00013 0.00015 0.0001 0.00017 0.00638 0.00306 0.00811 0.00084 0.00019\n", " 0.00019 0.00018 0.00017 0.00203 0.00017 0.00018 0.00019 0.00019]\n", " [0.00013 0.00013 0.00014 0.00012 0.00015 0.00017 0.00018 0.00017 0.00478\n", " 0.00523 0.00018 0.00016 0.00028 0.00016 0.00018 0.00523 0.00478]\n", " [0.0002 0.00015 0.00014 0.00012 0.00012 0.00013 0.00017 0.00018 0.00022\n", " 0.0002 0.0002 0.00021 0.00496 0.00021 0.0002 0.0002 0.00022]\n", " [0.00012 0.00016 0.00014 0.00014 0.00015 0.00016 0.00013 0.00366 0.00809\n", " 0.00015 0.00017 0.00362 0.01433 0.00362 0.00017 0.00015 0.00809]\n", " [0.00013 0.00021 0.00011 0.00568 0.00011 0.00017 0.00483 0.00892 0.02188\n", " 0.00997 0.00021 0.00015 0.00013 0.00015 0.00021 0.00997 0.02188]\n", " [0.00011 0.00429 0.00734 0.00015 0.00015 0.0008 0.00387 0.0179 0.00012\n", " 0.00016 0.0016 0.00028 0.00545 0.00028 0.0016 0.00016 0.00012]\n", " [0.00016 0.00206 0.00439 0.00012 0.00015 0.00016 0.00014 0.00075 0.00577\n", " 0.00859 0.00013 0.00015 0.00019 0.00015 0.00013 0.00859 0.00577]\n", " [0.00014 0.00216 0.01514 0.0002 0.0008 0.00016 0.00359 0.01195 0.00014\n", " 0.00117 0.00018 0.00464 0.00017 0.00464 0.00018 0.00117 0.00015]\n", " [0.0192 0.0172 0.03605 0.00375 0.0115 0.00868 0.00326 0.00071 0.01374\n", " 0.01798 0.00185 0.01122 0.0002 0.01122 0.00185 0.01798 0.01373]]\n" ] } ], "source": [ "print (v_hist_chevrons)\n", "print (v_hist_chevrons[:, 6:11])\n", "print (v_hist_chevrons[:, :6:-1])\n" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:38:05.159595Z", "start_time": "2018-07-18T09:37:47.083945Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 502, "width": 563 } }, "output_type": "display_data" } ], "source": [ "_ = myplot(edgeslist, mp=mp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## some book keeping for the notebook" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:38:05.253409Z", "start_time": "2018-07-18T09:38:05.163776Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2018-07-18T11:38:05+02:00\n", "\n", "CPython 3.7.0\n", "IPython 6.4.0\n", "\n", "compiler : Clang 9.1.0 (clang-902.0.39.2)\n", "system : Darwin\n", "release : 17.6.0\n", "machine : x86_64\n", "processor : i386\n", "CPU cores : 4\n", "interpreter: 64bit\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:38:06.313824Z", "start_time": "2018-07-18T09:38:05.258328Z" } }, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.0 64bit [Clang 9.1.0 (clang-902.0.39.2)]" }, { "module": "IPython", "version": "6.4.0" }, { "module": "OS", "version": "Darwin 17.6.0 x86_64 i386 64bit" }, { "module": "numpy", "version": "1.14.5" }, { "module": "scipy", "version": "1.1.0" }, { "module": "matplotlib", "version": "2.2.2" }, { "module": "sympy", "version": "1.2" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.0 64bit [Clang 9.1.0 (clang-902.0.39.2)]
IPython6.4.0
OSDarwin 17.6.0 x86_64 i386 64bit
numpy1.14.5
scipy1.1.0
matplotlib2.2.2
sympy1.2
Wed Jul 18 11:38:06 2018 CEST
" ], "text/latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 3.7.0 64bit [Clang 9.1.0 (clang-902.0.39.2)] \\\\ \\hline\n", "IPython & 6.4.0 \\\\ \\hline\n", "OS & Darwin 17.6.0 x86\\_64 i386 64bit \\\\ \\hline\n", "numpy & 1.14.5 \\\\ \\hline\n", "scipy & 1.1.0 \\\\ \\hline\n", "matplotlib & 2.2.2 \\\\ \\hline\n", "sympy & 1.2 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Wed Jul 18 11:38:06 2018 CEST} \\\\ \\hline\n", "\\end{tabular}\n" ], "text/plain": [ "Software versions\n", "Python 3.7.0 64bit [Clang 9.1.0 (clang-902.0.39.2)]\n", "IPython 6.4.0\n", "OS Darwin 17.6.0 x86_64 i386 64bit\n", "numpy 1.14.5\n", "scipy 1.1.0\n", "matplotlib 2.2.2\n", "sympy 1.2\n", "Wed Jul 18 11:38:06 2018 CEST" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%load_ext version_information\n", "%version_information numpy, scipy, matplotlib, sympy" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "ExecuteTime": { "end_time": "2018-07-18T09:38:06.759833Z", "start_time": "2018-07-18T09:38:06.410874Z" } }, "outputs": [], "source": [ "%cd -q ../notebooks" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 1 }