{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# TSNE\n", "\"COIL\n", "\n", "\n", "TSNE is a wonderful and surprisingly effective dimensionality reduction algorithm that finds information in high dimensional data through minimising the Kullback Leiback Divergence between the probabilities in the full data space and the reduced space.\n", "\n", "In the original high dimensional space, each point's probability of occurence are:\n", "\n", "$$ P_{j|i} = \\frac{exp(-||x_i - x_j||^2 / 2 \\sigma_i^2)}{\\sum exp(-||x_i - x_k||^2 / 2 \\sigma_i^2)} $$\n", "\n", "In the lower embedding space, each point's probability is:\n", "\n", "$$ Q_{ij} = \\frac{(1 + ||y_i - y_j||^2)^{-1}}{\\sum (1 + ||y_k - y_l||^2)^{-1}} $$\n", "\n", "We want to minimise the KL Divergence between $ P_{ij} $ and $ Q_{ij} $ so:\n", "\n", "$$ J(Y) = KL(P || Q) = \\sum p_{ij} log(\\frac{p_{ij}}{q_{ij}}) $$\n", "\n", "By splitting the gradient updates to attractive and repulsive forces we get the gradient updates:\n", "\n", "$$ \\frac{dJ}{dy_i} = F_{attract_i} - Z F_{repel_i} $$\n", "\n", "$$ F_{attract_i} = \\sum p_{ij} q_{ij} Z (y_i - y_j) $$\n", "\n", "$$ F_{repel_i} = \\sum q_{ij}^2 Z (y_i - y_j) $$\n", "\n", "cuML TSNE applies some cool optimizations to calculate both $ F_{attract_i} $ and $ F_{repel_i} $, which are described at the very bottom of this notebook!" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from cuml.manifold import TSNE as cuml_TSNE" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [], "source": [ "cuml_tsne = cuml_TSNE(n_components = 2, random_state = 42, verbose = 0)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "TSNE(angle=0.5, early_exaggeration=12.0, init='random', learning_rate=200.0,\n", " method='barnes_hut', metric='euclidean', min_grad_norm=1e-07,\n", " n_components=2, n_iter=1000, n_iter_without_progress=300, perplexity=30.0,\n", " random_state=None, verbose=0)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.manifold import TSNE\n", "sklearn_tsne = TSNE()\n", "sklearn_tsne" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# MNIST digits\n", "MNIST is the \"dataset of all datasets\", where all algorithms should be tested on! TSNE does surprisingly well on MNIST, showcasing how each digit has been separated into noticeable clusters.\n", "\n", "Notice - TSNE was given no information on which digits belong to which class!!! Clearly TSNE has clustered the data into well defined structure." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [], "source": [ "import tensorflow as tf\n", "(x_train, y_train), (x_test, y_test) = tf.keras.datasets.mnist.load_data()\n", "X = x_train.reshape((60000,28**2)).astype(np.float32)\n", "y = y_train" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check out some of the digits!" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(X[0].reshape(28, 28), cmap = 'binary')\n", "plt.title('Digit Label = {}'.format(y[0]))\n", "plt.show()\n", "plt.imshow(X[1000].reshape(28, 28), cmap = 'magma')\n", "plt.title('Digit Label = {}'.format(y[1000]))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now apply TSNE and see the result!" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.98 s, sys: 1.02 s, total: 3.01 s\n", "Wall time: 3 s\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%time Y = cuml_tsne.fit_transform(X)\n", "\n", "fig, ax = plt.subplots(1, figsize = (12, 8))\n", "plt.scatter(Y[:,1], Y[:,0], s = 2, c = y, cmap = 'Spectral')\n", "plt.setp(ax, xticks = [], yticks = [])\n", "cbar = plt.colorbar(boundaries = np.arange(11)-0.5)\n", "cbar.set_ticks(np.arange(10))\n", "cbar.set_ticklabels(np.arange(10))\n", "plt.title('MNIST Digits Embedded via cumlTSNE')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also try using Sklearn. You might have to wait a while..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see on n = 60,000, cuML's TSNE manages to finish in roughly 3 **SECONDS**, whilst Sklearn takes an unfortunately long amount of time (1 **HOUR** and 15 minutes). To make you not have to impatient, we subsampled a small 1000 points...\n", "\n", "Even on a small 1000 points, Sklearn takes roughly 6.5 seconds....\n", "\n", "Using the speedup formula of $ Speedup = \\frac{Old Time}{New Time}$\n", "\n", "cuML's speedup is:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CuML Speedup is = 1500.0\n" ] } ], "source": [ "speedup = 75 / (3 / 60) # 75 minutes / (3/60) minutes\n", "\n", "print(\"CuML Speedup is = {}\".format(speedup))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6.4 s, sys: 0 ns, total: 6.4 s\n", "Wall time: 6.39 s\n" ] }, { "data": { "image/png": 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YFhQn3AYDNHJEY/XwONU54wVjphlIMTMBTDF7PTa68l9Y/74PfH6woviv+Ry+mVf0eExbtIPlB3dhx7TEiGOzu/kglW31DM/p17dBm9kQNUjvupOG7PkQGMYQMRmStMuxHR7/x9ssfX0Pfr/JDbfM4Ps/W8gP/+dFLMtBgEjE5kBlMwcqm1n8aim//EWQrIw2BAgEYPo0uPxykzfeFD5ws0G/oihdWqQImEV9G6eHx2nCGW9K98/IxUkSjYJQ0er6/HWHNte5QtGKQEcbWBGiz/wGbWvq8XxbG6q6hGInjiqvVG7mreod2E4fhF3GVDAycB2/40nzdZn9kOBIpBtB/9QjG3npue001oeoOdjKn3+9nKbGDn76h+v52OfPY9DQvIT2kbCNY7UlbAsGYdG1g7nnd9dxyTVXgdkP8IFRALlXIkag92vy8DiNOOMFY5sVTplTdFB+v/U1vrf2cTbWlac9zmk8BGaiQt2Qk8fKqq1sqCvHclJXiSta63hsz8qU7ZY6bG2s4l/lb3Pf9tdxeolrFiMD8q+F7HkQnAxGjrsAExwLGWfjfm0CZnHXCnZ3LH9zb2zxxCUSsVmxeC85uUHOu2gUmVmp8611dan9FOS0UliUiZg5SP5CyL0UfMUQ3oXafavL4eFxunDGm9IDMvPTJliw1AaFh3cvpyS3P3lJK7hGvyEQJ/z2FfXn73Mug4ZypLGComA2t0+7MmGeckNdeY/Gb9SxqWito6oPZrWIH4Kj3D8S/VY1cwrgINL71xfMSGxjGJCZfVjDm3/5OPaW1nUJz0AAamph5MikjpwWiO6HwFA0Ug6tS+hyIYrsRvOuQszUhR0Pj9ORM0owrq3Zy7KDOzHF4Iph0wgaPurCrVw78hyeK19P2LZSzGrLsalsq2dyYGjCdsnOx3/jf9P++M8QhKdmzCPq87k+hQq1Ha2sPLSbCwZN6DrGb/Q+bykiRJwjW1hJ7cOgr8r+TR+eya/ufoNIxMYwhIxMPwuumti1//xLRhOJWDz/1FYA3n31IGbNLCV1flNAQ+6/7etJ8KvUKHRsh+zZR31NHh7JdOT62TF/cN8aP318z33GCMY1h/bwRNlqojEt70/bXkdE8ImBg7Jw+FkUBrL5264lCccpsKFuH5MLXcFYE2pmX2stmaafFUaYnQtuANQVRnFzh5baNEdCCX3NGTCWpdU76LCjCdsNBAdFAL8YDM0+eYsV084ewtd/uICVS8sIBn1cvGAc/fpnJ7S55MrxXHLlYbcmjY6AljeIXxmPWjZPPLCPOfMLKSlO42yu7jZVxXEUM85Z3HGU1cv2cai6hZIx/Zh2dvISkYfHqcUZIxiXVG/vEorgziOi2rUQ8q/yt7lkyJS0x9Z3uIsNW+orebD0LQTBUjtxLjBpQcVvmIzJG5CwrSCYxVemL2TxgW3UhFoYlduf6f1G8lTZGva3N1CckctNY+aS0Ysfpaqy5JVS3npzL5mZPq6/eQYjR6cKU8ty2LapmnCHxfhJ/ckrODwdoHYLOB1g1zF6aCujP1jUbZTK3tI6du+spaa6haycAKPGFjJt+iJofR21m4lE4E9/UVav3s+rLx3kW98dytD+7Zhm5z0xITiKl57dxj//vg7LViZMHsDtX7+YrGw/v/7xG2zZUE00auPzG1x59SRuuOXsHu+Bh8c7yRkhGDfU7qO6vefVYsX1X+zU3uLpn5lHbUcLD5UuSxCuPTE+fxATClI1n8JgNteWJM4JfmLSJX3qs5OXntvOmiXr+NQnbAoLoaamkkNVlzJg6OGkEJGIzV3feIEDlc0gggh840cLGF5SCG1vQWQfrjkcu9awD6IHIOf8hHO99sJO/vHn1ViWgypcc7UyeTg4jWAEBvCLX/nYuK6eznihSNjm+98u56pFwvnzwOcPUDTsfLZudXj0gfVEo66w3LW9hj/e+xbX3DiVLRuqCYetruOffWwz+QUZXHHVJHdoHVEOVrdSUJhJXn7GEd0rD48TwWkvGCta63hkz4oUYZeMrQ6ranaT7QvSanV0tQ4YJutr9/J2XVmfhSKc2OiZN1/cwje/bpOV5X7u3x8i0TdRfX+XW84bL+6ksryJaOTwmP/06+V8/+7JECknNbbagshe1JmBGK4pbUVtHvzT6i5n77NnKAvfDWZsqlStGt59hY+N6xK1TNuGp59Rnn5GMAyLKWftoKhfVtcCjmEoBfk2ZbuqaWsdj2GmaqkP/GkNQ0YU4Peb/PwHr6GqWJbD+z50DldePekY76CHx7Fx2gvG0qaDKb6BApzVbwSb6ioSIl6ijo3tOCwYNh1bbRrD7a7rjTqpwcYxTAzsNGvNhf4sNtaVUxtqYdvig6x/qhoRWHD1JG744Ixjih0eMjjxfIbhhuLhtIKZT31dOyuWliUIRYCGunawm+g+asYAO1YGwciivT1xLnTCBMiIU9gEZewYJRA0E1x+4nEcZdP6A/h8Bj6fwcCBNl/7qtuPaUZpp47uvJP+8IulRCMOobhxPHb/eqZMH8SwkYXdXIOHx4nntPdjjDipK80KbGmoQsRISRjhoCw+sJ3zB02gw44S1cQHvvMIAaYUDGXRyPRzYbXhFh7ZvYLnKzawd1g1gXkOkbDNS89u5/UXdx3TNc04d2yyCyU+E5AgdTVtfOuLz7J3V23KcbPOzY0ls02HuH8tL0DT09D0JLnZUQYMzKCgQBFR6ushkhTd5w/kcNun5jBkeB49yXrLcggETb7yZcjNdZ3CAR79+wYcO71QbWkOEwknCnHDNNhf2dz9iTw8TgKnvWDckCatGLjaoaV2WkWww46w/OAuBmYV4JPDt0CAgOnDJwYK7GyuZm3NHkxJvE3n9BvJ1sb9rtuNgAQga5YgWRAJW6xbWZHQfuvGA3z7y8/x1U89yaP3r8O2e45+Of/ys2lo6k8k4sYmO2oimVMQI4Pnn9pCqD1CvJLcv1j5xc+UW2465BbSSkHc/I5dc462mwG85QV+dGc7/+8n8NN7YPMWaG5x8zu6Wp5A1iwuuHQM4ycN6GWyAvoVZ/Hii7B9u/v5oYdhxUqIRNJfr2NrSqojx3EYONjzh/Q4/ojIl0Vki4hsFpGHRKTbCe3T3pRujKQTBD2jQIcd5cph09nRuJ+DoSYECBp+Opyoa1rjCteq9tTMMZVtDZhiEI2bx1PbjeLTDsgvPHy/9+2p5xc/fJ1IzOx9/qmt7NtTzxe/cQl+f6rfo6ry7ye3sPT1CFOn5HLpgsEMGj6yq5Rqa2uiUATX1C4spFuTFQzwD4PwlsS7oCFEwO+Hon5w149yYoLVOdymYyMEhmBFu59u6GR/ZTMV+4Q33lRu+SCsXAXRaM/HgOuEbhiCZTkses+UtCvwHh7HgogMBW4HJqtqSET+Cbwf+Fu69qe9YByYmU9VW33CM5tu5Tkev2EyPn8w62r3UtfRgjqKI+6KcnWo59VtgGx/kOboYR9GdYCoYLSbBLNN3nPzDAAa69v5x1/WdAlFANt25+Tu/NrzfOeed6cIx9/9bCkrl5YBsL8CXn+tnW/eNZZRY939cy8oYe2K8rhIFWXOHHdf96auA5GdPV6TAGgrKUaEVcO+PfVkZPoxfQa2lTSfK5CR6ScSsbv2RSLCAw+mmuXpsC3lnt9dQ92hNgr7ZdJ/oKctepwwfECmiESBLGB/Tw1PK0JWhH/uXsGelkPk+DK4cvh0Ht2zssupurcljyxfgEXDz+bJstXUd7ShXTkPYX97A9JLD37DZOGIGfgNkwd2vkVDpI2ijBzGNw0j97ZMZp83gryCTOrr2vn2l56lrTW9dNhf2cSD963mupvPoqDQ9T+sqmjsEoqdRCM2y97cw6ixbgjhjNnDuOXjs3niHxtoburgkkuU667t5aJRNzolASFVBeyMqHFdd+rqYP0G4Z//fB7HIWEKICPTRzDo49z5I9kbOUTpi4madV+EIkAgaPL8U1u55oapCX6YHh5HSG/FsKpE5KdAORACXlLVl7rr7LQTjH/bsZh9rTXYqrRbER7YtRQjbg7Qre3Sg7YoJnXhFhrD7SntLHUYlJFPdUei1phh+Jk9YDSOKrMHjO6KXLnj7Ku7Pc9Lz26jvS3arXlrRR2WvLabFUvL+NbdVzJsZCG7tqcvuWAaicJ6/hXjmH/FOBxHaTm4AmQPPZU+SE9nWrOkWtZGPlakkV/92mHbdohGlXQ2tDrw/Z8v4v8q36SxvOVwd4DPZ6CqCZnCc3OVT34cRo022LVL+dOflbY2Idxh8drzO1i9bB93//oasrK9TD0eR0WPxbBEpBC4FhgFNAKPisgtqvpAuvan1eKL5djsbTmEHSdtFI4oQ3aL1UFtR2tKajBwtcHJRUMTYp59YjCjeCTXlMzkulGz+hzO194W6bXIlGW5rip3f/tl2loj5OYG0/r8XfKu8ahG0WgNajd2JcUwDCFv0FyMnPMhMA78o0hNVXYkKPj68/xrw9i+Q3qcHzRMYee+ag6GmjGKlYIbDMwiMLJg3MzihJDArEzlrh/ClCmQk+0wY4Zwx3/Hzoc7vRBqi7J+VbdF2zw8jpXLgb2qWqOqUeAJYF53jU+IxqhOLOU9BviHIH1IrtAXDDEQkZRsOb2tlib0gTAhfxDbGqsSHLoFGJ8/mCuHT2dM3kAeKl1GqxXGUodDoWZCVoRMX9+1mXPPH8nyxYdTfvkDJnn5QepqUheLWpvD/OQ7LxOJWAkXIwLv/8hMBgxwoOExXP9EBd8QNPcyRMT1lwyWQLAE1Sg0HYqrOW2CWQB2I6kaZbK2GCOygz07g0QivTjMWw6FBdk4B90XTKBE6PdJ93tuMZqYdGkhZesbCC2DGVOVnBy7aw5UcBg0CPLzoSmmnCuKZR2p1uvh0WfKgbkikoVrSl8GrOmu8XEXjGo1Q/MzHF7Z9KMF70GMY69fbIhwTr9RrKndk7Iv0wy4DtzduOj4MBBDeO+oczmnuITqUBNLq90FiRE5/bi+ZBZDsgtdwQuE4zLg7Gk5xPfWPE5RRg6zikdzTv8SCoPZac5ymKkzhvDhT8/lsQfXE43YzLt4NDfddg7LF+/lr79d4a7yxlFR1oAIXVqmGG4CiHddMxltfBy3sFkMaz90bIHMxOJV4APfEIjE/CglA3IuA6ce2teBXR/XtjvBpwwbEmbzJqMrvC/hDD4D0xTmXzGO8aMGEqj1pSTNiDgWB2ggY4bQf1YGHxqbjziJ2qAbXWMCjpta0jSYPjMxw5GHx/FCVVeKyGPAOlwNYz3wx+7aH3+NseVlElNWRaHldch/13Hp/vpRs9jeWEWr5dY49onBpMKh3DLufJojIf6y/U0OhBpTjhuR24/rR81mUFYB+9saWFdb1rnMwMT8wQzNOWwi724+mBIe6KDUdrTwQuUGXqvazOemLmBIds/RGedfMprzLxkNuOF35XsbGD6ykBmzh7JmWaKvY7LZrQ40NXTEdiZm1AYgUpYqGCN7ILI3rpMQhFYiOfMhfwga3Q8ti4GeV0auWiRs3p5PZXlzQnSN329w+aKJnDNnOOMnDWBDbXmKUEy4BpRWq4OdTRbTkxabxfAzd/44Nq3bT0FRJrd8YjaFRVk9jsvD41hQ1e8C3+1L2+MvGDWUus3p3QWmrwRMH/911iKeL99AbUcLY/MHcOmQqRhicKC9kbpwapF5gIZwG4OyClBV/rz9Ddqsw8XjX6zahI1y5fDpAOQFMvGJ6SazTUNEbZ4uW8NnpvRc/6WT5qYOfvQ/L9LY0I467txgMoYpmKZBZobF7Fng9wuBnPzOvaTkR5Q0sdrRgySGAzoQjVvQMQvpTSgCBIMm377rYu75/lts33LocPdRhz07a3n/h2fSGu3gkT3Le+3LQSltD6cIRiNYwgc+Ogs+2msXHh4nneMvGCUjNfrCyE/f9ijJ8Wdw45g5KdtDdqRbZ5tALOlD2LFoiaYK71erNjOlcBjDcoqYM2AMKw+WUtvR2q1wbIl29Hm8D9y3mpqDrT1GvDiOMntuEbfedIhAwE3EYPrKUavBrQHTsTHxAH8J6rQjRpyWZeaSIkSNOJO/m2vB6A9O/Iq4hRF6g4zMVA2u8xrqOlpTnNy7I8Uilxwvqa3HKc3xX5XOvSKpWz/kXnzcTxOPtlWjFW9Q0mYDyDMAACAASURBVF6Z1lXHb5gsGuE6XQcNH740haMU+M2Wl3hz/zb8ho8vTnsXN42Zy8DMPMwkz2m/mExMk3KsOyrLG3oNA0Rh4bsssnPc8gI+HwgWtK+FzLMgcxYYuSDZgAmhddD4JBqKi2bJmARmPu77zufGKuacF3eKLFpaA10uRF1hf8HhJH5nCnY9l1w5BiNus89nsCCW+aYwmI3Vh8JeBjAwGP+dCGSM71NZBg+Pd4rj/usUXz5acBNEK+kMRTteq9Lp0IZd6KY/gioFInw00J9/BsbTYoXJ9gUZnz+I2QPGUJLrFkMWEW4cM4d/lC5L6ctShxcrNzKlaBjFGbnMKB7JtH7DWXtoD2tq97CvpR5QpvUbzsKYoO0LI0cXcXB/S0It53Q01dcjyesPGnJXnjMnoxkToeFh3BXmmKYWehv1D0F8hYj40LyFEK129/sGuIW1Yjzz6CbefNnm1g/CmNHQ0AgR31zGjdxPaikDg1VvlSOGQXwM4qAhblXBvEAm15XM5Ol9azHFwFaHXH8GjeH2hKij/sEg5xd0HB6v+CE4uq+3zsPjHeGEvLbFiBVyOgnorsfAiS0AKIwKH+SOwedgjLyu22POLi7hQHsjr+/fmrLPQKgJtVCc4U6KmWJw7sCxnDtwbJeb0JGmFPvgx2ZTvreBmoOtWFE7wfE5njVrYNo0E+kyT03wjzjcILyT1JRitpuU1lcYG5sJgfSru2+9sYf6Ood7f3V4/BddXsu4D6Qm4miLDGb5kn1uoofOM9kO93z3ZUIhi4GDc/nCHfP52llXUdfRSr+MXHyGwd92LKa8tQ6/YXLJkElcMmQKRrQcImXURAyePRghXLWU2QPGMHvAmF7vnYfHO8Hpb89Ek+Yz1YZIz2mr2qJhllWnjx0OOxb371rCreMuYFJhUoGso8yxmJMb5M6fL6J6fzOrlpbx7OObsa1E4ejzG9S3DEAy+kPHVkDdcqnB8WjbKtcX0apOf4LwLsjqXYMNBBO/bhHIyEi9JlV49qkDCUKxc3tri7t4s7+yibu/9RI/v+89FOQfnsf8/NQFqGrivQqWUOMU8dMtz3Xpkntba6kLt/Ku4Wf1Om4Pj5PN6S8YiybCofWgMU3K8CP9Jvd4yMFQU49CLurY3L9rKXfMuJr8wPFxITFNg6HDC7h80URefWEnbS1uZIyI6/w9Y/YwPvq585BMf5eQU7Wg6dmYu04PZrj2rergTbedw69//GasYiAEM/xcsagESHxJWBasXuWQEnkeC68OBJSZ50B2doTa6moGD+/9BfLU3jUps7+vV231BKNHt+TkWFx43qHeGwKp1dyPjdNeMMr4G1EnArVbwPDB6KuQook9HpPjz0gbEhiP7Tjcte4ZMn1+ri+ZxVnFyYWWj47cvAx++IurePaxzTQ1hDh7znDmzU9fpIroQXBC9CgUETBzUbsZMfN6PPf0c4Zyxw+uYMWSMgJBk0uvHE+//FpIcpN8/Q2ob0gcTyBgoqqYps33v+tGrYjYBIJvoNYCxNe/x3OH0vg79laOwsPjneL0F4xmAJnykSM6ZkBmHmf3G8mqmtQImk6cWDqKNivMI3tWUJSRw/Ccfsc4WpeCoixu/eS5fWip9J4vSN1yBk3PotkXIMGeBfjYCf0ZO8EVYqoWNCxJaTP3whIef6Kqq4BVMOjjmpumcaCiiX65eykqcvB3uVHa0LYc8q/p8byz+o+ioq0uYVv/jJ4FuYfHO8VplUSiKdJOXUdrYlnTJGx1eG7fen6w9kl+vP4ZNtVXpLZxHEqbDyWInICY+A2ToJH6rrAdh11N3czvnUj8A0F8HBaOBvgGQt7VEJwQP0L3r21pShx5j3TFVCeSl9PBHXdeTr/+2fj8Bjl5ASZOGcjHb5/H+fMHxQnFzn7CKX0kM2/QeC4cOKHrSoozcrl96oK+j9XD4yRyWmiMjjo8uGsZWxsqERGKgjl8ZvJlZPtTM5O/ULGBt6p3djlmP1S6jOyJlxA0fTyw6y2aIu0UBXNoiYQSRIKIcONo12n8ib2rCdmHI0RMwziiBBLHCxE/mr8I2laB0+IKxaxzwKpxF1xScHCFZB+/ViMT23YXYTr9FS0LXvh3Dc/96xUiERvHVupq2vnB11/ANA0GDcrgc58x4gp2GeAf3KfTXTNqJteMmtm3sXl4vIOcFhrj8oOlbGuswlKHqGNT29HMY3tWpW278uDuhGiVqGOzrmYvv9vyCrUdLUQdm4OhppQiWLY6DMrKZ0bxSG4cMwe/YWIg+A2TgkAWM4tPjvtRMmJkIbkXI/lXI9nnuo7RkXLSzjsa2UfkOB1qV+75aYC2Nmhvh1AIDhyAp56y6QhZiavS6mbU2V/Vzl0/NghHBEVcoZidGoXk4XE6c1pojBWtdQlJHWxVqtrqU9q1RjsSNL2u7VYHVi81o0WEjFjY4LSi4RROuYLSpmoyzQBnF5cQSC7b904iQVIzcAvkXn5E3bzx0i5277G54+swbhxELbeQleN0P6/puuzYfP52g1Fj+nHHnRenjSTy8DidOS00xoGZeSQXQk1nRjdG2vGlibIZlTuA9MnIDmM5Dg/ueqvr87DsIi4eMpk5A8eeWkIRIGNCTDh2fn0m5Fza66p0Mi3NYayoQ3tI2LBR2LpVehSK8UQjDnt31/PK8zuObOzHiKqNdmxH21ah4T1HNqfq8R+LiEwQkbfj/ppF5EvdtT/Fnvj0jMsfxPMVGxK21YSacdTBEIO6jlY211dgq4MkPSgmwjnFJbxatTmty0gniqatCHgqIkYmmn8NhHe7tVwCwxFf31fM21rDlO2up//AHPz+9HkX+0I0YrO/4vhlTuoNVQdaXgGrFrAh7HPnWz1T3qMXVHUHMANAREygCniyu/anvGBUJ0RBeAk/GmvR5sAj1Qal7W5sbls0THM0xG82v4ytDoYIphiYqrH81IqD8nzFBm4bfxH3bX8dR7v3nsvzH10xpubGEM88tpnGunbOmjWMCy4dneCXWF7WQNnuOvoVZzN5+qCjjqCJR4wMyJzS5/YVZQ20NHdgGAa/vOt1LMtBVSnql8Wh6vSp2nojEDQYMwbUbkHMk1Ddz6oBq47D2cgtCO9CM2ccl0TIHv8xXAbsVtX0Rek5DQQjLa+SJS2IQL4BHx7i8PN9QpttkOnz84tNz3ctpDiqWOqQ58+gNRqms4zT2pq97G4+yKSCIeT4M1h5qDStcPzAuG5LQKTQEYri8xmEwzbf/vK/aGnuwLaVdasqeP6pLVxx1UQuXjCOJa+Ucv99qxFDQGHmecP55BfPPy7CsS+oKn/61TJWLduHaRqEQtGEqclD1a2YptF79p8Y7gq2IKLMnulwwaxSaNqFGrmQdS7STZz2cUEtdwAJX57gxo97gvE/nB6rBCbxfuChnjo7pQWjqgV2AxL3JCgwNstgxpCLWHxgR9q8iM1J2xyU+nAbTeF2gr4APjFTVqXP7jeSETnFvY6prTXMz3/4Ont21QIwZlwxrS3hrsQQtq1UVTTx4J9Xs7e0jrde35OQVWftigpK31XDuIkDjuA+KGgYxHfE6bo2rK1i9fLOOtTpF6By84KEQlEsy8GxnZTKhoYhqCgqkDvX5IarRzIjWEZeXlx/Tgu0voHmXo74Bx7RGPuMr5hEh3cBIwfEy/zt0XOVwE5EJABcA/xPT+1OKcGo6hB1ynC0HZ/RD1MGEb/66qibPebqkrlkZA7ipcpNR9S/jRJ1rJRQNIPDPoy98adfL6estK7LlaW7kqfRiMObL5fi8yWubxkiNNanyXLeDeq0Q/NL4LjmrmZORzKn9/n4Q9UtOL1og8NK8rnosnG88u/ttDaHqa1pxbYcbBsCAWHwpZmEZ0S67tuLjeWMHaGkLvXY7rznCRKMYgTRvHdB61vu/TD7Qc7J0749zgjeDaxT1YM9NXpHBKOjyrryet7eeIB+tjDzrMEMLymg3XoTW+sBm4hjEjAmEsyahbat5flaZXGDgQLj88v40PjhFASy0paN7wkDYUrhMDY3VMQqDsKt4y/A38eV513bDvWaVzGe5La241AypucSrKo2tK92Ky06YRJSjYU2ob5ixN+3RLnDRxamLaUQT2NdiCcf2kDNoVZ8ps2d34UVK6G5GaZNg+IJbfy6wqRTW1OEspAwJJ31eoJdd8QsgPxFJ/QcHmc0N9OLGQ3vgGC0HIcvPr6et8vr0VgBqFFPb+F/vjKBERMaOGzu2UScrQSD72FdQwdvNW3r0lh2Nx/k4d3LWTB0GpvqyxPqTCcjuAWzoupgIARNP5MKB7O5oSImUZUNdftYfGAbB0PNDMjI4/1jz+u2CmBBURYtzb2HwKWMQyCY4eMzX7mQ/gMTFyrUqoNIpasFGdluirFoFelNX9tdle2jYJw0bRALr5/Cs49txvQZiEBHKDEbT2X54ZXlSRMgLx+uu7ZrdEQdyDGhNTYcQwxys0qAXSS+lnyQkT6Bx6HqevZXNDFgUBFDhh/fUhceHn0hVjr1CuBTvbU96YLxhW3VbNrfiG0IxDSZ8rF5LH5lG7dMSA67cyfWS9tCROOq6FnqsKm+gh2N+3uMmxbgosGTMETY3XyQomAOi0bM4J4Nz2HFZddZV1vW9X9bNMxvtrzMHTOuxp/GJ/ITt8/j7m++hM9v89HbbKZOhUgEHnoYlr6VXjPz+Q3e+4EZvPu6ya6W6nS4CwlGtluioDP/Yteoe9KBfYl1XPrAde8/i8sXTqS8rIGf/+DVHttGo6lpK0wRREz8sTrWw7ILmTLwXIiMhMg2sFvcsgvZMxEzUeipOix78Xn+9pd6TBMsG66+YRrXvq/vGdA9PI4HqtoO9Mmv7aQLxgNNISJJpUKtgMH2TRYQLxgFg1wgQEEwqyt9fjyRbqJZ/GJiiFAQzGbBsGkETB8R2+KFio3cv2tpSmnUeBSlw4pwsL2JYTmpJu/I0UXcfe952K1rKchtwzQVvx9uvRXq6oVt21KFmmEIw0YWuP23LnPLnCJgZMVyLcYf051QjJmyvv4QOPLwxJy8ILbt4POb3fotGoawq1Q5VANDBhNLFmFiBEfyiclTKWupIcefweTCoRjtayC84/B4nRaI9IfMaQl9hurf5q9/rica50L67GObmXP+aAYNzWPfnnpqDrUybERBV9kED493mpMuGCcPyidoGoQ7FwQcJbMtyoABxWT5ZhOyVqJ0YEohmb65AFw0aCJv1+2jORJKEWqCdBXAEtxaJO8afhaZZoDxBYPxG24ewfu2v05la323Vf/UUSL73MVfY5hDwEw/V6ZtKynw7YaCRHM04IecnPRCLRj0MeWswRDZHav73HntPfkPdmqOhhvlknWOqyn6Bh71YsOAQbk9zo+OHV+MZTssXV3I+27KoCPSQEtbHjn9pjE4K8jgrJhwtxtjZRbir9eB0AY0OD7Bp7CprhrDOJw+LTtbGT0KmuoPsfi1Ul5+brvrLmQ53Papc7ngsrHuOcJ7oW0lEAUjD3IvOeLIHg+Po+WkC8bzRxfzgVkj+fuqvTi24u+wmRc1uf3r8/EZmeQGFgKxKIe25RDZQybCl8dOYG1rPk+XrU1YVdYkV548XyYzixMTv9aH26hqSxWKnaJHbaXxIcctyyzQJkrL8AgDJiQ0jwmEUtLN/W3fKaxbl/6awx0WtYfaGJBbm3RsD9ph5llunkUjEzImJxS1OloGDs7lxlvP5tH712OakjLXWLannu/9bCFF/bL45lf+FXP8rsLn38HXvnc5E6bEVpudEOnzRIr7ZonzKSzqX4BhuHkYJ05QvvRFt1RsRsYKSjcqkTB03pO//X4ls+aNJGgehLa4PJFOEzQ/jxbc4Na08fA4wbwjq9KfmjeGD80uoT1iUZjpxzDShGyH3oZIGTHRRSCyk/MKZmGPPJt/l2/AZxhYjo2jTkKemcr2emo7WuifmUd1eyOlzQfTlvkMGD6uK5nJU2VraNoQdQvrxeSEjfLHe5fxk99em3iQ04Ebn5wsGE02bjSxuwk5VFwzFTMP1ySOO97Ii2mOsTEa2ZA1N62jtKpCezMEsxBfclLEvnHl1ZOYNXcEB/c3c8/3Xkn0WRTX/WjF4rKEaBgr6vCzH7zGHx56vztHauShAqJJ4lFS5z8D+TP50peq+OUvQ9z+Bcjoku8Ol10Ka9fC7j1uL4Zh0NLcQTBjferANQJ2c1fRLw+PE8k75seY6TfJ9Pfw9o9WkiiAbIhWceHgS5lSOIzacCuWbfG3nYsTDlPg5cpNTCgYwuN7V7mFmYBkDcdRhymFw+iXkcu9i19DrWhCi7q6pCJbAGYBqVqeCVmz0UAjkJpQwe83GDepGCvH4oAzkAFmEabd4I5HDMi91HVS1jBIEJH0eT2c2irCf/kGtDYC4Lvms/hnXZm2bW/0659NUXEWgYCvK0s3QFRtdoT3s2dXqm9mJGzR3hYlkFVHyF4O2QFQh6xQBNNRkEzIvTxFoxMjyIRzr+dX91XgCydmC/f5YOBA2B1LpO7zGxQWZUFbOnNf3dKrHh4ngVM3u05KNIN0bSvKyGF8/iDGFwxOa4xurCvn4d3LiTq2m8NRnZRIF1XlpcpNjM4bwPSxU9A4Xz8F2rJThbYYGZB7WSyzDe7iSd5CahoH8/qLpantBWZeMJzMG5T/3fIiv9nyKr/ap4SyLobc+ezQ83hpfxkrD+3BJtCtUASI/N93oLkW7CjYUaznfo9zoPvSDL0hInz083PxBwzwuTLHNwTKig9gZKaayX6/SUaWTchahqtaK4jQnpWDFtyMFN6IdKPNifjwZ40geWrUMCAry8AfMMnK9nPbp+dQsa+RiIxL7cQ3BDFzjvp6PTyOhFMm8kVV3Qn98A7AcEuH2jVuOVQUMCE4DlWnS4D4DJPCYDYN4cRqTr2lGOtsUxnL6Zg5PI/GkTkUlrUAEM7yUT2pIO1x4h8IhTehandpR089vJRwOHXe0ec3KV4QZF3z/i73oEOhJp6rKqc4I5dXqzYTcWz8hsmamj18ZsrlmGmEo0YjaEM1yXavU1WKMfjoi9fPvXAUe3zVLHt7N0a2EBgLFg4FV/uIPHi4/rUIfPEbF6M0kzqVoKiEgF60ObFJdkUSMfjAx89j0c2DuP++1fzp18swDIOMTB/f/O50+uftAnXcGuVZs4/6Oj1OT/IDyqIR3WfEiuenx/ncp4xgJLwT2tfQ9dC1rwKjELQJ92GyoOVfAGhgNGTPQ8QgbPXtxiVjitG1yjpjaAF/GJ1H7bBsxFYkYDBtSHrB2Em8ydjcFE6xsEXg5g/PpFQrE3wmbVU211cQdqwuH8yoY3OgvZFdjdVMLEzjuO3zQyADwnGhhAKS33tsd28MHJ5LtmEm+IPmlgT48v++mzXLy7Fth/mXjyW/MBNbW0jNHO5g0PvCkEgANXJi86mHfTaNQH82Ld3P5rf3d8Vzh8MWf/x9Nd+6+8Zjvj4Pj6Ph1DGlwztJWdRwGkibwj+yD0JufkarlzKoyZhiEDB89M/IZeEI18l48qB87rhsIhlBHxowmDwon7uv6ns88rnzRhAIHhaUPr/BovdM4bKFExiaXZiyfhuyoymO6QJ0pMk+Dq7ZG3jf18AfhGAmBDIwJ87BGHt2n8fY7dgHjCHTDHQlAvYbJgtHzGDg4FwWvWcK19w4jfxCNx2bKbkEjPG4C0g+wCRozsCNy+8DuVe4i03g2u458xEzj8ryxphQdFFHOVDZfMzX5uFxtJw6GiNH4oZhx0LmzmZS4RC21Ff2SUD6DZNFI2YwMrc/g7MKEszWhZOHsHDyEGxHMXuJLU7mwsvH0tjUwfNPbkVVuXjBON77QVdoLRg2ncUH4hyhu0GBktzuM+6YE+cQvP13aNUuyC3CGDn5uCRPyA1k8pXpC1l2cCcdVpRpRcMZk999EogM3zT8zjAcWjEkD1P6Ht4nZg4UXJswHQIwvKSQQNDsEo6GIQz1wgY93kFOHcGYeRa09hyudhjpcgt53+i5PC6r2N6wn6DpZ2rRMFYe2k3EsVKOml40nPMHTUjZHs+RCkVwNbprbpjGwuumsGb5PpqbOqgoa2Dk6CK2NFQm+Fp2x6z+oygI9pw+yygaBEWD0u5TVZ7YWMmSPbX0zw7yiXmjGZDTN9/HTqf4vmIahZgcvdtM8iLTBZeMYdO6/axfXYlpClnZAT75pfOPun8Pj2Pl1BGMviJcyz5J8zMHgN0ARHENTtN1c8lyU68FTB83jz2cYPZgexPLD6aWFvWJyYic/l2fneq9OPu2IjkFGJPmImnioo8Ey3K4+5svUrGvEdt2s4l//PZ5vJW3tU/Hr67Zw7j8QUwtGn5U5//N0lIee7uCDsvBFFiyp4aHbzuPgsyTX/b1SDEM4bNfvZBD1a2EO6IMHpaPvydXLg+PE8ypIxjtRlxzOl4wmpBzHmLmo044Zj4r+IciRgaqyuulh9hQ1cjQ/EyumzaMgVn5XFsyi8f3JpZXNQQGZrnzW9amJUQf/7m7ymsYGEPHEfjoXcckHNeuKKdiXyPhjsOa6l9/u4Lxd/QtjC3q2GxrqDoqwaiq/HN9BZFYmKWt0BG1eaO0huumncCM2scTdShY+keczYuxxEDnv4/AJTe/06PyOIMQkQLgT8BU3Nmrj6rq8nRtTx3BaGSSutCiIK45KEYQgomuKb9bWso/Y1pS0GfwwrZq/vC+mTStjODfmEX0onb8ARMV5fxBExiT586dRZ+8F6KHU4c5Vbtwtq3AnHL05ltLcxgnKTlGRyhK/4xcDoQaE7YLbuRNOM7cN0XIPYKaM3tqW7l/TRmhqM3VU4bgOJ3uMC6qmjKeE4FGKl0PAo2Afxhkzz3iLOMAkSfvxXn78FSK/cr9RDNy8J939fEcrsd/NvcCL6jqDbFM3t3OXZ0yglHMAjQ4HsKdZrBC5tndFjkKWzYPrj2cizFsOeytb+O3j7zN5md2uBP5GyBzIHzhixczZYTrBqOOA5GkDNqqaGtj8imOiAmTBySsPpumUDK2iK2N+xPamSJcNeJsRuQU84dtr+Gog4iQ5Qty0ZD0uQyTKatv42MPr6Yj6nps1u/czIJoDa/6JxA2/Ig6+GybC8b0zZ1HoxG0rQnJLUSOoFSsWnXQ+iZd3gSRfYBCzoV97qMTZ+PilG3WW096gtHjuCAiecBFwIcBVDUCpHcD4RQSjACSPRsNjHRTWJkFPZYEjViOG0kRpxQZAuvWVkGn60cUQpU2G5bsZ8o4VzCKYSBDxqL7d7vOw53Hjpx8TGMfXlLIJ790Pn/97QpC7VFGjy/mC1+7iB/teDqhnSEGPsPHiNxivjz93exo3I/f8DGtaDiZvr7NBz6xobJLKAKMC1fxsbalFGe2sDwwmiKnjc+2L2FAzrt77Su6cTHWP+/puhfmhTcQeNdHezxGVd0V8eh+ErV8GyIVfbqGVNIsenkVCzyOH6OBGuCvInIWsBb4oqq2pWt8SglGAPEPAHovFJWb4Wds/xxKa1qx4kzG/A6H+ErHIuAzE1dBg7d8l/AD30f3l0IgA//1X8IYdOQ5DpOZPW8ks+eNPCw4gIkFg9nVVN3lTiQI4/PdleXijFyKe1klj8c5VI5Tuo6J+2r4btMmptgHOGTk8kZgPCLCR0LL+UgoNmWS3bu7izbVJghFAHvJY1glU/FNPDelfWO4mi0NbxJ1Osg085iaM4qs5EiYozCjAcyZV2CvfC5hm3/+TUfVl8d/JL1VCfQB5wBfUNWVInIv8HXg2+k6O+UE45Fw7/Vnc+eLW9lS3UT/nCDfXjCF6okHuf+Pq4iEbbecQNDH/AVjE46TvCIyPnsv6tjHvBqdjnj/wlvGXcBje1ZR2lxNti/Ie0efS1HGkcf82rvWEXnwB+A4XGy7scoCFDltjLAbaOk3kozmSrexKoEbv8qOxv3sbKomR0zm9ishM0lYOjXlpJQEBOxNi1MEY9huZ2P9qzjqzouG7GY2tOxkbjCIaAeu5mh2eQscKf6rPu2ee/0rYJj4LvkAvqNMkuHxH0lvVQIrgUpVXRn7/BiuYEzLaS0Y8zMD/Oy6xBT54y/LJScnyNLXd5OR6eeq905l4OD0K8MnQigmEzB9R1SvujuiT/+6a8Eo3sI0gKApFFx2A0ZmNtrWhDFiEsvCzfx75xKijo1p26zYuZzP7z9Azs3fRPyuyS4FA0jneO5uh5ZIiIOhZgqCWQhNSJJtazkRIjlXEbSq3OxA/qFHXTpVDIPANZ+Faz57VMd7ePSEqlaLSIWITFDVHcBlQLe+dKe1YOyOc+YM55w5R+cP2Bc0HAJ1kIwjq71yTOcMdZ/t228IRjATc9zMrm3Pr1rcle3cNk1aMjLZ3N7AjF99BnPoWHwXvBdj2HiMsy/HWf/K4c4yc/Cffz3bGqp4YNdSDDGwHIfLhowk4EsUooriM7MR/5Tje7FnMI62Y2sdQgBTBnilX08uXwAejK1I7wE+0l3DM1IwnijUsYk+/nPs2AqqMXo6gQ9+Gwkce3bt3jDGzMDZvspNOxaPz48UDcIYc1hzjthWSnJeRYgYBtQfwK4/gL19FcGP/4TgDV/BmjwXZ+sKpHAgvnnX4gSzeGDz87GaOq5wfe1AGe8dNZA266BrfguMyj0bn3Hq5khUdQg7IfwSwEwap+VEKG1aTUu0lixfPmPz5xA0E92lok4HEbuDDF8O5lHOnSae8xDt1hI6dX5T+pHlu7DHdHMexw9VfRvo01yPJxiPAOutp7C3LIOYJuaUbSH64l/4/+ydd3gc5dX2f8+UrerNsmVZrhhXwJ1eQwstBEIgJITkJZVAIL2T9iVvOoRAIJQQanhDr6FDDBjcC7jbki1bva20bcrzfH+MvNJqdyUZ3CC+r4sLmJ15ZnY0e+aU+9zHd/beD/98H78G65+/QW5aBoYPbdpRyPoNEI8iRtSAFSeqXO5Y/yrberxRAkIplNgl06uY0NrQt6CdxFn4CL5Pfgdj6lEwtS/cfL31FAAAIABJREFUj1px5IDec01omNohTCs+lITbQ55ZQqFv6CLZ/kLM6WJF63M4MolCMaFgNqPzPOZBS3wbGzrfxFZJQBF1uojYrcyrOC9lALf3vMOWyDI0oSHQmFn6EQp870/NKO68Rf9ClavacGQ9pj7mfa17EHseBw1jFlg7Gmi57R+4HZ3kHT2fgo+ciLIs5JZVacRwHAu5dc0+uSbhD+H/zHWAR5dJ3vpNaG8Ax0auWUiyfgP3nX4x23uNIoASAqEUJbEezl35JqXR7rQ1VY5piXmmH1PTcdw+4yiVojJUSGnggyHusLrtRSzZp8K+JbKEfLOYDquFbd2rkAM0JR1p0RDdQKfVjCstOq0mFDI1mXJV2wscXXnR+wp9FQPnkbtIsijFH8R+x0HDOABOaxt1X7kWGYuDUsTXrqPl1r8jTJOSSTrhAj3lMaJpiByiDnsTqrPZ42Hu0qJ0HVRPB7XdLZmlFKFxaPFoJkw+Enfxs2mGXfV0oGLdiFB+2iGa0Lj80ON5YNMrJB1ISsnZY2ZREfxgGEWlJHF3wEsARVviTbZHe7KKekjlsjmyFJVN5g5wVJL25E5KA4O3WCY2b6X5pttwO7vIO3Ie+Z/+GGu7F9Jtt2EIGJuvk5fqA9fQxbDGHB/EPsZ+MYxKubiqAwBdlBxQOZbuhYtQtt1HY+n1mpRl0b5Rw3+4gYYCKVGOwqmYS//enOSWWhKbt2JWVhCasZeKEtm8FgVhzcAaoOmoUDQG/Pg++kXs8tE4j9+c4i2q+vUk7/w+/q/ckOYJSRWjzL+Ur07TUEqhienk+7KMGzhAIYSGIXw4qu9eCMDQ7JxKR6p36Npg2ND5BnlmKY5MUhEax6jQ5LT7Zjc2se3r30XFEwC0Nzax8SgHq8gAFJaCTV2SqcU6Pl3g16ZjaOU5znYQ+xP73DBKlSRqv4jCe3g0woTNkxAHyqCjQSIlZUkaFiv8BQIhdBLdArX0r1RXjiE0cxqdTz9H81/+5g0zUYqCk0+g8prM/KO0bOz6HWjhEOaIzDxd59PP0fF/j4GAkovOp/C0k9MvsbAcrWYqsu5dcCzQTURRBZ+YeBR/W/9Kms9jCJ3RYc8r0QrKe5XAe8M310E1b4NoJ+T1yYjFnDdQeB6XEKBYjyPLMbTdo+KoZBd0bQUzBEUT9+kLcErxAt5pfy01TaHIr1PoMygwS4jY7Rn7m5ofWyYGXTMpYyR77113pA1bWozN9wSNbWnRsvBllNMXoktDYeUNHOdgINUs8s3xB5RDcBDp2OeGMeGuQBFjVyuZpJuEu4agka5GPVDM9P3C6YoQX7ka4fMRmnUYms/j8ikpUUkLLehVlvOPXkDrnfeibCcr+VkpQaIr3Xq2PfgwgckTabrhFnD6hCEiL7xC0UdPJXBIH8Hcamhi+zXfxY3GULZNcNpURl33XYz8PGQiSddLr9Lyl9tQSS/kbbrhFoTfT8EJx6TWEELg+/R12C/fh9q+HjFiDOYpn2FiIMzV08/g72ueI6IcNCGoChdzWvUM70CfP63LBQApYUArolQD+8YlttyBJb1eaJ82EUPLDAGlSqJUDE2EILITteqvu+4a5I2Bw768T7ijACX+scwo2USP44WwIUMHTEYEJ+LIDcTcvu8o0CgyR9GSHP5wMalcaruX0xzfyujwFDZHlhBIbCJPyJQsvsgyBwgUhh7a7WdbKUlHsgFbJinwVRA0Dg4G25vYDx5jhPT+WolUfU18Kt7q/aDirSgjiJj6WUTJ8NvmssHaXk/dVd9Jvc3NslJq/vJbehYvp/E316McG3NEBaN/dR2+qpHU/OX3tNx+N/F31uK2ZXoXGXAcOp55Ps0oAqBpOAOOb/jlb3HaOlJGN75yNVsuvYK8OUfQvfDNVOi+CyqZpOvp51KGUSnFirY6GmNdVM46gcM/cllaOFf2yj+5eslztPt8YJiUl47GmHqKdzk10xHlY1BNtZ6nafrRjzgpg48pCPS+vPq22HIzuzwfR9ahiTJ82nhMrQYhBJZbR8Jdgueiufh2bsHn9is2dG+DpiUwcv7Q93MPQAhBkf9EAsYqXNlGh9XNtp5uXLUMgJq8w2iIrceSCRRyt4xif8ScTjZ0eW2Y0eOqcYIawSU7CS7egaabVNSatE7yDKmGQZ5ZSrFv8Ly0qxw2dC6iPVmPLkwmFc5ne887ROxWBAKFYkbJSRT7R76na/6gIGRozCobvuLUnsQ+N4y6KOk1hLsMgJ5KQCulUEv/CE5vX7cTR62+Feb/EBF474rRjX+6GdkTTRkju7GJlr/9g67nXkQlvTyU3dDEtmu+x7jbb8RXNZKyyy6m9svXDGv92PJVxJauzNiubBv/hPQebGtbfYYnqqIxuv/zpue9ZYHw92UxH9j8Jmvat2NJF5+ms7ZjBxdPPAohBE6si8iKFwnaCcpsLyxU8Shy+1r0mmkIXcd/xW9wFj2OatuJNmYq+hEnZ5wvaCwg5vRXu9EYKEQiVSsJtwOpejC1CSTcxfR/4Vljx2C2NiPcXq9J2pDsYl9CCIOgMYuG2Ca2dr+VamcE2Bldh6syVd7fFwyN5JHVJOeOQs0ez/iCWRQceyIdyQa67Vb8eoiKYPYQOmK1srbjPyTdKAiB7J2OaZNkTfvLva+kvvu7tuM/HFX5iT17/QeRwj43jAF9Jq7q7A3XFLooxa97/DIVa+kzirugXFTbO4iqYzIXywKlFO3/fJiup59H+HyUf+5TOE0tacZI2TZdz70I/fUKlcJt72DTxz9NYOpkwvPngJslFNrlnQnRZ8jc7Aat6Owz0IsK6X71dWQ8TuiImZijRpLclMU7GcQoln7Km5bXmuhmdfv2VEeLJV3WdNTTluyhJR7hng0LcU88B59r85lFL1PV1eapnVt9uTNh+jCPvSB1r2TtGlRnM9rI8SkhDUMrI888I9WhkXDeRdKc5epcLLkOW24jQ0tTCGJTp6LHYuhtbTijqlD5SUx3Ez5twj7t+LDceK+h6YOj7IwWx6FgCj+2shiqSIOh031UJYWjTgKgJDCKkkCW6Y/9rm9l23O4qpdlMGD5bJVyWw6k/hzEnsQ+N4xCmISNk1KhmiDU9yOROeTRcvDtsqH9n4/Qds8/UQnvwdn5y98RnDENp63dqzb3YpenmHkuSWLNWhLrNmY3eIaO0I1UDjAnhCDvmAXUfv5KnI5O72GXksJzziS5tS670d0FTWCUlhKeN4uCk08AKbF2NpAs9Kem+fXtKtjc1cTDWxcjUaDrxHWduxacxLeffxhD09CqDsl6GvuxG3FXvNxboFAYZ34Bc94ZvesG0cRoAPyGTdxpI2OKo3fDUGRRbhIClZ+PEw7jVFT0vlDiJN2VoBz8xvC0J/cECn3laELrZxwFYaOEqJMtTSII6GESbmYLZp5ZSpfVNIADmR3DmfOzC11WM2o3p12GjA8GdeqDiv1C1xFCIMjsMxbBcpTQBhQIBJQPf1BT1zPPp4wieAYwtmwlwtzNrzowX7gLtuMVZoaCUtR/9zqw01v4Oh96LDvdph9EIMjo3/8S2dXlraFAOQ75Z52Kf04xMmlj+02PgiI0Hqtd4hnFfnA1ne4xh1B5ztcyeIoAcscm3BUvpfEanSdvxjj8xIwWR1OrQulzSLrvpqrVHnR6LX6WL9H7HbWBYaOLJTfiZ98ZxiJ/JePzZ7M5sgSFIqgXEHe6spquEt9IppWcwH8a7yfddfMMZpdXph8UAo2yQO5uFqUUdT2rqe95J3XEcIxtf4SMAnb0rMdvBCnxV6GJgzNy9iQOKIK3MPww44uoNbf1hr4KDv0UWqBo+Gv4stB+eivP+xwDjGIKWardaR9bSZr/eBOJum3IaF8RJPLYM3ziUYVE0VFZzMovnU1x0UiWtm7NXMP0UfK5X6Pp2WlQqrsNBlaINR3iPR6lZwB8eg0+vQZXdpJwl6NUEkMbiaOaslSxh8K+F04YnTeFqvChSFzebnoEl+x/m067mYb4JsoDNbQltqcMliZ0qvOnY2g+6qPrelsFBa5yMkLdPLOYQ4tzp34aYxvZ1rM6Lec5OAYoMgMtiTpaEnVo6ASNAmaVn7lH+rkPwsMBdydFyWQ4+peQ7ABfIcLYPYGG8s9/mp0//83+MYR7Co5L/J21KGvAd+gNvzWgtKmLsx5exltfOSfrEueOnUMgh1EEEJXjM1MU/iDkD17k0rUiwtqJfZckO4k6zw16TDo0fPq+8xb7QwiBpjSSMncbnlQOW7q86nqBrwJbJjA1PxMK5hAyCphQOIeqvCnYboKQUcBbzY9gyb5RGRo6laGJ6IN4cM3x2mEbRQ0dvx7K6ORJXS8ucSfCzuh6qvMOqhztKRyQDFOh+xChEbttFAHyFsxl9K+uIzR31l64sj2MjDCzD8qyEL5BRh24LrHV73LYY4sYuaMjtVkXguMqJ7NgxMTcxwJaUTm+i78PvqB3HQVl+AdMSnSTFlvuf4m1Nz1G57u13nU5NnLnZmTLdpRS6FoRXkg9HAj82hH49cGvbU/DcSXbO2N0JWyE0PCJwZ8riUTi0mU1cUTZ6Rxedhr5vlIcaeNKm4AeJt9Xiq6ZTCyYh9b7/TV0fHqQEcEJg65varvxXAtBaWA0YpB7LHFJuFkV+g+iH4QQtUKI1UKIFQPUvjNwwHmM/SGjXcgNS6GgFH38zGFXMu3GJuKr9o24QwZ0HVwX4TNRUiF0PXehJkclGkD4fARmTCO+dHnuc7ku8qkXOdNnsvjyU2mYNIp5FeM5fuSU4V3q5LkEfvwvsBIIfzpfzE1aPHX0VXSt3+4NEBOCk+++htJN96Ji3aBkr+zajzG16uyVaTQEIRRRBEGCxpFZieF7E3XtUb7yr6XELAfHVZx/RB6zJg4vmvD4mXGa4lup71lL3PXEessDYzm0+Bg0oVERGkvACNOe2Imh+6gMThxSim1sweG0JetTlBx6uYkAQT2PpIyn+IplgWrG58/BlhbN8S1Zizqa0CnyvTeB4P9CnKiUah1qpwPWMLrrFmPdfR27cit2ySgC19ySs3Mi2mPR3ZWgtCJM8023vedQ2qgox2luGXpHITJyhcLvp/CMj6DlhQhOnoRZNYraL3599y/CNNDLSkjkMu6almZUhWVz7EvrGHvhF3b7VEIIL4QegM33vkjXuu04sT6qj/PY9ajRpIpjcssqnLefIrDgo6AEtkrPdQqC5Jmn79fWt289vpL2qJUyJw+v6KKgwGBCxdDPh46PNR0vE3ciKYOkULQmt7G95x1q8r2OogJfOQW+4fc8h4wC5lacS3N8KygoD9YQsz3ps6CRT5FvBK2JbeyMbSRitbApspjJRUcyPn8Wtd0raYhvSK0lEFSHp1MerBn+TTmIIXHAGkbrvl+QlnBu34n97B34zrwiY9/nn1zHA3ctRdc1DEPjE4kAI7NRSHphVJThdnVneHLC56Pw9FNof+BfKCt7cl7khQkeeghGaTHxNeuwGxtTtB5h6JRe+gmMIo9KEV26As1nInMVYQau7fOhpEQYBk5jUzrPMrWPiV5WirOzMW27SngGLLZiFcmtdZhVowjPnfWe+YKJ5k7cAfcgr8AF1W89O4lq2IIQOkFzLj45ibizCEkMXRQSNI7cr0ZRKcX2jliaj6WUoKHTHNIwCjQqguNoiK3P8NKkculMNqQM4+5cT5fVRNKNkWeWUB4Yy7sdr7Kle2lqH00Y5BnFRJ2OFAG9MbYRRyaZWnIck4uPZFR4Mk2xTXRbHcTcCM3xLfj1IKPCk5HKZVPXYloT2zE0H5MK533oO2R2Awp4TgihgFsGDMtKwwFpGJWUmUrVgNyxMWPbttoOHrx7GY4tcWxJEngwfBxXx56AbLQaXWfEVV9GLyqg65nn6XruZTSfiXIcKr91FXnz59L92uvYTR6hWSUtMA2EroOUjP75D1KqOU57Bw3/7/ckNm7GKC9j5HeuSRlFAKOsFJWL9jMQhuH9/Bxn0GP0khKclraM7aH5c2i58x46HnrcM9S6TsFJx1J57ZXDO/8AVJ5wGJpp4Pa2UWqmQULmERLxPjqV6UeM7Mun6VoReb7T39P59gaEEJTl+Wnp6XsBapqiNG84PETJzti6rORqgUbAyD5HKOd6SrGucyEtCW8AWS56jlQO3Xb631fi0pKoQylF1OlkRdszaV07tgsbut6iMbYZR9rE3QgKiSVjrG57kVnlHyXPfO+dYx8QDDUlEOBopdROIUQF8LwQYp1SKnOgOQeoYRSaBroBbrqB0Koypa/q6zrQBnhFCQz0WXNw334rI9zViwoJz5+NEILgoYdQ8onzsRub8I0ZjVnuKTTX3PQHYkuXIxNJgtOnYG2rx410E5x2KGZFX8hklBRT/btf5Pwe/ppqis49i46HH8/NiwQQgvCCOUQXLsq9Ty+cxqbMjaaBf8J4mv9wYx+J3baJvPgqxR8/B3/N7itEVyyYypE3Xc1bV92IE0tQcdQ0Sr91FfzfT1HRSCrHaMw7c7fX3pf41VkzueqhZWgCHKk4cnyYKSMbhz6Q7B0nIPDrQcYXHJ7ls9zosppoSWwbZjU6k54jhEAIweauxTlaGRUROzMFJJG0J+r/GwzjUFMCUUrt7P13sxDiEWAe8MExjAC+S36IdfdPST0gJSMxswyCr6jMRw4wfqZPZ/zPv0vTH24k8uIrfZ6jaVBwwjFp4aWvaiS+qvRQQ/OZ5B3ZNz50l8F8L6j4wmUEDplIw6//kNM4aqFg1rB5uBCahp4XyqAHKseh9a77qbz2q2iBAHZzK3pBPnre8IZ4TbrsNCZddlranGz19Vs9qTLTjyirOuCHOU0fWcjDnz+ajS09FAQEUbGIiP3e7nXYKGZM3gzKAqPTZsjEnR42di0i4XRT6B/BxIK5GTNmkm5s2OxNAeiaD0daKCSa0KnJm4nlxumwhmfU+6CwhpBT+2+AECIMaEqp7t7/PhX4Wa79D1jDqB86D//370NuWAIFZTmr0hMnl3PS6ZN56Zn16IaGdBVXfvt4NE1Q8aXLSazb4IXFCnzVVZR99pIhz62UDU4HCB/ohe/7x19wwtEgXRp/92cvTB44qMqysVuGLJRlIhhAuJKSz1xM1zMvZOZFXUnPG29Tu34TKpFAJpMox6XiC5dRfH52/mM29P/+wjARowanoxxoKAr6mDumhPWdb9Idew/3GS98PrzsNEzNn7bdkRbLWp/q7V1WxGM9xJ1uDi9Ln4md7ytFDUHsB08Xcnz+XFoStXQmG9GFQXV4GjX5M2mMbX5P195jdwy904cfI4BHep9lA7hPKfVsrp0PWMMIoIUL0bKovwzExZfP5vhTJtLRHqNqTBFFxV6VVc/Lo+b6XxJ96HZUZzOBWfMQ/kG4gYByOqH72d4QXIKvGhU+9v0bx5OOI//4o5HxBB2PPkn7Aw95hkxJlGNjbRzkoc9SAQfAcQgdOY/oosUk3l2f/VjHwWlKF4Bouf0egtOn4h9XQ/yddSgpCU6ZnNKk/LAiYrXkHF0wGDR0ivyVGUYRoNNq6ke78cLvLqsZWybT9g8ZhUwuOpr1na+n8osCHYWkzF9Nj9OOLRO40mF918LUcVLB1p7lFPlH5hS9COr5JNxozu+mdrPd8MMIpdQWYNi9xQe0YdwdjKouZFR1emO9cmys276N0dYAro37wjpo2ILvwm/kXqjnNegniY9VD2Yt+MflPGS4ELqOnhem7NKLCE6ZTPuDjxBbsSqnOg+QIoGLgD9VeU6ln2yH6Gtv7PZ1KKDlH/eTeHc9Mmmh6RpaOEzNjb/FKC3Z7fU+KAgZBUQdT9WpP0r91VgyQfeAHJ0hTEJGIYW+EYwtSBdS3oWYHelTxUlBIbL0TowIjaMiWIMjbVridWztWY4tE3RYO5FKDmq0t3QvYXLhURnXDoKKwDjqoquzHqehUzkE4fwgMnFAdr7sKcja1ajOlr4Kt53EXfUKKjFIl4Ac2HrlZNn2/hGefTi+0aMGN4rghd1SgoLKH3yT3e4zzubpJpPEFi1BRrohmUTG4jjtHTT95bbdW/sDhomF8/DrIXRhoguDgJ7H7LKzmF5yIiVZKC0KxazyjzKhcE7WFr+I1crW7mUZ2yuC43OSvIXQMDST2p6VqVEK2fqtB8JykyTcKHrGCBBFXXQVgylblPirB137IDLxofEYs8JxMu2IEBnV7jToheD2l6My2NQR5Om3NyCAs6dXMa50eMWLoRCeO4uuZ18cWsIMUK6L29bhcR2HsX94wRycljbstnZkV2RI4QpcF2t7/XAvHRnZBrXPetSd0Segle6f/ufdgV8PMa/8vN7qreiVI/MMXp5ZgiaMflVjQcgYXLxkZ3R9VoNWk+fxG6VycZWDIXxpqZikjOPspp5i3O1iVfsLu3UMAELQbtUz0vjgDDM7EPChNoza2Glg+MFKej9g3URUT4bQIBy0vOMg8m9QNiB5p6uGK5/cTsKRCOCR1Tu49aI5TCrPlPLaXeQtmEvZ5ZfQcvs9uZV4eiF0DbuxCTWYjmM/aKEQY2/5ERvO+eTQRnHXMeHQsPaTnZtgxY19GzrWIQ/9FFrl3GEdvz+ha0ZWwnNZYAyVwQk0xDYihIap+ZlWfPygaw0Uv92F+uha/HqIrd0rAPBrIWaVn4lf9+6vKXxDeoghvSjFR+zDrr9jJp0nF5SSyEFaTw8iOw7IUHrhlhYuu+ctPnPPIl7akIW3N0yIQBj/l/+INmkWomw0+uEn4v/MdYMWUoReAEXnQ8GZUHQ+f1seJOH0jhsF4rbL7Yve23yQbCi54DwmP/Mvam79E4Fph2aGvpqGMA20gnw6H3lycD5kP1jbd5Cs3ZYa5Tkc+GuGGXKteyBz28aHhjxMSYms34C7dTXOipdI3PotEn/7Ns66xcO+xr0FIQSHFC1gwYgLGLVkJN2XL+H1C39D85ueZqKTsNjx/BLqn30bu9tT56kIZc/d7YytZ2v3cugdyZqUUZa2PNXvXDrGEEIWPj3I8aM+nSV09toAs+Uws0EhaYxv3vNjHD7kOOA8xtc2NfOdJ1al3offf2o1P7Aczp6efdB53HYRQMDM3kOtFY/Af9nPUErxrxXbWf9qLUdUFfHRabml5oXQoTeMaurODHk2t2aqOw+EVFFi9htIIr0CCgswtNyFjcD4cfiqRpF4Z1369YfDaPlhnMZsowVyQNcJTJpA2z3/HLa3iGHgGzN6ePu6WcJAOfgPT7kO1t9/hKxf76Uy+qUz7No1qPOuwpy7/7tmGp9Yyhuf+h1u3PuOO55fwsmP/pxFV95ArKENgcDMD3LWW39BlCo832Joj8ySMRxpE7GaeafjlSEN1a5QO6DnEXXS6TYKOWzDCBC126mLrGR84exhH/PfjgPOMN7w2oaMIOGG1zZmGEbblfzw6dUs3Ozx0k6aVMFPzpiGkUPK6zP3vMXGXoP25Ds7eXFDE3/4WPZKY3/k+zNvUdwePJxVyqHHfp5dA6QUPcScFwgbp6NrucP48Nwj6H719bQcoozFkN27WfyRkqILz6Xxl7/fjYMUrXfci69qFHkLhgiJy2ZAw4BqeMHYQQ9x334GuX1dmmJ4fzjP/O2AMIyrfnVfyigCuLEki668gZ66JmTSS3c48SRvXf0XZt/3ld6RCcMLVRNuD2s6Xhmy+0UTOhXBsdjS6q2kZ/IQ84xib3wECpQk6nT1C7vTQ22JS3N8K63J7RjCx4TCORT6MueZH2jQXUl+z/4hpx9woXTSyXzIEo7Lj59ezbHXv8iJN77M3Ytr+dsbm1lU24arFK5SvLalhbvers265n82t6SM4i68UdtGfWduwdJdmFSeOb+3ODQ4F9JVHQycqgeQdAeXQss/4VhKLjwvPZweZk4xDUpRd/lXvdkyw4XjopJJdv7it0PmMcUhF0LJ1L4NeaNh5hcHPUY2b8tpFIHBC2L7ECpLB5IdiaWMIoByXCKbdlBgllPkq0zpMfYh82fl00LYbjIrF1GgUeIbhan5MYSP0aEpVIWnsLz1aVoT27NeZ7fTTtTpoDI4gdnlZzEmPB0t5edkUnoSMkrM6SJit7Cy7XmiB0nfg+KA8xhPnlzJA8u2pW3L9xu8urkFWyps6eX4yvP8aUY06UiWbu/g8wsy16zryE7Pqe+MM7po8ILDRUeM4dm1jcRtFwX4DY0vHDk4LyyXqOhQRFshBGWfvYSet5aQHIzwPVz0N3C5SOIDoBwXtyeKUZjbsxVCIGbunsSZVjUJ1/TnNI7apOxtrrKzBeftpyAZR595HHrN3lWpnnbthbx+xe9wY9516kE/o89awJb7XuzbFvAx4pjpCCGYUXISzYlaIlYzcaeHgB5mVPgQpJSs6XgZRyYIGUXMKD3J4yoO8C4FGkdVXpghXtuZbCI5CGkbFFK5bI4soSwwhh2xdUgyXy4aOnLAGlI5NMfrGPfh759+zzjgDONVx01iS2sPi7e1IwSMyA8gpSLp9L2xE46kJ5n+EOiaoKow+3DuBTWl3PifTWnbBDBj5NAKKTUlYe68ZB4PLt9O0nE5c9ooZo0e/IHSRHGvQGv60HqfPn7I80Vee51k3QAvoVf89v1Ay8sbVkiu54XRC95/xT1j3VmnILeuxl39mjfSFdXLLxVok2bj++R3M46RnS0kb/wqJGKgJO7S5zA/8R2w4sgdG9DKq9Fnn4Zq34n1yPXQ2YI2ZirmeVciAu+NUjXh4pMQmmDtjY+imTqH/eBSKo8/DLsryrZHXwchKD9yKnN/43nIQghGBMcxIpjZAHBU5YUZ28bkzWBbdDUCDYVkfP7sHIrew6w6o9gUWYyjssuoZVtFoB0cnjUExHD6N3dhzpw5asmSQRXBhwWlFNs7YyRsybjSMKaeGXp0xCySjqQi38/n71/M2qZI6jO9d1Bb/6jH1ASPXXEsJTnC3Lve2srNb3hemCbgutOnceqhe0+nTkqHuLMQl1ZAx6/NxG8M7mnG121k+ze+ny7lVHcNAAAgAElEQVSyKwQYxpB0nsEg/H4KPnICkedfzhTwNXSQCmGaaH4/o//3OgKT9l6nhIq0o+wEonhETtFhAGUnsV64B/n6I+lTI/0hb1aNnfQMbLgAknFwLM8j1k1E1SQCX/zdHr/2ZEc3ypX4SwveV4toj91O3OkmZBQSNrNzJV3lsrj5sZTX6Hl+mS9HnxbCr4fotgfrARe9WUfvB2MIH3MrzsGv7xk+bs6zCrF0KMWbwTDn8HFq8Us/Hda+Wull7+tcA7HPPUZHSr73xCre3taOLgSFQZNbLppDRV76W7N/Hu9bJ03mq/9ahislmhAYmoblSqx+XSO2VPzvC2u59sTJjMjPfANfNn8cn5g1ho6YRXmeP6sx3pPQNIOw74TdOia2bEXmaNZhhsAZ6P3hWobBO8edhnH8R5hx9HEUvPwiAHpxEShFcNoUwrMOw41EMEpLEMbefSREQcmgvTuybSfW33+E6mjq/e4DQslkPy9cSegZMKHQtVH1G1DxHkQwMz/8fuAv3jOedJ5ZQp45eOulLnRmlZ3J5sgSYk4XBb4ydkQ3MLACPq7gCGJ25xCGUZFvluPXw5iajzF5M/DrYZSStCS2kXSj5JtlFPkPjkfYhX1uGB9btYPF29pT+cGk4/LL597l+vNzD6+aWlnIPZfO543aNny6hibgty9liiYs3NLC6oYuHvzsUeQNqCYnHZeGrjjFId/7MoovbGji9S2tVBUEuGz+WEx9z4UkWl4ewjTSvTpDhwGqOSIcBEcO3gGja1Te+me+9FIdjT1J5H82IQT85qJLmVeTOXflQBCQcOs3Yt327b485MD3geHzvMWB0w0zoDw9z30MpWyS7gYUMQwxAkOrfl+epU8PMKV3DGvcibIjOvCZFxSaFYwIjqM+ujZnPlJDpzxYkzZFUCnF6vaX6LSaUEoihGBc/iyq86amHWvLJO3JnQig2F+FqQ1eePywYJ8/PRtaulOEaQBXwZbWoSecVRWFuPDwEEop7nxra5q32H+tpOOyrL6D4yb0CcpuaO7maw8tw3YltpR8bv44Lp8/dL5vIH79wloeXb0j9f8Pr67n8f85FmMPeZ+FHzmRjocex2ltRTkOwjAoPPNUup55HpVIYlaEGfXdo/FV5YE06HwtTnRJPW6kh+T6dHVz4fPxzPpmdnYn0opUv3phLY98PvfM48HgLHkOuXU1YuR4jKPP26NajLJhC9bfvuWFxP1h+CAYRmg62mEnItcsRLU3kjMHZ/rRZ5+KyDIbe2/Co2i9gCIKSGy24VOdBIyZ73ttqVxWtT1Htu9c17OSQ4qOosg3kg5rR+bBgE8L40iLzV1LKQ/WUOAro9NqpMtqSlGHlIItkaVUhSen8o8JN8rSlidTnEtdGMwpPzvVwfNBhBBCB5YAO5RSZ+Xab58bxonleQQMLc04tkSTnHrTK3znlEM5+ZDKQY+/b+k2/v525oD5XVDKGyHaH998bAVdiT6v6663a5lTXcKMUYP3wvaH7bppRhGgPWZz37I6PjP3/SvvgOe1jf3rH4m88DJuT5TwrMPwHzIRoet0PPwEVT86FrM85Bkk3aX4xCDF532T5lv+mWEYlWXTZQawBtCfIon3lqtM3PVj1Ibe/PKKF3GWPkfw6pt3ex25czPOsucBgTHvDLQKT13cWfREplEE0DR8n/gO+njPwKgjzyF53y9R2/sR4Q0forwabeQ4tLEz0GedstvX9X7hqEYUcfpCXRdLrsevpr/vuTetie05xqMqmuN1xJ1uInbmuItdSMgIdT2rAcWO6Fqml5xEl9WEm6Wl0VUOPXY7EbuVllhtSugCvGr25q6lTC059n19n/2Mq4G1wKCV131uGD82czRv1razdHs7liNT78BI0uFn/36X0UUhJlfkvuZHV9djudm9BUMTFId8zK7uqxrbrkyb+bELm9uiu2UYo8nsPLudXXuWgKoFAxSdfUbatoovfY7yyz+Bij6KSAuXNHBbSazbwED4Ro9izoQR3L+6IfUSMnXBEUNU1LNBtjf2GcVdaK7DefcNjKlHDX+dbetI3vG9VKjsLvk3/i/8Fm3UhBx5VIF+yFy0cX1Dp0RBKYEv/QG5fT3WkzdDLII2eT7KTuKueAl39X9Q7Q0Yp3x6n6qLq36ajAM+2Y01FJaMAwqfFkpdvyOtnN3RCpduuw0NLYOWk+06JC7rO9/oNXjpK/q1ME2xLWyJLE3tOxBdu60gfuBACDEa+CjwS+Dawfbd5wRvQ9O4+rhJ+A094w8tpWJ5fV8yPeG4rN7ZyfrmSGp8gS9L2CqA6qIgH5tRxR2XzEtrDzR1jaJger+pEIIxxX3hQHfC5gdPreLc2xby5QeXsK0jk/hdFPJjaJk/tGPHv/exB7sFXzBL0UKBCHqjGfrnOjWNwKQJzK4u4avHTkz9kW1Xsbm1J+uLYjDItp1Zt6uWHSgrgfP6I1hP3Yr77puDrmO/eHc6j9FOYL/i9V0bc04Hs58QrG6gHXk2xllfxF3+As6Kl9Pk4rTqyQS+/CcC37gDEQwjV77seZx2Euf1R3CW5BRn3iswtArSpZw0dFHhtZcOA65yWdn2HG81PcRbTQ+zsu25lEdX5K8cVG3Om0GdyyhmHpiUsezDuIRH/ZG4OYd1JWVs2J0++xhlQogl/f7JRrT9E/BthtHDuV94jD999h26s4R0uq5RGPCMWHN3gs/f/zaRpINSiqmVBfz547P54tET+NHTa1J5M5+u8f/OmsEx43PP9f312YdxzSPLEULgSMk50/u4iEoprn54ORuaIzgKmroTXPHAYv51+VHkB9IN6p/Pn8XXHl6G08sT+uQR1Rw9yHn3JITQUaG5ENvluQkwR4FRQfkVlxFbvgoZ9Qy6Fg5RfsVlACzd3pH2FDREEnz1/5bw4OVHD/vcWvWhZFN00SYeQfKWb6Ba68GxcRc/g3HchZgnZY6PkO2NqK7MyqlK9OC88RiyuwPj5EuR699G2RbGvDPRxkwh+acvpoot9rNhAlf+GZGX7um7axcNMLhJ5Ltvwtx0z3tvQhNBwsZJxN0lKBVH18oJ6sPvTa6NLCditaS8vi6rhdrIciYUziFkFDCj5GTWdb6O7XoRikKleqZDZhFhvZiWZK33mZL4tCBCCPKMEtqS9SnDuas7JhsZPOkO3Qm2a33241jcHBh0GJYQ4iygWSm1VAhxwlCL7RfDuL0zlllw1ARji0OcMtmjDPz02TW0RPtyTit3dHHvklo+O388fzjvcJ56t4GAoXHREWOoKcnkY0Uth5jlUhr2cVhVEY/8zzFsae2hNOxjTHHf/h1xm3XNkTROpOW6rNrZxdEDvMEjqot59Wsn0RZLUuA3cwpX7C2IwGSUUQpOG2hhML1hVEZJMePuuJHo8tUIAaEjZqIFPbL7otrM3NO2zjiOK9OKRirShmzdgSgegVacTtvQAiHMT34X+5//m6LPiDFTcV55ANW2E5w+IWDn5fsxTrgojaPoLHse+/G/ZJLUdRPVUo9dd6e3hunDOO1zmEeeDUDyzh969JxdYbadJPnivWg+P+6KlxCmH+PUyxHhIlR/wy00RP6+VyLXtSLytPeW3+yyWtK8NIVLl9UnHFLsH8mRIy4AwHITbI4sJmp3ku8rZULBHHRhMtKaQMKNkmcWp9GBmmJb2NK9DKlcT81b0dspk/738PiSRlajCR4xvMBXjq4dcH0hw8HRwDlCiDOBAFAghLhHKXVptp33yzccWxJmdUNX2raJZXn87ZNzcaXi8TX1rNyZ/rkCnlvfxGfnj2d2dQmzq3M/+Le8sZm7F9eiCUFlfoBrTjiEuO0yoSwvzSgCNHTFMwb0JWyJ38j+RtQ1kcG53JcQRhkYmeG7FgqRf/T8jO1+Q08rdIH3EtL7pQWcla9iP/In0HRwHYzTLsc86tz0Y2Yciz7taNxVr2A/+mfUtnezZ8+U8gxgr2FU8R7sx27sM579kV8M3e19fdJ2Euffd2AsOAshBCrSlp57VAq17DlchcdXBOyH/4h59peR29f2GV5fAPPkS3E2r8R+4FcQ74FgnlfEmTS0cMj+QNgsoNtuTXl2Ao2wWZh1X4/Gk1kAKfJnL1yOCI1nRKiPhaGURNO03oJMOkoDVbQksvXYC8oC1UwuGn5O+UCCUup7wPcAej3Gb+YyirCfRCS+d8qUjG1b26Nsbuvhsvve4obXNqTC1f6oa4/x7cdX0BXP3v4E8MbWVu5fVocjFZYr2dYZ49pHV/DL59/lM/e+xb9WbKMtmkxNbNvWGUszEuAZ4UOyiEcc6FCumyEA8Y0TJzMwNXrtCYf0jUNNxLAf/qMXiiZj4Fg4/74T2ZGpgyk0DefVB3OLQegGWs1UhNnHdVPd7ZDLw+hszhSPcOyUMRTjs8wucuy+URXghc316/Ff9VfM0z+PeeYVBL5+C8pKYP/9hxDzZmATi2Dd9SNkY25Gw/7E+II5BPRwv7ELYcYX7LFGjjQ0x+tojGfXFHVkdtaChsa0khMwDvIY9yyUUtS2R7FcScDQMyg7pqbx7LsNNEUSWRV2AFyleGNrG197aDl3fWpe1qrj2qYISXvAeFIgankG43cvb+D6VzdSUxJi6ohCnl7bgDvACPsNjfUt3dy8cDNxx+XMKSO5dE7NPp+hrNwkuBaYeYOeW1o2Db/6PT2vvwVCUHzeRyn/0ucQQnDqoZWUhf08sLwOpeDi2WOYNbrP21aR1pR3l4JuojoaoTizE0IlcuShQgVoY6fjO//ruJuWIbdvQBSVo03JouqRC7qJNm4GQtOQzduQmzLnqWRCIBvrUB2NGL0hOIC76rVMIriSOCtexnf6nqFX7UmYmp+5FecSsbyBXAX9xi7sSXQkG9MmFfaHhk7QLKDTaswo5gSNoXUFPihQSr0CvDLYPvvEMNqu5NpHlrO6oQtNCIqCZoaXFrUcNrV24wwxHMqRnoFtj1mUhjPHWVbmB/APMLoZ1yMVm1ujbGmLIhX4pY0UAkMopGZwxYLxfOuxlak1/vr6Zm5auMlT19EFVxw5gU/tBUPZnbB5ZFU9nXGbjxeuZmTXG4CAYCkc9hWEP3to1XLrnUQXvZ2aV9355DP4qqsoOsvTN5xVXcys6uw0HVFUQQYRRDpopdmFgbXxM5ErXkrfaPjwX/EbtIox2K88iPPK/V6F2PATf+vfbD7+Sqa+fAOaM0g1XNPRJs/F9/FrUck4yb992/P2hoRCbVuLddePMU66FH3aUYjiCvBnFxTZHx0xw4Um9Jzh8J5Ca7wuq1EUaJh6gPH5R6BjsD3aJ5FnagGmlZywV6/rQMNefUqeemcnd769la64RdyWqfDYciXTRxawsaUn5ckpYNXOCAMpigV+g6Tjkuz3gVQKv5H9bXralEr+va6R1Q1dCCCWQ1RW4UVshTLGnR1/p04vpVMLMUl08vjaj5Fw+kJpt1+eK+kq/vr6JkrCPs6cOoq369q49c0tRJMOhUGDsrCfUw+t5LgJuycE2pN0uPSeRbRHLebmNVI0dhnovdcea0G9+w/EEV/Lemx00UJUv++pkjbRRW+kDOOgSMQwjr3AC5E1HaSL+bGrEYXZaUjGKZdirXwlvYdZCERhGcq2cF68u89TsxOo+vXcG5vKmtIv84OJNkd1r0E1bfMq2btCYtOPccYVmPPPBDy+46D6jIYPRtRA49be/VRvfvJ2nJfuQRSW4bvsZxAuhGi/XLVhYsw+deh78iGGrvkYyDDQManOm0pV3hQMzceEwtnU5M8k7kR6q94F/3VqPHvNML68sYnfvrQuq+fmSEVLj8UnD6/m9n7istna/LqTTpo/49MFNSVhrnt2DYeNKuLi2WNoiCR4eUMzEkXMcikP+/j4YVUcNqqY7oTN/760DsdVaQZuF45LbiSoHA53+rpa9B3rEYHZOam5joIX1jcxuijEtx5fmRH6L9zSytXHH8LHZg5zVADw73WNdMZtbKmYEurEr/U36BJ6ck/wM0IOaZkhDYzw0DJl7pZVWHdf10u9EGg1UzEv+g7aAPEFZVupvKFeXIlx3tdwnrjZ876ki3nRdxH+ECralTGzRiqBacXpERo/2RTkiSuuocBvYD//D9y3ngQhMI46F2NeP2pNMJy9H9r0g5Toc89AlFXhPHt7pgG1k6j2RuzHbyLwjTuwnrgJuW0tWnEl5tlfQivZux7ZgY6q8KE0xNbjSAuFQkNnaslxlAbSn1VDM8n3ZfbU/7dgrxnGJ99pyBnOGppgQmmYFzYOPcckwzgp2Nraw8aWHpZsa2dRXRvvNkawHDfN2wwYGp0xmx+eNo1Tp1TS0pPkB0+uorY9lvrtKsCfBDHgLGdZ7/BYwTzilpvTOBYGTR5fvSOH4rjk9kVbd8swxm0nletstEIkpU5Q72ccfNnDaICKs8aw/ZZ1KSdOD2qUnJ1ZoR4I6/7/B1a/lq+6d1B178Ch3rHOshe8arWUoBv4Lv0J+iGzMeechnHofFRnM6JkJCLUqzoTKkCUjPK8QbWLN6d41/Dk3QxN0Ba1KAz68J32WTjts6hIO9ZDvyfxq0sQJSPxXfANb3DZ1CM9fqKVADOANuM4zGPPRwTzEPklyJb6HKQSQLrIhs0IfxD/Bd8Y8j78N8GvB5lbfi4NsY04yqY84PVOH0Q69pphDJnZC94BQ6M8zws3f/Hcu7u9rtWvUJJwJMu2d2Q1XglH8uy6Rr52/CEUBkxGFgS59ZNzWbmjk4QtmT6qENuRvL26FP3Z11GO9Ayk6af68Ln8/bj53LuklpaeJEu3d5Ds580GTY3PLRjPfUvqcrZqObs5snLB2DJue3MLjlQ8217FGaU7mBbuxN8rAyam5GQW4Jt3PjXG/cQ2RRCaRnhKCfqkIUZ/WsnMHJ7rojqbkZ0tuKtexfn3Hf0+c7D+8RMCP3jAM055RRlEayEE/s/9kuT9v0Lu3EyjCvCLvDNo0z0PVBOCUf3EhJV0Sd7+HVRbAyiJinaRvOUbBL55B+aF30Jb/RqqpR5tRA3atKPTcrpa+Wh8l/4Y64FfQ3yAAK8QiNLcw87+2+HTg9Tkv39xiw8z9pph/MQRY3h+Q7pHaOqCy+eP51Ozx/D8hia0vVzl1YRIE1EwNC2D/3jmkTOR4/+I/fTfUD2d6FMWYJx4MWN0ne99xJNgau1J8ujqetY3dzOhNI/zZo6msiDABYdX88y6RhID8pgBQ+Ps6bv3w5xYlsf/nnMYv3tpPd1Jm2fM85gx04dQSSgYi/Dl1gLUKudhLsinYPwKMEKI6uNzFmqgtyf3niwCoNJF6SbJ67+YPcenJLJhM3o/Go2yLewX7kZtX4soH4N52uUpkdiWujZqn1iFKT0mwh/OOzyNFK86mj2lnP75yngPbv0GjAmHY8zMbtxl6w5U41aUbngcxYEIFuD7eKanKLetQzbVIkpHpUQpBt6Xfc08OIgDE3vNME4bWYjf0NJCTV0IDq8qwtA1plUWZs35hUw9NV9lKPh0TzSiK25nhO2mJhhXGqYsPDTvShtRg//yX+T8vCzPz/9kmfMyoSyP2z45l3uX1NLYnaA9aiEEfGRyJZfP331KyPyaUv7v8vdGoBUlUxAlmfzQbHCXv4TasjLzg7xC3DceTQuvM1DQ1wKplMK6+zpk3bteFbp+A3LrKvxX3YwwTObXlPL8V04gkrApDJqZL0LTl5VS465ZiDHh8Kynd5a/hP3oDV5+006SzV83P/ldtNJ0dXb7lQdwXvmnZ4SlhMpxBC79MaKwDHvJv3GeugVsC23cDHyX/GCPi9wexHtAPIZaNRzK1p7HXjOMmhD8/MwZ/Pjp1eiawJWKM6aM5LAqL/waUxziZ2dM5/tPrsJVXp3M0AULxpby6qbmjOp0+towpijEjFFFXHX8JO56uzYlCVbgN3CkZNrIIr57ypS97gFMLMvjJ6dP36vn2NNwV7+WVc1GHzcTdxDuoKiZhtq5ieSjN4DpQ593JrJ2TZ936Tqo7g7k9nXovYo4eq/i0UAoK4H92F+ynkcufQ738JPQa9JFU5VtYT96vUfyziZR1gutKL1/XUW7cF66P50YvnMTieu/hPnxa7xCUu96su4drAd/g/+yn+Vc/yA+/NirdJ3jJpRz/2VHsrGlm/JwgCmV6STRkpAP09BwbU9+zHYVLw2jICMV1HbEiFou586o4spjJ3HlsZP20rf48EGEC8gQhTB8mGd9CfXwn5Abl/YZO01HjBiLPuNYRH5JX5cMIDetADmwc8VCDfAC3do12C/cA46FMfd0jNmnYj/+F+Smpdkv0HVwFz8LiSjO4mcRholx3IWIcGGKq5kTZVWIknRvUUW7PA/THdDVYcWxn7wl3ci6jmfsD+K/Gnud7TqyIMjIguxk27aYlSEquztoiSa5+uFlPPL5YygYoIRzELlhnHSJV/FN9mry6Qa+//k1IlyI74JrSd79U9S2dR6V5uRLMU+4CIDE9V9KbwccaBTBqwivWwy9obDz9jPYj/059bHdsBnlOrgbl2Xvn+6FirR4VfNd2o3r3sI46ZLM0FtoiKpJqO52tDFT8H3s6owoQRRXZid2KwWRLLNS3uOEwYP48GC/tgEcWlGQ0Y6XDWdMGcFLG1uyUmMsV7KltYfD34MA61BQysWRO1FY6FoFusjv3a5w1A5c2Y4mwpjauPet0rwvoZWMJHDVzTirXgHpok8/Fq23iiuC+QS+8DuUnQTdQGg6yk6iOpuzDqPPBnfFi/DRK1DRLuwnbkr/0LFxFj6CCBegenIMfTf9yM6WDCkx5+2nM/cN5RP48h9RroXa8iRqzc2oUAViwnkIn5cnFKYPbfLczI4dIYDMgVtiRM2wvudBfHixXw1jZUGAX599GD96ejXdWRSyBXDW9FFcNncs1UUhHlpZT1ss3cuwXcXqhi5mjCrKaDN8P1DKJWq/iKQHbwYyhIxjMLQRJN1VWHIDu0LRpLuePPP0PWIclVLQshzVtg78hYjqExHmnp+xIQrLMI+9ANXTgfXgb5A7NnkdIxd8E23UBESvaKxb+w7WP37ieVeOBUKHXZL4u+ZDD8xX9vZey8atGYRv7wMX89yvY935w75jhfC8On8I33lXYT2RZWxCRxNoWlo4LYpHoJRCrb4VumpBOdCzA9W1FeZ+B6H35jcjWaT/80uhO3O72rgcWb8BbfQhg93Cg/gQY7+7OQvGepXLEyZmCr4WBk0uPKyaT9/zFrcv2pphFHfh9kVb+NbjK9mdGdlDwZa1SLoBB3ABl7izGKVsLLme/vk5RQ8JJ1PC6b1A1f0bte4BaHobtr+EWvo7lLNnxyekzqUUydu/j9y6BhJRVFMdydu+4+XkAOU6XmdMMgZW3AtjdxnFQAjzkh8ixs5IX9T0Y5x4MYDHc8xiGI1jL0AbMxXz3CvRZhyHKKvyDGQiCpE2rId+D7GujOMAzyiafq8t0BfAd/ZXwIpApNYzit6Fg90DkT75LDFyPBj90i26iX7IbMTIbDO0FfarDw59Aw/iQ4v9bhh34cypIwn000AMGBqXzBrDbYs2k7DTu1oG/tQSjmR5fTtrGnL8mN4DbLcRMoQ8k6gcku+Oyi7/vztQSkHdCyB7iwHKBasHWveM0c1AtBPVvjMjbye39Q6a6unM3bNs28gtKwj8z6/xf/NO9LlnoE0/BvOCb2Au8IavaSPGoh9ximfEhAZCQzvsRIy5p2Pd+3OvALNmIapxa18BREkv95lL2gwgrwjj1M/i/9pNvV6dGHK0innKpxEjxoEZAF8AUVaFefrn8V3yg6xq1PLdN0hc/2VkUy1qsL7tg/hAQAgREEK8LYRYKYR4RwiRhcjbhwNGauS4CRVce+Jk7li0FVtKzp1RxaVzx/KV/1ua8cxXFwXZGUmkaTZqQmQNx98LLHcrLg1ZPpFIFcO7benn0kSm0k/qKBVHqm40EUYTgyX2VUa+C1T2IseegC+YWeVVEiUEsrMZd8OS3IbRtVE7NgGgFY/Ad152gQvz3CvRpx+Dam9AVI5DHzMFd91byM0rcvMlBVnuQz90teGufxu5aRnaqInox18ExRNRrRtwt7Wi4g5aRRl6wdjUS1T4Avi/9HtU8zZQClFRg9B1RDAP46NfwHnmtozvqprrSN7wFdANjI9+AXN+zmmbB3HgIwmcpJTqEUKYwEIhxDNKqUXZdj5gDCPAOdOrOGd6utzVRyaPYF1TJEXgDhgan5w1hnuXbqMhkq6+PWXE7mnGSZXAlrUo5WBqVeiaV8Cx3PVkn5ejiDsLCRpHEnf+k/aJoVVnPYflbiPhLsZzziV+bSZ+Izu1SAgNVTYN2tb2hYVCg5JDd+t7DRfCF0A/5nzcNx/3PDTDB46NffdPAZVS28kK3USMHI+7aTnO8hcRgRDGMR/PGIsghECfeATQp5ytulpzTAXEO6c/hH70+bgLH+oVrh3wt5AOassqlJLILatwt67C+MinsR95CmzXe5fUd6L0m/Gdd1XftWg6ojKTeG8eeQ7CH8Z+/q7eXOSAa3MdnGduRx81Ca16co67eRAHMpSXZ9vVJmX2/pMzzjigDGM2nD9zNJGEzT+Xbwfg4llj+NjM/9/eeYfHUZ19+z5nZrapWsWWLMmW5Y47boDB2KbGtIQaSCeBEEhIAVJIvkACb9pLekihhUAgIS+hBWzAGJsO7r1iyVWWbVm2unZ35pzvj1mtdrW7kmycxInnvi4urNmzM7Or1bPPecrvKee0IcXc/sIath1ooSjbz11zx6YtJM6E0u20Rl9GEwUUEbU5nlzpaSSbJozU/XDf166YZ9hZg1btRPVeBA6mrMAnR8SMokPntjys1mDpgXHPUesojm7EUQ0IITFGXYHYNh8ObQYrBzHiCkTg2GfcO7HO/TRGxUicHZtwljyfXNOXzigapputLhwIxRVEHu5KoDhLX8L/1ftSjGN3ZHka45KViywehOhXgnXepxE5BTjDJqJr3ye6YqErMZZoIPSq0eUAACAASURBVDv/bUfQtduIPvMbiHSrn1z6IvrCLyDM3ku5ZNV4hC+IzvS3ohVq92bPMB6/FAkhEmf83qe1vi9xgXBHNi4HhgH3aq3fy3Sy494wCuH2V39melXS8ZLcAA9dPe2ozxtxtqKJ0PWl4dBhryTbdz4+Y3SCQeuOQZvzOtA9EeQQ0W5sTgMRtQWt20g1shKlW5Eii4iziw7nPbq8UwGYZI2YiyGuynjvWitstQtFO4YowpRHr44ihMA46TTEgCGuYex5Ncbk8zCnno8YUEnHXZcne35OlOj8B/Bf8+0ezyLLhmFeeAP2c/eCBpFfjO/aH6QYVKNyLFSORVSOJfr4D9zyHscBVHIIQIhYTWYaHDs56ZIG7dhEHvg6+nAPzQVawb9hwJZHn+lxSiCAdod/TxRC5ANPCyHGaq3TVvMf94bxn0WyUew65uhGLFmOEAYRZxtKN6NpBwxAISlA0Xt3DjhEdW3KNUAhRTZKt9PhLCF5y66BKGF7DSEr/XhTrRVt9ms4ugHXcAskA8iyTkOIo/91iqy81Cl+3bF8mKdehOw/yP05TVueaujbQHZrynmYk852s92BrIytm5EX7sNZ8oI7N0aaWB/7Dva8+93phI7teq/5/RFjzkAteiz5NRUORMSUvLUdRTceQIRyEMFkQQ7dUOdm4nW3DJ8GDPe+ZEEQ2d8r/P5vQGt9WAixGDgf8AxjIpYsJ6p2QNLIyg5aoy8BIAgQMCdjyTIc3YxSzbQ7S1Ec6PM1BJKgeSpt9tvxKwSMKUgRwlb7ceOOqcZIk7k8x9b7cPShhOdpFHW0RBeSbZ1z1LWUIhDCnHudK/4KXUOpBBDMhsIy/HOv7zKKAKHcZIVsiPdI9+mahuGeOwPO1hVua6AdpdNDj/75+4jKccj8AejGA8jSIVgX3ADBbKJtjThL54NWiAGV+D/3Y/elLF9A9OlfxrbfAuOcT+Kb1eWRC38w9UtBCMwJpeBohM9AFOYi7L7NXfY4/hBCFAPRmFEMAmcDP860/oQ1jKYswaAQJ4P3p+mg3X4Xac7GkAU41OFmoo+kVjILQQ4hYw4RZysODdhqJ4YsiMUY03loElP0IFmmUz1d935bcHQ9pjiykQqJWKdciFE5BlVXgygoRZaNcLUNZXpj6/vEHUTu+3o8Funk9WfZsLkU72ti1BEmwtKh9+9MjXPaUfT7K9C+AP6bfo0s6krW+S6+ES6+MWm52rfd7e/uOivOK4+ihk5AVrhJLZFbiDFpDs7q1yDaAZYfWZiDLMpBiIQC9NzkcI7HfxSlwJ9icUYJ/E1rnTF2dMIZRq1tws5mHHUAhzR9skkobL0Pg4JY/WJv4rMyaY2mgVb7BRIFG2zdiB2tJ9s6H78cR1itiz3mPs+SVfiMzFloQxamt6eIPtxf78iSIcg0mdu091IxisCtD+FsX8e6g2FuXSfRr2zFUZoLxwzk1jkfLJsuisvBMFLFHwCiYZzVi5BnuQK+ur0e/f4zEG6EwpMQg89FSANnwzupz9UKtbcmbhgBrA/fjKyagNq7DVlUgRwzDTb8EZp3ghlAjLwakV2aei6P/wi01mtILI3ohRPKMGqtaI0uQtFI34yIROAG7k05kLDTacTSreyPEBaO3pPm0dQ4o6324jdHYumBsWRMTi81jrHriGyCxgzanTeSziswMETfZnQ0d0T5/VvvU9PQytjSfD57ypCMw8V6Q+QVwbiZfPnexa7KeWxL+vz6Ws4fXcrY0syCub0hh0/GOPkcnGUvpYlnxvqcAR1pRi//KdgxUYy2OnT4MGLU1fEYY8p9d9NrFEJgTpgFE2Z1HZz8VU+89gTluOl8+Vfg6IOxNr++GsUAlnQFBQyRiyEyl6EoDiLx01OpTzKxoL7IwZQlfTKKnVhGCTnWJZhiEIJsDDGALOts3LrVnok6is89sZTn1tWyYvdhnli5k1uf/WDtlC1hG9VNYEJKQV3TB2tlFELgu+gL+L/8O4xTLnJbAd1HwPJjTJzj/nhwfWzLHbsHFYV9S9FauWu6xTHF4LHIBBXy3u7B48TjhPIYMxtEAzAIGCcDTsyD82PJyiRjo3RzhucDSAxZiO3Uxmoje8rwOtiqDktW9CmTrHWEsLMRpVswRDGWHIYQFiHrCIbZx1hf18SB5jDRmCEL24rVew5zoCVM/5zAEZ8PIC9gkROwaGjr8uocpRlWfGxUsGVBKdaFNyBKq1CrF0MwG+usj3epdKdNOLkepQjlEvjKfURf+xv6YC3GyCmIonKiLz6EyM7HnPohRODYi3R4/GdzQhlGQxQgMGPxQo3rFeYSMk9FihAiNjvXUY3Yei9RtQNLDo4bRylCODrNjBHALcPJIcs6z60x1FFsvROlW2OPaxKNpa330G5rQlbPowy0dmiJLkTTihvzrCWsVgESSw4iYExBCInSHTjqMFIEMWQP29c0nmGiZK3WCtr2u8mGYHGfstxCCH556SRu/vsK2qIOWsM3zhpFZUFmL9jRzSh9GEEIU/YeAhBCYE05D6acl/pg4Rgwnou1TiqQFpSeGvf2RHY+vguuByC6dL7b2RMNg2HhvPcC/i/9BuH3jKNHFyeUYRTCIss6i3Z7GUq3IEU2lqxCCAshDKLOPsLOJhT7cM2FJOxsIts6FyF8BMzJtEYX0L1P2s0kl2KIQnf7ZwwDQOuR8XpDWx0kojbQ5bWqPglP2Hp/rI6y83mdJkwRVbsQBDBEEe3Omwl3U0y2b3ba840uyaUg5CPS7Paa+wzJ6JJc+mf70XYHetWvoe2AW9oSLEaPvx7Zh86b4cU5PH/9TA62hckLWD3GLCPODjqcZXSaZEsOIWie3Os1MiGsLJhyK7p6HkQOQ8EYRPkZadfaLz7UJVDhRNEth3DWvI459fyjvj7A/nfW07C6mtzhZZTOmeRtwf/DOaEMI4AUWYTMmbTb72LrWhynARyNJSqJ6vcTVroenqaDsLONgDkaQ+RgUoLN7qRzCvwEzVNT/hiEkJjC7UpRuoXU+KMmqnZjyZ7mT/cUD3WFdCNs7vaMA4SdrfiN1J5sv2nw4NVT+dXrW6k52MrY0jxuPH0YQgjUtmehdV9Xn3bbXnjvLtSYa5FFvc+1MaSgf3bP23GtnVhXUdfriqoafKoSQx59Z4nw5yNGX9P7wu5JHKV6Hv7VB1b/4DHW/OAxtAbtKHJHlDHm5ksZ9pnzkcbRJbU8/r2ccIYRXIkw11vr6mFONoqJKDRdElh2mrpHjd2rh2DJQYSdjTHvL75xpd1+F21Mx2ekF6EwRTECI2H73x0/0JRyNOJsIeJsBQSWHITfGBEPCeQFffy/88aknqp5V5dRjL84BRseQc+4u0v09QPgdhx1R6Bow+Cf33InR0xFbVnWZSClRA4/em+142Ajq+56FBXuKik6vG477978a3a/uJTZ/3eH5z0eJaqpg/CCLf+Wa59QWelO3LhfX7OwBpZMLO1IF6NLjqUp3UJb9F1ao6/RYW8gbFdj6/1kmWcj6J6QUISdVRmvLoSPLOssTDEg9lwZ+88AzIxbUE0rmhY0zUTUepqjL6O7G73uZA0k7UdC4NYHHgME/ngJVOLdGiL/mJy/N3xX3IoxZgaEchGFZfg+cUdyN88REq5vQlqp/oXTEWX3/CU0vb+H6r++ynPTvsA/pt/IjqffTHMWj+ONE9JjNEQ/+lZWIwkYE2OKOy6mGICtk7fSfqNrzKfSbbTE45AaR8filcpAirxY8icZTXuP9XJSZBOyZsbOH8ZWuwGNKQciRQi/nERYrezltbQTVTsBTdhxxS58cgQ+Y1hXkmLYh9GN1dDRrfBdA/6jr0dMRAhJyDyTNvu1WPZeEDCmIcW/Zo6z8AXwXXnbMTtfduUAzKAfu6U95TGnPcyiq75P0+bdOO3uruO1T/yA2U98l4oLjryiwONfxwlpGE1ZjF+eRFitBwQCHwI/isNJ6ywxFJ+RLH0fNKfQZodxtGs8fHIMPqMrRhhVu0htHdSAjdKHMTh6JRxwBXG735PfHI6hCrHVHgQ+wmp1mmdqomp/rAC9SwJNCAOf4ba6CSsE076Frn4edi/ueg25g+MlMbqlFr35CYg0Qt5QVxbNPLIyH0Pmk21djCaCwOo18x12thGNhQV8xmh8RpeHp3UUkPGKgn81ht/H+QvvYcFF36Z1x76Uxw+t2pb0s9MWZuO9z3qG8TjnhDSMAH5zND49LPbHGaQ5+kLKGkenxu7cre1sXAUjmcbL06TMbI6jMGQ+jjpAotSYKUr7HIeat6GWJ1buwpCCa6cP4fQqd1aOKQswY8kLJ3owxasFgdatJNdXOm7iw+jqARbSQDfvSr7/w1vR6/8EI65Ar/wVOLFkxYFV6EgTYuJNfbr3pLsRAkFm1XOtFVG1E1vtwdZ76Xy/OpylCGFiikJa7TdQ2p006JOjCJjJAhYtO/ZxcOVWQgOLKJ72zxH7Beg3dghX1jxO07Za5s/5Gm27ehYaEd0y9h0HG6ldsBxpGpSdPw0rO323jse/jhPWMIJbvtMV70qdMdKTF5LpMUuWE3YSy3ISkZhyIKYsp8NejqYDQ5YQNPoW/J+3oZafLNwUVzP/9gtr+cnFE5g+OLkOMGieQthZT0RVAxEgSMicEpNRS3gN7e2YDdVoU0L/kxH+PLRyoDHZywHg4Dr0ofHJdZDagcNbUYe2IvulVyU/GrRWtNqLUPowqYXyDlGnmijVscfd+4moLRiqAEu6ohK7nn+HxR+9C2EaaEcx5KOzmXHfLcc0EdK6+wB2Wwc5VQORpkHu0IGMvukjrPjuQ+hI5niuLy+LhjXbKBg/lKZttTx/yk04seSNvyCHi5f9nkDRsQldeBwdJ7Rh7A2zj73HiUiRTZZ5FmFnNUp3oOgAOgCJX07AlK6Hl+0794jP/X+rdsWNIrhdK0+trEkxjEJIAuY4AiR7UAI/tu0O+ZItLQTXrQMFWmyCHQtgym2xWGIGj9fwpz++9gH0jLuOSdYawNZ1KN1Ipu4hRzekEfVwsNUBLFmG1prFV9+N3db1ZVf9+EIGXzKDigtPzXhd3d6M2r0FfAFkxeiMqkJaKV7/5I/Y8dQbCEMSGljIWc/cxTs3/pK6N9Z0ybVlyO9tf/I1djz1Bqc/dBvbHl1A5FALOia8q8JRVn7vT5z665vTP9njqBBCVACPACW4H5z7tNa/zLTeM4wx3KTKPrr+2AxMWXJU5zJkHiE5M/5z5m33Ed5jmj9U8/BG1HsvQrQdcgcjRl0THzSfel/9yLLOJuJUY21/EdGpgq0Bu90VYvDlQN5QaNya/OSymeDLJT4+NREBdByErGOjPqMzSKu5BkfE9Cq7v5cGUrjdK3ZLe9wD68Rpj7Dw0jsYfdOHqfrobIqmjUr6fah9Owjff5tb16gVsmwEvs/cjTCS/0Q2/OZpln/nIeymLm3G5po65s38CtHmNjpdcmEaaDu9Ye8s7Xnrup+SXVkSN4oAKmrTsr1vYr8eR4QN3KK1XiGEyAGWCyEWaK03pFt8QpbrpCNonoIpSgADQYCgMQ15cCe69i106wf7oAphHJMt3GemD8GfsIMPSJuri9+H9nqwW+HQZvSa3/coCGGIPILmJKSdJjYabYHWvdC8A7IHgTAAAXlVrmFc87v0htGJoA9tPWZzvVNGNSgVN4pddJYtmYCJJBefdJNSZnaQUElqTaS2HTb88u/Mn3MLb13306T7jTz5U2hvjc3Q7kDt3uyq+iRQ/cQiln/z/iSj2Hne8MEmVML2WdtOqu3u9rPd2kHp7IlIf5fxlX6LsnPSK/RrpYimyX579I7Weq/WekXs383ARqAs03rPY4zhijKcDoBWDnr1veiW3V0xtZM+iSjquzr1sUQfWIPetYhThOD+aUU8vNGh3N/CBYW7qPAn/JFqxzVsdhtYvaj1FE+EXQtdJZruqAi07Oz6uXkXvP9/afusYxeG959CH9wA4z//gb8EpMgmZJ5Ou70ErVoRzc3o3O7CtwK/McFVNBKmW+cZy24LITj3xR8xb9bXCNen1l867WFqnljEsE+cQ8mZrsqOO+8l4fVFw6j6ZAm5mr8tTtqe90pqXVbX3RuSrMED2PnMm6hwskENladWLmz543zeufGXbmfNsIGc++KPyR7U89Axj/QIISpxtRn/c4dh/VuoXwPNu7sG3wN6018Qp//rDaOuX4fe+GjcgA2jhruH9OSZaVdEoRuq9i3YudA1bv1PhoEzwGmHve+54gs9FX+rKDTt6OaxpeHQJmjZAzk9tTj2DVMOIMd3Eeqt70C0hY6qKuziYle4VoMQJj45CCHSxzXzT6rk0k0P80TZlUldKZ04UZttjy+k/2ljkJaJHDgUVb2mSzHcCqRMBPQX5PQYO+wLwjLQtiJnWBmtO/fhtCd3AmlHsfS2P7D06/fRvrcBX342RdNHseelpfHX0bR1D69c/B0+vOr+o7+R/z56nRIIIITIBv4OfEXrNGUnMbytdDoizalD7u32Y7ZVPBL0rkXdvLoe7kH6oHxWShJE7VsG7z8DHQ0QPuR6iu/dBcJAnvEjmNSHQL+ZBf58iMukZTCS0daUQ9qJove8iaqZh27YnOZJmRFjPwuGH/+OWny792C0g2UMIcs6J6NR7CRQkMsZD38DI+hPMeo6YrPl/hd4rOASmt7fg++KWxGFA1Fa4jiarUvbWfHwuqT434TbP4b09a55mQlpmYy95Uo+FXmJ4Z88N2nrnUjL9n20VO/FaQ/Tvvcgu555C5VgQLWjOLS2BtXb8LITi3qt9ZSE/9IZRQvXKD6mtX6qp5N5HmMatJ2oZhPDn/+Btohvb69n4eZ99M8J8Jnplfj6Ki7Qp+FWEkpPQfQbAcVpBFjrlqTZMmvY8ya630hEoAAtrfTbavcmYOglrie45IegM7lNMsVb1MpGr/wltO0DFUVLCz1kLpRPp8NehqObMUQ+AXMKUqTWNYq8IXDKdxGtdfh9OYjQkc20qbpqNiVnTqD2leUs+epvCR9MdhLs1g5euejbXLrxYbaGZ7H5oUfpaIoQ7QDztRcIVfRn7FevACBnSCmlsyey58Wlfbq2mR1ERWy01hiWga8gl7G3XIE0DJpr6tBOBoGQPnwB+/KyPIGKI0C4f7wPAhu11j/rbb1nGNPRWJN6TPpQq3/rqs9klbjZ3z62yf3+rfd5eMn2+M9PrtrFC9efga8P4wTEoLPRTdt7MFqAFXI7UDIZbiNDZ4qKoDc9DqWnuONJM11DGAgh3bUqnQgErgEfe50rAZbIwQ2uvmPnuVUUqp+ntX8LWrijCGzdRlt0EVnWuWm7YISVBflDU473lVBJAcM+fg75owfzwowvpXhqTdtc+bed/3iH5v0JgiFtYXY++3bcMAKUz53OvtfXxGON0me6hi/gw27uSoyYIT8T7/gklZeewe75SzACPiovOwNfXjYNq7fx/p8XHNFrEFIiLIm0LLRSzHzkm0f8PpzgzAA+AawVQnSKE9yutZ6XbrFnGBPQWsG+FRA+nPpgx0Foj3WsRJrdDpBp30LInt9CrXWSUQRoDtv89s1tfGXWCKKOYn9zB/1CPkK+1HOJgpEw7jp0zXxoqQXVLfhv+GHQ2ehl/+uWBQ08DVE2M8lIisrz0A2b0hu1SCPsetXNPB/KsM0VEt2+Hw6nUSDy5SMmfw18OSmGWTXthOrnUwyu1gqtw9A5gQ+NohVFKwY58TW23oPWHRii8ANJknWSN6oCaZkphjGrvAjlOLTvT/69CykJlSZfd/SNl7iG7U8vA1AycwKnP3QbLdvrULbD+4++TLi+iSFXzmLox86OPyeR2leWu5n2viLAzAly2m+/grIdik8ZTd7wDx7HPZHQWr9J3+eOeIaxE601ev3DkM6ACNP1iOIJCuWWtrTth+weRp3iSvyno665nU37mvjyUysJ2w6O1tw6eySXjEvzgdcKWnan9+hyq6Dmha7Hql9AIxDlMdEJpcBfCCd/FXa+AgdWxXbBCfEpFYXD1W6MMp3xVLZbw5jOq9QOet8yRMUsEj93qn4trHsw9VzCgJyBIFPLhUQs5K21os1+PdaP7hoQQZAAp3PgjRqccJQBM8bgyzsy4QkrK8hp99/C69f8T9Lx0rNOZuWdf6JtT3IrnxHyM/kHn0u+fSk5/f5bOeVXX0LbDmZWgI33PsvexavIHTqQ6T+7sdf78vXLQZpGxhhj7AWTO6ICFYmSO7yc6b+4ifxRbo94296DNG+vI3tQ/4xF6B4fjBPOMGqteW5dLf9YX0vIMrj+tKHuJLvWvRmMooTBZ7sZ3aQTqbTZX4COqMNPXt3Eu9sPkhuw8BmCiJNsIM+oKuYrT6+ksaPL0Pxs8RbGD+zHkMLk7aiumZ95m9u+P/kxFYHat6F8JtHFDyAjq8GSoCRi4o2I4Ze556t9i6Q4qo7S48chU6Y52gzbX0S31SFGJQjFbno8/fq8KsRJn8IQS3D0IVwDLTEoQhAr0NZ1OPpg0v1p3c6huudYeNmTCMAI+Ljw3XvJqTyyIvyGVale746/v4G/ICclQywMybOTrid/TCWzHv8O2YMTVJaCbjz05bnfYs/LS0FphCHZ+dzbXLLyvvjj6aj66GzW/fRvtOzYh5Oh/Ef6LD6y9gGiLR348rJcIWHH4bWr72bnP95BSEneyHLOe+Ue/P1SvXWPD8YJ93Xzt5W7+Pnizazb28iSnQ188cnlbD3QDHY7SkNUdYt9awU7Y1vNTkMoLeg3EoLJ9WZLdzbwub8s4YL7XueljXtpaIuwvaEVVyy264N70ZhSZlQV0drNYzCkYFt9mpkyGWN/JgTTJCOkibN2MdJeg/C5xeXC0OjVv0WHG6G1lrS93JlKdoRAWNlQMSf94yoCdcvQsfnP2m4HO00hspCI0R9H+rIJGjOR5NLpZTocxNZuIb3WsTGoSc8FM8/CyhFEm9oIH2zinS/8Iv399EDHvkMpxyKNLVi5qTNfoo2tRJvaqF+yifmzvoqKJr8/dW+uZc+LS+LdLtpRtGzfx95FmfU1AcxQgHFfv4rggMzhgdzhZTxefCl/HXAZf+l/Kfvf3cDG3zzDrnnvocJRnPYwDaur+UvxpTySPZfnpt7AozkX8HjRR9j4u2f78lZ49MAJZxj/unJnUr9xh614fn0tOmsg9WGJIdKV62kYcSVUXQwl02HoJYix1yZ9S6/b28itz65iXV0TrRGHRAdRA188YzgLbjyTt788h2+fO4Ycv4XRPSanNGV5aZRVSk9zt7mJdIpYHN5M0q9RWoghc3G2L0nNbmoHVv06vUhEJoQB2WVu2cruxT2sg05jptc/nH5N1kB3Sw4oGlA0xZ6jAId2+x03kdG986XzEqYgcjgceymK5ureZ+Z0p3DSiLT3PuCM8a7grHA9xUS0o2jdU8+bn7uHQ+u3x4/XPLEo5VQqaqMiPSTKgG2PvcI7N/2Klpq9aR8XpkHTlt1EG1tRUZvwwSYWzP0W+95cm+xhag1ao9ojHFy+Fbu1g3BDE0tv+wO7Xni3x3vw6JkTzjDKNFsOIWBHk0OOEU0NfcUWCH8esvwM5KirkWWnp2RPn19fS9hOH1A3BAR9Bjl+CxmLCUm7hYdnHOYr5RuYnt+I35RcOqGc0SXdOzxAlM2AqosgNMDtR/bnu56stmNbegkFY2DAVMT4GxCFJyGyilPjeFKk1mf2hOGHwjHuOVtryRi7lhYUnIQwfG4C61AaOfpgf8Skm+NfJkq3pa6JjZowRC4B49Sk6ykbNv1wFU6re//Sb9H/1JPSnKNnys6bgvQnf8kIIdny4Dy3TlUIyj40za19TEDbDtseXcDzp9zEwdh23JebprtICErOnIBWDtE3nyL8yJ1E5t2Pbu/aCaz/2ZMZt9Cd1+oef1S2TXBAP4xA70IdTluYnc++1es6j8yccIbxk1MrCZhdLztoGVwytpzWiENNOBdbdf0xag1KmIgx1/aafbakSGs2LCnoF/Jx1oiu+JSONKOX/phBzW9yRXE191S9w1/nZnHzzDTeDG6Lmyw/AzntW4gpX4+NGUjwBpWCfsOQoz+GiJW1mKddibMvgnYU2lZoRyFyRvc9Lyd9iMm3Isde6wrY+rLT9EkLCJXCwBmIMZ+O3atMjb1KH6Ly3KTC80yjDDo1MH1GGTnW5QSM0/AbE8jyn0l0V77bpeK3KDx5ONN/9aU+vpgu8kZWcMYfb8MI+JA+CzMnBELgtIXd/mal2TNvCcWnjEIGU42Q3drB6v95DIARn5uLmaidKAVTf3I9/n45RP/+c+xXHkVtXoLz7j8I/+4r6M7phEaGX0IPvxu7pYP+p4+j3/gqzOxgj0kXYRoEiv81oyL+WxFH0s0xZcoUvWzZst4XHucs2FzHC+v3EvIZfGb6EIYX59AedbjhkQXcXf4aBWYEQzi83VLBGedejxXI6fWc2xta+czjS+iIOmhcg3hyRT8mlfXj8okVZCcIBagdC2D7i8mGJlCAPOW7PV5D169D1y2Bho2pccfcIciTv5y8PtyOs3YeRA4hB09GlI5Hr/iZW/bTPYZn5YARBLsFAoWIEZchciu77lk5sO4BOLTV/caQBgyag6zsGjuq69eid74K4Sa3DEjbrpEMFCIm34IwLBx1iKiqRQiTiLMdTfdeZoElK2PzslMtRfhwCyoSJVD8wQru7XCEjn2HWPu/T7Dp3tSYXN5Jg93uk47ULH3ZeVM5d/6PAGh6fw9r73mCaGMbQz9+NhUXnIIOt9Nx95Vd7YWAkha71FR8405D+n28/vEfxMcdgNsqKBApccxEgiUFXLnzr9Qv3cShtTUsueV3bpG4BicSQRgG0jTw5WXx4TUP/NuNoxBiudY6vSJGHxibm6//Pu3MPq0dtfC5D3St7pxwWWmAc0aWcM7I5Gxm0DK4+7KZ3Dkvn3DrQQpz8/jmhyZjBfqmplxZkMWDH53Kn5fv4FBbhJqDLSzZ0cD6uiaGkBX/fAAAGmpJREFUFWczojiHBZv34WjNJVnN5HT3vpwMhdMxVN0S2PJ/mRMxTdvR4cMIf9cfg/AHMadclrxu0s3o6hdgz+vJx6PN7n/SAjMIOQnjA5QNq3/r9o8L4RrFEVciB0zuWlO/Dr3hka77E4YrfptXBSXTEIaFrepos9+iMxOdvntGE1W7sGQ5pkiVMfPnf/DZMOt+8STLv3E/Wms302wI6FY10FK9FydDOc2wT3d9GeQOK2PG77+WvEAl/2611tRuDLPh9cW0tLxF2dxp5J80iIPLu6TddOwLFSFiXzwCupV6dRw4jDQN+p86hv6njmHgOZPjxeP9xlZSt3g1RtDP0I+dhb8gNSTj0XdOSMOYiYr8EA9ec/SzOCKOYlxpHg+9V0N9SxgNtIRtbn9+DaaURByFBt7J1vx6mIXUMSMiLVftpie2v9Rz9wuA08vjgDD8MPhcdO3b6bPQKgpN26FpJ+RVAqD3vOEq7MSvL9ySoETDuHtx8v1pB6KtiLLT44c67BV01U/2VOCsYnO4jz21r65kxXceintmLdvrEAh0gpHu3Iq27kodlZs3ehBVV83q8RoimI0cMg61YwPYEZa9aLN9ncKxASLsfOrNtIIc0meSN7KCttqD5AwdSMPa6niPtJCS/LFDktbnDClNKh4vnja6j++CR294hvEoUFrzwDvVPL++Fp8pue7UKupbwtz3TjVoCHfrgXWUJuo48T+9lU15PFg/kWsLVxJVUGtUkVcyl+KeLqp76ZSQJgT7pjiuzZBbmN6yJ4PwrAQn7Ba973kTdrycKmTRXp/6nHTnSXpWXxM/gtpdmj/89DmaGzsYNbaEz37pVILBoxdw6OTAOxtwEmpHU/qVpSB32ECm/Ph6Fn/07qTtbnBgIRO/+0ladu0nuyK5TKrmyddY9f1HUFGH0Tdewqjr/x/2iw9x8PV3qFm7t7sTmbYfWjuKOX+/k9xhbs1op2eLFGSVF3P2M3d9sBfv0Wc8w3gU/PG9Gh5fviNe9nPH/PU9rtekbhrfOBDkmdrZtDtu2Y2x+h0evOYUKgsy6CgOnBEzUOkH1jPiql6n7QFoJwJr74Pm2LRA6XPvTiVMNhQScirQuxZDzfOpxlMYKQXfYtDZ6MaaLgMqLXT5NKJqN1LkYYgcDFGKrVP70C1RSVTXuveDxm6r4gffWE44plO4cukufvPjCLfdeXavr683QgMLMQM+7LaOjGsufO9e1vzoL3EFbiPoI2/kIBo37+LtG36OitrMfPR2Kj/iesPbn3qd1z/xw7gs2PJvPYAwJaO/cBMqOA31i771NWuleeeLv+a8F38MwNivXM6oGy7Gbm7DX5TnFXH/C/EM41Ewf+PepFrITAjANASD80PsbmyPPycgHXzYNNnZOLHCABFV/PyF1/jFJWMRuakD4MWgs9DSdJVyDD8UjXM7dVCIitmIwjF9une97R8xkYyYsdMKys5wWw5b9kCgADH64wgrhN75cvpMdLAIMfLq5KP9RsC469G7XwME0YEVhLOrwa4BNAHjZCxZge2kGkYp8sgxJ6NoQ+DjjaU7k75I7Khi/Zo6HEdhGB+skGLox89my4PzaFhTjbadNMkVwZYH5rPxV0/Ht9taaw6tr0FHna750NfcTWDB/2JmBVh89d3oaNf7ZLd1sOW+Fxj9hUsomjYaMyuYdu50ClrTXL2X5upaDm/aRU5VKfmjBmEGfHQcOMzuF5ciDEn53OnHJNbqkRnPMB4FQatvck+df9xDCrM4Z1Qpjy3fjtLw4aK9bGuScaPorhXUt7SjV/0axt8QL7vpRAjh9iNXzOo6OKirE0V3HHLjgL5syB2S2buoX5ts7LQNLXuQ6Uag2mm8qqyBiCm3pFfB6Tcc0W84jmokbL9CYj92h7OcYLw2Mdl/NuQAhDDiAhKBoBUPwdmWpKE8hPYbvF59gNnDP5hqdcvO/Ui/z1XHUQpMiZAyPtVPWgbLb38gSdxWdURTakJVOMrL538DIMkoxl9TrN7Qn5/N+a/cw0vnfZ1oY7JWZacyT+fzpd8i2D+Pp8d9DulzxS4m3vFJhlw+k39MvyluxLWjsHJDhEoLOe33X6V4uhdbPNaccHWMx4IbThvW53LAqKN5bVs9RVk+Tq0s4ryRJXxk6hhm9KsnILpibn5hc1qu2/esa9IqIWVEN2xGL/khetPj6FW/Q6+9zy2v6b5Oa7eMpjsyg6FP1wveb0SvW3ZFG6kfLREfVpV6X8kGeNLUcgqKQsiAwfbJRRwqz+bwgBDfe3E9f1m+o8dr90Tr7gM8N/nz1C1a2aVuYys3+xv7hapw1O1c6f4LTiMG4rSF0xZqC0My6Xufjv+cVVGcEsuUPpPLt/2ZYR8/B2EZSJ9JwaRh1C/fitMeJtrYitMeZtWdf+LtG35O5FALdmsHdmsHTkeEjv2HaVi9jRfPvpXmDB00Hl0IIR4SQuwXQqzry3rPMB4FhVk+fGbqW+czBDOHFqU1mj9auJGXNtXx1JrdfGpeE6dNmc2lg9qwhMJAMaffXq4bGOsYyaR5mAG98RH3OU6HKwbRsBHe/T463E25PV2iBaAgg8dReV6CYjduoXZF73VlhsgjNetsIEX6EhJFcv+yz2/yvXvmUjV3OMJvxL21Dltx/7vVvV4/E9V/XZR2Zou2nWQnVhPrDzcRpuEaySMJ70lB+/7DKMch2tzGgSWbEN08Tg00rK1h9Bc/zEfrnuSqPX/j9PtvxegmPSf9Fi079iUpiSeibIdl37iP2ldXHsENnpA8DJzf26JOvK30UdK9tdCSgjvPH8vPFm9OSbTYjoqbCQ20R22e35PFzZdeyhcPrEVveAQRL93xQWn62cdaK3RrHSLa4m5pfdluC16acQJEmtCbHkNM+EL8kJAmOqc8lniJ3ZG0EAWj0l5PVMxB+3Jg/yqwshGV5yXVSWZCihABYzodznu4QQKTkDnTnZZICE3i/RpIUuNl/oDF8LEDePmNpiRvzXZSPbe+oh2nT+rY4IYutG33Ot9FBiw3d5Ww9dZRhyW3/Ja3rrsH7ShCZUWobtttHbFZfOX3QWvyTxrM+a/+lJwhJXS3wCpqUzJ7Ik1bkwdzxR8PR9nx9Jvsnr+EsbdeyaQ7PtWn13eiobV+PTYEq094HuNRMKw4m7K8IFastctnSEb2z2XcwDyaOpJLUqSAgC95q+pot+YRQBaPQ4y8CkL9IVgMVRchuhlGrRzUxsfRr30Nlv0EveYP6Pe+jz68zd3WppX7124ypRti3PVufaIw0L4cnPGXE/Efxlb1qWuFQJZMQ46/Hjn6GkQfy4Hc96ScbPPDZJkfItu6OC40GzRPwf0+tgADUwzAlOklzWZUFWEktL75TclZI45stEEilZefmdIDnYnOjpLeCBTmMuKzH0o5Hq5vRIWjaNuhbfcBpGVgZgXcDhdDgiGxW9qxWzs4tLaG1Xf/GTMUYM7f78TMDmAE/RghPzMfvZ2CScN7vVe7tYM1P3yc8KHmPr0+j57xDONRYErJH66cwsVjy5gwMI9Lx5fx68tPJjdgJRUKA/hMyaxhxUn92X5TcnZC77QsmYKcdjty+reR5WekJE70jgWwf3nCAced5RwTghVjr3O7VZIQKbJoAMKXg5x0M2LmPYSnfoj20G7Czhra7NcI25v69Pq1VoTtrbTZ7xG2N7rK4d0I25tosZ+m1Z5Hm/0GOuYRm7KQbGsuQfMUQuYsguaMjImiivwQv7n8ZEYPyKU0N8DFYwbyrbOPXDiik9yhA7ngjV9ihDIbRxGw0ojodj6Yerx932HX4CacU/pMRMI8Fu2486BPu+8Wxnz5Mre/OiHm6HREaFhdTePW3Sy87A7slg6c9jC+fjmUnjme8P40ivK4bYSJSMskcuIaxiIhxLKE/67/ICfzttJHSZbf5LY5qVvQr80ayS9e24IQIBDMGlbMt885ifL8EC9trCPkM/niGcMYNeAIWrYaNqSPD9rtaGUjQsXoU78Pq3/nlt0ICdJMEo7V0TZ0615o3YvQGienH3ZwL4mZ47Bah08PQ4jMHwutNe32OzHtRAcbSVTvIcs8K27goqqWsFpP53bd0Qdot5dxaJHFmh89jrYVJ33lMiovPaPXlz62NI8/XjOtT29TXyiYMJTpv/wi7335N/HEiWtgBDpquxnfrCDR5m7qPwLMrEBK2Y1Wiv6nnsQ5z/+A5d95ELulg8LJI9j+f4uxW7reW19+NgXjq3j78z9LOYcR9FE0dQQvnX1b0tyY9j31LLjwdgbMHJ/yOoSU7pyZaGy9EPjys8k6cWdN13u90scxHxlfzkkluWzZ38yAnABTBxUghODa6VVcO73q6E7q7wfNO9Mcz4ur/kjDQk/6IjTvRrfXQ8se9N73oP8kN9O9+vexpI5G45aomFVV2P0TvUqBJoro4WOhacfWe+lKriiUbqDdXk7Icj+XUXsHSaMTUETCtSz8yIPxOsD65VvQSjHk8r6JBBxLRn52LmbQz5b7X8AMuaNV97660u2ojDrYMoowjXiBt/RbjPjcXLY9tjDlXPmjB2P4fZTOmsjUn9zAe1/+DXtfXeFKwQkAgfSZzHzkW6z+nz9jt3YrgZKC4umjGf+tj7H6rj+nnP/giq00rElNOJ1y75conDicRVd9n7bag+SNqmDO37+H7MOANY/e8QzjP4GR/XMZ2f/YNfGLoRejD2+N1RXGDJIZcuOFieuERFtZruCDEwEUes/rbqdK0hAthVAK/7b3sYsL41tEgR9BhomCMTTpM9u23o6tBuOog9jsSnk8erg9qb3OaQ+z/udP/lsMI8DQa85i6DVn0bJjH0+PvTap0FuHo4z43FysvCxatu9j4FmTGPn5izjw3iYOLkseGBY+7G5dD2/aycvnfj1NR40GBMH++a4X2i35kz+mkvMX/hQR8/gih5N7xIVppC0Jqn5sIaM+fzFXbv/L0b8JJxBCiL8As3C33LuBO7TWaYYSuXiG8ThEhZvg/afdmsOi8ciKWTDtdmjY4Lb05VQgssvSakTqXa+CEyaeOVBRIIO4hFYIR6JNjdRZBJuK0ZE3XUHc3Mok/cROhPaTXgBC4aj62BY6lfbdqcXi/+4Wt+aavTx78udTvDjps8iuLGHC7R9LOl46e2KKYbSb3efu+sc72JH0ZVYqEmHH028y7FPnsXfRqrihM0MBRn3+ovj7cNYzdzF/zte6svCGZMgVs9j26IKUcp0D7/UtHuzhorW+uvdVXXiG8ThDhZvh3e91xRQbq1GNNcixn3Hlu3o7gd1OajpVks6YCSBrxWooGg11r8bWaLSQrkr4yV9D+JJLadxSm0zn82V8LLtsEEbIHzcKRsjP+G8e0Wf1mLP+50+mxhKlIFhSQHBAPzbf/wIDz5pETpU7CbJ09kQ23fts3CsUlkHxdDfOLH2WWyyeBmmaRFvb2fPSUvqNHULrzv1In8noL36YUV+4OL5uwOljGfLROdT89VWEEBRMHMakOz/JzufeTkmq+Ap61wj1OHo8w3i8sfOl1ERL/Wp0tM1V0u4FMWAyun5tkpgDJVNh/8rYVryb0bRboG5p8jGtoOMwettziNHXJD0khD/1HO6FMOUgUOkKjQ3yyk/lvBdLWfu/T6Adh5O+dCll503t9fX8M4k0taZ0tMiAj8jhFt656VdgCKSUnPvSTxhw2hjKz5/G+O98jJXffRiAwglDOfOxbwOQP3ZwxusYWQG2PjAPuz0CWmOE/Mx+4rtUXJAscbflwXnseuZNUBqN5tC6GpZ/5yEu2/wwz5/6JVp3H3CVuwWc8cevH9s3wyMJzzAeb0TSzULB9QQzGEbthNHrHuqateLvFzOuCkqmI4bMhaGXoA+s7lnsNgkF7fvcf4WboP0AZJcjzRCSQhTJdY+CYGxLmM5o+pFkMeD0cQw4fVz8qKObcFQ9QgQwRem/fGs95MpZbPvzK0nGUbWFUXTF9BTw1vU/5dJ1DwEw4ZvXMO7Wq3A6IlgJYw2kYWAEfKmiFEJQds5ktj/5ejy+6LSFWXnnn1IMY91rq5M6c1Q4yv631xMoyufSjQ+z64V3CR9sYsDpY8kbUXGs3gaPNHiG8XijZCocWJF8TPrcrW0G9Po/waGE2Fe4wf2/Lw9RPMEtAjf8iJJp6GAxesfLMWWeHiqYhQm5VahNf4G69+KH1YirCJWeQkt0Pl2ZZwO/MRZNmHQiEdCBojUuEgEQcXbHOmMABIYoJGSe0SfptGNB/YotvPaJH6btge5OR7c6QmkayOzkutHCk4djBP3JhlHAsE+d6/Zed0u6JHbKdJI7ogLDb+F0PiYF2bG52dI0GHzJjL68NI9jgFfgfZwhC0fD0Eu6RF7NEJz81cx9zpBsFBOJNKJX/w7tJMwWyRuCGHedm2DpHMHavRlYSMivcmdpJxhFALY8gbAh2zofnxyBJSsJmTPwGYNjGe30Xp/o9lHrcJbQORUQbBx9MFYG9M9H2Q4vn/8Nood6VwkXPpPSOb2oq+NODLzgrV9RMGEo0m/h65fD+Ns/zoz7b2H4tXOTOm7MUICRN1yUco6xX7uCnOFlWDlBrNwQ/n45zPjD11LWefzz8TzG4xBZMRsqZgOg9rwFy+9Bawftz4dJNyMD3Qa1SwucDIZTK2g7EBeW1Q2b3dEFJdOhYb37WKg/jLwKIS20UgjDBCsbXf182lM21u1m54EssnPKGTKsML4FFsIgaJxJu7OILq9RYooSBF1hAK0VpKh5a7Tug2bhMaBt78G0YhLpKJ01kdPvv7VPa/NHDeKSlfelHB84ZxKzn/h/rLzzTzjhKKO+cHFS0qUTKzvIxct+T93i1TjhCANOH4e/n5dk+XfgGcbjGN1YA+8/1eUthg/Dkh+jT/8BIlEqbNhlsPlx0m6Nle1qNAJq1yKomZ+g3hMbbBVpghW/RAvhGuTyWa6IQnZZyum27c3int++izBMlBKMnzyQm26bGTeOllGEIT5MWK1H61YMUYTPGA5obFWH0mEMkY8kD9VtQqAhUlsYPwhaKVZ9/xG2PbYQMzvI1B9fT9m5UwgU5aXdQueNGoQR9NG+t4HCKSOYcf8thAYUpDnzkVNx4alUXJheHCQRw2dRdu4xa+D4j6alWfH2q/+c2T+94RnG4xjdWJ26hVZhV1asaGz8kCydivLnwa6F0Frnqu2I2Pa4/EyEP9/10qq7jymIjTRo29d1qGa+OxOmYBTUvkX3mOFv5w2hIyLojC+uWVHL8nd3MeXULtVxKS2Csmv76ahGWpOEawU+OdKVQqQRMAgYUzDk0Y371FrTYa8jqjcDCkEOWdYsVn73cdb/4u/xEqGFH/kuH1r0M4qnjeK0P3yVt2/4BdIy0LZixOcvZPpPv9DzhTxOGDzDeDxjZZj/YqduOWXBCCgYAYA+tBXa9kNWCSJ/qNsn3byz94Fa4HqTdcvcQvG2A3T3Qhtbk4u+bVtxYF/P3+qt9usktwhqImoL2daHYnFJ+YEy0hFnK1G9MeHszbRGF7D14ZeSukac9jA1f1tE8bRRDPvEuRRPH82htTVkDx5A0ZSRR319j/8+PMN4HCMGTEW//3Ssk6XzoAndxh6kPK/fcOjnSlXpxhr0mt+TPlucAcOE5oOkK9Qu6dfBnoNdSRYpBZVDM283XeWd9LFDpdsxZQbjfwREVWovsaYDw5/88RaGxAx2tTzmjajwyl480uJlpY9jhDRg+ncgq9w1iL5+iAk3IronX3pAr3vQNaxO5ql4CVd0B20NPi/VuxQGCJOm8VlE/QZKghJQXx6ioDLzFlgIA1d7MRUpjlViIf33+6T/+XRcDkwYEisnxIjrLzhG1/T4b8bzGI9zpC8HpvYtK9odrWyI9hK8FiYMOotOb1IMmIoOFvGGeRb791YzJlTPqOx2yB1MtGgyK1Y0o6aDGVYoU+APWizb2cAFYwZmvETInEGb/QaJMcagMQMp+iYa2xsBYxJtTrLyjSnKGPbRGQQLC6j56yKsvCzGfPmylHnQHh7p8AzjfzFCmmhfXvoBWJ1UXeCWB8WYt6GW/1nwKo7yIxiNT2pumeznovEzsIREyldRSmMHurLigV6mJpqyP9nWBTjqEG7rYPExLeQ2jUJCnE1YrUHrCJZRgU+6Pcxl50yh7Bwvy+txZHhb6f9yxLjr3CLxdBP/IKHIG9bUHuaHCzbixEpZNBBWgv9dEUUhkULwmelD4mrkliEpzvYzo6r3MhspAlhGKZYx4J/S3WIaBWRZs8j2nYvfGP1vV+7xOP4QQpwvhNgshHhfCPHNntZ6HuN/OSKnHE69E928B1b9mpSEyoHVUD4TgGW7GrDT1PcpDR1Rhyy/yWdPqWJIYRbLdjbQPyfAFRMrCHjiqB7HOcINdt8LnAPsBpYKIZ7TWm9It94zjCcAwvAh8oegciuhqbr7g/F/5gV8WIYg0m0SX5bPICshwztn+ADmfMDB9x4e/2KmAe9rrasBhBB/BS4B0hpGbyt9AiGqLkjeUksLMfjs+I8XnFTKgNxUBe+OqKK6/t/TgeDh0Ud6G4ZVBknS8rtjx9LieYwnECJ/KIy/Ab37NdAaUT7TrXmMEbAMfnLRBD752HtEE7xGy5DUNXdQVZQ6/9nD4ziht2FY6YLOGQt7PcN4giHyh7oGMgPl+SECpkHU6RJ5cJRiqGcUPf6z2Q0kVvOXA7WZFntbaY8kLEPyi0snkRsw8ZsSvym54/wxDMjpeUiWh8dxzlJguBBiiBDCB3wUeC7TYs9j9EhhTEke8z9/Jg1tEfKDFpbhfX96/GejtbaFEF8EXgIM4CGtdfrJbXiG0SMDhhQUZx+bzhQPj+MBrfU8YF5f1nqugIeHh0c3PMPo4eHh0Q3PMHp4eHh0wzOMHh4eHt3wDKOHh4dHN4TWfVR1BoQQB4Ad/7zb8fDw+C9isNa6+GifLIR4EejrhLR6rfX5R3utlGsfiWH08PDwOBHwttIeHh4e3fAMo4eHh0c3PMPo4eHh0Q3PMHp4eHh0wzOMHh4eHt3wDKOHh4dHNzzD6OHh4dENzzB6eHh4dMMzjB4eHh7d+P/PibGSnNGQlAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rand = np.random.choice(X.shape[0], size = 1000, replace = 0)\n", "%time Y = sklearn_tsne.fit_transform(X[rand])\n", "\n", "fig, ax = plt.subplots(1, figsize = (6, 4))\n", "plt.scatter(Y[:,1], Y[:,0], s = 20, c = y[rand], cmap = 'Spectral')\n", "plt.setp(ax, xticks = [], yticks = [])\n", "cbar = plt.colorbar(boundaries = np.arange(11)-0.5)\n", "cbar.set_ticks(np.arange(10))\n", "cbar.set_ticklabels(np.arange(10))\n", "plt.title('MNIST Digits Embedded via sklearnTSNE')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Fashion MNIST\n", "Another popular dataset is Fashion MNIST. Instead of having 10 classes of digits, Fashion MNIST has 10 classes as listed below:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "import tensorflow as tf\n", "(x_train, y_train), (x_test, y_test) = tf.keras.datasets.fashion_mnist.load_data()\n", "X = x_train.reshape((60000,28**2)).astype(np.float32)\n", "y = y_train\n", "\n", "classes = [\n", " 'T-shirt/top',\n", " 'Trouser',\n", " 'Pullover',\n", " 'Dress',\n", " 'Coat',\n", " 'Sandal',\n", " 'Shirt',\n", " 'Sneaker',\n", " 'Bag',\n", " 'Ankle boot']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's showcase some of the data in Fashion MNIST!" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(X[0].reshape(28, 28), cmap = 'binary')\n", "plt.title('Fashion Label = {}'.format(classes[y[0]]))\n", "plt.show()\n", "plt.imshow(X[1000].reshape(28, 28), cmap = 'magma')\n", "plt.title('Fashion Label = {}'.format(classes[y[1000]]))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's use TSNE to reduce the dimensions to 2!" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 2.02 s, sys: 896 ms, total: 2.91 s\n", "Wall time: 2.9 s\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%time Y = cuml_tsne.fit_transform(X)\n", "\n", "fig, ax = plt.subplots(1, figsize = (12, 8))\n", "plt.scatter(Y[:,1], Y[:,0], s = 2, c = y, cmap = 'Spectral')\n", "plt.setp(ax, xticks = [], yticks = [])\n", "cbar = plt.colorbar(boundaries = np.arange(11)-0.5)\n", "cbar.set_ticks(np.arange(10))\n", "cbar.set_ticklabels(classes)\n", "plt.title('Fashion MNIST Embedded via cumlTSNE');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Breast Cancer Data\n", "Let's inject some humanity into the TSNE algorithm! We shall help predict if a patient might develop cancer using TSNE!\n", "\n", "A malignant tumour is one that aggressively grows, and must be removed immediately. A benign tumour stays on the patient, but isn't aggressive. You can see below TSNE has been able to separate the benign and malignant tumours pretty well." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 764 ms, sys: 204 ms, total: 968 ms\n", "Wall time: 965 ms\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.datasets import load_breast_cancer as data\n", "X, y = data().data, data().target\n", "classes = data().target_names\n", "\n", "%time Y = cuml_tsne.fit_transform(X)\n", "plt.scatter(Y[:,0], Y[:,1], c = y, s = 20, cmap = 'cividis')\n", "plt.setp(ax, xticks = [], yticks = [])\n", "cbar = plt.colorbar(boundaries = np.arange(3)-0.5)\n", "cbar.set_ticks(np.arange(3))\n", "cbar.set_ticklabels(classes)\n", "plt.title('Breast Cancer Data Embedded via cumlTSNE');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Boston Housing Prices Data\n", "Clearly TSNE doesn't just have to applied on classification data! We can use TSNE to visualize the structure of regressive data!\n", "\n", "We can see how housing price differences can be separated with TSNE." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 748 ms, sys: 200 ms, total: 948 ms\n", "Wall time: 952 ms\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.datasets import load_boston as data\n", "X, y = data().data, data().target\n", "\n", "%time Y = cuml_tsne.fit_transform(X)\n", "plt.scatter(Y[:,0], Y[:,1], c = y, s = 20, cmap = 'viridis')\n", "plt.setp(ax, xticks = [], yticks = [])\n", "plt.colorbar(boundaries = np.arange(100))\n", "plt.title('Boston Housing Data Embedded via cumlTSNE');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Verbose prints timings + help msgs!\n", "\n", "But that's not all! In cuML's TSNE, we placed a very informative verbose option, which literally prints out the time spent on each part of the algorithm. We use this for future optimizations, and this can be printed out in the console.\n", "\n", "[So in the notebook you won't see the timings for each part of the algorithm, but in the actual terminal / console / command prompt window where you ran jupyter notebook]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Learning rate is adpative. In TSNE paper, it has been shown that as n->inf, Barnes Hut works well if n_neighbors->30, learning_rate->20000, early_exaggeration->24.\n", "cuML uses an adpative method. n_neighbors decreases to 30 as n->inf. Likewise for the other params.\n", "New n_neighbors = 90, learning_rate = 50.0, early_exaggeration = 12.0\n", "CPU times: user 700 ms, sys: 192 ms, total: 892 ms\n", "Wall time: 891 ms\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.datasets import load_iris as data\n", "X, y = data().data, data().target\n", "classes = data().target_names\n", "\n", "cuml_tsne_verbose = cuml_TSNE(n_components = 2, random_state = 42, verbose = 1)\n", "\n", "%time Y = cuml_tsne_verbose.fit_transform(X)\n", "plt.scatter(Y[:,0], Y[:,1], c = y, s = 20, cmap = 'rainbow')\n", "plt.setp(ax, xticks = [], yticks = [])\n", "cbar = plt.colorbar(boundaries = np.arange(len(classes) + 1)-0.5)\n", "cbar.set_ticks(np.arange(len(classes) + 1))\n", "cbar.set_ticklabels(classes)\n", "plt.title('Iris Flowers Data Embedded via cumlTSNE with verbosity on');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Pickling has been enabled!\n", "\n", "And finally, if you want to use TSNE for downstream tasks, we have allowed our classes to be all pickable (if that's even a word lol!)." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "## Save the file for pickling\n", "import pickle\n", "\n", "with open(\"tsne.pkl\", \"wb\") as f:\n", " pickle.dump(cuml_tsne, f)\n", " \n", "## Reload the file after getting pickled\n", "with open(\"tsne.pkl\", \"rb\") as f:\n", " cuml_tsne_pickled = pickle.load(f)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 708 ms, sys: 220 ms, total: 928 ms\n", "Wall time: 924 ms\n" ] }, { "data": { "image/png": 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i4sMR8i+p6lstUYbBYGg9fjPzE1bk51HtjuLXFxdx4eED6JSSSvukZC4eMCgq5MER7rGoKhHbjO/2F82uoxcRwTnhfZmq/rW58zcYDK3P4h3bokIeoDIcJi8Y5LZRYxjbsxfvLP+ed1csoyIUAuDKI4aQGCP4E7xezj6s/36v96FKS4zojwWuAr4TkYVu2N2q+mELlGUwGFqBPpntWFdYGDWhTPB46Ncui0Xbcpn49huoKoLw92++4r3LruSO0WNIDwSYvHI56YEA5x82gCmrVpIRCHDh4QNJ9JmNVC1Jswt6VZ0FSHPnazAY9i928COonAxWOpJ8I+KtNZp48MRT+G7HdkqqqrBdHf0tI0Yz4c1Xo6N4gNzSEp5ftIBbR47mh0OP5odDj+b9Fcu5a8ZUQpEIPo+H5xbO573LrzS7ZlsQ4wLBYDDUwy5/CUr/BAQBC638iEi79/D6HEvpDskpTL/qByzevh2vZXFkx054LYu8ivK4fKptm21lpXFhD8ycQaW7MBsJh9lSWsK7K5Zz6aAj9kfTDkmMCwSDwVCf8sdwhDyATThSxt8+u5PRTz/Oom25AAS8PkZ27cawzl2iDsuO7d4Tv8cTzSbR6+X4njnxWceM+AHCtk1pVVVLtcSAEfQGg6EhNBz3U1B8VoQd5eVc/c4kShoRzL89aRzHde+JRwS/x8MtI0Zzep9+cWmO7d4Df4wnS49lMaa72UvTkhhBbzAY6pM4AUiM/qyyvXy4qa/7S1lbWADA2sICXlv6HVPXrCIUiZDk8/HUeRcy7/qbGdszh0dnf8VRj/+TV5csjub199PP5vievUj0eslOSubR089mYHaH/di4Qw+jozcYDKgqry9dwpvLlpDs93PHqMs5IiWFUPm7LNpRzh8XjWJ1SSYA1RGbrMQkPt+wnps+eBcBRIT+We159eJL8Xk83PvZdGZuWE/ItglVV/Obzz+lR3oGY7r3IDUhgf+ee0HrNvgQwwh6g8HA84sW8OevvojuXp2zZTOTJlzB4R1v5PM1X7CiZAEBr2MyOfGII+mens74N16JLqoCLM/LY/LKFVw4YCBfbNhQz87+7hnTOKpTZ34ycjR922Xt9zYeyhhBbzAYeGbBvKiQBwiGw0xatpR7jj+Rn485nhN69mJVQT59Mtsxult3VJXiqsq4PEJ2hB0VZQCkBQIU1YnfWFLMppJiPlm3hsmXX03PjIyWb5gBMDp6g8EA9Xa+SJ2gkV27MfGIoziyYyeuf/8dDvvX3whFInECxGtZjOjSDYCHTh5HwOuNs8ABUCAYCvPWsqUt0QpDIxhBbzAYuPHokXEuChK9PiY0YNd+36fTmbVxPRFVFEdwCxDwernvhJMY5vqcP7Z7T9699EruOvYEUv3+uDwUjTuUxNDyGNWNwXCIsKW0hKfmz6WkqopzDzucE3N6AfDJurUUVQYZP3AwawsKSEnw85ORxzSoR5+1cUOcO2IFJh5xFL858RQcN1e19MvKol9WFhWhah6bMzuqGgp4vZzff0DLNdRQDyPoDYZDgNzSUs5++QXKqquxVZmyeiW/PXEcqwryeXHxQirDYQI+L8d178ljZ51XT2jX0C4piR0xu1/9lkWnlFSmrl7FC98txG95uHnEKEZ27RZNc/PwUaT4/byzfBkpfj8/H3M8nVNTuWv6VOZt3ULPjAx+c+I445u+BTGC3mA4CAnbNo/N+YYZ69bSITmZXx03ll4ZiRD8ELQM/GMQX+1GpTeXLaHcFfLgWMH85etZ5AcroidDVYRCfLFxA0t27uCIDh2j16oqOyvKscTidyeN46q330RRLIT2yUl0SEripx9PiVrgfLt1M/+7cDxHd3bcJYgI1xw1jGuOGhbNb8Kbr/Ldju1URyJsKC7iwtdfYsZV15GakLBf7t+hhhH0BsMBiKqyeMd28srLGdyhIyl+P8VVlXRMTsFjWdz/2QzeWf599MSmxdvW88V5U/DqdiACWJD5byTheMBZAK3rE74qEsZreeKOAPRawsq8ndw9YxrrCgvplpZGgtfLyvw8FDi+R0/ev+xKvt6yiSSvj9P79uPSN1+NM7OsDId5fuGCqKCvS34wGBXyABFVKkNh5uVujaqTDM2LEfQGwwFEeXU1EbV5cOanfLR6FR5LqAyFURSfx0NmIJEXLxzPm98viQpoW5Vzui8FewtIrR8ZLb4X6fAZAGf3O4znF82P6skTvV7GDxzMB6tWUFUW/yfw8JdfUFAZxFZlZUF+XP2+3LSRD1at4CejjomGNaTlaUz1A+CzLLTuQSQoPo+xDWkpzJ01GA4AIrbNHVM/ZOgT/+boJx/j3RXLCIZDlFVXE1bbGfWGw2wrK+XGD96tJ0gzE4J4iPdPQ8wJnoM6dOSpcy9kcHYHcjIyuH7YCO4cczyvXnwpg7M7EPB66Z2RyUMnn0owHKo3+q+hMhxmbu6WuLAbh40kEHuoiMdDZiDAfZ/O4IOVK+oJ9fRAgDP7Hha18vF7PHRJTWN4IzMAw75jRvQGwwHA0wvmMW3NKsJqN5lOgbWFhVx71FBeWbI4qrpZmJ8DsgSo2aTkB/+YuGuP6d6D9y6/Ki6sW1o671x2ZfT3ltISwnbjdfB7PPTJjLfGOfuw/vg8Fv9bvBCPWGwoLuK1pd9RFYkwadkSlu7czp3HnoCqsmTnDgqDQe4+fixHduzE3K1b6JWZyY+Hj4o7evBgRkQeAMpU9ZEWyr878ALQCbCBJ1X10aauaRt31mA4yPl688a4nalNkZWYxD3Hn0i3tHQ+WbeWjsnJ3HHMsYhnOJQ+BBp0FmPT/7jH9eiamsYFhw/k/RXLCYZDBDxeEPCIhaJ0Tknl9tFj6l13Wp9+nNanHzPWreH2jz6ImmAGw2Gemj+P/xs1hjunT2X62jV4LcFW5bkLLua6oUfvcR0NhIGfqep8EUkF5onIx6r6fWMXGEFvMBwA5KRn8pW1Map3FwTQ6M5SEcFnWURU+eeZ5yAiXDtkGNcOGRaTy0WQdNE+1+X3J5/K8T1yWJWfR+927TglpzcLtufiEYuhnTo3OfKuDNX/s1Lg47WrmLFuDcFw7RrCT6ZM5qvrbtzn+rY2InI18HOcpi4G1sTEXQ/cAPiB1cBVqlohIpcA9+OsnBer6gkiMgh41k1rARer6qq65alqLpDrfi8VkWVAV8AIeoPhQCOvooIlO7aTGQjwf6OO4dMNa8mvqACERJ+XVy++lESvj+ykJJbu3EF+MMgRHTqSnZy8y7zDts3W0hLSEhLICCTuMn0sIsJZ/Q6DfodFw47t3rNeukXbtzFr43rSEgJcdPhAkv1+RnbtFrd+4BGLHunpLNuZRzgSrxLaUV7unC3bxMLtAUB7EZkb8/tJVX2y5ocrnO8BjlXVPBFpB9wWk/4tVf2vm/Z3wA+BfwL3Aaer6hYRqXH6cxPwqKq+JCJ+IN5/RAOISA4wFJjdVDoj6A2GVmB+7laueedNLBEitjI2pxcfXnE132zejK02I7t2Jy3GpvyoTp13O+/1RYVcPul1SquqCNkRbho+ijsaULfsCx+uWsHPP/6I6kgEv8fDswvm8f7lV5GdnMxrF1/KXTOmsTo/33F0Vl7G0wvnoTHrDwL0zmx3oAt5gDxVHd5E/MnAm6qaB6CqBXXaNNgV8BlACjDVDf8SeE5EXgfecsO+Bu4RkW44fxD1RvOxiEgKMAm4XTVm5b0BjNWNwdAK3DZlMuWhEKXV1VSEQ8zcsI7PN2zg5F69Gde7b5yQj2V9USE/eu9tzn75BR7+8vM4V8A13DT5XXaUl1ERDhGybZ6aP4cvN20AYNG2XCYtW8pC9zjAveWBmZ9QGXbMMivDYXLLSnlruaM5GJDdwXWJ4NjIl4dCVEci2IBXhESvlw7JKTxxzvn7VIcDBEfH1jjPAbeq6hHAg0AAQFVvAn4NdAcWikiWqr4MnIdzhuNUETm50UJFfDhC/iVVfauxdDWYEb3B0ApsLy+L+x2KRNhcUtzkNXkVFVz42kuUujtc1xUVsrW0lEfPODsu3ZrCgjjJE7Ztlu3cydytW3hy3hxEBFXl+mEj4hZWl+7YzuPz5lAVDnPZ4CM5KacX769czrzcrfTKyOTywUdG9fPl1dVxZVZFIjzw2Qzm527lT+NOZ2tpKR6JH0d6LIuPJl6D13Wb4LXaxDhzBvC2iPxNVfNd1U0sqUCuK5gnAlsARKSPqs4GZovIuUB3EUkH1qrqP0SkN3Ak8EndAsWZMjwNLFPVv+5OJY2gNxhagX7tslhZkB+1V/daFoN2cZze5xvWEYrYcW4MPly1gr+ediYhO8Jjc2azLC+PJJ+f0uraM119lodUfwKPfD0rbgbwxLxvmTBoMF1S01iWt5MJb74atfyZtWkDI7t0Y87WzQTDYRI8Xv49ZzadU1Lo3z6bY7r1YNam+MNFFJi6ZhWdU1K4dNCR9UxF0xMC9EjPwDrw1TW7jaouFZGHgJkiEgEWAOtjktyLoz/fAHyHI/gB/iwi/XBmBDOARcAvgStFJARsA37TSLHHAlcB34nIQjfsblX9sLF6GkFvMLQCj59zPldMep2CyiAR2+bHw0dyTPceFFUGeXzut+SWlXFCjxwuGjAwqse2xKrnNx6czVYT33qD73fuoMrVmXtESPL5CNs2p/Tuw4DsbPweT5xg9loWt0/9kCU7tgPUc2Pw+cb10d9VkTBVwTD5wQpW5OfRLS2dsT1zmLFubdzmqspwmJkb1nPnsSfwyKln8POPPyJiK5mBAM9fOL5NCfkaVPV54PlG4v4D/KeB8IbMo/7gfnZV3iwa7AmNYwS9wdAK9EjPYOa1P2JbeRlp/gRSExIoq67m3FdeZEd5GSHbZvra1awpLODOYx1/NSf36kXKLD/VkQhh2ybR6+WSgYNZVZDPivy8qO16dSRCgsfDfSecxOHtsxmY3YHyUKheHSrDYRZty43zdRNLY8rnkG2zo7yMv552Ju2Tknnj+yXRTVaWCJ1SUgA4q19/Tu/Tj5KqKjICgYNh4bXN0iaUZAbDwYjHsuiamhb12Dhj3RoKK4NRwRsMh3lqwVwits2agnzWFBTw2iWXccnAwYztmcMvxhzPfWNPJmzb9YZ3llgM6dSZQR06IiKk+P08d/7FZAYS8YiQEQhgiTQq5AMeDx2TU/A1okdXABFuHzWGzEAiST4fSV4fqX4/vz7hpLg2ZiYmGiG/F4hIlogsbOCzxwfumhG9wXCAUB2J1BtC264PnOnr1uC1LPyWh1fHXxp3KMjh7bNpn5RMleu+wGc5tus5GZlxeQ3r3IW51/+YilCIJJ+PEf/9DwWVwWi83+OhS0oqaQkJXD74KMb17sNd06eyePs2gmHHciZk2/g9HnLSMxiU3QGvZfHxVdcyY+1aImozNqcX2Um7tvM37BpVzQeGNEdeLSLoReQM4FEcg/+nVHXP92IbDG0Y1SqonOH6jh+NeHtwQo8cLEuiKpMEj4f+7dvzybq1Uf254JhmfjjxGjS8GS2+C19kHR+d1YffLDqdOdtCDMruyANjT8bTwGhcREh2j/Z74MSTuXP6VEKRCD6Ph26pabx72ZUk+nzR9E+ddyEAleEQ/5j9DYu259I/K5ufHnNs1GomLSHAhQMGtuj9MuwbzS7oRcQD/Bs4FdgMzBGR95ryw2AwHEqoBtH88RDZAjULme2epmPKcN645HLu+3Q6O8rLOa5HTzISEvhu+/baa4GNxcWoVqIFl4GdB9j4KOS3R21BTvkIZ1OlQ2EwSNi2aZ+UVE99cs5hh9M9PYOvNm0gI5DIBf0HxAn5WAJeX3StwHDw0RIj+pHAalVdCyAirwLn04QfBoPhkKLiDQhvBGpNIO2iu/nn2gdYsmM7o7p24+YRowh4fUxZvZKA1xf1EWOJ0CszE0IrQCtwnBcCRMAugPB68B1G2La5Y+oHTFuzGhHhiA4defb8i/liwzqeWjAPAW4aPpJxvftyVMdO+/kGGPY3LSHouwKbYn5vBkbVTSQiN+A4+6FHjx4tUA2D4cBE7R3ECnmA8qrtPDl/DpXhMF9t2sDXmzfx2vjLOKNPP77ov563l3+P1/KQ7PPxzzPPAdkJWtf/fATE8Wvz7IJ5zFi3NrrY+t2O7fz4g3eZl7s1qhzT3fwAACAASURBVAa67aMP+PdZ53JSTu+WbrKhlWkJQd/Q8no9Ky3XMdCTAMOHD29qC7HB0KYQ/yi0/AVqfMfb+PhmR6eoAK6MRPh+505W5udxePtsfn/KadwycjSlVVX0ysgkwetFNQP8o6B6tptPIiSMBY9zKPec3C1xdvHVkUickIfaI/+MoG/7tIR55WYc/w01dAO2tkA5BsNBiSQcD6l3AI4+XPHg90ToklQaTWOJsxGqhqzERAqCQebnbqUqHEZEkMz/IGm/gsTLkbR7kIy/R/XwvTPa4bdqnR96XB8zdWkjbggMu6AlRvRzgH4i0gvHr8NlwBUtUI7BcNBiJf8Au3ImhObhoZIxHTbx1ri3GTflUqoiiXRMSeGwrPYA5FdUcNHrL1MYDKIo2cnJvDXhCsf9cNLlDU6hbx05mk/Xr2VraQni7pK95/ix3DV9WnRUH/B6ueHoEfux1YbWotkFvaqGReRWHHecHuAZVV3a3OUYDAczapdA6Ftwz3n1Wkqyz+aCXuUUcxT3jz0Jn3voyO9nzSS3rDS6+7S6pIS/fPUlvz15XKP5p/j9vH/5VczbuoWwbTOscxeS/X46JKXw3KL5CMJ1Q49meJf4c1o1tBSqvgBJgcQLECulZW6AYb/SInb0rnOdRh3sGAxtAVs1zneLVs1Gi38Odj54ByCZ/0Y8jVm0WNRdukr0ennwpNOQhLFx4esKC+LOcQ3ZNqsL83dZP7/HwzHd4w0dRnXrzqhu3RtMr5WfoEW3AyHACxXPQNZ7Rti3AYyCzmDYQ7aWlnD2yy/Q759/ZegT/+aTdWvRyFa06AawtwNhCC9FC37QaB5ipUDgHKDm9Cc/WNnOAmsdhnbuQoKnVt8e8HgZ3rlrvXT7ipY8iLOwGwGqILITgpOavRzD/scIeoNhD7nmnUmszM9DgeKqSm6d8j47i74k/nWyIbLBUdE0gqT/EVJug4STIOkKJOtNRAL10v1izHEc3bkrfo8Hv8fDqG7duXXk6GZvF1pWJ6AatYuavxzDfsf4ujEY9oDy6mrWFxUSiXHN6xFhZWGY9ql1rYQlatfeECIeJOWHOMeINk7A6+N/F45nZ0U5guzWmbF7RcJYqPyYWhv/BCThhJYpy7BfMYLeYNgDAl4vHssiUufADds3CnxDIbQAtBrwQupPcQ4W2jPsincg+DpIMpJyK+I/ChGhQ3LL6sol/SEUG6o+A0mC1HsQ/9AWLdOwfzCC3mDYAzyWxW9OPIUHZ36CreCxhBFdunFcj14IT0HlR2BvA9+RiL9p08WIbbOqIB/FOXHKa1nY5a9A6R+o2UylBd9C1quIb0CLt00kEcn4e4uXY9j/GEFvaLOUVVcTsW3SA/X13vvChEFHMCC7Awtyt9IpJYVxvfu61jceSDy70es0vA4iG8HTmwq7I1e89TprCgsA6JmewSsXX0pKxdPUCHmHIFrxBpJ+X7O2wXBoYQS9oc0RsW3umj6V91YuR4CjO3flqfMuJKkRz4y7g4Y3oqV/hMg2SDiBwdm3cESHjmjoe6j+AvUOQDzZjV5vlz8NpY+C+EBDfJw7gZX5KdFTodYUFvDwlzP57RENbX8yh3YY9g0j6A1tjhcWL2TK6pVR2/MF27by288/5Q+nnLZX+aldgOZfDFoK2BBejUa2oOKD4GQQLxCBjCeQhPrWMBreDKV/B6pAndH6GR1f5gHrSqoizulS1a5/G5Kvh5LfUTuqT0SSJuxGHUtBEqIuisurq7nvsxnM3rKJTskpPHTKafR3d9oaDj2MeaWhzTF78yaCMc67qiIR5m7dsvcZVs10F1hrNi1VQuX7jpCn0jFL1CBadFvD19tbIcZHPICqh27JtSoav8fDwOwOWEkTIP0h8B8DCacgWS8hvv6NVk0j+dh556M7RqHbh2CXPQbAjZPf5YNVK9haWsqCbblMeOMVdlaU7/09MBzUmBG9oc2Rk5GJ37Kodkf0HhG6p6XvQ44Wu+WUVYtRDdW3tPH0Ao0/nNvv8ZCS2IvEslJEICc9g18ecwRaOQOxsiDzaUR2/Xpq8R0QXkWNKwXKn6DKOpzZWzZFTUAVZxfv15s2cl7/ll/UNRx4GEFvaHPcMmIUM9atYVtZKSJCgsfLb046Ze8zTDgRrCSwq3B2jSZCwgnOSD+KgNW1QXNK8WSj6X+B4p856cTCyvgPL48f5VjdqNIvLR8pPMcxb8QGb19o9xIiCU3XLfQdUSEPoJV4QosbTBpowHul4dDAPHlDmyM1IYHJl1/F7C2bCUUijOjajbSEXQjMJhArHbLeRsv+DpFcSDgBSboWrXgeSh9xdPSSjLR7stE8rMRT0cC3ENkBnk6I+BGI6s3tvBvdNQB3lhBaCRWvQvI1TVfOyoZIrEomgMfXheuGduTFxQsJhsP4PR46pqQwtmevvb4HhoMbI+gNbZIEr5cTeuY0W37i6Yik/yE+LPkHaOIlaPVsd5HV0/DFNeklAN54J2MaXuccHhJZT7wqqBINb0CAUCTChuIiknw+uqSmxeeZ/me08Nqa3MB7OCReyC+P9TKgfTZfbdpIt7R0rht6NAlmRH/IYp68oc2g4Y1oyQMQ2Qz+kUjq3YiV1LJllj0GFS+BeFANo2n3YyVdvHvXVn2JFv7Y/VVdJzYR8Q9ja2kJl775GoWVQSK2zVn9+vPIqWdEDxgR/1HQ/iMIzQdJBf8xiDh/OBccPpALDh/YTC01HMwYQW9oE6hdhOZfAloM2BDMRSObkXbPtVyZoRVQ8SKO5Y0bWHI/duV0sHPBPwpJ/WmjenYtvpv4zVFCdOE36VIInM1PJ73OtrLS6MLqR6tXcVz3nlw4oFaAi6cjeM5sgRYa2grGvNLQNqiejTMqrjGBrILqb1G7rkfGZsTOdW3o4yoC1Z9C+HuoeBktvLXx67W4ToBA8g+RDnOx0u5GRFhZkBfnQC0YDrF0545ma4Lh0MAIekMbwd9AmDYgiJsRb3/QcAMRsX82Xzb+Z+MbTs25sQ5+JGFsnLopJyMz7nCTRK+XfllZ+1pzwyGGEfSGtkHCMY4FSlTgJ0Li+Ab9u9egWold9hh20c+wy19ENdJo2oYQT2dI/wsQABKc4/eoW57SmAsDyXjE8XiJ5VyXenc9R2h/Pe1M2iUmkur3k+j1MqZ7D8YPGLRH9TQYjI7e0CYQCUDWJLT8cQhvdPTjSY2fSa8aRvOvcDcbVUHldDS0AJImQvU3YLVzzkyVQD33At9s3sTSnTvokZbOuN7jIDAf7CJUEiH/XIhsxzmOLwCBcYjVsP94sTKQrJo/GCu6wBpLTkYmn13zI5bn7STJ56N/VvsG0xn2jO8Ks+n7+o27kfLnLV6X/YER9IY2g1ipSOovdi9xaCFE1lJ7yEYQKj9AK6fhCGk/lD+H4oPIGgA05Rb+tXQYT8z7logqXsvilF59+PvpZyGe9gigWZPQ0n9AZIPzZ5Pc9KEiQNRKpjGSfD6Gde6ye+0yGBrACHrDoYlWUV9zaVMr+Ctd2/aacNCyJ1i86WSCYedw7epIhOlr17B05w4Gd+gIgFiZSPr9LVx5g2HPMDp6wyHFFxvXM+bpJxj+3FcUVYFGX4GGXBi77giiVDIsK97ixWsJhcFgC9W2FlVFw+vR0GJUW748Q9vCCHpDm0FVsUsfxd4+HHv7COyyf6Ixponriwq5afK7bCsvo7DK4uLp57OooBd4ukPgVPCNIl7g19WFBygOZcaF2goDszu0YKtcIV98J5p3HlpwLbrzZDS8tkXLNLQtjKA3tBm04kUofwa0xLFRL3sKrXg5Gj97y+a49BvKUpgw41TC7aZhZfwdyXwM/Mc6B3pbHSHll87ZqZIMkoT4BnD5iPvp2y4LS4SsxERuGzkau64Xy+am8kOomkbUJbJdgBbd0bJlGtoURkdvaDtUfgjEqjWCUDkFkicCkBEI1LNY8VkWPssZ74iVWs8xmSaeFeNeYDQ54mXKxGu4+YP3mLVxA/+a8w2Pfvs1z19wMUd37toizdLwGohT16iz2Gsw7CZmRG9oO1iZxKtbxA1zODmnN4e1a0+i14tHhIDXy70nnNSkuaJ4OiKBM5GE46L+4aeuWcWsTRuoCIcora6mIhTiyrfeYFkL7VgVb18gMSbEAk9Oi5RlaJuYEb2hzSCpP0Wrv3YtanBs31Nvj8b7PB5eHX8p761Yxs6KcoZ36cqILt32uJwtJSWEIvGbq6oiES5541XevWwifdo1887VwJlQ/TkEP3BdIiciGY82bxmGNk2zCnoR+TNwLo7TkTXAD1S1qDnLMBgaQ7x9Iet9R10jAoEzEU+8OsXv8TB+4OB9Kmdwh454LYuQbceFB8MhXl+6hF8dP3af8q+LiCDpf0STb3F81nv77PpAEoMhhuZW3XwMDFbVI4GVwK+aOX+DoUnE2w1JuR5J/lE9Id9cjO7WnZtHjKoXrtCiC7Pi7Y74Bhohb9hjmlXQq+o01aiXp2+APZ8XGwzNRDAUYu7WLSzdsR1b914AbyktYdbGDWwsrp2c3jJiNHeNOY6Ap3ZXa6LXy8XGD43hAKQldfTXAa81FikiNwA3APTo0aOxZAbDLlF1drSK1C5Ybi4pZvwbr1ARChGxlaGdOvPs+Rfh89R3N6AaBrsYrExE4sc+by1byq8/nY7PsghFbH5x7HH8YMjRANxw9EjSA4lMWraUZL+fO0aN4fD22S3aVoNhb9hjQS8i04FODUTdo6rvumnuwTmx+KXG8lHVJ4EnAYYPH97ChsiGtopd8RqU/BaIoN5+SOZTiKcDd348lfyKiqgv9/nbtvLidwujQjp6ffBj99Bu27GXb/c04nN0+EWVQe755GOqIpHo8SB/+nIWp/XpR9fUNESEywYfyWWDj9x/DTYY9oI9FvSqOq6peBG5BjgHOEV1H+bLBsMu0OqFUPIQ0WP4wqvQoluQrDdYV1QYd2BHZTjMyvz8+Osjua6Qr6zJEC24Djp8iYiPbWVleC0PVTEWNn6PxZaSErrWObvVYDiQaVYdvYicAdwFnKeqFc2Zt8FQj9AC4n3RRCC0FIAB7bPx1jmw48iOdSaioeX1DybRKrAde/huaeloncXVkG3TKzMTg+Fgormtbv4FpAIfi8hCEXm8mfM3HMI4uvgYrGzqTUqtdAAeHnc63dMzSPL5SPB4OLlXHybUNav0dGnghKgIiCPIU/x+/nPWeST5fCT5fAS8Xv562plkJzXsX95gOFBp1sVYVe3bnPkZDj3ULoXKj4FqSDgB8XRBKz9Bi+8ELUW9A5DMxxFPJwicARWvQ2ixsyFWbST9TwBkJycz9cpr2VhcRMDrpUsDqhbx9UeTJkLFyyAWaATS7o87yu/4njnM+dGPyS0rpWNyCsn+ho4sNBgObMzOWMMBg9oFaN75YJfgnPf6MJr+Zyj6KVE9eng5WvgjpP1kxyVBu2eh6nPQIvAdjXhrLbi8lkXvzHZO3uENYOeDty9i1Qp9K+0ux59NZDN4+yPe3vXqlejzRfMxGA5GjKA3tDoayYXQcrRyiiOMcdUpCpQ+7I62a1LbEF6NaiUiAed0psBJ0bxCkQirC/LxeTz0yWyHiGCXPAQVr+K4IA6hCSciCWMg8RJEvIjvCPAdsV/bbDDsT4ygN7QqduUMZ8QuHtAK4hdXqeO1sQYfUH93aH5FBRPefJUd5WXYqgzp1JnnzuyGJ/g6zslRrg+cqqlo1UyonAGZ/zVnsBraPMZ7paHVUI24apmg42e9rpAnARJOA99Qxy88AeeT9psGhfO9n05nU0kx5aEQwXCYBdtymbXuM2jQyrcSqudAeEVzN8tgOOAwI3pD66GlRNU0UXxE9TQJpyBpvwQ8UDUD7J3gG4L4GnYzsCI/j3CMo7HKcJj5O5MYmyU06IJGPI3MGAyGtoUR9IbWQ9Idc0g7LybQA1mTEG/f+FF74LToV1WFyilo9VzwdEeSL0ckQP+s9mwqKY4K+4DXSyBpFCQB5f/F+VOpkfiWc5KU7/AWbqTB0PoYQW9oNUQEMp9GC651R9Y2pN2L5evX5HVa+ggEX3SvSUAr34Os1/ntSeNYkZ8Xp6O/ftgILM9oNOkKNLQSyh+HyBrw5CDpD8f5xzEY2ipG0BtaFfENgA5fOmoZK2OXgle1CiqeAWrcElRBZB1Uf01W0gl8NPEax+rGsujtfwPyj8NGIOk6JPmHSOC4Fm+TwXCgYQS9odWJhGHl3BLsSBGHDe+DP9DEpiStJv64QJzfrq7d5/EwILsDdvlLUPo40TNky/6JWplI0sUt0QSD4YDGCHpDq1JRGuSO4+8ld+12ECEjO41/fvULUhP+A6E14D8KSflpdLeqWKmobxCEvgdCbi4W+IbHZ1z5HvUPCn8PjKA3HIIYQW9oVV544DU2rdhCqMqxvrHtSkLbx0N2BRBydsKGlqKJE1yVjUDilWB95jg1szoh6b9HPHXOaZX0OiVJA2EGw6GBEfSGVmX90s1RIQ/Qd1Apicnl1JpdVkFoIYSWEN3wVPo7SH8EK/OxRvOV1NvRgm9BXdcJkoik3tYibTAYDnTMhilDqzJgdD8SEmt18h6vF4+nrg7eOUGqlkoIvtxkvuIbiGS9Dck3Q/KtSNa7zuHhBsMhiBnRG1qVy391Ecu/WcXiz79HRIhIH7yBEOhmnANFEkACoMV1rtz1Adni7WVG8QYDRtAbWhl/go/fT7mHnZvzsSM2HXtmg5ahpX+F8CrwDYGEMVB4E1EPlgSQlB+3ZrUNhoMKI+gNLcrK/DzeX7kcjwgXDxhM9/R0NLQErXgT8CLJlyHevnTo3r72IklF0u+Py0fb/Q+teNlZU02aiPjMOa0Gw+5iBL2hxVi0LZcr3nqdynAYEeGZBfOZMmEQnUO3UzM618o3CKb+j6eXlLOxuIjhnbtRUlVJblkpI7t254y+zi5Z8R+F+I/aZZll1dX8asY0vt60kczERH5/yqmM6NKtJZtpMMQhIg8AZar6SAuW8QzO2dw7VHXwrtIbQW9oMR7+6guCYcd6RlUpD1VTXvgIpFRG06gG+Wblvfx7zklURyK8tex7LBEiqry29DuW543g9tFjGsxfq2ahlZ+C1Q5JnohYGdw2ZTJfbd5IdSRCQWWQa9+ZxIdXXEPPjIz90maDYT/xHM7RrS/sTmJjdWNoMcqqquJ+K+ChMi5MANEKqiORaJqI61Y4GA7z2NzZcR4pa7ArXkMLb4bg/6D8MTTvPOxIMV9sXB/Nqya/LzdtaM5mGQ4t2ovI3JjPDXUTiMjVIrJYRBaJyP/qxF0vInPcuEkikuSGXyIiS9zwz92wQSLyrXve9mIRadTpk6p+DhTsbiOMoDe0GOf1H0Cit3bSmOj1UmqdD9T6swlrAu9sGNhoHqpKKEZwRyl9hNrF2RDYRVD5Pj6PJy6ZKKwvKmLyyuXsLC/fh9YYDlHyVHV4zOfJ2EgRGQTcA5ysqkcB/1fn+rdUdYQbtwz4oRt+H3C6G36eG3YT8KiqDgGGA5ubqxFGdWNoMX449GiCoRD/+24hHhFuHjGKo3oNQSsyoeIFwKLSdx0zt+chVNVzGe+zPAzp1IlEny8aVhUO47UsRKvqpA4jVPLzY47jL1/PIhgO47MsIigvL1nEK0scb5mvXDSBQR06tnTTDYcOJwNvqmoegKoW1DkUZ7CI/A7IAFKAqW74l8BzIvI68JYb9jVwj4h0w/mDWNVclTSC3tCsaGQbWvYoRLZDwsncOnIiPxl1TFwaSb4akq8GIA14Y3w+d38yjdyyUvplZrGtvIy8igqGd+nCw+NOB6CkqpIbJr/L3K1bsER478xhHJY8j9qNVF7wj+W6of3ondmOWRs3sKG4kFkbN1ARCkXLvmv6VCZfcfV+uBOGQwSh4WNtangOuEBVF4nItcCJAKp6k4iMAs4GForIEFV9WURmu2FTReRHqvpJc1TSCHpDs6F2AZp3PmgJEIHQPDSy2T0lqnH6ZWXxxiWXN5nmrulTWZCbi62KrcrlHx/B+2en0SVhHkgaknY/4vqxPzGnFyfm9OLBmZ9QVUfts92obwzNywzgbRH5m6rmi0i7OvGpQK6I+ICJwBYAEemjqrOB2SJyLtBdRNKBtar6DxHpDRwJNIugNzp6wz6jGkbDa9CKSTh6c1e4ahAqXnROhNpHvt2ymZBdK7SLq+H59RdhdfgSK3sKkjC63jUju3Yj0Vur9vFZFsM6d9nnuhgMNajqUuAhYKaILAL+WifJvcBs4GNgeUz4n0XkOxFZAnwOLAIuBZaIyELgcJqwqBGRV3BUPf1FZLOI/LCxtGBG9Ia9QMOb0fInnAVQ/7FQ8ZRzHKBWU/+A790X8qrK3NwtFFdWcmTHTnRITonGtU9KprCy1mInweOhc0pqk/md0acf3w/dwRNz56DAER078SdXFWQwNBeq+jzwfCNx/wH+00D4RQ0k/4P72Z0ym54C18EIesMeoZFtaP4FoGWADVUf4wjzhgR6ABLPpc7iVIPYqtzw/jt8s2UTlgi2Ks9fcDFHd+4KwMPjTufKt9+Ipu+els7lg5veHSsi/OyY47ht5DFURyIk+5s40MRgaMMYQW/YM4LvgVZQO3Kvb+OO1QWsdhA4CUnePZ80H65awTdbNsUtnP5kymSO6NCJ73dup3dmO164YDzriwpJ9vs5sWcvEry71319Hk89s0uD4UBHRLJw1gDqcoqq5u9JXi0i6EXk58CfgewasyND20A1RIPCPUoASbkeSZrYdD7h9Y66x9sPsdLZUloSt9EJYHtZGfkVawnZNtvKyliZn8cnV/8wztzSYGiruMJ8SHPk1eyLsSLSHTgV2NjceRtaH0k8nXgXwQlAIkgKSCL4h0PipagqGvwAu/QfaPDDuAVZu+T3aN65aOGN6M6T0Or5HNGhEz6rtjtarron5O6KjahSXh1iyc7t+6GVBkPboiVG9H8D7gTebYG8Da2MePtCu+fR0ofBLobEsyHxaiSy0hH03gEAaPGdUDUNNIiSCNWfI+l/RKu/hYrXgCpwNz1p0S2M6f41N48YxaOzv8YjQvukZHaWl1Ed4/7ARknwGG2jwbCnNOtbIyLnAVvczQG7SnsDcANAjx49mrMahmZCq+dCeDV4cuLMF8U/BMl6JT6x5+ja68LroXIqtS4KgtgVk3l57bEMSFvNkGRnl0kUuwDVELeMGM11Q46mrLqa9klJ3DrlfT5bv45gOEzA42VgdgcGZXdoodYaDG2XPRb0IjId6NRA1D3A3cBpu5OP6zPiSYDhw4fvu6G1oVmxSx+F8mcABRE0cQJW2j3ReA0tg+o5YGVC4HREYixatATEG2eIUxFWXl/yNSk+5anjwwRi10YlG8KrUCIEvP1J9CUD8I8zzuHF7xaxaHsu/du159ohw/BYZuuHwbCn7LGgV9VxDYWLyBFAL6BmNN8NmC8iI1V12z7V0rBf0chOKP8vzlF+OAK74lU06UrE2xM7OA2Kf+5GWFD+LGS9Wivsvf1AEkDLASViCxVhL6tK0qmKeHl6xVB+PGABluUH9YCVjhZcAQhY2ZD1GmJl4rEsrjlqKDC0Fe6CwdB2aLbhkap+p6odVDVHVXNwPK8NM0L+IMQuAKlj2SJ+x0oGoOTXOGqZKiAIkbVQOaU2qSQi7V4G7+EoSSwvzuLyT8+nKuKMK55cMZJpJf9F2r0GSZdAZKNjsqnlENmCFv+OwmCQKteXvcFg2DfMypahPt6eQLygD1WH+PCxVQw8LoN+3cri02sI7MK4IPH2Qto76/G/+vR/bCnfSY0ux1blyM6DEF86WrqaWsdkACHW5n3D2VOfAJRfjDmeHw0b3qzNMxgONVpM4emO7I0N/UGISABp9xxYnVGE4oIE7r68N0/c9Q4/G3sfRUV9iB8jeMA/otH8nj3/IoZ27uK6LUjhqXMvpFtauhPpGwwEommrbQ8L8toRsiOEbJu/ffMl325pNrfcBsMhiRnRGxpEfAORDjOZ9vx0/nnrc1SWVwERIqEId5yTwbOzh0JoPkgypD2I+AY1mld2UjKvjb+s4XJSbnKse0KLQIQ1JUn8bmGtW+OwbbN4+zZGdjXnvhoMe4sR9IYmKckPEg7F71jdsTmMlfUKqrpbfmyaQiQB2r0AkQ1AhBsmT6M0VBGN93k8dEpJaTwDg8GwS4yt2iGKaiUa2eq6NGicIScNxuOp7SY+v5ejTnRG7/sq5GsQEcSbg3j78NfTzyHR6yPF5yfJ52P4/7d339FRFe0Dx7+zd0sS0hMSCIReFKSGJghGQQVFKUpRUHxRFF987RRFqoKAWNCfBVQEFBSkKzZQAVEISO+C9JqekGT7zu+PXTZZklAkhJT5nMORe/eWmch5djJ37vPEVKFLnXpFch9FKa/UiL6c2JtwgMM7jlKlbmUatT4CGSMA4V4GGfYpwtikwPPqNKvJiC+f4d3BM8jJNNMkvgEjv3qenYlnmbRuDZlWK13r1mdQXEtv2oKr0bpqLCsffpRtZ84Q5udH66qxRXJdRSnPVKAvB756YzFzJyxGAFFVrXy4cjcGg2fporQg0x6HqD8RFy6p9LilR2tu6dHau30oLZW+C+djdti926nnsrg50YSU0OKuJgSF/fvplpigYGKCgv/1+Yqi+FKBvozLSM7ki/HfYLe6A3vlapnYzBKfBJDSCq5E0Kpc1jVXHNiPzZm7xt3scDAzYRPrJ+4CwBRg4sO/JlOxakSR9UNRlH9PzdGXcRnJ59Abcr/Pzxw3oDdcmHFCgu7yg7ImdPnn550Sc5YFc5aFzJRzfDL8y6totaIoRUkF+jJGurKR2V/gOvc+0raFSjWjMJhyh+9H9/uzbFYlJCZ3amH8IOQNhPAr/KIX6H7Djfjp9d65c80hCV110vu5y+ki8VhSkfVJUZSro6ZuyhDpynGX+XOeAezI7E/QB09gyqrRjLp3EsknUwmOCKRhp/HoInTgPOku/KGP9V4j5XQaR/ecIKpa2flTzQAAIABJREFUJFXrVi7wPjFBwSzv25//27iBNIuZsD0Z7Nu01ft+qynASNwdFy/zpyhK8VGBviyxLAfnWXJTCljg3OvUbpLAvGMfY7fZMRjzTM4b6vuc/ueyTUzs9y56gx67zUHf4d15eHSvAm9VIzSMqXd2AcB5t5O39mXzy9zfAbilZxseeuX+ou6doij/kgr0ZYnMAi5IBCbzvHxkLLwEn81qZ2K/aVhzbFg9WSvnT1nKLT1bU/Omi9cL0PQaw2Y9zfMznrzkfRRFKX5qjr4sMbbF97vbCKa2yJx5njn7TUhXNq70l3Al3oIruTvS7l4pk5GUCdL3Ia2m1zh96PJL9xmMBhXkFaUEUiP6MkQYGkDoNGTmGPfo3ngzOA4hrZMAKzL7E9BiPekGbOBKRKb2h8gfCIuuiN6ox2q2ea/ntDup3iA3x4yUkh1r95B2Jp36LetQuVZ08XdSUZQrpgJ9GSP8bkP43QaANC9HZo4mt6SfBZwHLjhDgnU9+oCevP7dy7za9Q1cThcOu5MB4/swd8Iiko6l0PLupuxPOMjGH7ai0+lwOp28+vULtOkah6IoJZsK9GWES0reT1jPsr/3EmAw8vItHWgbngnSeYkzBXiWVt7U7gbmn5pB0vEUNKPGM61fITM1C5fTxe4/9+NyunA6cq/3Rv9pLE2bXWQ5bxRFuTbUHH0Z8fb6P5ixZRNH0tPZk5TIoG+X8ndWPXzLcBtAFwv4e7aNoIsGz28AACZ/E1XrxbBzzV4sOVZcThcAdqvdJ8gDmLMsOOyqCpSilHQq0JcRC/fswpyn9J7F4WDJATMi7EPQxbjzxpvaIyKXIkKngH9fCByCiFiEEP75riflxeu1CyGIqV1JPXxVlFJATd2UEUa95rOtCYGfXo8wtUNErfY92O8uhN9dF71eq7ubY3hpDjazDZdLYgowUqdZLf7+6yBSgq5tFXb3qcmNH0yjVZUqvNe5KyF+l/92raIoxUeN6Eup5FOpPNN2JHf7P8RD1QfTK7QGfnr397YOQYDBSO+Gjf719cOiQvhg4yRu7taSG1rXpffQbrz121i+PfclE/ZM4vADsaRYLVidDjacOM5TK5YXVdcURSliakRfCkkpGX7na5zYfwqX00XS8RR+fng2k34byprUUwSbTDzWLA4JrDlymNiQEGqFhV/xfSrXimbsoqH59u86l+qz5N7ucrHx1AlvxSm700mKOYcI/wAMmpbvfEW53kzHs6n93IZLHne4GNpSHFSgL4Wy0rM5dfCM90EpgE6nI+RwDm/1cqcl+Hb/Pob/8hMGnQ67y8WQFq0Z0qqN93i7zc5nr8wjYcUWwqJDefq9gdRqXP2y7h/i54emE5Dn2ay/3oAQgt+PHeG/K5bjlBJN6Pi46320i7286yqKcm2oqZsSIttmY8fZM5w6l3nJY/0qmPI9LHVJSVC4u9hHjt3OsFU/YnE4OGezYXE4+OCvBA6lJuPK+hRXSj/2r+pBwrJvObH/FDvX7uH59qMuO+Nk59p1qRESir9e730WMDb+djIsFp5asZxsux2Lw0G23cbg75aRabVc+qKKolwzakRfTJJOpHD2SCJV6lYmLDrU57MdZ8/wyNKFuKTE7nTyn6ZxDGvXvtBrGYwGHpv4ELPHLMBhc2Aw6bmxdV2a3uau5ZqUnY0mdOQdcht0Oow5k8C2EjBTvzG8vUxjUIcbyEjV43A4Sfh+K/cOvvOSfTHp9Szq/RBL9+8l1ZxDmyqxNKscw7Yzp/OV/RNCcDQjg0ZR6kGtolwvKtAXg2Uf/MiMoXMwmAw47A6Gz3mG9j1zS/M98d1SMq1W7/bs7VuJr1GTVlXc6QdcUrJwzy72JidRLyKS3g1uoteL91EvrjZ7Ew5QsWoE8X3botO5f0GrFBjonlrJw+5yUln/PeeTnml6MJokbe7K4KevIhBCYDBe/j8Hk15Pnwse9lYKDMTu9F1rb3c6qVTh35cVVBTl6qmpm2vAZrGReCwJh93B6cNnmTF0DjaLneyMHKw5NiY//B4558yAOxAmZWf7nC+RHExNcf9dSp79cQXj1vzK7O1beX3tbwxesQwpJU3iG9J3eHc69muPluehp0mv55N7exBkNOKvN2DSNCZ3uosL3189P/jW9BoVgv1p16PVVfW7UmAQL958C356PYFGI356PUPbtqdihQpXdV1FUa6OGtEXsd8XbWDyI++DAL1BzyPj+mAwGbBZ7N5jdJqO5JOpVLuhCgZNo2KFCiTmCfYCqBPuLu13IjOTVYf+weqp0Wp2OPjz+DEOpqZSN8K3/N/Zo0m8N+RTTh86y03t6rN26n9Ilw4qVqhAgMGAK6MXmJcCZkCHpvdH+HXkviExPPhyz6sq6H3e481bEF+jJofSUqkdFk7tcFU3VlGuNxXoi1Di8WQmD/g/bwZIKzZmj/oa+wVpAqSUVIzNDYDTu3ZnwJKFuHDP0T/SpJl32ibHYUevE1jzzIhoOh05dpvPNbMzc/hfm5fJSD6Hy+nizOFEThw4w1u/jfXmohHBo5FaDFh/A10UxsihvPhZLEWtTniE94tKUZTrr8gDvRDif8DTuCeDV0gphxX1PUqqo3tOoDdoWPPsc7lcDBjfhzmj56M36nE5XQyf8z/M58z4BZgQQtAkuhLrBj7BP2mpRPoHUCU42Ht+zdAwQv38sTgcOKVEJwQBBgP1IyN97r3r971Yc2w+uWn2bvibzJRzhEQGc2jHUWaN+pqs9Gxu7/cY9wzqpJKRKUo5UaSBXghxG9ANaCyltAohoory+iVddPWKOGy+o3dLtpXFb3/H45P707hDA36evZrX+76DTtNRuWYUU1aNIaJyGIFGI02iK+W7plHTmP9AH4au/JH9KcnUDgtn6h1d8NP75pjRDHokF+SnkRK9QePEgdM82+5VLNnuZY5/bz5EVlo2fYd3L9ofgKIoJVJRP4x9CpgkpbQCSCkTi/j6JVq1G6rQa2g3TP5GDKbc79DUM+l89vJc1i1O4PtPVuG0O7Fb7Jz4+zQTH3r3kteNCQpmbs/e/DXov8x/oC+xISHYrHb3ap5hc1i3JIHGtzagYtUI731NASbaP9CGCiEV+HXuWmzm3N8zrDlWFk9bUfQ/AEVRSqSinrqpB7QXQkzAXe3iJSnlpoIOFEI8ATwBUK3axWuSliYDxvbm1l43M/yO8aSeSffut+bY+HP5JizZuQHX5XRxcOuVv2TtdDh56bYxHNp+FKvZhl+Fn+nx7N28t34iX01czPbVuzm47Qi/ff0Hh7YfpfkdjT1LbHJH/GrSRlHKjyse0QshVgkhdhXwpxvuL44woA0wFFggCpkIllLOkFK2kFK2qFix4lV14nrKTDnHr/N+Z/X8P8jOdBfirtEwlvCYMJ/jdJqOsKgQTAEmn/0RMeHs23iAPev3Y7PauRzbftvFkV3HvQ99LdlWFry5HINRz52P3sbhXcfcU0gSju87yYbvNmPyN3qXU/oFmLj/ha5X2XNFUUqLKx7RSyk7FfaZEOIpYLF0v5+/UQjhAiKBy3u3vpQ5ffgsT7cagd3qnpcPCPbno81TCIsOZfDUAYzsOhGb2Y6m1+Ef5M9z05/k7cc/Yt/GgwidAAkup5NhncaDgLDoUN5aPY5l//cDW1btJKpaJIPfGkB0dd8vwpxzFvf5eQghsJpt7Es44POQ1eWSnD2S5BntLyIrPYeO/drTeeDt1/4HpChKiVDUUzdLgduB1UKIeoARSC7ie5QYH78wm6y0bFwu95SIzWJn1uj5PD/9SZrEN2TaHxNYtyQBo5+ROwfEE1E5jEk/j2L3H/vJzsghYcVmfpq1GrtnJG+3JPFs25FkJGViNds4uPUwO3/fy8y97xIcHuS9703t6vu0QzNo1GgYS2BoBcIqhea+CeVhMOqpF1eLsYvLzQIoRVHyKOpAPxOYKYTYBdiAAfJSpYpKscRjyd4gD+6587NHc395qd2kBrWb1PA5R6fT0aj9jQAsff97b5AHcNidJB7L/V50OV3YzDa2rNxBfJ923v3nR/5THv2AlJMp3NCqLsNmP40Qgrg7GtMkviHbV+8GKZEuyQufDlZLKRWlHCvSQC+ltAH9i/KaJVncnU04vu+kd67cFGAi7s7Gl31+/VZ12bluHzbP+XqjHqfdwYVfjUKX/1FKnaY1mbFtar79Op2O8UuHsenHbaSeTuOG1nWpeVPZeditKMqVU2/GXoUB43pz5nAivy9yFzDo1L899z9X8EPOlNNpzH19ISkn02hzbxydB95Ov1fvZ+/6/exe/zdCuB/iVq0fw7rFG7HmWNH0GgHB/rS4q8kVtUun09H67uZX3T9FUcoGFeivgsFo4NWvn8dhdyCEwJxl4fi+k0RVi8Q/MLfgdmbqOQY3G8q51CycDidbVu3gzJEk/vNaXyavHM3Zo0m4nC4q1YxCSknNm6qxeeUOoqtXZOCEB6kQHHAde6koSmmnAn0R0Bv0rPxiDe8+OQPNoAMJz378BBGVw4ipU4nNP2/HnGXG6XAnrLHkWFn41nIeHd8HIQSVavi+QNxnWHf6DFNvrSqKUjRUoL9CiceT2fTDVgwmA+16tKJCcACJx5OZNngGNovN/ZoYMKn/ewQE++OwO2l/f5t88+4uZ5l9Rq0oSgmjAv0V+Gf7EZ7vMBqX04kQgs9Hfc30rW9yYv8p9Ea996HseTmZ7pzza79Zj16vIQRICSZ/I7f2bqtWwiiKUixUoL8C7z/9KWZPwRAAh83B/ClL6frknfmSmeWl6XV0eqQDBzYfwpJtpXXXOB4d36c4mqwoilL+Kkw5nU5STqdddrqBvNLy5K4B97r35JOpVK4VzX8mPIjR30hAkH++8yzZVn6es4bDO49x73/v4vE3+qE35H7Hpp1NZ8Rdr3F/xf/wVNwwDu88euUdUxRFKUS5CvSHdhylb5UneaT2ELqHDmDV3LVXdH6Lzk0x+hu9234BJlp1cS9jvP+5rny2+x3GLxvOi589hcnf6JPXxpptxWq28fHzszBnmTm+/yR/LN3IoZ1HGdppPNtW7yYzJYt/th3mhfgxZKacK5pOK4pS7pWbqRurxcbQjuN8Aui7T0ynfovaxNavctFzl3/4I5+OmIvNaie0YjBpNjuaXqPHc3eTkZLJB899zk1t69Oh181UqhFFk/iGtL+/Db/OW8enI770ztUD6PQai9/9nq/eWIxm0HDYHDgdTpwOd8EQKd1vxO5NOKDWwiuKUiTKxYj++P6T9K/xVL5RsqbXOLQ9d5rEarYyZ9wCxt7/JvPeWIzdZmfTj1uZMewLzFkWnHYn51KzuK3vLSzP/IJtv+5i5svzWPre90x97ENmDP3Ce60KwQHcfG+ct+LTeaYAI3MnLMJqtpGTacZmsXuD/Hkul8Q/0O8a/CQURSmPykWgH3f/VDKSMvPtdzicZGVkk3omDacni+T8ycv4Y8lG5r2+iDHdp7Dpp21Yc3JX09gsdjav3MGOtXvzpQpe8t73mD1VnAAiq0QweuFLBAT5o9N0RFQJ57mPn0Bv9P1FSm/UY/RzV4wyBRip27wWDS9IXKYoivJvlYupmxMHTheQP0bgsDn4ZNiXfPjcLB4c0Z1DO46618IDVrONHWv2UPOmahhMem8qYoDgiCAs2flTBes0gc1sw79C7mi85V1NWZo+G0u2Bf9Af8xZ5nxFPzS9jiHTBnJs30liakXT5fGOaJpWpD8DRVHKr3IR6KNiIzl96Kx322ByF+l2OlxkZ7iLhcybuBhN7xtchU7QvtfN/L5oA2mJGbicLoROx7MfDaJ6g6o+gV5v0KjeIJbgiCD+XL6Jb6YuRwhBn2HdaH1PnDclgn+gP699O4LR3SZjtznQ6XSM/uYFWnZuVgw/CUVRyiNRErIIt2jRQv7111/X7PoHthxiaKdxIMFhd9AkviE7f9+L+VzuNEtAsD9+gX5kJGXitDvRG/VUrVeZj7e+ic1sY803G7BkWWhxVxOq1osB4PDOo7w58EMSjyVzQ+u6DJ35X/as/5sJfd/Jk9HSyJiFL+UL5A67g/TEDEIqBmMw+hb6VhSlcEKIzVLKFldzjWARLluLjpc8bpVceNX3KgnKxYi+bvNafHnoQw7vPEZQeCBh0SH0q/6UzzFOu5MpP4/i81Ffc3TPCeo0q8n//u8xNE3DP9Cfzv+5Ld91azaqzoebJvvsW/TOdz5vyFpzbCx6d4U30FvNVmwWO0FhgURWibgGvVUURfFVZh/GOuwOZgz7godrD+GpFsM4tOMojdrfSI2GsYREBjN09tOYAowEBPtj8jcydNYQqjeIZeyioYz44hlOHTjN4GZDeXvQR1hyrJe+oceF8/bgrhcrpeST4V/QLWQAvSsPYkjrEWSmqrXyiqJce2V26ua9IZ/w8+zV3hUzpgAT72+Y6FOEIzP1HIlHk4mqHukt1XfmSCKDGr2AJdsd3I1+Blp2acbYRUMv676bV25nTPcpPlM3E757hfSkTKYO/MB7Xb1Bo2WXZoxfOrzI+qwo5UFJn7oRQowFsqSU+SsDFREhRGdgGqABn0opJ13s+DI7ov913jqfZZF2q50/l23yOSY4PIg6zWr61GP966ftyDzlAW0WOxu+/QuXy3ete2Hi7mjC+OUjaH1Pc9rcG8eE716hSXxDdqzd7Q3y4E6fsHfD3/+2e4qilFNCCA34AOgCNAAeFEI0uNg5ZXaO3nDBWnWdpsPol5u+4MyRRPZv+oew6BAatb/Rm0nSFGDMN/2i6bVLZpp0uVyYz5kJCA6gecdGNO/YCACbxca4B6byx5KN+c5Rc/SKUvoJIR4BXgIksAP4J89ng4AnACNwEHhYSpkjhOgFjAGcQIaUsoMQoiHwuedYHXC/lPJAAbdsBRyUUh7y3ONroBuwp7A2ltlAP+C1vnz8wiysOTY0vYZ/oB8RMWEc33+SM4cTGffAW2h6HS6ni5ZdmjFq/gsIIbilRytmj5mPw56Gw+bAFGCi38ie+QJ9dkY2ezYcwOhnICMpkymPfoDD7iAsOoQ3fniVGg1jAZg+dA4bf9hC3ikyo58Bg8nA0M+HFOvPRFGUKxYphMg7rzxDSjnj/IYnOI8E2kkpk4UQ4cAzeY5fLKX8xHPs68BjwPvAaOAuKeVJIUSo59jBwDQp5VwhhBH3tExBqgDH82yfAFpfrBNlNtB3feIOImPCWbd4Ayln0tmxejfv/fcT7DYHSInNkpu9ctOP29j4w1Za390c/0B/Pt7yJovfXUHyyRRadmnOLT1a8dWkJXz38c9oBo2uT97JginLsNvsuBwurGar94Ws5BOpDL/zNb46/jE6nY7NP+/AZvbNlFk3rhZjFg0lLCqkOH8kiqJcueRLzNHfDiyUUiYDSClTLxgU3uQJ8KFAIPCTZ/8fwCwhxAJgsWffemCkEKIq7i+IgkbzQL53LsH920ShSm2gd7lcfDpiLj989gs6TUffEd3p9cJ9Pse06RpHo/Y30LvyIGwWu09wz0u6XCQdT/FuB4ZW4JGxvb3bi979jnkTFnnn2D8d8SVIKOxB9rm0LDKSMgmLDiW8chinDua+mas36mnYtr4K8opSNgguHmRnAd2llNuFEI8C8QBSysFCiNbAPcA2IURTKeU8IUSCZ99PQojHpZS/FnDNE0Bsnu2qwKmLNbLUBvqv3ljC8g9/wupZ+jh79ALCK4XR8aH2Pscln0pDM2iQJ8gLnbvUU944Xb9l7ULv9dPnv/k8SM37sLZAElbMWMnx/ado0KYu/2w77H6rVgiCwgPpM1zVg1WUMuIXYIkQ4h0pZYpn6iavIOC0EMIA9ANOAgghakspE4AEIcS9QKwQIgQ4JKV8TwhRC2gMFBToNwF1hRA1PdfrCzx0sUaW2kC/ZsGf3iAPYM2xsnbB+nyBPrp6xXznGox6QqNCSDuTjgSeeudR6javVei9CsokKXTCG/A1vQ6hExhMBlwOFxExYXw1aQk2sx1TgJEm8TfR4YE2GIx62tzbosDiJIqilD5Syt1CiAnAGiGEE9gKHMlzyCggATgK7MQd+AHeFELUxf0bwS/AdmAE0F8IYQfOAOMLuadDCPE07mkgDZgppdx9sXaW2kAfHBHks63TCYIjA/Md5xdg4rVlIxjVbRI2sw2nw52vpsvjHbl38J1UCAnwqfZ0ntPpxOV0YTAaGDjxIUbePRGr2YYQAlOAkegaFTn1z1mk00XHfu25Y0A8ySdS0ekFbw+a7p2Xt+bY2PrrTp6f/oRaZaMoZZCUcjYwu5DPPgI+KmB/zwIOf8Pz53Lu+T3w/eW2sdQG+ifefJgX48dgtzoQAvwq+NHv1QcKPLZJfEN6vXQfX09aitNhw5pj5etJS4mICaPLQN+XJqSUzBj2BUumrUBKaNm5Ka/Of4G3145n1ZdrMRj13D2oEzG1K5F6Jh2jn4GgsNwvmJ2/70V3YVZLnc4n+6WiKEpxKrWBvl5cbT7aPIV1ixMQmqBJ/E2ERAYVevyfyzZh88lB4w72q75YS5U6lRk48UFCK4bw8+zVfPfxz95iIFt/2clHz8/i+elPUi/Odx4/onJYvvvUjauFf5A/lmwrLqcLvUEjpnY00TXyTyEpiqIURggRgXta50IdpZQpBewvVJG+GSuEaCqE2CCE2CaE+EsI0aoor3+hqvViaP9AG5a9/yMvxY+hZ+RA5r+5DHC/qJS3AHhoxWAufOfpzOFEdqzZw8o5qxnSagTmbAubV+7wefBqs9jZ9uuuy26TX4CJ9/6cQNwdjalUM4q23Voy9dex6HRl9iVkRVGuASllipSyaQF/rijIQ9GP6KcA46SUPwgh7vZsxxfVxZNPprDk/R/ITs+mwwM307xTY8Z0n0LyyVTvUsc5Yxfw149b2bF2LwAd+7Xnxc+eYtDkh9n9x37snuDvsDu9Zf4cdidZqdnsWL2b6GqRGIx693p7QAiIrHLhg/SLi4qNZOL3I4uq24qiKFelqAO9BII9fw/hEms7r0TK6TSebPoS2ek5OJ0uVn25ludnDObYvpM+69kdNjs71+3zBvG1C9cTe0MVHhzRg+nbp7JuUQJ2m4M5Y+fnq9UqJfQZ3p01C/4kPSkTCWiajmc+fLyouqEoilLsijrQP4d7of9U3NNCbQs7UAjxBO4cEFSrVq2ww7x+nPkr2RlmnJ4Abs2xMfOVeYRFhZB6Jt17nJTgsju929YcG1t/2cmDI3pQuWY0vV5yv1S1N+Fvtqzaic3sTpEQEOJPk/gG+Af6M33HW2z6YSs2i53mnRoRXin/XLyiKEppccWBXgixCqhUwEcjgY7A81LKRUKI3sBnQKeCruPJFzED3GmKL3VfS7YFp8Pps89msTFqwYuM7PoGmqbD6XASFBZIyuk074he02sFrqUfteBF5oyZz/Y1e6hUM4rW9zRn4/dbadThRsIrhdHhgZsv1SRFUZRS4YoDvZSywMANIISYAzzr2fwG+PRftiufW3q2Ycm0733yvHfs157GHRowa/97HNxyiJCKwYRFh/J0qxFYLTaQ7hKBAyc86L3O6UNn2b56NwHB/gwY3weX08Vz7UeR8N1md+IyAW/9No46zWoWVdMVRVGuq6KeujkF3Aqsxp3sp7CkPFesfovajF0yjOkvzSbnnJn4Pu0Y+Lo7gEdUDiPinjjvsTP3TWPLyh0InfvlpqfihpGemEmlWlEkH09B6ARCCGLqVKJjv/Yc23vSZ+nlmwM/YPrWa1YzQFEUpVgVdaAfBEwTQugBC545+KLS4s4mtNjx9iWPCwoL5NbebUk6kcLAG5/1Lpc8+fdpn+NO7D/Fxu+3+AR5gJRTaUXXaEVRlOusSAO9lHIdEHfJA4vJvoQD6LTC169bLTaCIoLwq2DKLfFn1NPg5nrF1URFUZRrrlS+xZOVns3o7pPpHj6AAfX+x/Y1BefzCY4IwuUs/Dmvyd/EPYM60fO5e9D0Gppeo27zmqogiKIoZUqpTIEw7v6p7P5jH3abg+z0HF695w2mb59KTG3fxUCNOtxIo/Y3svP3PTjsDnSaRnilUBKPJqEZNB6b+BBxdzQh7o4m9B/1AHarQ2WWVBSlzCl1gd7pcLJjzR6fYt0S2PbrrnyBXqfT8dq3w1m3KIHE4ynUb1mbxh0a4LA78tWBNRgNGIyG4uqGoihKsSl1gV6n6dAbNWyW3EAvdIKA4IJH4pqmcWtv3/e2CkpLrCiKUlaVujl6IQSDJvfHFGAEwORvpHLNKNp2d+dPyzvSL8zRvSf4b4th9Ih4lBdvG0PSiSvOEaQoilJqlMqhbff/3U21G6uyfc1uwqJD6fLY7aQnZjC622QObT9KhZAAhs4aQtv7WnrP2bPhbz4bMZdzqVmcOnQWm6eg9651+3gxfgyf75uGpi+s6LqiKErpVSoDPUDzTo2pUrcyY3pM4aPnZwHuoiFSSrLSs5n44Lt8tGUKsfWrcGT3cYZ3Go8lT+nB81xOF2ln0zl7NCnfHL+iKEpZUOqmbs6TUjLsjvEc3nEUl9OFy+nyKdqt03TsWf83AKu//sObOqEgTruzwLqwiqIoZUGpHdFnJGeSdDwZl6vwdfKhUSEAaAYNnU7gLGBNvV8FEx37tycsOvSatVVRFOV6KrWBPiA4wGcEf57BqEdv1NOw3Q207NwUgDsHxLPw7W8xZ1mQLonR38gtPVsTGRNGnWa1iO9TaDZlRVGUUq/UBnqjycCgKf2ZOfIrXE4XmkFP3eY1ie/dloiYcG6+r4W3fF909Yp8+Ndk5k1cTFZ6Nrc/2J5be6k0xIqilA+lNtAD9Hy2K/Vb1mX/poNUjI2kXfeWhdZmrVKnMkNnqtQGiqKUP6U60AM0bFufhm3rX+9mKIqilFildtWNoiiKcnlUoFcURSnjVKBXFEUp41SgVxRFKeNUoFcURSnjVKBXFEUp44SUhacQKLZGCJEEHC2m20UCycV0r2ulLPQBVD9KmtLSj+pSyopXcwEhxI/YmC1mAAADjUlEQVS4+3spyVLKzldzr5KgRAT64iSE+EtK2eJ6t+NqlIU+gOpHSVNW+qHkp6ZuFEVRyjgV6BVFUcq48hjoZ1zvBhSBstAHUP0oacpKP5QLlLs5ekVRlPKmPI7oFUVRyhUV6BVFUcq4chHohRC9hBC7hRAuIUSLCz57WQhxUAixXwhx1/Vq4+USQnT2tPWgEGLE9W7P5RJCzBRCJAohduXZFy6EWCmEOOD5b9j1bOOlCCFihRC/CSH2ev49PevZX9r64SeE2CiE2O7pxzjP/ppCiARPP+YLIYzXu61K0SgXgR7YBfQE1ubdKYRoAPQFGgKdgQ+FEFrxN+/yeNr2AdAFaAA86OlDaTAL9884rxHAL1LKusAvnu2SzAG8KKW8EWgDDPH8/EtbP6zA7VLKJkBToLMQog0wGXjH04804LHr2EalCJWLQC+l3Cul3F/AR92Ar6WUVinlYeAg0Kp4W3dFWgEHpZSHpJQ24GvcfSjxpJRrgdQLdncDZnv+PhvoXqyNukJSytNSyi2ev58D9gJVKH39kFLKLM+mwfNHArcDCz37S3w/lMtXLgL9RVQBjufZPuHZV1KVtvZeSrSU8jS4gygQdZ3bc9mEEDWAZkACpbAfQghNCLENSARWAv8A6VJKh+eQ0v5vS8mj1JcSPE8IsQqoVMBHI6WUywo7rYB9JXm9aWlrb5kkhAgEFgHPSSkzhSjof0vJJqV0Ak2FEKHAEuDGgg4r3lYp10qZCfRSyk7/4rQTQGye7arAqaJp0TVR2tp7KWeFEJWllKeFEJVxjy5LNCGEAXeQnyulXOzZXer6cZ6UMl0IsRr3M4dQIYTeM6ov7f+2lDzK+9TNcqCvEMIkhKgJ1AU2Xuc2XcwmoK5ndYQR94Pk5de5TVdjOTDA8/cBQGG/eZUIwj10/wzYK6V8O89Hpa0fFT0jeYQQ/kAn3M8bfgMe8BxW4vuhXL5y8WasEKIH8D5QEUgHtkkp7/J8NhIYiHtFxXNSyh+uW0MvgxDibuBdQANmSiknXOcmXRYhxFdAPO7UsGeBMcBSYAFQDTgG9JJSXvjAtsQQQtwC/A7sBFye3a/gnqcvTf1ojPthq4Z7sLdASjleCFEL9wP+cGAr0F9Kab1+LVWKSrkI9IqiKOVZeZ+6URRFKfNUoFcURSnjVKBXFEUp41SgVxRFKeNUoFcURSnjVKBXFEUp41SgVxRFKeP+H0SYLjJAu48BAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.datasets import load_wine as data\n", "X, y = data().data, data().target\n", "classes = data().target_names\n", "\n", "%time Y = cuml_tsne_pickled.fit_transform(X)\n", "plt.scatter(Y[:,0], Y[:,1], c = y, s = 20, cmap = 'viridis')\n", "plt.setp(ax, xticks = [], yticks = [])\n", "cbar = plt.colorbar(boundaries = np.arange(len(classes) + 1)-0.5)\n", "cbar.set_ticks(np.arange(len(classes) + 1))\n", "cbar.set_ticklabels(classes)\n", "plt.title('Wine Dataset Embedded via cumlTSNE after pickling');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# TSNE cuML Optimizations\n", "---\n", "How does one optimize the below cost function for TSNE?\n", "$$ \\frac{dJ}{dy_i} = F_{attract_i} - Z F_{repel_i} $$\n", "\n", "---\n", "## Attractive Forces Optimizations\n", "---\n", "\n", "$$ F_{attract_i} = \\sum p_{ij} q_{ij} Z (y_i - y_j) $$\n", "\n", "First, we can see that a brute force approach to calculate $ F_{attract_i} $ will take $O(n^2)$ time. However, as noted by Maaten in \"Barnes-Hut-SNE 2013 https://arxiv.org/abs/1301.3342\", we can reduce this to $O(uN)$ time, where u is usually $u = 3*perplexity$.\n", "\n", "Instead of calculating the full attractive forces between all N points, we perform a K Nearest Neighbor Search with neighbors = 3 * perplexity (usaully 3 * 30). This allows the attractive forces to be reduced to approx $O(90*N) = O(N)$ time.\n", "\n", "Maaten notes a reduction in accuracy of a small 0.5% or so.\n", "\n", "However, in cuML TSNE, we have provided even more speedups.\n", "\n", "\n", "### (1) Use (yi - yj) and COO sparse matrices\n", "\n", "In CannyLab's paper \"t-SNE-CUDA: GPU-Accelerated t-SNE and its Applications to Modern Data\" [https://arxiv.org/pdf/1807.11824.pdf], they calculated PQ separately hence allowing the attractive forces to eat up a large proportion of time of the algorithm (in fact they showcased that the attractive forces took 70% of TSNE's time).\n", "\n", "cuML managed to make it eat up only 20 - 30% of TSNE's time, whereby 50% was spent finding the nearest neighbors using FAISS on n = 600,000. We show that instead of doing using 2 cuSPARSE operations:\n", "\n", "$$ PQ = p_{ij} \\sum (1 + ||y_i - y_j||)^{-1} $$\n", "$$ F_{attract_i} = PQ y_i - PQ y_j $$\n", "\n", "fuse the above and use 1 kernel invocation to calculate:\n", "$$ F_{attract_i} = PQ( y_i - y_j) $$\n", "\n", "\n", "### (2) Remove Z and broadcast along rows\n", "It has been noted clearly in Maaten's 2013 [https://arxiv.org/pdf/1301.3342.pdf] paper that $ q_{ij} Z = (1 + ||y_i - y_j||)^{-1} $. This allows us to write\n", "\n", "$$ F_{attract_i} = \\sum p_{ij} (1 + ||y_i - y_j||)^{-1} (y_i - y_j) $$\n", "\n", "Likewise, another cool realization is that we can calculate $ p_{ij} (1 + ||y_i - y_j||)^{-1} $ once for each row. Notice that for each datapoint $ p_{i,0} = p_{i,1} = p_{ij}$, since distances are preserved along each row. This allows us to calculate instead:\n", "\n", "$$ factor_i = p_{ij} \\sum (1 + ||y_i - y_j||)^{-1} $$\n", "$$ F_{attract_{i,0}} = factor_i (y_i - y_0) $$\n", "$$ F_{attract_{i,1}} = factor_i (y_i - y_1) $$\n", "\n", "and not:\n", "\n", "$$ F_{attract_i} = PQ( y_i - y_j) $$\n", "\n", "Likewise using COO matrices instead of CSR sparse matrices allows one to fully maximally use all GPU threads, as each thread can calculate each NNZ in parallel.\n", "\n", "### (3) Don't store PQ\n", "Due to (2), we don't ever have to pre-compute PQ, and store it as a separate matrix. This saves more time and memory.\n", "\n", "\n", "---\n", "## Repulsive Forces Optimizations\n", "---\n", "\n", "$$ F_{repel_i} = \\sum q_{ij}^2 Z (y_i - y_j) $$\n", "\n", "Clearly using the fast Barnes Hut approximation allows us to make TSNE have a $ O(n logn) $ running time, and not a slow $ O(n^2) $ time. We follow Canny Lab's original formulation:\n", "\n", "$$ \\frac{N_{cell}(y_i - y_{cell})}{(1 + ||y_i - y_{cell}||^2)^2} \\approx \\sum q_{ij}^2 Z^2 (y_i - y_j) $$\n", "\n", "However, one can optimize code sections and kernels using the following tricks:\n", "\n", "### (1) Use const, restrict, few volatiles\n", "\n", "It has been shown using restrict and const together with as few volatiles as possible allows the compiler to optimize loads and stores dramatically [https://devblogs.nvidia.com/cuda-pro-tip-optimize-pointer-aliasing/].\n", "\n", "In fact, a **2x** or more speedup is seen. Using volatile is also discouraged, and we have carefully purged as many volatiles as possible in our code.\n", "\n", "### (2) Use kernel invocations as much as possible.\n", "\n", "By executing a kernel, it has been shown that we must utilize the kernel as much as possible.\n", "\n", "Instead of separating performing:\n", "\n", "$$Norm[i] = Z_i - 1$$\n", "$$Z = \\sum Norm[i]$$\n", "\n", "One can easily use CUDA's atomicAdd operation, and bypass a separate call. So in the repulsive kernel do:\n", "\n", "$$Z = Z + Z_i - 1$$\n", "\n", "\n", "---\n", "## Symmetrization for Perplexities\n", "---\n", "In Maaten's 2013 paper, it has been shown that instead of computing\n", "\n", "$$ P_{i|j} = \\frac{exp(-||x_i - x_j||^2 / 2 \\sigma_i^2)}{\\sum exp(-||x_i - x_k||^2 / 2 \\sigma_i^2)} $$\n", "\n", "One can symmetrize the conditional and compute:\n", "\n", "$$ P_{ij} = \\frac{P_{i|j} + P_{j|i}}{2n} $$\n", "\n", "Clearly this means forming $P_{i|j}$ which is $(N, uN)$ in size, then performing a transpose add operation.\n", "\n", "$$P_{ij} = \\frac{P_{i|j} + P_{i|j}^T}{2n} $$\n", "\n", "To do this, we imploy the following memory efficient and fast algorithm, allowing it to literally run seamlessly in under 17 milliseconds, or taking literally 0% of TSNE's time. Likewise, a dramatic reduction in memory is seen.\n", "\n", "The original algorithm is as follows:\n", "\n", "---\n", "\n", "(1) Use FAISS to get nearest neighbors. This provides $distances(n, k)$ and $indices(n, k)$ **[2nk peak memory]**\n", "\n", "(2) Search for the best bandwith using only $distances(n, k)$ and edit in place. **[2nk peak memory]**\n", "\n", "(3) Convert $distances(n, k)$ to COO layout. **[5nk peak memory]** then free $distances(n, k)$ and $indices(n, k)$ **[3nk peak memory]**\n", "\n", "(4) Allocate PT COO matrix space then add P + PT (Canny Lab's method). **[12nk peak memory]**\n", "\n", "(5) Free COO matrix. **[6nk peak memory]**\n", "\n", "---\n", "\n", "**However in cuML, we propose the following:**\n", "\n", "(1) Use FAISS to get nearest neighbors. This provides $distances(n, k)$ and $indices(n, k)$ **[2nk peak memory]**\n", "\n", "(2) Search for the best bandwith using only $distances(n, k)$ and edit in place. **[2nk peak memory]**\n", "\n", "(3) ~~Convert distances(n, k) to COO layout. **[5nk peak memory]** then free distances(n, k) and indices(n, k) **[3nk peak memory]**~~ Find the maximum space needed in each row (CSR layout). **[2nk + n peak memory]**\n", "\n", "(4) ~~Allocate PT COO matrix space then add P + PT (Canny Lab's method). **[12nk peak memory]**.~~ Allocate space for P + PT then perform P + PT using a symmetrization kernel. **[8nk peak memory]**\n", "\n", "(5) ~~Free COO matrix. **[3nk peak memory]**~~ Free $distances(n, k)$ and $indices(n, k)$ **[6nk peak memory]**\n", "\n", "\n", "#### This means our TSNE implementation uses 4nk less peak memory. This allows us to fit larger datasets + makes our symmetrization method use up to 0% of TSNE's running time :)\n", "\n", "---\n", "\n", "## Adaptive Parameter Settings\n", "---\n", "It has been shown in \"https://github.com/CannyLab/tsne-cuda/issues/42\" that TSNE is very sensitive to learning rates and n_neighbors. To combat this problem, we have shown that as n->inf, we must increase the learning rate, decrease the n_neighbors used in the nearest neighbor search and increase early exaggeration.\n", "\n", "We use the following adaptive methods.\n", "\n", "For number of nearest neighbors:\n", "\n", "$$ Nneighors = max(102 - 0.0012n, 30)$$\n", "\n", "For the learning rate:\n", "\n", "$$ LearningRate = max(\\frac{n}{3}, 200) $$\n", "\n", "And finally for early exaggeration:\n", "\n", "$$ Exaggeration = (n > 10000)*12 + 12 $$\n", "\n", "\n", "---\n", "\n", "Thanks so much for using and experiencing cuML!\n", "If you have more questions or queries / bugs etc, please visit our github page: https://github.com/rapidsai/cuml" ] } ], "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }