{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "**For tqdm progress bar to work correctly, before launching this notebook run:**\n", "```bash\n", "$ jupyter nbextension enable --py --sys-prefix widgetsnbextension\n", "```\n", "\n", "**Also for GIF to appear launch jupyter as follows:**\n", "```bash\n", "$ jupyter notebook --NotebookApp.iopub_data_rate_limit=100000000\n", "```\n", "\n", "**Or simply run from project root:**\n", "```bash\n", "$ make jupyter\n", "```\n", "### imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import tensorflow as tf\n", "tf.logging.set_verbosity(tf.logging.ERROR)\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from JSAnimation.IPython_display import display_animation\n", "from sklearn.metrics import accuracy_score, confusion_matrix\n", "\n", "import env\n", "from boltzmann_machines import DBM\n", "from boltzmann_machines.rbm import BernoulliRBM\n", "from boltzmann_machines.utils import (progress_bar, Stopwatch,\n", " im_plot, im_reshape, im_gif, tick_params,\n", " plot_confusion_matrix)\n", "from boltzmann_machines.utils.dataset import load_mnist\n", "\n", "%matplotlib inline\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## load MNIST" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(60000, 784) (60000,) (10000, 784) (10000,)\n" ] } ], "source": [ "X, y = load_mnist(mode='train', path='../data/')\n", "X /= 255.\n", "X_test, y_test = load_mnist(mode='test', path='../data/')\n", "X_test /= 255.\n", "print X.shape, y.shape, X_test.shape, y_test.shape" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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SaDYNof9gmpHPoyPosx86dCgQjqWN6N1JosompX2nMa8sifKppPQMHjwYgJNP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MZk2ibdunUDYPHFFy/5nPHjxwMwevTouozJtJ5VVlkFgMceewyAt956C4BFFlkkqSFlCis8xhhj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\nq0Pvw6c//WkgKSB5TGiHpEyZ8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 10))\n", "im_plot(X[:100], shape=(28, 28), title='Training examples', \n", " imshow_params={'cmap': plt.cm.gray})\n", "plt.savefig('mnist.png', dpi=196, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## load trained RBM #1" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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AadW752TBgIE53QVAG1kTHumBnT3faTt222b6asnR5+SMBZ/FtiRc2tp5uK82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\nOi0VHec96mlkx6g+9YVTwvfoV55VIxWxLleW0bFOU8vItKOrjOAZ2XRfW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She/S5zCW8b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QnAqfzbNzd5QdO3+jarTTSkfJqEendupx6HN16onXYI0bR0Z5XDAO6Et7I47qOaT8WtEr635Y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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rbm1 = BernoulliRBM.load_model('../models/dbm_mnist_rbm1/')\n", "\n", "rbm1_W = rbm1.get_tf_params(scope='weights')['W']\n", "fig = plt.figure(figsize=(10, 10))\n", "im_plot(rbm1_W.T, shape=(28, 28), title='First 100 filters extracted by RBM #1',\n", " imshow_params={'cmap': plt.cm.gray});\n", "plt.savefig('dbm_mnist_rbm1.png', dpi=196, bbox_inches='tight');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## load trained RBM #2 on extracted features $\\mathbf{q}_i=p(\\mathbf{h}\\;|\\;\\mathbf{v}=\\mathbf{x}_i)$ from RBM #1" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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Avo3GDet88cUXS5Je+9rXTqWNxiKf6U+X7c53vrOkSV+6H7z+/eAHP9j8DI4P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\nQeCjgc985jNVVXX//fdvukObw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J9zb8ec8ro4Y3iTzs8MT2LHgJlRs7Lj3OM3ztdwzzE6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\nrKnCvHXkp8vD/c0gmdU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Ho2o3QsYaEq6Xra00ZtZg9gUkn55k0TKnzIT1+3o++RqzZz5v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\n+vvf/15VC9PjvoEpcp4/+87MWEiPraQJxb2SWi2s3O23315VVZ/61KdOPZO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rbm2 = BernoulliRBM.load_model('../models/dbm_mnist_rbm2/')\n", "\n", "rbm2_W = rbm2.get_tf_params(scope='weights')['W']\n", "U = rbm1_W.dot(rbm2_W)\n", "\n", "fig = plt.figure(figsize=(10, 10))\n", "im_plot(U.T, shape=(28, 28), title='First 100 (high-level) filters extracted by RBM #2',\n", " imshow_params={'cmap': plt.cm.gray});\n", "plt.savefig('dbm_mnist_rbm2.png', dpi=196, bbox_inches='tight');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## load trained DBM and visualize filters in layers 1 and 2" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "dbm = DBM.load_model('../models/dbm_mnist/')\n", "dbm.load_rbms([rbm1, rbm2]) # !!!" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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o6zRpLTMMw0Yp5dSM/fnDGZVZS5LLSil/mVHBd9WH5/ppWw1ldr1kK7t2eQNfK5+euLdl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bLS9yFfnX3j0/Xx+mStL6+/zirAdWYoXVa/t69q1xdei7rfg9PT07ZdPI/t08VYhF1Bp855/GCG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7CviKMAnZEbZoJxSn9xvSOHap4rxgx+i2iP8eybb745yabNxFxhrDhCal+kWweztESZ2q/R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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "W1_joint = dbm.get_tf_params(scope='weights')['W']\n", "\n", "fig = plt.figure(figsize=(10, 10))\n", "im_plot(W1_joint.T, shape=(28, 28), title='First 100 filters of DBM after joint training (1st layer)',\n", " title_params={'fontsize': 20}, imshow_params={'cmap': plt.cm.gray});\n", "plt.savefig('dbm_mnist_W1_joint.png', dpi=196, bbox_inches='tight');" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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ud73rJanZi6X2Vefr7JLRnt7//vcnWWtEPo9kR2ubB9q5dA7NNbTL9acOtuWg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Y6+S+tY98Gy7yjfYUww573G0A72H0yK+Yxn/3aa8XCEIL5ttzP3XP+kpG3VY7cJ8yY9q7MwPiVx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LMx2B9rWvfa2qtuiSqs3/wLnhzLI6gpL6eywfs44dIZnUi60Gm6IWnWMKRhDLu6rqne9855Xv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "W2_joint = dbm.get_tf_params(scope='weights')['W_1']\n", "U_joint = W1_joint.dot(W2_joint)\n", "\n", "fig = plt.figure(figsize=(10, 10))\n", "im_plot(U_joint.T, shape=(28, 28), title='First 100 filters of DBM after joint training (2nd layer)',\n", " title_params={'fontsize': 20}, imshow_params={'cmap': plt.cm.gray});\n", "plt.savefig('dbm_mnist_W2_joint.png', dpi=196, bbox_inches='tight');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# generate samples (negative particles) after DBM training" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 14.141 sec\n" ] }, { "data": { "image/png": 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V1Pf9W1MdkTigSIz+OgDsklLacCLv0RHlQZKqqi6m9vkBIKX0TmoL6n3Apiml31ZVdVLr\n862pl8leSPeQwG4Ohbd3ef+/3T6vqurR+rnM87sc+2DVOTwY6g6SqPNqDIc5dD6bUvrsEN+rqHN/\nyCbUHWYHYMeU0r3U1/MMamfDbmUrma85960df7SqHk4pPcTgazvWcsttHd6DeoCHgYPIy5vfr4B7\nm3bpRqffgi71A0gpLU+9NOO1KKno3re64fV5Y+OI2I3y+thnbu7y/VtGWY42Y+mzB1ErD1umlL5R\nVdXMVIc2r0E9kfjFOMozHDr5P9Dpw6pzmP9c1PfF52icvIf5jcOBz1DnRHoO9WTpB6VBNRpSSi+i\nNiw+ROf+lMh96qGx/k7Bws15XwI8PcQ90u1+hCHukcmgueY3AnunlP5B3Y5HUk80hjruSWrDaueU\n0t3UaSIOJBs33fhU83pyVVVjaYf7qFdEOl7Pqqp2oB6fgVl5rMbCcGNBt+fMaI47ijrybwPqifKM\nlNI11JPq46uqumikhWXink3iWHrpMGN/Rf2suKt4f8TXoaqq81JK36ZWko4CqpTSddTG/klVVf1+\ndEXPjGqCVFJV1cUppQ9Qz+CWBtamUQtSSssAP6JeU92J2rq7vWpCPVNK36SWVrtdveE65lg77nB0\nm8i1MULnUmontqGYFVFUVdWfUkoLUa/fr0Ktvn2AelDeI6W0elVVV01QWTtdnzGVe5hzdsPfmkG9\nnDoU3eoxKCwYIKU0B/WA8Epqyf7H1MuqjzSfr059Y4821Nsy38HwSU+vG+bzyWTA9auq6l8ppV9T\n349rUztvbkt9PX7WST2cCFIdFWckZqdcRh2pquqhVGdwvgrYJqX0Nduyy/cvTyn9ldon7KXU9T9i\nzAWv2Yf6PryGely6DLivqiojxe6gVhcnMn2A/e0hasfSobiv05vNRKMvqKrq5JTSw8AyKaUFqzqy\ncSQcTj1B+lBK6ble85JmIr02dXt3XLEYAZdT5+wbFO08yYzkOTPkcY3iv3FKaW/qZ8oKzb/PAtul\nlH5WVdWIItl68Gyybx/P8NGJY+nD5Zj35ZTSj6lTfbyb+jpsQW0kngF8oFmBGhXjmiA1BZuZUjqb\nek2xPSvXEvhBVVX7dzj09eP97TEwd0ppzi6D70LUF/3OEZznX83rOVVV7TyaAjRLIL9s/pmIc3/q\nKKiDGFnCzTupB+oFO32YUpqT/OCYkHKPgfuoJzgvAD5bVdVjE3julaijlS6tqmrrDp+PtW95fe7q\npHQMwR3UywwLdfm82/sjYax99ofUkZ7bppR+S622zAAOGUdZhmMj6n55P/WDaDTc2Lw+lzrQYLjj\nj6BWp1cHrhrl4N2Jdamv5SerOjfPLJqli2GXf8aA/e1/o+xv/cz91JGy8zBydetBaj+05wEvo/Yz\n7cSG1OPJzVVVnTPG8v2GWql8X0rpZVVVdVQ6J4CF6GwkLNS8dnvOjPq4qqqupfatAiCl9H7q5cfN\nU0onVFU1oh0uJujZJP+idu7eq7yfRshCw7zf6TrcSh3VeQBASuld1BO0NaiDVw4dbSEmarPaBZrX\n9rLXyzq8B0Cqc+2MJinYRDJo359U5w35YPPnuSM4x+nN69qND8SYqarqbur1e4C3jPAw/RI+2GXd\neYMux01YuYejsQK9MYeTzUeLfetfXT7vuLcTtR8JdDcM/kI9wC/dLEmNlD9STwy6/e5IMhQPxaj7\nbFVV51KrIe+h9vF4KXBa1SEp3kTQWJ+7U08y9huDtdae1HbbqqTN0dQh+PcyMZO+ruMV9fUfq3L0\nP4BO91tVJ1f8K/CKVOSPmY6kOlfOQuQgm5GyMvU9+SBdlLKGT1H3r1Flzm5TVdUfqKMlX0BvffGG\nGgsqamfkiTxuFlVVnUYd0QUjf6Z0Os9Qz6bhxtLTqe+Zj4/hp0cylo7kOlxIbUglxnodhvPippbm\nD6MImW4+ey6wJTmMefXWZzuQ8+O8qPX+nNSzeKMYdivOuXun91ufD+c93ynqrB1FcyewROuz5zUX\nsaPnfKfzNe+f3Hx2EjBfh89fSu0k+5zm7wWob/BOkTrbN+f663Dt0TrGaLMfMzjM/3a6RB6NttzN\ne5s2xxzWpSwr0zk9wDLU8umD1JZ5p2OXbfeb5r2bO5W99fnSze/9h4Hh7wnYrVX3sjzPo5Z7n6QV\npl9853O2RZc+Pxu17NzO9/Ea4JHmN7covr8u4wvzH3WfbX1vK3Kk2AzgfSP9/U73QKf2aK7HxtST\nlRnUuUdm61aXLud/KbWz9kyK3C0UUWwjLO9YwvzNz7ZL8f7byZGzne6n4cYrI6465pCjXiacST3Z\nX73D58+hnuQuV7w/ZHTcGNr4cIaJYqOOgl0feH6Hz95EzhV2QvHZCnRIodD6zBxY3x7it90z7X90\nGLdGWddFyDnkfkWH0PZW2ez7Lys+G0mYf5mGxvvxIeBV4z2uue+W7lCGl1Nndp8BrDuC6zHqZxP1\nnGBANG/x+fzkFBXbdmn7JYGPFu+d07rmZb6j95PD/Jdqvb82dWR3mSJkDnIuui+Mqa+M4OJ9njzI\n3kmdGOro5rX9IP5Wcdzc5Hw0d1M/kE+mthDuoPYdGRQey/Bhs+OZIN1MLR8+0ZT/OGqnr5nUCaUG\nhXYPcSPMSf0wmEGdA+Si5nwnUvsv/K/5bPbm+28hJ+K6uPnuCdQPYt9fq1OdutRzqeZazmBgosjH\nqZ1wb2k+K0O9R1Xu5pgxTZCazz5BrQh4/X9L7Uj3u+aad+o7Q06Qmu+c0nzn8VZb/pN68tMxn1Nz\n3Emta3Z00w/3Lr7zXXJI+pXNMSZgcyJU5nXasLl2M6kfFMeQQ96/y9jD/EfdZ4sBwgfBDWMZINr3\nQNNHDm/+nUCtnD1CDtU/mCIcuqjLDAaGTptD56Hms/sYnAtorBOkrmNIl2PWabX5FdT307lNvY7q\n1icZfrz6HnkMPK7pb2Wetu3JCU6va/r2MdSTxgfokCqDLuPSKOo7L/U4dFHz757mnLe03ruIgQ9k\n7/NHmrY/trk3TGY4o+nzLy1+y/HjAWpV+eimjte0+sUpdJh4tc5h8tZTx1rn4nyLUSeutdxXN3U5\nsinLza2yncDgSf9wYf4mh72wacvLyBOgj0/EcdSTOyfXv2n66WnkMeochshJ1TrPqJ9N5JQhjzfX\n66fNv0Vb31mZ2riYSf3M/31TxlPJyW6PLc7r831/cqLIY8jJjQdN4snJP++mfq4cRZ2vz+fjNYwh\neWpVjWyC9CJqK+eA5uLd1lywR6j3PfoZ8K4ux76CetD8Z3Mhb6VWPF5Ftrx27TDgDHq/uIBPM/QE\n6eniPQfZm6gtsq80ZX+M+iFzBN3VikHna32mFHh60zhPNue7vLleq7W++2JqdeJk6qyiD1PPsP9G\n7cy+RKffGKZtFm46w91NXf5GncV39qaN/kf3fEcjKnfz/U2bNvlZl3Ks3HzeLQ/Qwk0nvqbpN49Q\np2Q4nToaqZzE3dy08VATpOdR51+6mjrJ2d3UA8bbhyoPtVrxk6YvPtl878YO33s39Y15S9N3H2iu\n77HUmdzn6HDMStSDwEPNvwuo/YAW7PY7Q9Rv1jGj7bPFeVRrdxjpb3c4R5nv5umm795EPdh9hSGS\nnLbq0unfQ9QTkr3LflDcuw+NorxjyoPUtN9Z1IP6w9QPp22H6pMMP169ANiXegw0o/yg8YRaIfkJ\ndWZ4k/Zd1/Tp/wfMXXy/67g0yv411L8B9aUez79M/RC+ifo+fpz8gN6IwopvjluIOlPzH6jvu0eb\nfnwT9YP4Q8OUdbamTZ6mUFfG84+8BHRcc59Zn7uonzN70mVc7nb92/2kOfeF5LH+d8AKXc436uOo\nFa79qJ/Ld7ba4lzqMXu2EV6HMT2bqBNYXk5tANtnViq+Mw+wV/O9h1rtfjb1+L1w8X0nSCtRJ6M+\ni3ql4BFqA3VQX6EWC77VfP6vVhteRL2dzKBcgSP9Z6K1ZzQppQWpO+AtVVWNxrdkWpJSWpHawvtr\nVVVjXoMOpjcppVdSDxhPA/NXVfXgFBcpCIKgKymlc6gnR++pquq84b7fa3rqqBv0jpTSizolZEsp\nvYHaEq0Y48adwTOGr1GriUfE5CgIgmB0jDvMP5gy5gWuTSndQL1c9V9qKXsZ6onvH6iXGoJnEU0C\nzU9RJ2pbhVqe/sZUlikIgmA68myaIFWMPTlXP3IPtUPfqtRZa+eiXtvXye6QqkvCteAZzWLUPiuP\nUa/Jf7Gqqn9PbZGCIAhGTN88p58VPkhBEARBEASjIXyQgiAIgiAICmKCFARBEARBUBATpCAIgiAI\ngoKYIAVBEARBEBTEBCkIgiAIgqAgJkhBEARBEAQFMUEKgiAIgiAoiAlSEARBEARBQUyQgiAIgiAI\nCmKCFARBEARBUBATpCAIgiAIgoKYIAVBEARBEBTEBCkIgiAIgqAgJkhBEARBEAQFz5vIk6WUqok8\nXxAEQRAEQa+pqiqV74WCFARBEARBUBATpCAIgiAIgoKYIAVBEARBEBRMqA9SMDqe85x6fvqSl7wE\ngC222AKAzTffHIAbb7xx1nd32WUXAP7xj38AMGPGDACqKty+giAIgmCiCQUpCIIgCIKgIBSkSSSl\n2kle5ej5z38+AO95z3sA+OxnPwvAPPPMA8Bjjz0269gnnngCyIpRKEdBEARB0DtCQQqCIAiCICiY\ntgqSaoyv0s8Ki2WaOXMmkMv+yU9+EoBXvepVA77/t7/9bdb/77rrLiD7Hk0HyrYZ7n3o3m792J4l\n1ms6lDUIgmcH5bNyrrnmAuDlL385AP/+978BePTRR4HJHb+e+9znAvnZ97GPfQyAlVZaadB3zj77\nbABOOeUUIJf76aef7ln5QkEKgiAIgiAomDYK0gte8AIA3v72twOw2WabAbDccssBMOeccwLwyCOP\nAHm2uf/++wNw2223AVm9mUqcoVunN77xjQDMPvvsQJ4RX3DBBbOO0QepH9EymWOOOQB4zWteA8Dr\nXvc6AJZZZhkAll12WQAWX3xxIEfvAcw222xAvgb/+9//ALjjjjsAuPjiiwE45phjALj88suBwb5Z\nvcR6Pu959W2j1fPmN78ZgNe//vVAbj9VP4AbbrhhwHtPPfUUkK2jF7/4xQP+9tr4W+Lf//znPwF4\n8MEHJ6BmQRA8U3HceuUrXwnAfvvtB8BSSy0FwB577AHAr3/9ayCPvb1EP1yfBbvvvjsAK664IpBV\nLsjlX2WVVQBYe+21gRzZfdVVVwG9UZJCQQqCIAiCICjoewXpRS96EQDbbbcdAJ///OcBeMUrXjHg\neyoIWuDOTJdeemkANtlkE6A/lCRnxAsttBCQFRffV11QDWt/1k9oBdgW+lJtsMEGACywwAJAVkNU\nh2yjdp1KBci/5557bgCWWGIJIFsRX/3qVwE49dRTgd5aPaVCtvLKKwOw8847A1lBsl5aMo8//vis\nc9imfua1MJJR3zK/52/5uf3Vdfdjjz0WgH333XfAeYPeU0aj2jbT3fes9FVRrfRv++hk5mAb7bhn\nmUZyXD+2Vy/9GN/61rcC8KEPfQjIY9Dyyy8PwK9+9asJ/82S8tl38MEHA/C2t70NyONdezyzvzkX\nUGVyNWGbbbYB4Lzzzhvw/YkgFKQgCIIgCIKCvlWQtM7WWGMNAL7whS8A8LKXvQzIlvY999wDZLXF\nHEKuYb7jHe8A8hqnCtTDDz/c2woMgUrDRz7yESD7T4n5j/rVv0QrwCiIb3zjGwB8/OMfB3J9yohC\nLW2VlbbCYl1VSP773/8C2a/nta99LZD9msw2fs455wDw0EMPDfitiURL633vex8A3/3udweUyb6q\n1WPf9Lj2//1uyZNPPjngWK+xFpWo1vlb/WgFjwavh6/WeyLrV6oJpVLiq35wWqr6hc0333xA9tlY\nddVVgew7eNFFFwGw4447ArkvTgXWxf6m34l18P7xFWCRRRYBYNFFFwXy2PnCF74QyErSrbfeCmSf\nlfPPPx+YGPXS9vc3VYxVFhz3Hd9Vluedd14g+3PaZn7e/sxr49jyy1/+EoAf/vCHANx7773A5N5T\n1lvFWPStHI8aYn2t/0c/+tEBf/sbZ511FjA59X7pS18KwGGHHQbAO9/5TiA/E++77z4A/vznP886\nxme19594uhH6AAAgAElEQVR9d+GFFwbgJz/5CQDrrbceAFdccQUwMatEoSAFQRAEQRAU9K2CpKWg\nteLMU1+TSy65BIAjjjgCgPvvvx/IvkfrrLMOkK08110vvPDCAcdNhse+OKNXBXBGr4XmjNdZdDsP\nUrfZcLc8UL1Eq0d/oDXXXBMYrIQ587/mmmuAHIl22WWXATkSC+Duu+8GsqqkJak/kz5HWohau/o3\n9cJqt576GO25555AVo7ESLvrrrsOyBaqqlAbLUJVQpXP22+/Hcj1sF5LLrkkkOvtb5x00kkDzjcV\ntPte6Zfj31qGqjMqYioCWoOqkSrCRil6X48F7ysVkVe/+tUDflP1wb70rne9C8i+cypJ1sk6aIH7\nvirNt771LWBqFCTLZtnNyu+4Z8RlWXYYfgzxc30lVePNWfPAAw+Mudylf58RSvr36atiP+qmwHbr\nfzDYP9XPtt9+eyCPQ0cffTQwOfeU5VQF+cAHPgDA9ddfD2R/mvZuCqOljF5zHFPx8x7zWdrLZ4f3\nvasN+j3ZJnfeeSeQ2111EnJ7WI9NN910wOv8888PwEEHHQTkPuRqxHgIBSkIgiAIgqCg7xQkZ5Rb\nb701kK070YJWUSjXG/UHcCb+9a9/HchWo34CZ555JpDX1SdTeXHvNdf+S78LZ/b/+c9/Zh1bWkgq\nCs6qVcK0uFViemENaZmrbrTzGUFWwJzRn3baaQDccsstQM7Y2vZdKK08rffFFlsMGOjPA7m+vbT2\nVLGMoLS9/E2tvL333hvIfU6rr10262o/7RYJVPrDaPFbf/0GpsKHrvRvUdUFWHDBBYHsU2D0qBay\n/bTMd2X97BM33XQTALvtthuQFd/R4D2iQrTrrrsCsNZaawG5b1mGbv5hXmvvQ+uvGmPbGRk7HrVr\ntJQ+aquvvjoA3/zmN4Hsw1Pm0eqEfdJ7Sj84z22beX3aOWomCsvpuOb9Yb9QjdVP6Oqrrwby+F1+\nr+2/6f9Vuo1odqxRGZtMHDP1ZzS/n745ji1joYxC/OAHPwjkZ6n91AiyXiqelsV8ha4IlD5H+gb/\n7ne/Awaq757D7377298Gcv30R3W1yHN534/HRy4UpCAIgiAIgoK+U5CcWbuOqHWnX8c+++wDZC93\nrR1x5qlnvlaQ2UNdrzQT91577QVMzrqzfhZbbbXVgLJpiao8aJHqTwXZf+LDH/4wkC2OMqpJ9Uk/\ngb///e/AxNbP8mqJl3lSVFJuvvnmAd8vVTAtU8hqzRve8AYAttxySyBb/X7Xa2T+I62hXiiApSpi\nGfSXMkv7X/7yFyD3vU7+YqMtn9fSc3bLEzUZlJb2tttuC+QIU8j9Uz80r1WZ20tVRqveDOOl70Xb\n/260+JuOJeZ/MbLJz1VM9KHx9R//+AeQ1Svf159Hi1yV1n7QzlvWaxwXP/WpTwGDfTXL615Gxuo3\nB/na64vjOGVUqu1un3SMaUehjhX7seP7iSeeCGS/GMe1so3Ke20k+Y+uvPJKAN7//vcDeexUjZ2M\ne8p222KLLYB8D9kXLeN4VI/S1/Vzn/sckJW/Sy+9FOhN3qASx3X9N1UI7Tv67Z1++unA0DtGlD66\n3nfvfe97gayQfeITnxjwuX6NYyEUpCAIgiAIgoK+UZCc9ZrrQN8F3zcCSn8WLaNy1u/MW4vENU1z\n2Di7XH/99QH4wQ9+AAz095lorIOWrCqJ7zszdh1d/w0tVsj5gPTZKPE66Heh1a+lMpFKi+dQndKa\nUzVQedF3x7YyUkGLre3DorLne1r7qlQec+655wLw/e9/f8BvTyS2i7ljSp8L20mrvIyOmYhsuGUO\nqanAetlv9Y9Q2Wxfe9tHn0DVQ5Wgv/71r8Bgfx3PUeaQKpXh0eD9ZGSg2cbdC9B7XRX6xhtvBLI6\nUf62lrjKmb4P1u03v/kNMLnRT2ZzVwH3frHu3mtGZh1//PFAtr47ZXlXcfv0pz894Jz2ZxUys7hP\n5L3ntbMNbKPRKqdDfe59bHvajtdee+2Izj0evIaO46UflM81Vz7GE13tb62wwgpAVgDtOyqAXute\n1tuxwxWP8nl+1FFHASPrS+WYaJTab3/7WyArZUbAv+UtbwGyv/FYCAUpCIIgCIKgoG8UJGfzKjsq\nB1rpKgZaMSO1JLRsDznkECBnry5zopibpxdYN/eQsW6WUWvBWbT5KoyWgazOaCFq9Xmsa9v+lham\n9TXv00RYuZZBy8uZvDlYtNQsf+mP0klh8f+lkqASqJ+PUYlawr20flw/L8utRbbDDjsAOSOvisJd\nd90FDIw0sz7TYd+usp4//elPgazuqj60s90efvjhAPzpT38CskLUrd6lz8hEXg/P5Vjxf//3fwCc\ncsopA8oyXFto3Xs/apF6D/3iF78Y8DuTgfeSfoxlBKk+Rl/60peAvEP7UP5CtoEq7kYbbQRkf7Iy\nQth278V+lr1QTlVO3CvS+1olWCV8MsYSFX19cYzs3WmnnYA83o2nLPYRcyu56uC5vQ96uX+jzyFz\nFVl/n3EHHnggML4dEBxbvL/1x/PaGtn5hz/8ARhbfw0FKQiCIAiCoKBvFCRVlZVWWgnIs36jXLRe\nRjsL9Puex3VX1Q79ElyX7YUVoV+NM1rVHn9L685ZtzljtGAhr8k78z755JOBbAWY48M96/xNc0QY\nHTIR+XO8puasOeCAA4Cc48LfVp2zXmWemU4RJ2XmZY8xumEiLKyRoh+Hrypj9lWjYVTrLKPtqcIG\ncMIJJwDZJ8727CdFqcxzZJ8y/5PY59q5Zoz8sl5ei+Hu117Wu1QlR4t9USvYqFOjYrRcJ7PtvJfK\nXc+93vokqRLYF4cqo+fSh8Ox0f6glW+OpfFkd54KrJ/+p44pRu31cs/LctcBo5DtW/r1qTqPpy/Z\nXmap99km+v9Z7172W1WrZZZZZsD73jtG0o2nDOWz3RxZKp8+f2yDUJCCIAiCIAgmgJggBUEQBEEQ\nFEz5ElspCxqCqRymg5VLK2NFqbl0Viy3sJhIlPbcBNNtM5RXy2SAJmhzeam9HKaD4dlnnw0MlgsN\naVbCNbmhmz0a+jhSJ/eRoDTt8p0hqi5BvelNbwJy2gLTG1gWnekgO5vaD2wXv/O2t70NgNVWWw3I\nkrRyfy+cfJVu3Q7AFPaG6tpObrRpWW1fJV7ICS915HY5w6Vjne2ncqmt3OZER3idck29YVldCoa8\nfKzMPd2WYTphPzVFiPezYcXWdTLbzLHCbXxc0jRxquHiwy2ttZe33aJhww03BAaPT/5Wua3TdMEl\nYp3QrZfL3r3csNwlUbfGMnDFZfszzjgDGOd2GE2/dGnJJLsulVpfl/wnI6jAZU3dLeyH9teRLP2O\nFM/lUnC5Dc9QyUOHIxSkIAiCIAiCgilXkETru9yU0/D78Vot5azSWbXbRvQCZ/Y6qhnqWG4t4t+W\nzbpeddVVs86lFd8tTN/fcsauFai6oTKnY7WMZQZfOr9qkfjqtdZx91e/+hWQrSk/bye91LrT0dvt\nHEzWaMj59ttvD2RrVuf6XoSsquDpEG/CMZUTLTavrWHgOm2bJA2yMmbIuKkBPvOZzwD5GvXSmpVy\ny5eyDxg+qyJ4wQUXAFnlU0lSrYTssG7Kh2OOOQaYfmoD5H6qyuc95XX53ve+B/Q2TLobXs9zzjkH\nyGkVyoSbw93XjkUA3/nOd4Dcn8UQdDc1HU/yzsmmvUmvKREcbxx3TfDZyz6qgq/q7Hhctk83R2LH\n8dI5v5281o1gDetX8bSNXX3xGTKR6s1wtLeTajOR19xrU/Zf23k8vxUKUhAEQRAEQcGUK0jOYp1Z\nlwkRx+t7JFr9WvJaWhMRXtkNrQK33tAaKDdoVBUqrb+2mtAO+W/j+yaE1M/J39bqm8jEimXiRCmT\nvHVTJsREbZDXpr/xjW8AORze7Ur0cVFpMn2BG22OJ+FYN+yDqpm+6ntSov/Ht7/9bWCgj45+TB/7\n2MeA3A9/9KMfAdmfS9Wml1at95pWrSqqyR3th/Y/+6l9SP8JfVcg18vUACpkU6GyjBct0Y033hjI\n/VxF99ZbbwWmRh3zN1WMRrvdh+PFqquuOus9fSTLTXxVysaz2edU0VYT3Pjc+l199dVAVtMnI0Fk\nmdpFBWidddYBBm9fpPKk76JbdXjPtpMIl6supV+t7xveP1KVcTyUKx1lCpGJSFjsOZdYYgkgrzJ4\nj9jOoSAFQRAEQRBMIFOuIIkzynLNtb2h6VhQSVl++eWBbFmoOLipZi9QDWsrCe0yaV1oNZQ+SW0r\nyG0enBV7nbTY99lnHyDP0J016zdjlNtEKkiu6Zep7MfiR1MqhvpWqG4suuiiQFbI3vve9wLZorry\nyiuBiVUsvFalr063a+j71kV/HMgbnapYbrPNNkDu3ybhc0uVXiavM5pQ3xPvAdU7FaJulqbt/Y53\nvGPWe/oQlv5N04lyw2zvW6+DSRh7sUHyZGGEqW0NWVEUFbKTTjoJmF5+ZLbhkksuOes929FnzKGH\nHgpMjk+VGyF7jxnZ6vjt9hgqSfoYGdHsM2KoZIeOkZdccgmQ1SYVFcdUE0VORnt6j5QrQPa18USP\n28Y+H3fZZRcg9219rHz2jeeZN/1GsSAIgiAIgh7TNwpSufWC6svcc88NjD1duDPWT3/600CeuTuz\n7+ZPMpGU3vSqY+1IEsgzXT83WgjyFiPOzF2D1tLQqvc3XG/ec889Bxw3HspIwHe/+90DXlU/jHoy\nCmw0681lhJzKlxtKqiBZbyM3rrnmmgHHTQT2lXLTWtvTeg2nKEG+Ft/61reAvA2A104lzPqZir8X\n1p7+T1rZRtZp1RlR5zVXEbQ/mi9HvzDI1+SPf/wjMPTmqP2K7e3GoY45//rXvwA4//zzgemlqIhj\nymabbQZkFbGNioobQuuT1g/b4IwU62k0LOR+7T1oH52MdlRBUTE2R5F+M9735iyy/N5PrhiohhhZ\n6HgHOV+b97WbKBsBbL1VryfC/2c4HDP0EXUFQNXnta99LTD4uT8Ujr/6b+2xxx4ArLHGGgM+dzXB\nnHPjIRSkIAiCIAiCgr5RkIyQ8VWF5NWvfjWQrbuRKgR+381vzeqsknLkkUcO+LsXGD1gpml9NszQ\nq0pW5m/Qcm1HiZlrp4wgKxUX16G1WHoRqaHfjNlhzffjb+29995AttT09yqzRQ9VJuvnuvLiiy8O\n5HbVKvR7E2kNlmvcRgjaXvpHqUKOxOeqjFzUAjSCSMtRy0oFqRdoWVkP86gYMbPiiisCuf+q4pZ5\nvNrRTWZbPvroo4HpGb3mPWb9rad1mowMxBONY4kRh1rdnfLTmFtJ36PJUBomCu9Zc3W1c3T5mfec\nPnaTgX3Icfm6664Dss/eCiusAOSdAhwf3GxYFXeoyLPS78/ni2NlL7JXD4d9xw2dzc2k+rPDDjsA\nsOOOOw4oo+N4+9lnPYxg3nfffYGcK8++7Eb0nnMisvmHghQEQRAEQVDQNwqSeSBUHcyrovKj9eo6\nebdZsLNN19iN1tBHR+v5uOOOG/I8E4GzaK0By/alL30JyOvP+vR0Uo5KSsVIPwGtXHPw+P5EKivl\ntTIiQ6XFa25khvVQDVEd7GTJlPuAGXnyla98ZcC5vYaqNhdffDHQG8XCNX33wbO+RkQa1aRFWvok\ntetn2+prYKSJ71v+icxX1Q2j64ys0w/q4x//OJB9k0rlSF8G9wO0/pAjn6ajcmTf059N1VIL9Kij\njgKmp++R9+YBBxwA5DZto/W+9dZbA9N7Hz19XdqRw95LZs6eiozgjg1Gp/qqv5Cv47nvVWdUpzyX\nyv5k1tvfPv3004E85jj+rbvuukAe/77//e8D+bnV3qdzlVVWAXJGdP23fBaoHO28885A3mVhIsbQ\nUJCCIAiCIAgK+kZBcoZ92GGHAXnXdnOSGDlz7LHHAtmaLTNx60ehcuS6pR78RhHoFzMZqJi4e/R5\n550H5P2r3vOe9wB5HVr/q3YuGdemjU5zbdedxY1u0G+kl3jtjBaYd955gaz+vPOd7wSy8qDK495s\n7fxAov+H18AIKVUbz20/MaLIiLleKGVa1r4aFfLRj34UyP5xxx9/PJD9C7TA2+2n6qSVrjKqemG7\n6nPQSwXJa2UEp33JHeG9l1RSLKN9ULV3OvmoDIX+bEZ4aZl6T02mz8pEUeZJ0/+xzJYNWXU2Wm86\nYr3Mj9bOs+P4q/LZT1F5vSiLKoz3q/siTsX9qp+ifqnuKOCzYb311gOyP5HPr7aPnONQmTvJ8Ut/\nJn19J7KeoSAFQRAEQRAUpImcwaaUxn0yZ4v77bcfkK11o820sFUjtJRUYczVokWhb8Qmm2wC5B2N\n+8mKKKMQnCm3919zVqzlpwowFX4Rlle1xxxN7mZvRJZldu1b/xRf275Wqha+ln5YnkN/JvOcTGSG\n8BKv/zLLLAPAj3/8YyD7OdheWqhabJalvY5udE1pBWntqSyp5jxT1JnpgH4RRhqV++R94QtfAMaW\nIX6qMJJJpdU+K46jkMfO6bjnmujHqc+LdYI8Rqhs33HHHZNcut7iWOl4oxojrjIYhTkVzz59gPUp\n1f9Rn7hue41CLq/qks8AfXn9e7z+j1VVDXL+DQUpCIIgCIKgoO8UJGfD+rWYCfoTn/gEkGfJ3SK+\nVJouv/xyIHu+X3vttcD0jETpV7TazLHinjjmnjKqQkWp3NOs3XZlPiOtAf2VjPJQWdTanYz2VPXR\nH07LRb8iFYcyN1Mnq8jy6tey6667Atm3bioibJ6t2E7u9q6vhv3TMee0004b8H4/U2YDd4+/MkOz\n4yLkiN7pPDaam81x3ucHZB9I/RrL/cGeKZSRwPYFxxTbdyr7sWOkufOMPDMflEqTPsaQVVAVXaPU\nJjqvUyhIQRAEQRAEI6DvFKTWuYDsk/ShD30IyFky9TUqcz385Cc/AXI2WCOupoP1N13ROjX6zrV+\nLTZzGBlR6PeNhoLsK2bk0EUXXQTAhRdeCOQIm+HyYPUSy62KaSSaEZZaQa6rty1yFSMjLVTEVMjC\n52jysT3NzGv2efOq6MfiflLTYQwx75HRnfZRy24ErXloINd3OtSvG4sssgiQ1QWfG5DV2S222ALo\n7e4J/Ui560LQmVCQgiAIgiAIRkDf5EEqKfeucp3c16B/0F/I6BDVO1+fKVhPs+C6l5mvQ2VAl7Di\n+gcVJJVNUe1rK5z9jv595ubS/08VU58OM2q395Wbzn3SersrQac8T+Yxa+clezYxndt3qnl29pgg\nCIIgCIIh6FsFKQimG2GpTS9UkFQYjIw888wzgentv3jbbbcBOSrI/SDd63I65XQaChUjI5r0VWyr\nufr7PVPqHEweoSAFQRAEQRAU9G0UWxAEwWRgvhjHwumcD6gkIpiCYGR0imKLCVIQBEEQBM9qIsw/\nCIIgCIJgBMQEKQiCIAiCoCAmSEEQBEEQBAUR5t8H6CTqhotbbrklAJtuuums75gw87vf/S4AZ5xx\nBpBDkZ9JjqVBEARBMNWEghQEQRAEQVAQClIfoIK07LLLAvC5z30OgFe+8pWzvvPYY48NeO+JJ54A\nIny3H+m05Ui0U9CvlP3VvhopAoJnO6EgBUEQBEEQFExbBUnrppv1Mx2sHss+99xzA7DjjjsCWSVq\n101foyuuuALIafP7qZ5lm5QW6HRqm5Ew++yzA7DQQgsB8IEPfACAVVddFYAFFlhg1nfnmGMOIG9s\nu/vuuwN5g9/p7kOmCrrWWmsBsO+++wLwz3/+E4AtttgCgLvvvnsKSjcxdNuMeDr2Z9sL4EUvehEA\nL37xiwF48skngbzBrZs0T8d6TnfcDsdNiNdYYw0A3vnOd876jpvw/v73vwfg3HPPBeD+++8HYMaM\nGUB/tZ9j52KLLQbAiiuuCOR6LbnkkrO+O8888wC5HhdffDEAX//614E8xthPJ5JQkIIgCIIgCAr6\nXkFydqzKsvrqqwOw9tprA7DUUksB2UI32stNGffff38Abr31ViDPQvuB5z//+UCeCa+00kpArvOj\njz4667tHHHEEAFdeeSXQH/V44QtfCMByyy0HwMYbbwzAoosuCsArXvEKIFveTz31FAD33XcfkCPx\nAE444QQAbr/9dqA31sBEofWz5pprAvDlL38ZyPX2umj9QW7T1772tUC22lVWHnnkkV4Xu6dY1w02\n2ACA173udUCud1ux6Dfsn7PNNhuQlT/VsPe///0ALLjggkDeAFalxQ1SteCPPvpoIKtl/WC5l2q1\n4yfA1ltvDWRLXVVzt912A+D8888H+uOetD/5ar1UYH3th2s+Hryf3vSmNwHwxS9+EchKixHPbRyP\nbK/vf//7QH5m6Lc6lbzkJS8BYJdddgFg8803B+BlL3sZ0Fmlta1l/vnnB2CJJZYAYP311wfg+uuv\nBya27UNBCoIgCIIgKOjbvdi0ON/85jcDeTa8zDLLAFkxEuvhbFOF5W9/+xsAm222GQDXXHPNgM+n\nAuvmzPfggw8GsvLgTP+ggw6adcw3v/lNIPsFTKWFpKX93ve+F4B99tkHgNe//vVAVli6RcH4ftsi\nve222wD4yle+AsApp5wCZF+rfsByq46oFLzlLW8Bcrs+/vjjwMA+pmJk/7zzzjsB+OAHPwjkfjpd\nLd+55poLyMrtG9/4RgAuv/xyIPtltVXRqcb2VOn8whe+AGQVTF9ArflyM9tyDFFR+uUvfwnkaFT7\nw1RgHV/1qlcB2fftYx/72Kzv2Hb2X++5v//97wB8+MMfBrKyNJlYphVWWAHISor9S+69914gq3ad\nxnd9rBy//vOf/wBwzjnnAHDyyScD8O9//xuYGsXM8UHl6Ac/+AEAb3/724G86tCun+1Vjrcqm9/+\n9rcB+MUvfgFMjZLkNd9www2BXC8VJe+pBx98EIAbb7xx1rE+81Rw55tvPiDX85BDDgFg5513Bsb+\nzIi92IIgCIIgCEZA3/kgOQs2Muioo44C8nqjFoXWmjNOZ42usaswaWkceOCBAKy33npAtuAn02K3\nbpbpO9/5DpDVBWfReunvt99+s47VR6WfFAaVIlUBLWV9jLzGll3fjde85jUDXiG3t9aO68l//etf\ngf6ot9abFrWRFvZJrVfVL/3h2sdYT49RNZyOtP0FzOG1yCKLDPjOtddeC+T7tR+w3PPOOy+QlVoV\nUdvE+9H+rBp2ww03AHmsMXpRJcZIIxUo1dHJpPQ50s/xE5/4BDCw39k2qhJlhJFKtyr+ZCgrKilv\neMMbgDxWLr300kBW9Rz3VQEtc9v/z/r4ntfG+qrOuFrx85//HMhjj/dxL1cdrK9jij6nPiscLx54\n4AFgoMKiEuZ4qtKiT6TPEf18XLGYzHvSNlh44YWB7I9q2S+66CIg7xThSk+7nPpvHnrooUDuC+95\nz3uA/HyZyFWHUJCCIAiCIAgK+k5B0rLRqtOCcNbvWvNvfvMbAM4888wBn+sPYpSG/iL6Lu2xxx4A\n7LDDDsBAK79XWDYtTGf0+gX4uWutqihartBfeXK65aNQtfvHP/4B5PKrLFlPLQF9PgDWXXddIOf7\n2GijjYDskzSVETSWWx+Gt73tbQPe1xoyH4e5jrSaIEf6qVrY1lqE/aCQjZZ2/T7zmc8A+f7V6jvy\nyCOB/oi6FK1xLW3LbN6Y6667Dsjq9a9//Wsgjz1a+1r35m7x/vY+mHPOOXtYi6GxTo4lRpiqgrb9\nUIwcVW1SjbEeH/nIRwD4yU9+AuS+Oxl4zfUT8j6xfxkJa5upErniAFmVMfpJvxfb0VUI1aftttsO\nyD47/oZK+QT77QL5OfWzn/0MyGqW3HTTTQB873vfA7KvH+S2tP30a9x2220BePnLXw7kyDHb+1e/\n+hUwOfem7XX44YcD2efS8e/SSy8Fct9qP++8RqpmRqSr/NmevYiUDQUpCIIgCIKgoG8UJGfzrpGv\nvPLKA943guJrX/saAKeffjqQZ5x6yatq+H2jHlQmPvrRjwJw4oknAnDWWWcBvVVorIN5KlQTyog7\nrYI///nPA97vN0rfjNK6KzPvlns76V+kNQH52mi9qhyqUvRDDhaVMK0elSMtbX1O9EnRsoFsIXrt\nLrnkEgDuuuuuXhe7Z3hPQc7hZRsbQWM9+0khKyNcP//5zw94X18yLXPft262t0qiOWn8nmqGitRk\n4jj42c9+FsjKkf4Z9r922a666iogqxYqDmVOmm6ZxHtBOcaoUu+1115A9jMpxwXL2FY3rbsKgyqT\n79uOX/rSl4Dsi6Yi6DOlF6sN+p+WPlbWQ1V6++23B7I63Y6MLKPWbr75ZiD7vpnPyugvo44n08/T\ndrJMqlgyVLZv31MVNaLR9nQO0IvovFCQgiAIgiAICvpGQXK2ruLjWrmzwz333BPIyk+ZW0Rr3le/\n5wxdXxb9AvSZOO+884De5oZw5rvJJpsM+FtUEVxf1lLpJ6u7E876R6t0aR21/QRcP9cqsB374RpY\nBst09tlnAzmXjH3X+pgPqq1Kqha6Fj+dfY+sy5ZbbjnrPa+BdTYK57HHHpvcwo0Ar7n3mVFpJdZT\npUH/MX1yvJ/FDMaq3PrPTAaWVTVE/z7LLipHP/rRj2a9d8sttwA56qlUtv18KiIRLcNIc0nZtu3x\nvCy344/XxmeEKq/Krz6ivcjF5jj3oQ99CMg7RKhu2Xd87tm3vJ+GGjd8ZupjpKqoP5q+d/rCGmE7\nGfdqmfF8JNgfve9Uru0bxx9/PJDH54kkFKQgCIIgCIKCKVeQnM0bCVL6avzhD38A4KSTTgKyJVHO\noEsr37VrI1HM5LvKKqsAsPzyywN5XbadV2Ki8Tf0ui+jn0499VQg75nTTxFrE4H11ToyWsRIQhi8\nv5XXpBdWwVjRYjEfjpmG9ZtS9ewUTVH6YenncNhhhwHTK5O2apFZcSHX2fvuuOOOA/q7L5fX2v7p\nnmTmVzHC0j3a9NHx+0Y5qVKb/2syfQiNsFQlMOeN6Fe1zTbbANmXBXLuqnJ/L8dafZT6wQ9wLJT3\nnkNQdtQAACAASURBVIqKPldmF/eaOeaYz+yhhx6a8DKpTukfZPs5/hkxeNpppwHdn3ud8DtG3ZnZ\nXbXKV5+BZu3uR39ByOONEeiONfoxqVb3YqwJBSkIgiAIgqBgyhUkrTDX853dux5q1syR7kHm51pv\n99xzD5CzwDpr1hdJ5co8ExO6E3Cxg7tWglgndwF/pqHF5rVWvTMfh2vhkNf5f/e73wHwf//3f0B/\nRfJpoegz5l5bRkG9613vArIPQ9vXzLYvsxQbvWK24l5YqxOF7fm+970PGJgJ3Wujf5b7WfUz5T5l\nu+66K5AjXVUGtVhLldqInB//+MdA7heT2WcdY97xjncA8Na3vhXIddPPyr0cVbvaeIwKivU0A75R\nXN3wt3ztN9XQa6RC9v73vx/IvmLmR9JvSfVz3333BSbW96rch9MVE7nsssuAnA9pPDso2A6ew/3P\n9HdS8V5ttdWAnIuoHxSkdhSifli2k/eXq0O9jBYNBSkIgiAIgqBgyhUkc4q0I5og+zK4l9NYrRLX\nzV1HN2uqnvCqGnrC98L60wepvT8QZEvUmbyWjq/tOpfr6FoiqhVau2XGcS3IyfTlsQz6ahhRY04W\nLdW2T8O5554LZDWmn5UUy23GcH2pjIZROdJnBXJ228022wzIOZPsf+b/0nLsNyscsp/YjjvuCGS1\nF7Liawb8fvIdK7F/qigYzbPOOusAA61XGJxzx3vR79mWU4FtstVWWwF5PHUcu+CCCwA45phjBryv\nqg1514EyV5LRa0ZcluNXqTQ4Jnm9pkKJKP2MIOfUM/+PyrXXyv3AVIz0/9GHZyKxXI4H/u010yex\n3Ct0PNfS9nR/M5VOr4NK8GTmueqGfWittdaa9d6nPvUpIJfPPE9GYvZ0j7yenTkIgiAIgmCaMuUK\nklaYfirOlPXPmaj1X5WUcl8wFZhezJ49p5ZnqQqoOJgZ1Kgo95pp599wZq21agSRvlueS+VFv6Zj\njz0WyNaD9bcsvbDyLOuKK644oKzmkel0rfvJ12iklDlX7KtapO0s2VdffTWQ2+GAAw4AcoSGVpL+\nD5OxR+BoMQO8e5C1sV5G+PWjAib2TxUE1S99irxHvIdUYRyr7M/67hgV5PdUv3upoJS73etb6fvW\nwehIVQLzjW299dazzrXUUksBg6NrbUP3t1RB8vOyjzpeqTj1In9QN2wbfXr0J4Oc50eFzGeLffXL\nX/4ykH2tehmt52pBqfhbJne1L9XKiUBfJHeZUEFyhcP7YirG4rI/t/N0le1mDsNSZetJuXp25iAI\ngiAIgmnKlCtIpU+NDLU3y1hwhurvaB1p7fTC4rXsruW7pu26s1aP+ZG0PFWQ2ntdmbNDtcnPrJe/\npSKhP4U5LtyRXF8E690La8GyGF3gHkGqXNa/7dOgn8CBBx4I5HwtUxEZNFZKf4F2n9J6M7utVq3+\nH1pO+i3pe9cP2E+N2tOia1va+m2MNOPxVGK7GOGqj5zWvcqIiqDf915zf6wjjzwSyFFA7373u4Gc\nP6eXlq3q13rrrQcMznsk+rqocqkgeS/CYJ8rr4PKkZGW3q+O2eZW8jqeeeaZAPz85z8f8Hkv8Tps\nsMEGQPYzal8P+6kq7g9/+EMgj4n6pU6G6ulvlNfcvtbLXRTKyO7ymTEVPkj+ps8zx0dXGyArR/p6\nmhtxMtorFKQgCIIgCIKCKVeQhtsnZ6Jm0uY60bJw9unO272YsXtO93rS8tR3QSVlySWXBPIs2rJp\n7UHOo1NGkmgdlddR3yrVKSPKXHc3a2ovLH4tlb/85S8AbLHFFkDeo0w1zHwzkK/BGmusAeQMsptv\nvjmQs4xP12y+or/Sb3/7WyArSVrt+oPoj9YPOUmMMDUbvUqKSifAb37zG2BqfI8sjwwX+VP63+m3\nN9y1LqO7/NvM2+ZU6+W1cHzUD8ycPo4l1sFxYqGFFgKycl5eq/Y5xXM45vjqsX5fPxoj4hyzzdzc\nS7xfPvvZzwLZ50hf1rZ/lIqRe13a3hO9SjES9MtSXS8jIktlaSKxD/gb9s+R5hjsBSqZqo4+I9rj\nvAqm/rST+QwIBSkIgiAIgqCgbxQkM+/qg6F6ohIy1p2xtXpUJrQwnMlfccUVQG8VJKOazLWkRV7m\nzSnzH7VzeYgRJPozqUj4vtetncUZcr1Hshv0RGHZVENU68yWffTRR8/6rntIfeADHwCyomReEH0p\n9Geayhwrvo4lR4lWnDuna+l38luaaizb9ttvD+R70TL+9Kc/nfXd0iKeTEr1RGVguEjNsZbV/ElG\nlHrfToYlbv/ZdNNNgRydZp0da1SGVY7bPkfQ2d/E61WOMY6Vjin2C39TRUaVV3+7XqDP0c477wzA\nTjvtBGSVyzHH/bkAvv71rwP5WTOVqqzqx/XXXw9k1dFr67NhInd2KHc0MNLP9nNMnUxlRrXR9jMK\ns1zZgdyWkxkVKaEgBUEQBEEQFEy5guSs0D2clllmGSDPMBdeeGEgZ88cbTSTHvpbbrklkK09LV7z\nt/QSZ+ann346kH1yFl988QFl8lWVR2sIBueoKKP/tA48h1agFog5Psz1Mpmz8VJpsWxaLpCj1sxq\nvNFGGwF5zzLbz315JnUdurmmWuta5ebhMApmqNwlnsOd082cbftp8evf0g+olKjq2eeMgHQvJJha\n5cuIF6+/ioaKQdlXxmqV6/diNJ/+jCpHRq/18lqooDhOWiYjk/Rts2xGh5aKcvsaOBaYH8f92vQh\n1IfS6+j11mfSSFP7bi+y4OvvZBSu/nCqWf7miSeeCOS956A/lCNx/Dbiz5xatuu6664LwJ/+9Ccg\n963x9CnvW1V5feYch/X37OX1sQw+j1Wlzf8mji3urNA+RmXSa+jYab+0H09kxHMoSEEQBEEQBAVT\nriA5M3bm/+lPfxrICtJKK60EZAVkpHkitKw++clPAjmaw9mm+Ra0/nuJZTXqx1w/WjmqP1pD+nq0\n61juxaYi4Wy5zKPh6/nnnw/Ad7/7XSArZ/2QV6htFWkB7r///kDOD6T14A7ye++9NzC5CpJlMO+N\nuaXMVaSqZYSglox9GHJ0xje+8Q0gK6Oi9a7CN5XWrn1Ma1bFzDKpMKhatD+bTLxf9E+z3H/961+B\nnPdGy7O0wkdaZttxu+22A3L2es9nBI578/XyWpQ+hmVuG+u69NJLA1lJKqNf2+q0eWXMB3X77bcD\ngy3ycgxyjNWSV5GYSHXaerpHocqRv+kKgKq892Q7OrcflCOxLOeddx6Qc9+pyjnu6bep36o5pcos\n50NRRhs6TnlNzbKuUtjL62T9jCgsFUCVMvuvPkmQIzbthyr5qm7ODRxbvQ8n4hkXClIQBEEQBEHB\nlCtI4qzvsssuA/I+XlqHWmn655Szw9KqWXPNNQHYZZddgJz7QQvdqKnJ8J0o9+xyHd214G233RbI\n1l6n6DXPoXXmqzNvox68fvp0uT+UStlUKEfd8qx0olTGSsWsUx6XXqOCoHJk9JKZkw855BAgr+Ub\n/dNWifQZUcm0jVX+jOhzDX4qMSJIXxuvufU6+OCDgamJKmljZFapEuszo8VspKpjx3D3fGl5m53Z\n7PSqFyeccMKA35mM6+F9oYJqPzL6yf21VKH93OP0m2vvVaZ67/g0UiWh3NdSJkKJsM/pQ/WOd7wD\nyH1QRWm33XYbUBZpl6mMOu0HbIfdd98dyLl+vPe+9rWvATlXnM8/VwRU+SDX3Tb2Wadq7b6PRsz5\nfdWpXq6i+Dw2C/bqq68O5DHV8c/2dmw1txbk+63M5VVGXZZ+dhNBKEhBEARBEAQFfaMgOZN0F1/X\n0LWI9Ncxp4X+PM4itfb0jjcKSv8R13pdq3YGP5lowaj6aJka0aAPgHVvqyWuQVtv66NidOGFFwK5\nXlpavdgVeji02LTwXX/WcrFsbUte9UzVosy58+c//xkY6DsxWZhb5tJLLwWyP5QWjZFp+s+V2Yzb\n3/XaqDa4e7d7mU2lKmPZzM6sIiOqvPr2TLVFbj/SYtY/R7Vhr732AmDfffcFcmRQ6ZNU9leVwT32\n2APIyqG/px+cyqHK1GSgb6F+Q6oEZU4173vzy6kWmE3ayDMYu4o+ljxgI8X7f6uttgJyG6t2qdqV\n1957TuUCBqvu/ZBrTLVH5djxz7xARpAuu+yyQN59wHHfexHgxhtvBPIY4/PDCGBVKZ+x55xzDpB9\nKnt5PVSEPvKRjwC5f3brO14XVaE2ZZ4zV4NcJXJciii2IAiCIAiCHtI3CpKzWNWUU089Fche/foU\nOaNWUXGNXSveiDBnm1pK7tnjGu5UW7+QZ/SqP/o4DLWrcrf1/l5ac6PFNjF/jllvfV8Lvq0GaUHp\nt6M15Fq7a/RTsReb7WQfMv+Pe+oZTdG2WktsFxWAs846C4AvfvGLwOAdtqcCrW/vOdtLy1vrfTIV\nk6GwL5gzRbXZvqSSZOSMfhz65XmtzQ+z1lprAXkXe61ds/pq3atETUVftP8cdNBBQPbV0GdTlevk\nk08G4NBDDwWy8jzVfmMjxXvKlQH7XLlyoMpu3zU3k5GXMDg/Uz8oSGK9fvCDHwA5skxVxL0Z9dmZ\nb775BrwCrLbaagPOWfrouGJh5LZ+WyrjvcDnlHugupJj2crcRSqdvrbzExplZ948/TSdA1i/XvjX\nhoIUBEEQBEFQ0DcKkjij/upXvwpkK8+cLFqJZR4Zce3S9citt94agKuuugroL+uhpJ9UoPFQ+nZo\n5WrVdYoqcfavRaEFYYRfO+v2ZGM5tURVWD784Q8DsPHGGwNZxXTNv72juFaQObDM3THayKFeonXn\n2r4Wt/4O+rH0Qw6tNvrV6OO23nrrATD//PMDWYVwLLC9yohI+61RcNbX3enNITaVY4i/rZJihnnv\nLa+B6oD3Uz/0r5FQKuTuwen+Yd57tp1tpdrpHof6C7a/089jv+1mJvQ//vGPQFaQ1l9/fQBWWGEF\nIOcCgsFKr1FpXgP3MtPfsZd75ZW4AuCKkHkNVTrNB6XiaR6rdjb20o92MvtyKEhBEARBEAQFaSJn\nYymlCTuZloR+APqzGOll9IbWrLsju8O4662TscN20BnXzbV+zESsotT2QTKP0y9+8Qsg55iZyl3i\nn62Uuae0vPu9DVRRVPL0QbK/aXUvsMACA45TbdaKNW9SGe3W7/V/JmCfU/Uza/kGG2wA5BUEnwtl\nVKg+p2ZVhjym9NOebOOlk59qqcw/E+o5mVRVNeiihoIUBEEQBEFQ0LcKUhAEQfDsQhWk3JdSn1P9\ny4zaUzXUp+X3v/89kHNfQfZjCkUlGIpQkIIgCIIgCEZAKEhBEARBEDyrCQUpCIIgCIJgBMQEKQiC\nIAiCoCAmSEEQBEEQBAUxQQqCIAiCICiICVIQBEEQBEFBTJCCIAiCIAgKYoIUBEEQBEFQEBOkIAiC\nIAiCgpggBUEQBEEQFMQEKQiCIAiCoOB5U12AqeK5z30uAM9//vMBeOqppwCYMWMGEBsbTja2x1pr\nrQXkzSb/+c9/ArDFFlsAcPfdd09B6QbiRpoLLbQQkMu88sorA7DAAgsA8KIXvWjWMQ8//DAAZ511\nFgC/+93vALjuuusAePDBB4Hc/4Le4Yaovpb3+rP93vde9PV///sfENcl6E+8j+2vM2fOHPA6HkJB\nCoIgCIIgKHjWKUgveclLAPjGN74BwIILLgjAXnvtBcBVV10FwNNPPw2E1TRZqMpssMEGALzuda8D\n4DnPqefwWgdTiWrju971LgD22GMPAJZaaikAZp99dmCwQgHZmnn9618PwHrrrQfAbbfdBsCxxx4L\nwC9/+UsAHnnkkQHHBaPHPjPffPMBuW+9/e1vB+DlL385AK94xSuAwX1NNU8FRTXzuOOOA+Dss88G\n4KGHHgKmb1vZTxdffHEATj31VABmm202ADbeeGMAzj//fOCZPya279s2jlF+7qpDL8tQlsVrP13b\nwHvM17Gs2HhN5pxzTgC+/OUvA7DaaqsBsP322wNw8cUXA+O7L0NBCoIgCIIgKJi2CpIzUBlulqhV\n+PnPfx6AzTbbDMjWn1ai55nIGXo3i6Qb/vZIjpuulkTJC17wAgCWXHJJILevvjm201Rg2T75yU8C\nWX2cZ555gNxn7rnnHgAeeOCBrufwda655gKymrH00ksDWeXYc889gWwFTaYfSLd+N9RvD9dXJ7Of\naumriHz9618HYKWVVgJyG2i9qgQ88cQTQG5PFRSVw0UWWQSAFVdcEcgK0q677grATTfdNOD46YL1\n3HbbbYHsW6eK/qpXvWpKyjXZOOZ4PV74whcCWal45StfCeR+c/XVVwNja2/vF39rscUWA2DNNdcE\n4C1veQuQxxhXPiyTfRzyGGl/PPjggwG46667gP54Rvj8nXvuuYFcf8tuXxsN+npuuummQG4n33fs\nHA+hIAVBEARBEBRMOwXJGbfWnFbfv/71L6B7FNCrX/1qAD71qU8B2V/k5JNPBuD6668f8viRoAXi\nLH+JJZYA4G1vexsAL3vZy4BsFTibnnfeeYFs2b74xS8e8Hn7M2fe//3vf4Hss/LDH/4QgHvvvRfo\nD6thONqqw7LLLgvkdpVrr70WgCeffHLyCtZgX9tmm20A2H333YHcvvfffz8AhxxyCAC//vWvB7w/\nxxxzzDqXEW2+98Y3vhHIFuMKK6wAwDvf+U4ADjvsMCBH8x1xxBHAxF6Hsr+qHGi9ajFrmflqP37N\na14z61y+Z/28L//whz8AsP/++wO5f/YS+9Wjjz4KwEUXXQTAv//9byBHQupTo6X9+OOPDzje+08f\npeWWWw6AT3ziEwC8973vBbK6udNOOw343X6mfe/Zdvpw+Nljjz0GwBVXXAFMrzGlXb/St8x78aUv\nfSmQFQcVx+WXXx7I/qmO1z4z9EVTuRhLZK1l8RlxwAEHAPDWt751wG+V17yTWuWY+eY3vxnIPnef\n+9zngPysmApsB8u03XbbAfkaHnPMMcDoyug53/CGNwB5XFJlv+aaa4CJ6a+hIAVBEARBEBRMGwVJ\na36jjTYCYIcddgCygrL33nsDgxUgZ+rOXLWKnWV6nNbjWHBGq/W89tprA7DzzjsD2TK3LKX/VHke\nP29bQc6GPYef6bHvjPzoo48Gpkc+Ha0kgM985jNAVjNUSo488khgcuvjtV1mmWUA+OpXvwpkZU9f\nE8t83nnnAdmCKc/T/r+vl19+OZBVp3XXXRfIVp+qxY477gjAJZdcAkyMNW8ZvP4qIV/5yleAHGmn\n742UESidrFnvU7+jlWd9VWx76aejP8Mdd9wBwI9//GNgsM9RWYbS988IQ/9WifL43XbbDcgqoH9P\nBwWpPQapXqqkeB304bj99tsnuXSjx/rYZ1UsIPv5WU990fxOO18Z5Pa2f9if9C30WTGeKDavserj\nBRdcAORx78477wTyfeP4bhkciwA23HBDID93rJ/K11QqSPpKOVZuvvnmAJx55plAfl6N5Zy2p8/E\nW265Bcj9NRSkIAiCIAiCHtD3CpKWgdmK99tvPyDPDm+44QZgsMKgFaBvyyabbALk2b/+AkYeTQTO\nbJ3dWyYtSq0D/TCMgrj11ls7fk8P//b/tVatj7Pntj/IdEG/MMhWj+2mT5nKyWT6P2iF2tf0RfnP\nf/4D5Lwb55xzDjA4AqNbhub2e6pN9sdDDz0UyJm1DzzwQADmn3/+Ab+ptTgR1mtZFl/vu+++AWXz\nby0zfay02CD3Q5Uw7zuvxWQqgN3qNdrjy/bzPN5rKg/mrJoOqq2o1EJWKX1P36Pvfe97wNT4/40U\nnw/6URlpuuWWW876zsILLwzk+9px2va13ezvjj2qHEaHqeKo+jgejAV/U5Vzn332GVAmffi65Qlq\n54XTB2rVVVcFcsSbKvTNN9/c8RyTgbnG1l9//QFlc+wYyzjmfWc0qVx66aXAxCpmoSAFQRAEQRAU\n9L2CtOiiiwLw05/+FMh+PqeccgqQs766XqzF6uz5qKOOAvJM1oijCy+8cMBx48GZuTPXE088Ecjq\nR7mG7auWWZl7aaicMldeeSUA73//+4FcT/f6mg6RJlp9bSvPvEBeC6O2tGYnE6O43vSmNw1434is\nM844AxidYtCtXUqL0X552mmnAbDVVlsBOXu3EY/6x4wHrTeVsL///f+zd5ZhklVX2765YgQN7jo4\ngw3uLhPcnSCDhAQLECBY0EAguLu7uwUnOAR3S5DggQiEvO/F9+P97l6n9nTPdM90VZ1q1v2nZqqq\nq/Y+W+qsZy95qeF557NjUK6V6jxVfVBdUUHyM/zsTssRBNFPfXRU8Xz+3nvvBUJJqjO2Wb8ciBxc\nvqYlrs9VHfcU26pP6dFHHw3A6quvDjRGkLrfqBB56uBe6pp74403gFD23adHJUdPb/Gz+zp3quvI\n/nlyoULWTuXPNqnoeVrgXnLZZZcBfbu2fqbRhvpK+rz1LftTyU0FKUmSJEmSpKC2CpJ+H9aoUgF6\n8skngYjeKs8bPWc227E1vfTtsH5WX/0SeoN3rloenlH3tVr4iF5XaVE50lowX1Adrb0S+6AlDnGm\nrr+L9a7aoTjYLnNPaXmqYvr/kalCfaFUkoxuM7O2Phb6GaiwjQ5+p1bd6PgquJ5sn+OpcqSfXSeh\nZWq+nDPOOAOItadPVjP3lP7G/dH9E4bPXXXYYYcBoxfZ2yxUjtxDbKsRXPbPvkD46Jx//vkNjz5f\n1t3shD20GoVo7jQVJH1Z3Uvb0R8VZaPOHbdHH30UCBWvL20z6lafOfMf6Z+r8tmf/U0FKUmSJEmS\npKB2CpJWu2fK1ubS58LspWbFLfMDmRvBs0+tYy2m7upk9TfNsETKM13v0LUWtNTrbP1oRay88spA\nY+SdSpERI45vK7F9+h75fyNNXnjhBaC5qpaf/corrwBhBaogrbTSSkD/KEglfZ07VR8klVrXq2qq\neazqHAklZX4o/R+t5aal7phYz1HflTqvPTEqcumllx7uNeecVn4d+2MEk3nw1l9/fSBUMFWvagTw\ngw8+CMRphOu5E/3hpJpDzmguc5CpbLbit64nzBDuvqC6eu655wIj3w+qe4unJPbTSG6xCkZ/RqRL\nKkhJkiRJkiQFtVGQyjwqWgZaa/piaOWUEV/6CegPoEVhhI6RCnW0inqDZ+vWgVJRMjdH1WKqK6qD\nniFr8UAofSeffDIwenl+RhXnkv5uWphaZFW/hmbh/FQZ9NG2VTPotpuqH4TKrpat/h1G/HXCurPt\nRkIddNBBQOTRcY2VGdQ7If+R+6v50/TfgLDujz/+eKCemcDdKzbaaCMgKiO4Hko1qBrF5r5jPzth\nLo6MapZ7a8e5R7jm2rGHuicsu+yyQMwzlT3HwPHR/8vxdaz8PQdYYoklgKgyoIpo/zx1aEZ/U0FK\nkiRJkiQpyBukJEmSJEmSgrYfsSkLTjbZZEDI2spoN998MxBHa2VBV52Vhw0bBsC8884LxHGIJRza\nITf2J4MGDQLCyVJZ//LLLwc6I8R44YUXBmDOOecc7jWLB1ucsR0OlErvzin/b+HIVhylOL+VnJXS\nbcvolDfob6rHfR592H4TuVqWpM7HGuXRqkdoFtp13E0xYmLITlhzYt90VagejxoAc+ONNwL1cl4u\nS0YZ1u8RjPu6iRadZ1UnZhO/+tvwwQcfAM1NANksvB7VABeTMNr3W2+9FWjPOHqUq5O288wjNQt/\nr7nmmgBMM800QPy++btfddL2t7xaHqf6vAk/m9HfVJCSJEmSJEkK2q4geYepumDqeJ+3xIJhnc88\n8wwQzlzLL788MHy4p87LKhN1sop6i+GNECUn7LdOzXW0+kq05nSysw9VC84kfHVITlcWmzUkdUQl\nYPoL5/10000HRMJUrSVTDbQT21gNt9WK9VqdeOKJQGdZ6V5jw4aHDBkCxPzV2lWN0Wm7zuqYY2Vq\nDftQbfNVV10F1DPQQ5XyyCOPBOL3wf3OFAvnnHMOECH8lmKCUJ/8rbBkUCfNTXEPMp0NDP+b4Pxt\nB47L008/DcA666wDhPpjmRAfVcidp45JNWTfJLOWFtHxW9XQJMnNUPhTQUqSJEmSJCmojYLk3aB3\niyaY0jI1rLMs6jfppJMCcSeqj8axxx4LdHZSsGoorqn0tSAsqPjmm28C9bZiPY+2DIVjXi0/UScl\nzDnmtbZAbDUtQX9TllAwbF4LWl8e01W0E9fafvvt1/Wcvgdl4c86jOfIKFMrnHLKKUBYsabW0E/i\nd7/7HQCbb7450Jr0D6OKivrPf/5zINSwqi+bqTXqlK7APcI9o/QHU0nV98355jys9qX8DN/Tibj2\nTBgMca1MFtxOvz/X+0UXXQREmh4T3Oo7Vhbp1cf4scceA+Cvf/1r12eqpptk0n55SqQPXfogJUmS\nJEmStIC2K0je6Wt5apV5Zr7AAgsAYflYnNa0/949f/nllwAceOCBwPAlDuqssJSoJli2AeLs3evV\nCdF5+lBZ5mW88cYD4k7f4q9Qj2gnv1trxpIjRt1NP/30QPhq9IfF7VgbvaGfVlnk8a677gLgueee\nG+3vHFVsi0rKLLPM0vWaFqFRqHWelz1hVJrqhKqEPg4qLfqyTDvttEB7fT56wrGaa665AJhvvvka\nXrcYMkQi1DrtkSpfFo7Wh8USRLvssgsQRU/dU+yDqi+ECmu5nk5QNUvKSEsj8iD6YxHedq49r797\n5JVXXgnA1VdfDUQ/yvEqH6tRlqrqPvqea6+9FmhuYtNUkJIkSZIkSQrariB5J6kHvlFqWsqqECpI\nRrUttNBCQFh9Fu9UlaizX8DIsM/mLIHov0rZfffdB9TbGvK8edVVVwXCerCI4oUXXtj13jr1wzwi\n+n3pB2eZBq3WMvdKX9BCMkrNKE3VNiNTXn75ZQBOO+00IBTUdmCbbWM1ylK1RR+COqkRvcU56KOW\n6Z133gmEX4SlRyxm63yoU5/1szGnk/PJKNHjjjuu6711jOZSUTXaSVXE0lH+PpTXXLXIPDsQRSJ4\nYgAAIABJREFUe6f+qJ2obrr29Oes+qd6SvLQQw8B9ZqHqux9VdurEcNDhw4FQkV031VBaqbvXCpI\nSZIkSZIkBW1XkEq8+y3vPH3UL2SqqaYCItLk6KOPBjpbOfKuWV+dNdZYY7jXzOtkduc6YlstPOy5\nuWNrMcVqros6WT2qc/o7mL3c/hgtcskllwCh6oxIBSszZBtRs9deewFh8WolGWWkT4/ZYtsZaaQP\ngIpgdcxUbutY6HRUKedk6Seh+lfmzaoD7iH6cspbb70FhOpVV1RMVHt81FdRpUj1y/9vvfXWQOQ+\nqr7H9VpHxWxkqAguvfTSQKOPjpFi/ibUaR6OKiqIEFGkKtZGbld/P5pFKkhJkiRJkiQFtVOQekLr\nddtttwXiDtrcCJ4vDwT0bTByDcIqMF9Qnc/RteaMyHKsVBdOPfVUoL61rIzqOeKIIwA4/PDDAZh4\n4okBOOSQQ4DIZmsWX6PfHBtzlkBEfpnhd9111wUiEkrrSGvQvF+OdzutXhWSJZdcEgjfsqpaZJRK\nnXzJRhet9hVXXBGIdamKpy9dnXCs5p9/fiD2TefPFVdcAdRfadevRiXVa7/22msDocC61lxfRppW\nc5apCOtb2IkKi/uDvrdVHx33q3b6J/YX9stxhMigLfpateL3IxWkJEmSJEmSgtorSKoPnkN6Z6li\nZNbbgWC5eve8wgorAI0VqY0+ufvuu4F6WkG2X5WkagVAKCxmAa9jHyAUAn0WtE6HDRsGhIJiFl+j\n3fSPMCKzGmmiT4iWrY9aQVaK32effQB4+OGHgXoohVqv22+/fcP/qzmZPvzww9Y3bCQ4H1WC3Esc\n3572DNed0TPWldM/zDpTTzzxxAg/px3YVxVKr4HRr9Zdq1Obu0M1xEileeaZBwh/QLMri3uJ++Rt\nt93W9Zp1LDtZYdEnx35X904jvzvRt6onrM0KocQ7Zx944AGgNb8fqSAlSZIkSZIU1F5BMlpNfxY5\n/vjjgbDaBwKqCtYOqp4z6+/wwQcfAPVUX1QWVFRKlcSsqiosdcVra76NQw89FIgoEbP4mq1XZUHf\nq+7Q+tH3wygi1Ql9Q/S5qJOFbwZis/d6ffTpgHr6tDj/9PMyM71qilEwZYZw/RzNmG1WZ309zANV\nx71H9cvM2aplZgO3blUd948qZX47I0q99mZxVzFSRTnhhBMAeOSRR7o+y/d0MpNNNhkQtUer41dm\nE+9kXIvme4JQft1jjGJrBakgJUmSJEmSFNRWQSqzSevPopJy0003AQPjrllUIozQqKL1+sUXX7S0\nTX3BO32tVNuq79Fll10G1Ktq+IjQSrMfqj36cegrpmI299xzA+EHUo3y0l9FFe3BBx8EomZRneex\nyosKWXd+HnVqv1ao62m11VYDIqu00aG+z3mrUuT46dNhDiqVJX2Q6tRnMWqt7KNqVx3bPCKca9dd\ndx0QUZ1lTa+yttdAwblpVKJrsNpPfxsGAvbX6gUQfTXCt5XKbSpISZIkSZIkBbVXkPR/8O7RjL0D\nKe+R2FcjFqrW3uuvvw7UN3cQRO6SvffeG4Df/OY3wMCx7lQUrMllDi4fBxoqKeY/ck3qB1d3y9X5\nqP+NkYFLLbUUEJGFzs933nkHCH8WoxitxabvUp3ncal66dPmHK3z/jEivOYDKVKrN+hTpl+qa9K5\nCOErOZAwWhsi39z1118PRMRsRrElSZIkSZK0gdoqSFp/Bx98MBBZjfUH6bSz9BHhuasZQz1fr1p7\nWoLVGjx1paynl3QmWq/6P4gRRa7RulHmxLnjjjsaHgcyH3/8MQDrrLNOm1uS9AfO5aeeegoIJene\ne+/teo/K6EDYb1UIrU4A4fNpHqtWqqD1/7VNkiRJkiRpMbVVkLxzNmeOj3U+/x9VVIy0ePVxqeZB\nMk9Op/oQJJ2LeUeMTjSiqOr7MBDXZZK0G1Va8/6Z52mgr7eqGubpSTtIBSlJkiRJkqRgjP68Ex1j\njDEG9m1tkiRJkiQDjm+//XaM8rlUkJIkSZIkSQryBilJkiRJkqQgb5CSJEmSJEkK8gYpSZIkSZKk\noLZh/klSd0zaaUJFS8SYiuHrr7/ueq/PdXJ4blnc1bIHAGOOOWbDeyzUa7huJ/c7SZLvJqkgJUmS\nJEmSFAx4BUmLNi3YZFRxDv3oRz8CYMoppwRgvfXWA2CjjTYCYJJJJgHgrbfeAuDYY4/t+oy77roL\nCGWlE0rl2G8fVcpmnXVWADbYYIOu96611loN7zGp5Omnnw5E///+978DndH/7woqgj6We6X/Lx+T\nZKCTClKSJEmSJElBxytI+j4sscQSAOy4444AzDzzzACMN954QFjuDzzwAABnnnkmAM8++ywA33zz\nTYtaPGro7zF06FAAjjrqKABef/11AIYNGwbAhx9+2IbW/R8qDY6JRU532mknIIrx+noVFQXH6dFH\nHwWiaOFLL70EtNeXRwtbBWnxxRcHYNCgQQCMNdZYAEw00UQAHHDAAV1/qy/OnXfeCYR/UidY49//\n/v9tE9NOOy0Am266KQAbb7xx13smm2wyIObpVFNNBUSBycceewwIBamTsa+qY3PNNRcA++23HwBX\nXnklEIU320npNzbOOOMAMGTIkK73uGfaj3HHHReINekeedBBBwHwwgsvAFEaqVPUwGrppiqdsAaT\n4WnF6VAqSEmSJEmSJAUdpyB51zj55JMD4eex4oorAuEDocVusT8tp3XXXRcINWPzzTcH4IMPPgDq\na01oxW+yySYAzDjjjED3EUXtwjbOPffcQBRYnHPOORte1+LszsK2P/PMMw8Aq6yyCgC//e1vAbjq\nqquA1hbtdU74nW+88QYQRVsnnXRSIBQWfZVUUSDUBcfplltuAWJ+1hHXmr5Vv/jFL4DwvZpgggmG\ne6+oEqqyLbzwwgC8++67QOeoDlXs4+DBgwFYcsklgdhzfvKTnwD12ENKv7HZZ58dgAMPPBCAxRZb\nrOu97o0/+MEPGv5WJpxwQiD23J133hmAJ554AmjuHC4jRb3G008/PQBTTDFFw//dF12LABNPPDEQ\nyt/4448PwMcffwzAMcccA8All1wChDLWjnEc6CqX/XNOOSYWaFdx7q6/7p3+nqy55poAXHjhhUD4\nPfbn3pIKUpIkSZIkSUHHKUhaOwcffDAQCoPW/UUXXQTAueeeC8QdqXebP/vZz4CwKrT+VZDqihb5\nHHPMAYRlpU/HF1980Z6GVbBNjoX+UF5r2/rMM88A4T9VRetgqaWWAmDqqacGYPfddwfg7rvvbvjs\nVqLipeV5/fXXA/DQQw8B4bsx77zzArDZZpt1/a0WvL5j+rzdeuutQD0VFfuz5557ArDFFlsAsQar\nbXb+afn5t1r++rzceOONQD38c/qKffE6mPfKeX3PPfcAoV63A9egSsvKK68MhAI73XTTAdGXKo6n\nY6jF/uMf/xiAWWaZBYi1+fTTTwPN8QXxM/3uZZZZBoDtt98egPnmmw+IfqradheJZ7/sj4/6CqqM\n3nvvvQC8+eab/d6fnrAts802GxARsaqUqlnvvPMOAC+//DIAr7zyStdnvPfeewD84x//AGJt2X7n\no3tOO/ca14z7uX5vRx99NBB7aXV/KKOIVTBXWGEFIJRMFaT+JBWkJEmSJEmSgo5RkLQMtCTMu+Id\n9nbbbQfAbbfdBsQdqHef+r/oP1FaUHXMl1Q9j15wwQWBiJiSF198EaiHL4vKkRFnRsc4dqoM//73\nv4HuVQSVMi1FfXf0LVCJ+eijj4DWjpffZbs///zzhkf76Zh4HQBOOOEEINp/+OGHAxGt98knnzS1\n7X3BfujXt+WWWwLhu6EF6hhARG7px7LGGmsAYeHPMMMMQM8+FnXGNqtaqFqLKqDKQyspI0dVYI04\n09dIRc+xreJ4ln59ZX4kLfhpppmmx8/qL9yvVatcL+bgKv2lVEnsg3sMwJdfftnwHuex61hF2+vQ\nijnqtdMX9qSTTgLCV8/fpzL3lH2o7p3le1SKjAh+//33gVijF198MRBKeCv2UK+pvmIbbrghEONY\n+qdWKRVNo6MdR/ffZihjqSAlSZIkSZIUdIyC5Fm058WeZf7hD38AIiqoPP/X6tGiNerB3B76stTR\nB6Sqctlvc+2oGF1wwQVAe/0exGtYnpuXjMhisR+eJ5dKXzVyqt2U/bDt5jj685//3PXaiSeeCMAR\nRxwBhBW+/PLLA3DFFVd0+5ntwLW12267AaE+2Datc/sEcOmllwJhIdovo1W0Vuueb6w7tHL33ntv\nIHxX9D067rjjgNb2TQXC/UBlXMXV+aVl3huF3M/saS9RtXBdNyMnWRmlvOuuuwKhHNlGVQOz1qsC\nvfrqq0BERVX/7RxUbdM/9bPPPgPak+Xe77QNzqHSl8pHn6/mkiuVPNtvDkDztulD5uunnHIK0NqI\nYH2O3Bf+9re/AaG2j+ja20//1rnitWsGqSAlSZIkSZIUdIyCZCSUZ+xaM5dffjnQs3KkwrT22msD\ncY55/vnnA41+FHVDtQviLN67Zq2ixx9/HKiH8lDSlzbZL8+VtdYdR310nnrqqT5/dquxbSpJANdc\ncw0QPgc77LADEPXMrr32WqAeCotrRJVSK1dL03wxp512WtffqBqav8r8Jo7r888/D9RD6ewtZd6j\n5ZZbruF5/ceMLGolqlr6chxyyCFAqFu+7lws/Wuqfjal74qPfoaWe6mMNmMsVYxXW201IOZTue8Z\n9XT//fcDwysw1f7ZbudzGa3XU+25ZmIbPMHYd999geiPyqBqre93fI3uhVBU/E1UOVIx8r0qwV7T\nZvqQlfhd+pKqbLovqAiOCJVt1TPHWiWwGaSClCRJkiRJUtAxCpJ3jyoK4t2xVpx3z+ZbMSpAC9do\nInPY1NGi9W5722237XqujCA677zzgMZojU6hOyvW3DqHHnooEFa7VpFKoJmYO4HqebpWjkqRuXTM\nOq5lWId8XCpG1pLT6jM6z8eqQub4GX3oOnR+uj7rrPyV6PeoWuEeZL9VbVqp+rlmVAEOO+wwILKd\ni/ua+57rSHWwOjc//fRTAN5++20g/PzMuebfGA1m3p1mjKXzyBw3KinOyRtuuAGA++67r6HttlGV\nxP0SInpWFbpUkkr/rFbOUVVZfafMDedvQKl2SVX9Kasp6HNkJKPVI/yMMmdZK7Bt5kPz//a7N7/D\n7ineA6g6OcebQSpISZIkSZIkBR2jIBmBYOSIPkk//elPgTgv16LSW15rwQzGPjbzrnN00fqxajrE\nHbdWkFFDdYy+KylzUWmJa6FCROk5nlo35rU6+eSTgXoqfr2htN60gvQf0N+sDgqSVu2f/vSnhscR\nWbHmJdPy9zWjVDpJQbLt+sEsuuiiDa/ffvvtQPjitLJPKiQqqqVypNJiVJA+O/padhdhaSZiFbP1\n118fiJxdJSpJzYhecx83f5bPOyfdQ1TQjHZzvzfaTR84iL3+hRdeAKKWokqoWam9VqpS7jWt9Enq\n7X7e3T7ob4Q+OgsssEDD846b1Qhamc1eZdAqA66x3uwLZf220ieumb8JqSAlSZIkSZIUdIyCZJ2Z\n5557DohK2mb7tdaaFdR9v3WkzjnnHKC1OR/6infK1k/yLBnCsvDuX8u8jniHr8pn9nMf9QvTtwVC\nVfIaaMVZabvOil9fUB300f7qa1EnerJmtUi1UCEyARuF5Doz10qdMoWPDMfGyveqfc5JfbNamb3e\na77qqqsC4cvh/NHHzXxajoeKu/thGdEFMc6uQV8rcyipODTT58q9w3lU/t/9XqVZvxQfyzZXUbEu\nM+J7jR555BEgThlU2fSjq7v6qUrjKYrZ6233XXfdBcRvSCtOHxwH83KpeKp0quKNqC1+hhHAqozO\nw2aOSypISZIkSZIkBR2jIIl3mt4tazl4F2kkxk477QTAHXfcAXSG74pnx7/61a+AuFOGsGL0xalD\nvpwSrbell14aiDw5WjJawVK1Gsp8LT5affzhhx8G6tnv3qAl7LXw/45rnRVBKZUjI0EhfGNcZ1dd\ndRUAZ555JtBaf4dRxf4NGzYMGD7z8LnnngtE5E0rFQVVLfcGVS0VoYsuugiAgw8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WAAAg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\ncO6pNusf58mJ2d3tPyODXVuq8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/8tCzPPPDMACy20EBDlen73u98B8OWXX/Z8phOFPdvN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\nhpdqjO11XNTxWWH+tzLqtbf1cEzqt2pflBmzXVfb4X+bClKSJEmSJElBx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with Stopwatch(verbose=True) as s:\n", " V = dbm.sample_v(n_gibbs_steps=1337)\n", "\n", "fig = plt.figure(figsize=(10, 10))\n", "im_plot(V, shape=(28, 28), title='Samples generated by DBM after 1337 Gibbs steps',\n", " imshow_params={'cmap': plt.cm.gray});\n", "plt.savefig('dbm_mnist_samples.png', dpi=196, bbox_inches='tight');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## generate more samples\n", "**(note that new samples override previous particles on disk)**" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c4d5580a37224c418385258694082039", "version_major": 2, "version_minor": 0 }, "text/plain": [ "A Jupyter Widget" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "samples = []\n", "for i in progress_bar(range(100)):\n", " V = dbm.sample_v(n_gibbs_steps=100, save_model=True)\n", " Z = im_reshape(V, shape=(28, 28))\n", " samples.append(Z)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## make an animation and save to disk" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "
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\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig = plt.figure(figsize=(6, 6), tight_layout=True)\n", "im = plt.imshow(np.zeros((280, 280)), cmap=plt.cm.gray, animated=True, vmin=0., vmax=1.)\n", "im.axes.tick_params(**tick_params())\n", "\n", "anim = im_gif(samples, im, fig, fname='dbm_samples.gif',\n", " title_func=lambda i: 'Samples generated by DBM after {0} Gibbs steps'.format(100 * i),\n", " title_params={'fontsize': 15, 'y': 1.02}, save_params={'dpi': 100})\n", "\n", "display_animation(anim)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# estimate partition function" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 2040.290 sec\n" ] } ], "source": [ "with Stopwatch(verbose=True) as s:\n", " log_Z_mean1, (log_Z_low1, log_Z_high1), log_Z_values1 = dbm.log_Z(n_runs=100, n_betas=200000, n_gibbs_steps=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### all estimates $\\left(\\log{\\widehat{\\mathcal{Z}}}_k\\right)_{k=1:\\mathbf{\\text{n_runs}}}$" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(100,)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "log_Z_values.shape" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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kpaUxZ84c13GkgEjatwRTMHrAVYFtBZZ35L4m4sycOXNYtWoVVapU4fbbb3cd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\ne4wAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 6))\n", "plt.grid()\n", "sns.distplot(log_Z_values, rug=True, color='k', kde_kws={'lw': 2}, hist_kws={'lw': 0});" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### $\\log{\\overline{\\mathcal{Z}}}$" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1040.399\n" ] } ], "source": [ "print \"{:.3f}\".format( log_Z_mean )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### note in general this is not the same as $\\overline{\\log{\\mathcal{Z}}}$, which is" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1040.379\n" ] } ], "source": [ "print \"{:.3f}\".format( np.mean(log_Z_values) )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### $\\log\\left(\\overline{\\mathcal{Z}}-\\sigma_{\\mathcal{Z}}\\right)$, $\\log\\left(\\overline{\\mathcal{Z}}+\\sigma_{\\mathcal{Z}}\\right)$" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1040.179, 1040.579\n" ] } ], "source": [ "print \"{0:.3f}, {1:.3f}\".format( log_Z_low, log_Z_high )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### again, $\\log\\sigma_{\\mathcal{Z}}$ is not the same as $\\sigma\\left(\\log{\\mathcal{Z}}\\right)$, which is" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.197\n" ] } ], "source": [ "print \"{:.3f}\".format( np.std(log_Z_values) )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# average log-probability (lower-bound) on the test set: \n", "\\begin{align*}\n", "\\large\\log p(\\mathbf{v}^{*};\\boldsymbol{\\psi})\\geq\\;&-\\large\\sum_{\\mathbf{h}} q(\\mathbf{h};\\boldsymbol{\\mu})E(\\mathbf{v}^{*}, \\mathbf{h};\\boldsymbol{\\psi})+\\mathcal{H}(\\boldsymbol{\\mu})-\\log\\mathcal{Z}(\\boldsymbol{\\psi})\n", "\\\\\n", "\\large=\\;& \\large\\mathbf{v}^{*^{T}}\\mathbf{W}^{(1)}\\boldsymbol{\\mu}_{\\mathbf{v}^*}^{(1)}+\\boldsymbol{\\mu}_{\\mathbf{v}^*}^{(1)^{T}}\\mathbf{W}^{(2)}\\boldsymbol{\\mu}_{\\mathbf{v}^*}^{(2)}+\\mathbf{b}\\cdot\\mathbf{v}^{*}+\\mathbf{c}^{(1)}\\cdot\\boldsymbol{\\mu}_{\\mathbf{v}^*}^{(1)}+\\mathbf{c}^{(2)}\\cdot\\boldsymbol{\\mu}_{\\mathbf{v}^*}^{(2)}+\\mathcal{H}(\\boldsymbol{\\mu}_{\\mathbf{v}^*})-\\log\\mathcal{Z}(\\boldsymbol{\\psi})\n", "\\\\\n", "\\large\\approx\\;& \\large\\mathbf{v}^{*^{T}}\\mathbf{W}^{(1)}\\boldsymbol{\\mu}_{\\mathbf{v}^*}^{(1)}+\\boldsymbol{\\mu}_{\\mathbf{v}^*}^{(1)^{T}}\\mathbf{W}^{(2)}\\boldsymbol{\\mu}_{\\mathbf{v}^*}^{(2)}+\\mathbf{b}\\cdot\\mathbf{v}^{*}+\\mathbf{c}^{(1)}\\cdot\\boldsymbol{\\mu}_{\\mathbf{v}^*}^{(1)}+\\mathbf{c}^{(2)}\\cdot\\boldsymbol{\\mu}_{\\mathbf{v}^*}^{(2)}+\\mathcal{H}(\\boldsymbol{\\mu}_{\\mathbf{v}^*})-\\log\\widehat{\\mathcal{Z}}\n", "\\end{align*}" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2bdaa9f5a4b14c8eaa5697fd0adc8d9b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "A Jupyter Widget" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\r" ] } ], "source": [ "log_p = dbm.log_proba(X_test, log_Z=log_Z_mean)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-86.37\n" ] } ], "source": [ "print \"{:.2f}\".format( log_p.mean() )" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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HcuAikmohwKpVvn7YYfGWpSX77OPLX/wCFi9u2D9pUjzlkfRTD1yU04qA6rh8Nm+GrVt9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\neHDrx7dVlnPgAAc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acjmGz/PyAXzDhtKfO22Keh64iFSGP/7Rby3q2ROGD9dtOpXg85+H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\n8gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 6))\n", "plt.grid()\n", "sns.distplot(log_p, color='b', kde_kws={'lw': 2}, hist_kws={'lw': 0});" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# discriminative fine-tuning\n", "## load predictions, targets, and fine-tuned weights" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9868\n" ] } ], "source": [ "y_pred = np.load('../data/dbm_y_pred.npy')\n", "y_test = np.load('../data/dbm_y_test.npy')\n", "W1_finetuned = np.load('../data/dbm_W1_finetuned.npy')\n", "W2_finetuned = np.load('../data/dbm_W2_finetuned.npy')\n", "print accuracy_score(y_test, y_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## plot confusion matrix" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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9DXKA7/E6XZd65B+vL1TYx+Ip4xFuvG9o+eXEfGVgnzvxPgD/jlctXmI9vBv8LYFjWRGI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "C = confusion_matrix(y_test, y_pred)\n", "\n", "fig = plt.figure(figsize=(10, 8))\n", "ax = plot_confusion_matrix(C, fmt='d')\n", "plt.title('Confusion matrix for fine-tuned DBM\\n', fontsize=20, y=0.97)\n", "plt.savefig('dbm_mnist_confusion_matrix.png', dpi=144, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## visualize filters after fine-tuning" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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8DtAflI0xBlj3YRfrsceaaD1B0mRMkFf9XUk2M5Ks39uBxwJlcj1pe55jjaBe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5YcjsN7RmzvEd58jyeKi0chhXtC1q2ffff3+Sg5FLMFLvfOc7kySXXnrpgXLaSve4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\nSTY96ADtBqPz4osvHvmeOpq14vdwCZ63Vbwps5DWG1VM6fgO7rV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5l87IaRhYQygDY5zE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 10))\n", "im_plot(W1_finetuned.T, shape=(28, 28), title='First 100 filters of DBM after fine-tuning (1st layer)',\n", " title_params={'fontsize': 20}, imshow_params={'cmap': plt.cm.gray});\n", "plt.savefig('dbm_mnist_W1_finetuned.png', dpi=196, bbox_inches='tight');" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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9u7yWDiKrPEoCQ4isrfxsxIpE5ykhklWIGEun5/qgLsWjHvUoSX0bukxjEqbH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hxa/ViR9JN39rbOxs+oM79xVAr1MmNlC8BaL2v189k+Fkelu+LoKspKv8P02crgepQda9VRWo4K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\nARbqjTfeqKpDjRmifsb5wr1hdvhJe8CmJH0dR5SYtZvVK8EWrMc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "U_finetuned = W1_finetuned.dot(W2_finetuned)\n", "\n", "fig = plt.figure(figsize=(10, 10))\n", "im_plot(U_finetuned.T, shape=(28, 28), title='First 100 filters of DBM after fine-tuning (2nd layer)',\n", " title_params={'fontsize': 20}, imshow_params={'cmap': plt.cm.gray});\n", "plt.savefig('dbm_mnist_W2_finetuned.png', dpi=196, bbox_inches='tight');" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 2 }