{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# Gradient Descent Methods" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "This tour explores the use of gradient descent method for unconstrained and constrained optimization of a smooth function" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_python/) for details about how to install the toolboxes.\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\Hh}{\\mathcal{H}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\n", "$\\newcommand{\\norm}[1]{\\|#1\\|}$\n", "$\\newcommand{\\abs}[1]{\\left|#1\\right|}$\n", "$\\newcommand{\\choice}[1]{ \\left\\{ \\begin{array}{l} #1 \\end{array} \\right. }$\n", "$\\newcommand{\\al}{\\alpha}$\n", "$\\newcommand{\\la}{\\lambda}$\n", "$\\newcommand{\\ga}{\\gamma}$\n", "$\\newcommand{\\Ga}{\\Gamma}$\n", "$\\newcommand{\\La}{\\Lambda}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Si}{\\Sigma}$\n", "$\\newcommand{\\be}{\\beta}$\n", "$\\newcommand{\\de}{\\delta}$\n", "$\\newcommand{\\De}{\\Delta}$\n", "$\\newcommand{\\phi}{\\varphi}$\n", "$\\newcommand{\\th}{\\theta}$\n", "$\\newcommand{\\om}{\\omega}$\n", "$\\newcommand{\\Om}{\\Omega}$\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading required package: plyr\n", "Loading required package: magrittr\n", "\n", "Attaching package: 'imager'\n", "\n", "The following object is masked from 'package:magrittr':\n", "\n", " add\n", "\n", "The following object is masked from 'package:plyr':\n", "\n", " liply\n", "\n", "The following objects are masked from 'package:stats':\n", "\n", " convolve, spectrum\n", "\n", "The following object is masked from 'package:graphics':\n", "\n", " frame\n", "\n", "The following object is masked from 'package:base':\n", "\n", " save.image\n", "\n", "\n", "Attaching package: 'pracma'\n", "\n", "The following objects are masked from 'package:magrittr':\n", "\n", " and, mod, or\n", "\n", "\n", "Attaching package: 'tuneR'\n", "\n", "The following objects are masked from 'package:imager':\n", "\n", " channel, play\n", "\n", "\n", "Attaching package: 'akima'\n", "\n", "The following object is masked from 'package:imager':\n", "\n", " interp\n", "\n" ] } ], "source": [ "options(warn=-1) # turns off warnings, to turn on: \"options(warn=0)\"\n", "\n", "library(imager)\n", "library(png)\n", "library(pracma)\n", "\n", "# Importing the libraries\n", "for (f in list.files(path=\"nt_toolbox/toolbox_general/\", pattern=\"*.R\")) {\n", " source(paste(\"nt_toolbox/toolbox_general/\", f, sep=\"\"))\n", "}\n", "for (f in list.files(path=\"nt_toolbox/toolbox_signal/\", pattern=\"*.R\")) {\n", " source(paste(\"nt_toolbox/toolbox_signal/\", f, sep=\"\"))\n", "}" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Gradient Descent for Unconstrained Problems" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider the problem of finding a minimum of a function $f$, hence solving\n", "$$\\umin{x \\in \\RR^d} f(x)$$\n", "where $f : \\RR^d \\rightarrow \\RR$ is a smooth function.\n", "\n", "Note that the minimum is not necessarily unique.\n", "In the general case, $f$ might exhibit local minima, in which case the proposed algorithms is not expected to find a global minimizer of the problem.\n", "In this tour, we restrict our attention to convex function, so that the methods will converge to a global minimizer.\n", "\n", "The simplest method is the gradient descent, that computes\n", "$$ x^{(k+1)} = x^{(k)} - \\tau_k \\nabla f(x^{(k)}), $$\n", "where $\\tau_k>0$ is a step size, and $\\nabla f(x) \\in \\RR^d$ is the gradient of $f$ at the point $x$, and $x^{(0)} \\in \\RR^d$ is any initial point.\n", "\n", "In the convex case, if $f$ is of class $C^2$, in order to ensure convergence, the step size should satisfy\n", "$$ 0 < \\tau_k < \\frac{2}{ \\sup_x \\norm{Hf(x)} } $$\n", "where $Hf(x) \\in \\RR^{d \\times d}$ is the Hessian of $f$ at $x$ and $\\norm{\\cdot}$ is the spectral operator norm (largest eigenvalue). " ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Gradient Descent in 2-D" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider a simple problem, corresponding to the minimization of a 2-D quadratic form\n", "$$ f(x) = \\frac{1}{2} \\pa{ x_1^2 + \\eta x_2^2 } ,$$\n", "where $\\eta>0$ controls the anisotropy, and hence the difficulty, of the problem." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Anisotropy parameter $\\eta$." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "eta = 10" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Function $f$." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "f = function(x){(x[1]**2 + eta * x[2]**2 ) / 2}" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Background image of the function." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "t = linspace(-.7,.7,101)\n", "temp = meshgrid(t,t)\n", "x = temp$X\n", "y = temp$Y\n", "F = ( x**2 + eta * y**2 ) / 2" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the function as a 2-D image." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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xZ66EdXU3zJuUXdXNVEHa15IeZH9V8T7IoqisW2q0zrpN45VfXhwwNsPfjbUjgv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v/8m1a53maWs+dklqFojMCHexee3jHKk0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HQrHnzCghE2OyT3z0usYkpOCFpGtOpQNpwM56\nkluFBRwE3LJOCSR9nzttD7lCsWWuE3zeazjAeYJY2if+JB+wXeg8y1WdruQDR3gT6dlvaJ8m\n7goLEMA5bWH6Pu81PhF6dOyJduBxx7ENr2xWwkoSo6IwqvHwI9q+N28ZccU2kroer5uMWivE\nj7OlWPlMyo07WqLwBJXcLBxSu795mtK5TkNZPTazuyutLt1TVodf5dkEOEMGGNhvGAbcav2d\n7WDjUCcEvaBhy4B45VQXcEwjFZ5CCnKPj45AoCW1QAsknF1ZaTCDSLGzriUNU6hsH7tY8YoZ\nCAl8gb9acElY1ZuhviJp/RzoCEsBdrDUI9C1NaSjYIGeKC/4QBXIaaTGQ+9gFB8oeSDlgZAT\nLcaRqPvy1aWYzJnMxLRDt8dlDj2VQZBfZrMvXjBVlB3CDiEMgILkcCqZ4j3FDbkhPwK5Xgy7\nb3/728C73vUuM/Hd73438Nhjj735b3/nd37niSee+OQnP/mJT3ziv86wu8Trl2iuNbWWWQB0\nSR8xokue58hj9oXOGdF/8NThDTl3yFPftT1lb+fUg0ZKxk3f4/GUKCNJdRKTqPpIh6XSsdKx\n0ElQH+3X81InZR3P63hRx5M6e7GOx3U0r31gIPiezYi4jJ1yHT4cR5Zte0WbCCa26tyS1oJ1\nW/LyoS4WIHhfyNeMPJzxeNL+YsfnP5YACnJJIrlaE65pDwWepiPw6ibKcQTDGjR1ja6pKjxF\nuKCumVdozUJyVTRM0tUlteZUxFMml+DxPZuxG/lcMjI59F02wiFRtm3nnkC4M8p2YNEbfd+K\nNrz6hAk4HvFsy3owATcnPGpnKVUWIGwRmcqmWMLcJTLPxjxhWCTvLfi6c6FtwIuGDeScMQQy\nxYF5g0KX+22AIw4gkw1r9cM+4WSgnUmnCMBduRUeUrWYJ6einGoEtF3VTkPQaqxhy5PVaW6n\nM9ByaXC6U5ux2wqsHut0V1pdetXhpaDjA+QBC0UVIAShQkp8j45GKYREShBEkiFNbOFS4mvC\ntRG2hDkkkudr9uuGJUxttgw4o3jS6Azv89cDXzc6ZVvxsjH2h60NB0e9OMrnDXzsbH+1NmM3\nkI0CDOUylTNPTSt5EMhpKKeenHpi4ktvJF/SYlKJaSWmihD53JTJWEwOmIyZJdz0MI8fvtBR\n0cAdWGo84twjdoxhZyLokT28nkRWYk8l1yVjd/kpvn19xLG7ciOO3bXK9WLYXb58GTh61OIE\nhsMh8Nprb9bd//7v//7zn//82bNn/+Iv/uItfLeqqi996Uuz2Ztd5vLUU08BN9Xdc5zWyAqh\nCI6RT6nmVCsTpkd6OycPfzKgE9p825COCdimaz4CQ/ILa0YQKEg3j4Ka6UK9coXNvBcwuoQV\nXiIg2WICKGSooy7H368PPB1LQlknQieqTkqCqk7qOil1XIjgTlHM66TW/mpxHQhZG0fdOoLb\njUK0LRgHkMGWQxUobjceexL77AQde9mdemRrZb2aOGYrx5f1SlpJXrbVtyetQ4hKktas2IcV\nd7Ul6dX4603pQc29R/BXoSg0gK/Xh15r0KSCn+0A1CW1aHaiq5qyao4rpuGGrmB188SG8AHo\neNxu8B+JYmJTLF3fAnQVXbve+vYbRn6z83sowxbgdofIDDDZh2EL0PdJTGcyzwXkiqH/ZgDH\nQOkoF+BIYQPaLpuF/QknA0DPfkM/sIoADOxiOpUAbNmAYatQQ7uq+y1A17Maq9uq2FgyNZp7\n0xmM15omTRryji6Ap/AUnkRIhEBqpAdQePyPHohmFChBKWEdYGUp6AnuPtqECl5CLonsilUK\nKvT6zqqp5IoDsIeVeUWNDz4kil3YPTzL2SL7R6rxRlhJzx74QCbYMvcTbNUBBOsh33zCBkj0\nQterjQAplqGcFP7r94RLT0ylnCg58VhWcqzFpJaTmnkppgXpneK5uZhV1EBIMmeyML4SM3rJ\nUKF9OjXTEBGS9kmBrqmEYUjhKG1HjQ9sJU9rIug1L9SgQ1SM6hCcp6PQgvp1vOsxjt1j9/HY\nfT/pTGzkR+5t9RZicXzoQx9a7TE6cv0YndeLYbe3twfEsRW7Is9zYLlcvvFv4Omnn/7N3/xN\nz/P+9m//NsuyHwZ7E/nyl7/88z//89eCfPwHDz9O479znJ1nsU4A9njHUzyWk6fEMZHHVoep\nwpd4GlkjFLOQxZxqSjlhGeM9yNPmG27nlLmYy4ictd05jnzfWPz1yZzV4RH6Lxyu+QQp3lfE\nQ82jAugQX2VDcdzLbQ/wH+YbJKJGd8lCglAHdX2bkC962g91KnXo60TrUBBoHdR1qnUg9TCo\nygp/XsVzHWrC58t4UfvjutlH7AjrHNkbMHa2Z6HEJRFDYbOGLddDPCul2wJMFU8bXMLdAV+1\nyYahXC+ZJVkwzmoAACAASURBVMD7A/7VBhzuQTd5DnjYOL/ctnf7IY8vmqt1JWzThMKJBJ6G\nFSmynkcF+HoT8sCrV2Wiu7I7NUCk6YuNtxAQQK/ebGGHmi4bFz3AV2TV5nSCVvjr+WVZUdaU\nXmMfrKT2m03P1RWogFC8bpRrrnjdtpJiuelM85JtzbM/dKQCbEe8XBOuVY7585Xs2p8QXpOB\nw0t1y8AyiSpFKfDWcQRXeT4sZqjwFJnR9J5HIDaBPoQgEPRNi1kSC/rrEBu1aBoCNnW18kM4\nrJhqHQqnFMx085+XddNWM03f50G7OzkdZivkO8ZJBaez0eqQw8NDVGuY06VP2h0e6NqDyBky\ntIZVJNxhKO2UTuAC5tpi7MyBn8pZIJfH1HTMPBTzUE0VS6m8QlwWYiHlWIiFZiHFbCGmtZjP\nxbgUy7I+sicfnIvFnMXrHKxUk/nFnNu+YqivDslVLGr0Hm59gM1uj6UegZYKdRQsLSXsoRyl\nHeG/ymsJfowXojxmXUqJFtQ1ZcXSYya4NGU2ZrrPfs75h/mO+YZjbD/H4UlvZ0BcHzK4lVPX\nRxy7H3yJ137EcezeWiyO/3QX8ScuPwHDzolDszJygyCYTqfj8XhlzK1kPp8DSZLwQ+RXfuVX\n9vb2PvvZz642bd+CfPCDH/ziF7/45ozd5z73ufvuu290emvImVVKQSezb5bISY+tQywtmc8Z\nX8a67chnZ5+XWO05Qoy4mUVCvA6c7mfIXY6tFuo1IiNKObOEKdWMSsMO3ZTgULf1yO7glPmJ\nDslwczz0DQARwcxYFeck5noUZ79DgNpbcnUpmPIqEODPrEU1KaOD9ZLXh4h4a62bQgKlVU8f\nfZ/Y93QodSDx47p/joXQqdYeOtI6THT8gTqotSrrTCNjIt+L51XabOUitpR+G0qvmZctxR12\n64ykRbEMWoCupDC5BMEdNlWQCo7YzmQOwF97zDT1ZrOM7XhsqeC0eWmvWa2i+Y2pwn2TQZEA\nke1gNLQPRNOiWJSNX73zNQOwVIxtQC2pDUDlUZewNlyAUJIYAKFI7DeEBgmVgKeaIF4/TDxF\nz3bZFLYFIzwSw1wwM9BYMutMNomKusLkYBZGMcetSgCU5BWb333JBowkl4yUqFWx2maID0/G\nezTWeSzYNj0ypUtuuadisfqbQ1zR6pApHHHOAtuArrA6PNC3B4UzZIAt4w2CeluVF5DrbVQd\nqnFfzTvBRFB78kCKqlDzD6czIeaImRClFuMA77R8vWZZi0Up5j3deYd4rhLVfF2akGjBrF4b\nL3O2LmEFCo/wF6bdruIUP8WHdJeeQGjXsItN/RYRzuw7ubqkJsBRj0Df0JACeqQ+UkCEilE+\nFIQf4vTKUNPUIWLIqGS5YLFgPmGacCnnVWg6YYf5K/aCf0R/ydxDFCQFSU52YT2JrGRIv79e\na4x57Ql7MX9dyM5dfOD6iGN38AKv/Sjj2L21WBzT6fS5557zPG8ymfi+/4aYn7hcL4zdaDR6\n5plnLl++bBp2L730EnDkyA91yf7qV78KfOYzn/nMZz5jpq/a/lp4UaXUxz/+8TfHfOlLXwKm\ncvYMz4+Z88aMXfEwTx4+nkc/xg9MQE76qJESEjxqA27n/IPG+vIubv8WD5qAkpOP8zSQEsfE\nIy4ueSkg9PF8fI8wpvSoNKJuIntMPWZz6jnVnGqfuY93yfDkbTt8OMvibbomICUaY1nA2xSP\nGkvebbovY93vmAjvazx8OP+fUdtPYkVLezfnv2mU+iInHuIZExBx5n/xJOChMuJMn7kiXhGa\nlAyIdIrux8wkUulQ4Mv6SI+rAqF1Cug6jkg6uq50qGFRZbVIdF2VtacR4yoFpiK+VCtgr0w1\noif4rs08RWsyZiV9m71oM3aO82K/ZV4MbfegE4pnbOuhJ3nUplgetQmSzLdSIuECPBvQkS7g\nrOIJ46ODFmBX8aIZV6wFyAQHRsF3lAtwZMd+g/Pz9iecDLQzeRaecAhgG+C16i2yq8WpRnCr\n2m2IVmMNW5HJnObeagGcDrOtrP7mdLZVHr67RKALbwxsyXLKDEjVWKA9WdZSed4kUAcClJjH\nQsFYyCkgxFijlYgLcUmzrMS8poZEicszMQbGHGhBqofPiKcOmJZUgOSMqc1oDUxn2AJnsIb2\n+8SF7xjeabSUg6M6aKmXbQpT+bQZuy0K079tSKdkmROGqBAVIgXjnKUEiRZon1owKZkvWS4p\nF8xnHLzAw1OmY6bATZx63Hahc5Swo6JpqXFHyQMazInAmSaA40xWU0lKGN4IZPfjlbcWi+Px\nxx/XWp86deq6ter4iRh2b2hvXbx48ZlnnvnWt751+vTpw8Tvfve7wB133NHG//glp9rFl4Qh\nUYfOrXS89U4ryIDoQ7ytRM+p55RdshAPg6np0rmNmw7fNqRnPrZTuuR32kfTCvJ8c9cAEV5M\nCNSUc8o5U0VyYDBBAiF5dX0LGtsQIE4RhIQ+gYfssfgYJwRSoFZMIYgSXSMq6gW6i3cnp8T6\nxEeAf2BPOinxbYZPSUo0wgrkn9mALmmCFZqsIDEBQzqRu6It7jRScqFGJAgaEkfsg16ycZjv\ncHmMFczXI5mt92gkKAYhr4ZN9gBigsJgSXp6624OAI9gFY4w0PGKMlR1JFAZ2c/repUi6gSU\nRlOHGh/Q2ktJfi6qgWWdoYUnmdVBtd6eXtRxVy3vFBEgUGgyWRYqAIFuTOBClbf7G3fEvtS+\nPVR7ktuMhL6wHoGhDei2AF1JbF5k0gJkgoEByKQLcAyUtAVwxAG0DeLMzkMmrQy0M9mV7hUL\nXSzAUHGbnYeB/YZeK88DVQYGJdBV09v9tcec0KD7ajmqFILVBRmFN/0pGQSyGXdKziK5KGsQ\n2pcHQC7kx5KJECUgWCLnEjS1lqtrn+tYiP+Tsaaq5AyQVHMxAyrKkgXQI3mX2BzVSggnNjWl\nGMh1RLYlBMQTe1MvpTu2diEzwcFKLcQkQEcEZzZXpDKkc6c9DDuk0hrI1rgGuiTm0M6IHICj\nHFIbICAlXFKuL9/RXYL3c1OAUEiJ9pBQr5gzTaWpM5YfZlRSL1nMmftUC+w7xfDmBimYEY/X\nekBBTBjgn2AT368gz7H8Jbvkb660B3ZKz1Dyqz40opsRhngh0kN0ST7OO1cFqSlLlgp5GjFj\nWlMfcHBdnp74bytvLRbHah/2/PnzP4YcvmW5Xhi7D3/4w//8z//8N3/zN7/4i794mPj5z38e\n+OhHP/rDftW2Ea+dq/vflRd58UVeXP3/OMeftbmu9/Ler/P1w8fznH9svbZTqJx8yJ0Lng+J\nQiKfICYcUK43XimpPZaC+ZxyyuKAaUbyAN8zP3HTmrFbf/EdDuAI2y8Yi+aY6N9sF7oO2VXD\nBrqXd9/PN02As9/xAd79gAFIScbN4QyVk4QER7h1yfMSGRMpVEzHZyFQEiVAoyKmPcoaaijR\nHgvNtEZPWNawz7wg+Q+jULdy4ns2Y/cOznzHWOO+k7MP2EveCxw3V/bv4eZ/4/sm4CSjpw0X\n6bsJHMCQzmXjVEoiwq/aFRsKf77ajJWrervtfqNifdTSXmo7gD7Za1gnTu/hVrPtTjB6xj4H\nk3HLgzxy+HgLxxx/yg63PWewCyknXuUVzxjOhd7Z5+XkcKKqj1dyU0uRTj1dBGJjASt9LBDN\nJxS+p8NIJ0JsnJb8+kguLQ8kjyA0DGK/PprL5/nh4rzB1+FSWAaKr3dz8aKRyVyI/VLMq/VO\nuKePBMJ8Q98Xr62Yp3Uxj1brPEwYF3p3z/hiSZkyes7oLR1O/Yc9Rm7h6CNsSuE0BK3GSrn4\nP3nIBDjN7XQGWh3GAYR4c8s64f3cavZYp7vS6tJOhwfewy3mqLnAsYft7vROzpkAZ9DRGphd\nkud4JSeUkOBLhIcXs/Sa2MBEzAcsV3vONZWm8pnW7FdUU2Y1dc3sEt+bs9hnUlFhqJeVdHj3\nvxrKp70Vey933c+3DLyl3IB7bAXoqEfgvdxpDsM2Y/fTvO15XsiIY4IQT7HMqb3mJHGtqWMO\ncq4uWcyZzZktmT7HA/vsV+v2NScCWtMEcIxjz9ltcUN+bPLWYnGs/rS7u/vbv/3b//AP//D6\n66+fO3fuk5/85O/93u953vViUF0v+fi1X/u1P/7jP/7iF7/4h3/4h5/61KeqqvrzP//zf/zH\nfzx69OgnPvGJn3TuAHbZ3V0v7zKyrn3bYpfundxpPmZYhzkigowUqFnOWS6I9m0nvA51wJVV\nfLgt5IDJu+kFBAGhT6DwItJbNi71Iib5Gd5WokuqObWGmHBE9zCgWk56Ozc7eTCd5DJiByAt\nB30yEpM19FClbcEEqLRZptcVdcl4Yu/V5jAx5hhJGjFmHbB3C7q8/k58gYgIBLLL/8feu8fq\ndVz135+Z2ff93M85vh/bcWwntmPHjq+xE9v9EQq9Cl5UIb2iiAq1EhIVAtE/QGpVVW3/oJWQ\naAWiSEARhUpFiKK2SFRVww/6o8CbtE1+Db2kiRvn1sRxbJ/bc9l7z/vH7P2cmXlyMXlTav1e\nL0VWnuesZ++Z2WvWXvOd71ojNjMfEBoePOiMeBu7DJWpgpRkA3s1okRX6BJSoh67RlSAQPRJ\nDrFDNIMAdMg71kK8TXrQpR5mxJsZuMPiKITIiTUwLRJbIUAWzrCRE9sKsxBLh9RGRFpk805V\nfPrktkKfdoaTWNvBgVi6xJtd/lAqxBzp9HkG6mpqN1IsNQdaTuVZmm16k18ZkIysp1mp0cjl\nnlcEEysE0aoYuzWAPNGqGFnGUM0ExBXjkTUpAi6P3HGD58A+LasUrNr5VoFamnYzJU2FXnC5\nsF0Se9w6RB401aOdWanb3oMA2u7D6pB51pISrlmczNy1FmYMxlOYXSd49pa75sqMSRs6Fw1o\npKFPcpRbTGAUI3tkG0kVSIRCCHSLZBN7GmJeGZNsYbs5kwV0wSSDAR1NNWSs0V2u3OrCY5JJ\nxfLUufTQSy6FLiMxAXpKZLq5tU5bn3bcMaeczPZOs1uxnvuKiT1raZMd5LamwBQ58SYGAmJk\ngAoQA7K3cFeDk1cxwR6SkmLCeMxozLjPyi4kjGAESOSIS/Y9YvSIFdOdkDwh2uWbk/Mi6NI9\n6KYLt2n3qStcr7L6A37AjSbXLvC9G6PcydJF4Lnnnvvc516pPUmSvPnNb1ZKvYKOkddWi8ME\ndn/6p386xY++/e1vv+997/vyl7/8hS984QbZn71RAru5ubk/+qM/+uVf/uUPf/jDH/7wh82X\nURT9yZ/8SZ6vv5V/fIDcq0oHvR2liAQqJJ1DlOgJ5YjJkLGivMLzy6xeY3nIyFuoAcc5/iAP\nTj8e4tBDPGQrHOTgwxaf4zjH/8NajwK72f2otS6fXfxtZetTFtgwxxue5uGMLCULCWOShFZI\nqQglSiBDhgMqg6VVVBOqMdWEYpXxmMmIYo6uvaL1ltSABytucssHACnxA9aieRfbHnOXpyc4\nZCvsZ/cjLpx2mH3f5D+nH+9i/4MuQLLP5QOd4vBDfNNW2MnWCzwFdGkLWODgFS6YtikUENAP\nGUpkSAgEBD2WAYk0L0dFUDankVcQMuoxmb6CSiqBBkr0uH5ht5e42vxEXyO8ygpQUC0zAnrk\nNkAyi9jd7UIss4jdMRdiuZNbvuWSe+5ghw2FnmCvh3TuZvOjrMNjZ9jnKXhZhC1ST6FNumRt\n+XXIH3jF11LbvYL389lbzKYxeo30ugCcYI+t4A0CMwPlDSMziJ33IJh5WPeSmNpmLeIACXTJ\nKorGcgR0TLHqCKkQQICa7lkGEDHqMZFgViIKUdbxja6ogADZ4gVgwqSiUqQFl4GSco0RsMDO\nizys4SpLWAY/lYzDD1iTYh+3/qf7pO5yIWRv0jEzMb1pC+xi8TELCk1cMIwZ5zC7I+G5l/Oc\nvMiTMUFEmBGFBBEyREqkwQUjRnNMTDGikokiqFgaMZwwWWN1ldV5Dj7MV6cX9NwjMy7Uc7DA\ncY4/wAPTj56LZsaNe06eBrFLiDu0WmRbWWijEqKYMEQpREoyJtCUJePnWLvxwjq4eD8X7/9J\nN2JdHnnkEXtb7yXly1/+8n333feql3pttTi+//3vA3fdddfHP/7xkydPXr169XOf+9zv/M7v\n/OM//uPHPvax3/3d372eXvy45UYJ7IBf+qVf2rBhw0c+8pFvfOMbQRCcOHHiAx/4wOnTp3/S\n7apFIQRlxRqYFf2yqYuWQBc5TxCwYDQlQYfBCbYpAmr6mghJb60ZIeWYIiVLCDXavAA09Ogr\n6/DZAYPDHLYbMLv4szFCICff2GTmAi3yHdh5PeWEtbGD2AVL7nsxRkToJo4WHa4dpxsRB4QK\nFZNUaEUgkAIJKiN8M0c0lOgKAoIVNpVUI0oNAtElO8LtNOBZj07HBTIHdA9z+/TjHP3ItckF\nBrbCvPvR/CS1TgEZ0PG4iW3ygQWvpkQLeGeallBVVGYLrGJlBadUkkKWFsTShxVrT0c1ebGq\noTMGhAMLWEqI59YhnADo8uJxoqgB4VLYzdxUXyB7TN7Y4BkCmZHssh6lQGaEm1hnoyZk29ht\ntzkh3m6xfzLi+eZjgQBSwl0O8hS9kb2NggYiwtutVvUI/4dLMFKo0sKWeqiz3MrLy8C9gjeq\nQN9ViJsGBE32jd1IuwtBg+VkJPPWFRKiHe6wpESLzrgFG9mprWbERDvYMv2mQ/FTLNgKChYb\nGx4z7nLlrtpiDdBJynDNgo4CXkhxjlrTyFFzwdGMOc0CwF3CkRUBa4q0wRRNbn5KZJuHZ/BA\nn649KfovUWWzb0+rDS8xy3r2xPSmLdClY3BxUX/MjrJPowXEKIXMiO9gq6wdKW3Ct3IYSk2l\nqUoKhRyyVlIWTMaMOlzdhWhGdWi2YifNoAEd5DULFIyIoIwJY0IzLDm57SFbtGz3CHTp2j52\ndpvFc8ILzMfr+cRaILayaStzEUGICpBt8v1sNLUvoSwpIsKD9KoGiZwnCJA4YKcuWTbjFvhV\nF28MaR9g4cYod/LcF1n+3v79+z/4wQ++glaSJG94wxuu53qvrRbH1772Nftjmqbvfe970zR9\n97vf/Rd/8Rc3A7uXkDe+8Y1vfOMr2dCrYnU/PjDvRzxTNGHQJhafdTl2h7n729ZabSd7L7iI\n3R0c+9+sH/F8G4euuIjdJg6OeCSjnZLHJBtZiJENuqZAxmR99ISqpJpQZgjJeMR4hbVlVtcY\ndug95dCDWt7ysUv3qpVY0KbtKXhEljZtGzXMyFZdxO4sZ/8n/3P6cSMbf+SyWM5w5husT4Nd\n7LrIxZxcEWRkCrXA7WMuJqQ0p3S2WQHMgZwCkbDWpTQvuoIqYKQYafSEsqCq0Cuo5/nRKqOS\nakwREXpIgAdg3MNRT2GBwfMWMtTmhKfgVVLokNsK3hYS0HbRiAHdy24+R0ZiZ9stsvmiG2Gf\n4vDXLYjlNm7xsu2OcuAB6xZ3cvu3XCrYAfZ820pLPM6h/3Dt7Va2/8BiTZ3mrv/lGsNmFp5x\noKlj/4xzRnmLbNmyh3MuKWpWPE6n9/PZW3gNAE5z5H9ZZcC8Lsx20xsEZgbKG0Zmhtp7EMw8\nrFlz8h53ewaa8gzGM6fZsh1tjtsKnrnOtmEWsTvF4e/waERgAqwIscY1iQiQIUogAoYpExNY\nSIgY9phoNGgTlITolCtma37IWsXkCt8pKVdZLSlWWFlk8TEL2sw48wDO+89zDp7rYMa9nOOc\n7Z1eqtyJ474858aMA9zK1mtcSc1ZPqQxUYaYJwlRChkiU9J5NFSa0qCAPaqCpRHDNVZWWUrY\nf81F7DZy6AeWvXlOnpkXgfeawH2V3JBV7KB3nP03RrmT4dMsf2/Dhg3veMc7XpfrvbZaHC8p\nP/dzP/fud7/78ccff3XV/xa5sQK7G1n2s/ckt44oxxQKtcjWIWMLbxvs58hUuUM/cxOs+szb\nCn3mAhdv6zIXWsvokEABTKoG7FFIWArrinHMIaq66Fi9ykxpTVgM6oqtQU73Ft6k67O4TOV5\nOWJsQqIh4wV6x+s21L0AKvTUgXboHLHaHBJOnIJuvkJGthWHr+BRDzt0PG5iAAmRgTpGrBTE\nKy68EVEuWcytkkrzPE1BfCBHLdRUMAHhgOW7aCUkIBQqIExI97BLmLRWghz5ZvaLGhwVRm3C\ndjMIJbpD9EYOT5pBGFEYaGpMZVg+HZK72DdtkiIom623pputI+yffkyJ1/wKWx1boUU+74KI\nA1ehTzfD2S9YYGAreB+pIZZ1c5qn6yl0advoaY+2p9Ai29SA0EDX7RQQEY4te+iQewqetF0F\n7+ezt2iR2g0A+m4vZgFgr5veIHAd49ankzkAsD8sbfdhzY6bF5m1ad/lKGgP6WwT38XtgERE\nSMNkjRvPHCLaxG/ksGoocyGqbE4vADRljngTt5sNXE0VENzCYsGkpAQ9ZDhg+fZ6HDQMW1wb\nW+kXGkoY8fy00TGTay5dMkaMGkZmQqRg4FqsN7W9iQ+kpFvYYuvbroMZ99KmPVUQCIlgfY5p\nYAO9N3AmITLhaUpcUSqE2dQW6Ix8Jz9dUlRMCoqAaOhmV8whKmsHI0CuWUC7ggjVoUuTzNtl\n4J3f3WXO9eqOk2fmRdCnfwdHp71IiLp09rEnIohRz3D1My675qb8WOV1rMVhtm7tAPEnKzcD\nu+uV5/jed5u11zyL11zErsvpZ/hGTi8ii0h6tLoISSTrg6xERJjSMajSiHEEmtVlVkwVpVVW\n9nLwe07NpOPe2m4He35owQ9HOO0pbGTLj6zK6ce49//hn22FFp1ly6Fv5dxV9woSaWg9OW1F\nMM+GZa5EJAGhIogIK5TB0ky8mBMGdAqqkqqkMsmwQ8Yl5QprBWWfzg957EqTJraLXY+5jKWT\nnLRX1Qc48G0X3jjCkW9YIM1Rjnoo4+3c/h0LgznFqQf9cdvxQ4todQ/3/Av/YivMM3/Jeo3N\nYgkJydBKI+hw/kHun36MiMZuTdk2577BP5n/b9GaY85gCRmZqZ8yz/6rfD9uNtRiBhUrypqM\nEplYaQQhVctJdCAk6lhNiljqMMTayolZ7dStEhUEDFtuFBUzzJlMN0Mlw8SNPkPU9JsKYChc\ngA1C4VxzVsETT8H7OTCMGE37EFgNMCJYm36jkNFMp0w3p3y1mLWO82iqZqCm+kstJxuDkDKx\nNuIlUljoV0kxIRs2a48Ro3n2XOIR8ycDOHXpvsALy00M0eHcg40xGPEMxjMnz9iYMUjPXJkx\nac/gmZkU3pRhZlp5k46ZielNW6yprVA92n26V3g+QOWkCpUQtVE5iUIqZIDsEMR0TQRmcEGJ\nHFOUFAWTMcMFNjzLhZJihSUs12QNY/spCxT0nBszDtBzj8BdrgvdyZ4LLr57yHXCt3Hwuzyc\nkZtKoi3ymEELGRMZNLRF2KFjQuWKsmIcM464OmY4ZnWFKx3Spy3S3hhCtr3Q0Gdv1jr5b5bX\nVotjYWHh0qVL//mf/3n77etshM985jPAqVOnfpzt/S/IzcDuemXA5l1NVmxKq+NiCS16u6wV\nakw4AazDMBPSIUuqQdi6iIRpjTmAHpsO0BMEpjZeRGsvC2UNoTGiCIl2snXIeEIxoZinf4ij\ndXEttIaMfN4qy9Smd4CjdiO9N0qLzgF3Ve2dPRER9Zx1+URTlNa7NqW11ICI1BXbaU4uSIEF\n8nZDaQqJc9onWZSIZqdVJrT2Mmh6QUB8gO2A2asaU+a0FmhPKEr0GqONLJyoO1UfW9Cnb9KN\nzcc55o66vW7TnmfeGueep5CQ7LBKanXpegoS6UIsbRuNmH3leAox8ZxFVgNigp5V0ytCjms6\nUS0Vw5EVyRVEHpCZE9pZhzHVkvuyDxksOakP1Yq7S67orFovwgoxchUC8pETTSr8pFfvSI54\nRsGTyFXwfg5EE4dt5jXAsNPWFUK6K/7um9PNkPGS+7r0BioFb2DDJs/RSEXbfi4KERGkTcG2\nlCQmWLCsC0hI7MftGQMzBtOiZSsEBKWbFesZpGeuzJi0Z/DAgIFREPXHvqmIKaBBv+aPc1dK\nrBAhQZ/uFvoRCjAFFDOSw+wQzU8ystvoaSoTk1XomOgoGyaNc9hA6nnIhGrouI72khuHCUIF\niiAiyEhDQpsN+VJbsR3bv8VEI3995ThA4x4FCEyhQj1gcJC7QoKQICFq09rLzphA1PnCxKR7\nGJiac5oiobXLfWN2kVfR07TZmNTG/CTERDm9KWSXu68JIKPVa5h/KcvwXW7Kf5e8tlocP/uz\nP/uXf/mXv/iLv/gHf/AHJ0+evHz58t/8zd+8//3vB9773vf+Nzb/leRmYHe90iPeTqdCF1SS\nMCKYMBkyHLK2xlpG/pjD59j7lMux28Pxx5zV4aELLudpBwd/aCF2ezj+fTcrdgt7nrUWlDmn\nR9biD8jZA5cjsoBEESygE6QgaOoPC0FQEJlCIWOKDJHBiHFBucxySbnadKe5YMdesGbkq+6L\nNqNlKyyw6Xn3QI67OPOItfTfxq4nXcTuECcesnhXu9n/qJv0up8jF5wrHL3i9nqOfdesDL49\n3PMsPxCIjBZ1HkMUs2pAR2AeYbIWZGP8iqSoq0kLjW4TCPKqTnStSiqBLCmnlWJCKs0aUKGX\nWAkICooJxbQqbJeOjWcMGFx2w4uc3FbYzvYnXK7Y3dz9yhDLMY7ZCndy57f4lq1wB3fYFdpO\ncMKDWLwcwDOc8RS2sOVpC+GYpWy2aS9Zr7GO2+tZ8RS8n8/ewmvAbCNn0xi9bnqDwMxAecPI\nzFB7D4KZh+U9SmYed4/uDxubz0hDAmMwbXKzvRijpzzthEihNMogW4BE9FABLYEwydchUdFA\ns4YA10XI2lyLgkmLSPJiwQRYZVmju6SPWrNmgX1X3aTXbRy9yoPTGDnjyPddxM6bmN60BRbZ\nddGa2gmZt5/gOQfPdTDjXk5YziclTUgzEoVq0QpQhiE3IIoITNGWkLAiMokLmlJTdNCC1ZKi\nYDhmDoRbPQAAIABJREFUNWfumuuTW5y+yIPTYFCy52kXsdvN8UctJ+y5aOAWDj1uuXHPyTPz\nIriDe6/ylOlOQhIS5kQddICUCC+gvyk/bnlttTg++tGP3n///Q899ND58+ftq/36r//6z/zM\nz/w3Nf3V5GZgd/0yElxrMmFFWNOqatStRXueIwGxJBCEIa2D3GIOJyihRAdkG+mPmBQUYyYZ\nnYR4WnNOo9vMRVYBrQ4Le3AKJ6Z0EiuNMae/y2ex5KmlEAKU2jqXMiQSjM0jj6BPVdb/i4Ud\nmpoLoUR16G/jvCAQCI0MCAqqCqHRJVpDTNbnvglFhV5jkhFdZus01RfoMzjEceq9PN2i03NL\ncA1YuMPqZpdB4hYe6zFnw4p95j2UseNmxbbobHdLSSVEpaUQUGlGwBR6DKgqi7ic0FYsq/Ux\nRKIqyunIbkDq9QtmHp4HbKTVbag2EpXSGtd1sIQiAlp0FzkvUdT1L5KCvdLKiU7Id/Om6YOL\niI9zi32PhGQPC01FFRKS2xqw1oCdCdkeq05YRnuBN9hAUUq2xyJEdume52533NK9FjK0QM9T\naMiFDJkUlH3yYy7ByJM+rWMcCVAJIaAISxexm3dvEZPsdaGpjcy/iXNWp5wuSGSP7lbWyxyk\nzSBMz+1IrYFSiJR0rwUsKQiJjjVAkYCUdA/rzrqiDIkndWaurijb9BY5D5SMqybwGrJSNSax\nkbxjIU+ARNlptgv1AYBGxpKgcnNxEjpLLOl1LD0p3b3akErV7Q8igpSoauhucywALdoHHKpr\nP3Epmz13WvWZv8N1Pt7E7LvTFmjR7TKgprgxYHBwHS3TAtGjcwu7UkKJCAnadDbys6JOkhUS\nrRAlpaDSaE2R0dvE3SaJAbA5rE0bdNlAZYAgqlzELoK47mYbSGmlLiPTw8869HL34BzPCRsX\n3QB+CGjTz8giwoAgJkzJtzGnEA2BtwoI72CrZlJRFIw6tBYcFnIRM7YQ4ldmMvyEZPUCz9wY\ndeyGF3m98yNfQy2OxcXFhx566Pd///f/9m//9rHHHoui6NChQ+9+97vf+c53vo4N+/8oNwO7\n65VrPPNUkw3XY/GKy7Hbyd1PW2vcefZecleHixx/zlr85Ry6ai31BLQ5WHAxIA6IQlptJjmV\nKZsHskIGJD3apuZcQZnBED1kOGEyYbTCSoveU9aiOaX1mL8m7q5aW1cZbU/B2++4g3PftuhB\niXU2l5EDnP2hxf4RbPS28zokT1q9Ttgz5nlJEJMKZEQ2YBxTgpAEApUgerUvlkCFSIhatE0B\niAlljtIN6d5gjYrWEs8DY8ZDRi1a3+Gh0no1bmXnU1ZB+aPc820fYlm4bGVfnqDtKcRuqV4P\nyAyJJu4bJadj45RdBlddxO4o9zxgkaI2s/iMn2R96pt8ffrxFm573N2jOcDRb1sYzO3c+R0X\nsdvDge9bpKhDMwDwdm59wipmdhenn+ZfbYUFNj9vpX9u4V5PIaO1arHRczrXXJjHE0/B+/ns\nLbwGABs5/QOLXe51gZoUtd5NbxCYGShvGJkZau9BMPOwvEfJzOP2jIEZg/HMyTM24LhrkJ65\nMmPSnsErgmPc/RSPJcQGq+6Sa9YM7gVEhB2UIgnrso7S7EvKaT4VJMguoaasKEC3mChWxqxq\nqhFrFUXKhhctj9fizEV3YEdsvMqPpt7nAGe/7zNZHfdyB+e+axnD7Fas574858aMA9zCrSu8\nmJOHxCFhQpIiBsQBytTGC4l75JLKJMaWjHOKhJUJywXjglGb0TIP00TYGjIOXbVO+l3k+FPu\nLPNeBBF3P+X6FvtV4jzUG0deuJ8X7v9JN2Jdrly58upK/xV5DbU4+v3+hz70oQ996EOvb0te\nR7kZ2F2v7GDvGfaU6JKqIhizZ8JkwmTCGESH+R2cBG0W1im91E3/zJnbaq0OvY9Axpy0Uq4i\nghHQHKcpIESWLE1RnU5d/nRK1FuIyPbQkUQSKYkTetu4D6RAVHW6gywpK/SECnRE5xjnzJHY\nEwoQQV1aD/NvTn8vJ6ZNmiI0U2m5ChHZwM2K9dbEGR0bUzTdlPVavNAUAeWau9sbEw1ZMuMS\nQodSr8M8Bv0K2xbo0ifvNweEhiRASmvMDkAiIEho7eCnTZKsBpACVTUVVYCQdIGfodmHNcM/\npe+MmMzRPslpjTa5rqqu6leLRgzoH+Zk81FPX9VT0KXL4KA1brlLjgQGLNgKHXotF0vwFAbM\nhRbcC/QYJFY6nqcPtOl0LSpYnzlPISPbxOL0o9dmXiIrtu8peOIpvFRWrHOLlNxuwGwj23S7\nLnlxwAZbwRsEcwV7oOaY99rsDXV/ZtxyWvbD6jVNavhndWTWnLBsaqGdFFZQUlEZ6DQlFoh5\nOie5e1pYLiE0qtPd2JTWFt5k/ipB1RS9qjlYokrJd3AfFFVdgDBaYxMwaQLEAa2Bc9JJ1HUQ\nu0mXUlvRZEw84prNG1XEukadARGjYtLYukhGJ7HwsNZLkMnaGyz81XMdzCC4Of3b6oE1+bCi\nYALaUOJCwjaDM9wHIkRKhEJBJdCyzuuvYlpbOVcxqqgqxhGtiQ/I6WsW7S9GrrGk19tDiIxI\no6abGYOtblZszry03qE5c4tup1K6Kb3GNkSH+e0cBR0ShYQhYUQi2SeRCr7Llc+6q4gbQqID\n5DdGHbvlLzH5bq/Xe3XN/9/LzcDuemWZ7z3frL1aLI64CHXKK9AlHvJv5q+SsMv+nBcksSBS\npIIgRPbJNdIchyWJMrKCcsKkoJgwgtUhzw5ZHbFaMF7k+FM+SWXP8xYFJOS0p9BhyzWLk7SL\nex93s2JjOiOLsHwr555qADnzkqiQ9ibRgPNXeSCirVAhWUSuEQJlsn0FQQo5MYgKAUIQlQ26\nNq43BEUOY8Yl5YRxiVzmWbMuv8YVYC8nH3PYZgeecCGWXRx5zClddtRDGRfZd9EiDN3Gqcfd\nwmML7HjeShLczz2PuBBLh3m7uMMBzj7qYgkh8cR6AWzj3BULNwqIChexa3HuQmMMQMhg6CJ2\nPe59in/P6JqXVsbmMc/EZNPd2D6tgktBE4K0SWKWJIFq3ittyoQCUEQgMsitnVyBSJAdK4JJ\nkXnzUSA1RIR968WcIr3tOUFUWOFIjghdBUVQWg6kBYGr4EmOsBUkQeX6n8y9RUhYuRdMkamj\nEPRJBUyNNkPkVq9jVIdAO72ghQJdMgZaVHGzVimZVBRmqM03BaMB7XGDGlaUI1ZzNptvNHqV\nqx3ufdJlm3mP2zMGLIMxRrONc1csaCogLtxc4AOc/Y5lkJ65MmPSnsEDMYk9a7ax70mXY7fb\nnVbepGNmYk6nbYcekJDFiJKrIZFCRUQJDIgBU9Y4QAbEFQK0RINOIENpCpM9qilBT1iZsFpS\njlkakL3Iv9OshQRSUNHU9l2DBct9MePcgF3ce8FygJ57ZMaFzrPnksuxM044IIrJErKMVLEW\nEgcEIWGAigk7tM2xbIJKIXugKUrWNOOKUczoCo9MS1Z1OT1sgMwKRhCwbanJin2dkajXS5Lj\nLNwYdeyKp5l8Vwh/U/6mzMrNwO56JWPzdKUe0ErcnK+Y3ry1Qo3o2cdIQBFRlqwYk1T1sa3T\nfQcJaUy2sE6KEgkbdnCPQApCA7YJkr3cag5IBS3Je9xnQsOKasQwpTfH9uk2Qc789gY3aprt\nhCAJPQ819PY7YtqbuXP60WX/lFBGDcAm6l5nY1ZV/VuADjowfwFIU1qb3AMi28xt55SokzwI\n6NzOJtGc5aURAekuNurmzK6QbDP9Ci1gxASIyU1JrTGTgnLA3D7qnHPTk5z2oHlwGt1hbq87\nLN7mV5uBp+AVHvNgyNms2JS2rTBbcjal6wKZrdiNYGKS3EJ8Y8KxqxA2pU00YyCg1NYtNISM\nbSp6SGvFhUIVorJyFyLyFTeVIaEqrZ8ktFddBUlYWRBLSnvZ3QvzJHWvIAm1i9hltN1CYlXh\ntjmiteIoyJHbpIBWZf0kIl5ztzVVM1CyVljHWiUhhDHBdKhj0pjYy+7MaEcOUtX1oKmIZGzd\n1DMGZgwmp2vbm0mtsPU9g4xIx24tW2PSU4wwpzXHZixWWo/BHu4KUKaqX07PFAiMCTVIRErL\nkMMAgYhJdrOhQRm1pgrJ9jGnQVNoqozBVp/g216zXEcHGjCsNsuQcswqzayM6K4xEvXaOAIU\nYWTR+GJa9i10kztiKfS2O+Pmr69y5ndwasqHi8l6bIpJzOGBASqhtYE3gjDH5koiuMXAfpqJ\nporpLnJ0Sm5MSIf1ozdRmdk+XrfAmLyql1v1RkpMT1qHw3qvCSCilze7HJdZwk0duyk35bXJ\nzcDueqXN6hauCSJBIlCaBFSJpEbggpi0pCwYTxgpxiXPj1iZMJqwAixw/JK1Opzj0AtuVuyA\ng5etlKsFjj/v0jW67L5q5QBu5PTlBjcSkEDGVm3V3OpzdsS/SaKATBFLoohByViRCCREMXTI\nmwrGwtRVMQQ+jZ4wSWCVUUU1ZE1TFugxy8OmKB0Q03rKyXPctORmxUacecrp9a4X3KzYRU5c\ntACPTex/1nVtWzn8lIXAbeOu51zEbgP71hr4QUCLUy+42xkBO7VFOepyz2X+LaYlaiwhzpkf\ncU2gDJ7UYy5qSk8bYNLkjkBgXhIJwtpQFiVCNO/pot5iC0LykrKsM1GiFG0XmgkppXNIVDh0\nCTYFrUvWQAl2PubCkLs5ZkMst3Dn4y7Hbgd3/NBKCN3LCQ/p3MzuZyxz2seZx3zq4ZbLFsIx\nS9lM3Tgsp+NhpZ7k9OwreD+fvYXXgNlGel0A9rjd9AaBmYHyhhHYzeFLlrW0aQ/9449D+9lF\nlPZeb0QUEJTEgEIoVEYQkuMcGCXl+rY8GTInov5sQjppoCwAdJux4hpQsKYpI9qrvGBQPU0x\nYtmYtJUjtbOyukA9KR4sm7MN2m4iObCNu552WHrOpGNmYi5ywtsu8KZ26E58ZpyD7ToUKqEd\n0QoQApWQSmSCKJEhoUAEKIGUdfilTfW7CDpIGGuqkqEiGnO5YlwyKlitGA84O7JcQcrWiqfM\nOI9hDG1O/8iC3j0HS+2015mCnosGBhy6bLnxqZMPyUPimFyShoxC4oBIoWKCFm2FAK2ooJTo\niolmqBk/6yKON+WmvGa5GdhdrwR0ovXTYGWFhmI6fCE6oapXhsSKrGTb9LeCSDG4hYEm0HWU\nkCxyS1Uz9nRJKQg79CdMTEgRMZAcZ52oW0V0IosjEtPb6Gcppi3ryMhZBeFiJFFTLuFlJEyR\nOR2AGj1S05peglAgIxZ28DMaBRKEIJyS1UxMI0gXeEtJWUFFKYkX2FZYaW4pPdNNIwn9sC5K\nV4dKOXPbrGJU3kcgY86mM+bM7XB7HZF1LFJUSt9TCIiTuptGP4hJbAXhvHSJ0Tb5PbYAGINT\ntqikNbAKytowamkRtqw2h6RbLGsBcjobrMMtYjq73DZnDHZxWjanzca0p+e6mkg0Ir/D4jsG\ntPfQF/WTMt9EhXXcZ0B2K281/1/ViYpOemZItpO3u8Mi3UNU0628mZeXmPYO6woCpd1s4oDc\nvoVpgK437+o2TBtJvWs57UKlKSNae63KixHZHWw1WZbNN/ltjULFOKN3i58L3L7FAuRy2hvc\nRxOSTSxKZYvA3vwFFKLplYaiRSXcWeaNW4yevMQ0DKbOOSLIamvpASFx6nLFPJOOyDsuZdOb\nFAntyM09z9xpZX80/NGMXmyxFbvMx5xu+khAmNLexq0SJUGhIlpbeDs1DxhZ5wJPQEMlKEPa\ni5zXVFOPJAi0NQ4pMl8/LaPwSmyacatMdwES4QJ+QOQ6wMB1j0BMb8HqtXGwpr+iHreNUdPN\nkDClO89WhZIIVRP74lvYKagEWlBIsp1k2nIOitw6ELkKqbxEK4UoiY1ziEmwilPelJvymuVm\nYHe9IhlqnikZFaxJOkO38FiH09csokzG3lU3K7bNsSXrGMEWh1ZdxC7noObhaF3/eOgidhm3\nj3lWkghCQR5TThiBgkCjBEITaGJTiKSkkogQCiYV1YQ1U6NkzNKY1YLxhNXNnPuRm+fovXI2\nc95WCMkn7tbYJs4+a7F/UjauuVmxGzlzxaoO32FXxWP2SdddTo6sbvY4oC0qjyIecDjkBwGZ\nCUo69FZYNTVlAEkY1FVulahfIbJDBJTr28rKUMEMEplARWFAx4pywliQa1bWmgzNlNalBs9Y\n4Qp1OZL1zbVbOf9Da1gUUek661s590PHGAarLsfuFu61Ffpsf9E1px3cbSts4Pbn3Dp2ixy7\naJnTFu582kXsNnHgWWskFzl+0TWnOW59wUop3cHpH7rHGbXZvGQlpe7i3sd8ymZrZKW13sq5\nx9wjFjy5lXM/sBQiWmM3K9a7hdcAYCenL1iN9Low201vEJgZqG0ce9I93NMbau9BAD22X7Ee\nlvcomXncnjEwYzCeOU2NbboXn5GvNjSslJYm16yE9ak2KFRm1lWIoPnGhDsCoerAS3brSo0a\nyhAKArONbipx5PSvcckExwWrPcIX+N92KfIeB160RrLDyaFFHKxAsmvFQuw2cuaSe1as5xw8\n18GMe9niOh/PNQFbOPcj/jUkC4gisoBOCAIRkkpkQBhBQqCQTVGVQBBotKCEAsqQasSKZkUz\nqRhGbFp1Z1mb40tOUv/BFR4uoWwqa+ccWrHceItjy645eS8C7zUBJGyvuBaQKmKbu3MDSXGB\npRuj3Mnk9S938n+q3Azsrlc6JDuadbAkq9guCDShRoIsaW/i7UCB1lSCeMz2iqqkMCBcSFc1\njJAKHdIT7kI/ZM4++DJk0PEBuVZgoRGKSK9foQSUeyxEhB6bK4FZEQpCbZWRC+lt4zw1iiPN\nbqOuARsqtCSb460VVYWuqCqoGE4om00ikdDbzEmapbQk7rDDHINBfdfeggXIhbTTpsx6ozC3\n0QEbupEFnlGTVNaxq5DYSzdustSmu8OVyWCdZq95pKUEUgsOgUwSV4QNKklCumDdkRq00KKB\nx0LmFpvaZgIBQVXDk5jKhQHZNt5Wmb9Dk3W77o8C0gUL3JKEQ/eOCe2cN1gfW3NsnLg5g3E9\nbjXwaRdBFJDSt7MU28wpi5CkIaXdss4naDPY4TILI9JBg3BodEp3u5vxFxAWVpMSut4VPEno\n2Vfwfj5VmHLF7AYYabmNTGm1mBeOgtPNFt2U3H4PdJhvzu40ed+DhPWaVSFhQsdOeu0y17fq\n2AExqW7SroGE9mbeNv0oEXIdidQSQrJtvA0QVM00EVDodRiytY3z1G0ag/AimIRs3kING3O1\nFcyywyBbKEpvpRFTjawpEJjL1AYTAwFRyzrINaI/QwVzJqY3bQFFmlgZyvbEF3WImXbZyToY\n1tvKafMUJCpESWKJkEjzb0hrA2+TCA0SLQAKQUX9XxnS22K1QcxQNqMmhatpobSS+gMIAkJN\nn8apeg6WGScc0JUulh8xUCRNXj8pcxGnDbynCCQypA17BDJAAIp4kTdBJagEE00hiHSzs/8j\nl5lwo8jq/aze/5NuxLq87uVO/o+UGyuwu//++z/84Q8/+OCDWuvDhw//9m//9lve8pZX/dUz\nzzzz0Y9+9B/+4R8uXrzY7XbPnDnzwQ9+8M4773zVH/6XpOTipCk4pFgs3cJjEXeP+VeaeCJg\nb+gidiHHJ9biL+TQhIcEuajPGIskrYo1UJrIFK7TRIbAp+sSCaKCgpGmKhiFdCY8WTAsmUy4\npqlito4sjl2Xs97qMKBbWPT2Hueu+hCLs9/R49yypRCSlazaFtPlrLIW7hGbxg2NRhAq8px8\nyLOAIBaEkqjh+Bv2v5CIiqCqi48IUBVRhW4OfigCREBlIoCSSUA24krB0OwSjljJ2bHM42tN\nStkGTj3ncuza7FyyKEebuOdH/qJ5weZRzQKZyi0Ju5nzz1iHe3o5BOYKzzj5eoORi9ht4p4r\nVhpji8VV15zanCqsXihuK/mujXS2OLbmAMB3jlzErsMdhUUv63Ji5CZvtthdWYyiPmfGbvJm\nzpYVi+I2z9mJe4WI9th6FS1wfuJewZN5zttXCGlP3DfZAmcLSyFji3A5dgO3kV4XgB4nxtYV\nWtwxdjl2OXcOrYHyhrGEgNtWrDp2AadWXXOSLC5bD2sT91xyk6y9x+0ZAzMGs8U1JzVTf9gz\nSM9cmTFpz+CBjZz6UdOLlF6LnSs8YbZWJUFAEpJXLJuc64AwQMdgTmqRCBOtQizqOKwSdfkk\nDZVBrySyZFkz0XVWQWuF75esTIMt2zkAPc5ecRFiRVayWtXFzMk4d8UZN38rtse5aw7S6Tg3\nZhygcY8CGdJRhAFJQEdzJSAWyKAOKwPZIHygBVIioRKMoRTEmsswhmXNWLNi3Pj0Fp6TBwL2\nFtaLIGheE1av118lr0CL+YnKAbgxyp3wJbhZ7uS65AYK7D7/+c//wi/8QlnW0Mv9999///33\n/+Ef/uGv/dqvvcKvLly4cO+99z75ZL1V8fzzz//d3/3dV77ylW9+85u7du16hR/+VyVlb4/d\nmkpTaFTFLWXDh9MIxUBwStebHVrQCd0KW5JBaC3+JL3QrbAlicU6uaeSVF4hdVEjYWadnSoi\nl8YnoK3ZSx0nSU1rM2/VCGoc0RC2q4JCo0smIQNpoT7GUxu0wPhWRaft1rGrXN8a0us4nYoT\nt8h+QDt2wIbMTSDVoUswCki81LYAXVjoQkBcuIhdQLtYX0aLkA07avxjimpkmv1NB4Ug29IM\ni4YSbcheVV3+ipBWu3FkZX10hxSUU6gypwMnraRDnyuW0t3EKZoXkSIua6p7fYuY/oI1sCF5\n6pKiYuYWnJJv3cinVS24SGcv8AlG3dAqGRgz8CCWkFZq5XsmMwoBScsqPBbNUDZnSHidhVes\nYxfR2fgqEItzC0XSdk+e8HoRkKd+crqjENIJ/bqJzkBF7oMAYneovQfBzMOaPkqBEDUqU++0\nGvuYGsNUpGMwukVnK3fTAFcaJagEappWn9Ht82ZzC1OLEQq1fv6BVmRbeatJKQAEEexprj8B\nFN3FBh6jnjJOknVAVFj4bkMTtCdmaRdhCdGTKUxfZ4qk0pqYilbmgtCSxHYOges6AIG0411F\nt8MpGk6oqFm806R/MuYSzqs6uyIQSFMuLqhhci1It/Im40uhgFCww876V0Sl1WaJ9jjHsqk4\nSH0IYVKxwVVw3LikH/qdykN6IMx5FYo5wZlpLxShpCXYZ0597PAibrB7Y8hxuDHKnfA03Cx3\ncl1yowR2q6ur73nPe8qyfN/73ve+970vjuM/+7M/+63f+q3f/M3ffMtb3rJ9+/aX++Gv/Mqv\nPPnkk/fcc88nP/nJvXv3Pvzww+95z3u+9a1vvf/97//MZz7zOrYw4Hvp+tprERdigdOsr+wF\nHIJnIdLkoDSxqdDRJE8YPlykqcx/FWMoSq5oJhWjiiHcNuHrOG5oT2mVWRKcnviLv62lhdhF\nnB03LJag/klHcy1eVziXuVcAiRV4RZwf8++CtkBBCi0oIZ5686ZxymSEaCINJvhr4iRhPGXz\nVggnXNFoU8aiYKhQQx4ZN0vtnAMrLimqzZElq6RWm6NLbkX7jH2rVopfh1PXXIglYcfQKuvV\n4Z5lF2IJmZ9YhcFanF1rxk3Vg5JUDKdTpcd5LNxIEGk3GO1x7orVhpDBxEXsutx7lX8HAjog\no6Y0GkhFDiS0hg29TJAHJKUDbsmAgb3trihLRiAaLrn7IEFC2dAQ139kTX/D0QSqJjNAENp7\ngqKGkG0JrGohKJRb9tYXhSydKwTeOVESWVkKdgMkld1IIxolnI86wAmxXZBnDNoLUJqKKuvd\nDEgmXNMN2SumPeIZoGzUmodVFVzDepRT8R63ZwyAdA+/6nEeaxoaY7P1I86uWnQ0z1yBDvcs\nWSbtGTwzk8KbMsxMqxZHlt06dvbEjOgGHJrwaEACBOQCEREarC6o93YFBE0kikQIQlFvQWrz\nlMR6PRRTPUTBMqxpSs1SxPmxM26eRRNxbmxBesa5TT9qCBsHaEzCc4/MuNCAPYVTx04knNY8\nKkkksSAMyDVjSSSQoi5LriSRQJvkCQ2SkWAEpWAFxrAJHrLM8PRM6LaNhkAZclNuyusjN0pg\n99d//dfPPffcfffd93u/93vmm9/4jd/4+te//tnPfvbP//zPP/CBD7zkr772ta/90z/90+Li\n4pe+9KV2uw2cOHHir/7qrw4cOPCVr3zl9W7jdtjWTNEMN1cO5nDWam3IaF5coibWYC2CC5xo\nIIIAB4vqwikQui62pSoy2K2bIxM0meatGl1RmfKeGlWxu6HXCMlArPOHDNoX2tXOBF1vfemJ\npzCbxtj42mmqrNBuwTZVV93DBIKSuDnFcspr6ZXsX1enK1jQBCA0aAJBotlcNQCbJt3C5rLx\n8ZpSk8DOklLXcEWecQ4oKMxqW5FlDX9IIxIGitNYvlYQVXWztUYH9DouV0wQaOfd33XBBv+V\no1yF2cgvpO8inWngEwczbRlYSDrxcUplczS9jxhUx//oPDtFWTp4m5+bKZGVU6LFT+iTVDbC\nEVGNXQVPIrfmi0J7Z8V6t/AaMNtIrwvMhIrKifMiIETZ6ckhUriczoBEWLyriNSb6YrMfliz\nyJMXtynfWvAMxlOQSA83UvQ6dZk6EyTFU3NqzroYKE5Py7yFjcFLZEBAbW8/Tc11U5JEs1Og\nqI+yQJNsYZOoG6AFiWaToBAAWlBArulPh1PSrdg90+v1gVVo79EIhHYeLpVF8mMmK1b63snf\nipV0Q2ueCmKYiPVRQTGQDU6piASJZD91iXUpEJIU3tK46AoiyU4om71XDT2cbgbNwmm6Y1zi\n23zc9MiYUBsHrx3gG0NKnb0uYRm3nMpNuSmvTW6UwM7EYe9617vsL9/2trd99rOf/epXv/py\ngd0XvvAF4L3vfa+J6ozs37//x5I4M77MsllJp8itsAYhRIgIAlQLXdY7ogARAqgQBWIMJaI1\nal+hAAAgAElEQVSEF2GIWIEJYjtuViwcdGf1cfgP7A0/9uAsKGcXf1txlqRnZxS6cBUCaIGq\n6AmegRSEJgF0jcOZBDqTThFN93B1E9hVjEFXTCT9khdK1oCKZZgruVg5seOZiZNAuqt069jB\nSZuYFXBg4iJ2AUdKCzyIODrhgemBH0DA7YWVyxZxyl3oo9hZWpSjiHvG7rBIFiqLtBRxbsy/\nCRKxvsPbsV4qsWRQ1ZQ+CbFuauJTZ9LUXddNGzUBaG2FHBpZEVvXDKEsfXgssKJVPW1KyVij\nG4hu2sdy6BauD4inpewLVhTxpAEGGtmkLc5TRTx0UZyIhbE1LAGppxCQFdbhngG5p+BJ6CoE\n5F794dC9RcjCxCWThRzWTi+cLgCSBJ4Kmt2xkHjiDktCO7DGLaAKGAmEmkE6TQxkHsRUXyHr\nWV+LmKag1p/RWDiisAJL0dDRmpsYpArBQPM8660SNMiTZqgZGoO0+uiYKzMm7Rk8EHJqYk0K\nb8rQTCtjjiWEHClcxC7gQGFNzNCdtsxMbW/iS2LFouYFSQtQpIKeYlkSUlcGxiT5TndUNUIS\niXqIChqETzAEDWuajuRRKGEZisa52eI5QM89MuNCPQfL1Ak3cnAm8DqEfgJCdA4JugsVKHSE\nDkCiWzUSZ05qFC3KERRoU0pvAoLq2brC4NqEm3JTXg+5UQK7Bx54ADh27Jj95YkTJ4Dvfe97\nL/0b+Od//mfgp37qpz7xiU988pOfvHDhwpYtW97xjne8//3vt0O910fEFtR09dYkok2lUvXU\nrZXD+swFImpOT9fet0L00NvruutSoCUyRe9HmPNLNTpGGJxpgihhgkgQG9ZBQD2PuAcabAsN\nGU4WYW9mdRhiYSSShIYt5NIWpuvmyl2PTgMR8yaLIcChEsbUnCcDNKIZCH5aN1GOJoZ90wtp\n0CQwV04BOGLN5oqyofqNJb2Au6cNFPQlZ+y2CtqSATW7Eclc6CMombRIUeoleDCxDTTOQAV+\nqQVFYFNzZgsxqLqMX2EpTFyFyg3LlJfGqKhKB70Q1g3qt6ANkEhU5UJ6ksT6pifJKxd5krQq\nJ2Rpl34ucKKttFlFa0bBg1jyyiqMNyuK3L7CLMfOu4XXgKaRNmUz9w4lk2SVVb3PQoin33jj\nJisX6bTANA2Fh0pSMwvXH1ZAWfhApqgcWHEa3MkmOd0YTNwoBKXFFJw1J88gJXHl4+KOSSty\n6VI2VbOf0LAAO8plACt6ykL3A/oBiaxrpkiJEvUehfm5FGQ0+ciN6wgFtwGCUqA1bcF5oIG+\ngASHEBlisfoA6iokU9EvBYZN/zVVBfa6F/QCI88BprC9TtI1WbZ6AXHvujfSXfQihGjVRGNt\nxM76VF4tIEbfjqiozG5yiWijrWklemg7xwkInDeFCCCEEDElLaSoxkTli/jcmBtBLsCNUe6E\nm+VOrldulMDu0qVLwNatzhHy8/PzwOXLl1/6N/DEE08An/rUp/74j//YfHPhwoWPfexjX/zi\nF//lX/6l3++/3A+nUpbll770peFw+Ao6Fy5cAKpJzHhQuzEZoUeIAl0hSvQQKdGriBF6griG\n2ELlHg4jD1NZxdzl/nWFcuYbQB6hchbNyF1UFtylOpRuyCu3oZdAIlJQyASt6mOTRAAgorpW\nLgJKRIahlosCKsS4juTEBCYwhB7iOwDiSn1KmQuxwFnXE21iPSvW/HsGvmZFjbvwEbsTOBSl\n/TOH6hzBAQ+O4nLsYB8OUHQKHl7PTibVLAie1+SmUSU92bwXTd6xrhGCei5USBuS0Wjzutfr\nZZNNiZP1l5Cm1M47qRQWUKQJKufjBBJttblgrnDrscHdLvvHh1hCjk2sdM6QOyduVmzIHRMr\nITTkhJfTqthdWimlHsQCKLaUVlKq4OzEr3rY1s6hZOcnr3iEueD8xKlM5vx89hZeA2YbGbC7\ncLNiI7ebgZsazMxAecPISwDAd0/81PJdWBQ6zRF4XFj8KElPOvHuIHAw7EBYCzxJoBEG4TNg\nlQkFhbPzKOU6BFjoenJp0cQ9mkLWBqYFK8bgYa2JkyZwEOfReFOGmWnlTTpmJqY3bfGmtpn4\nrsK6cwBmXAeNexHoHoDuwjOQQIgOIQZz3oSs18wip5rUO8lmu9XUd9JF48dSqjGU6DWoEG0q\nF7RWXcr1DGjfwQLqMKXttPdRueMmD1B9+2X1Abkf/TS6gwjRMXKeEkSCVgiJDhARVQqgYfJK\nTIafnNyPlbX9E5eb5U6uR26UwO7q1atAmjrka4O6TSYvC1C/+OKLwGc/+9lPfepTP//zP5+m\n6Ve+8pVf/dVffeSRRz7ykY98/OMff9X7fvWrX33729/+qmrAk08PmZ4DVJntgvW8S6qOu3TL\n0dvqEnFCgaBK4ZZ1qpiuzyVEFKARI3QbuX5QFaKHPFXfT5iyAi3UwLpFH+UAnJAg7Ag1Zsof\nqhelYn15irBgxaDuhUdkEfNoe8kb17VIpQTQCpmiNzU7J0CEXAPqeBcghTfXiCMgQsTmuoN1\nw+YRZy2ks0NdaW8KWvRwakf1Z2DItstNnIND9p8FGcTT4DIgwAVpGnk5nJIZFp2eKU1gbw6b\nj3aTohlwoo2DfqW42XaaBZraZgBksKmpOGgUcrF+goLSpMKqQwZADIvUZSnQJMJNINVEBmKh\noWwK99wITSgcCCTDP1jC5bCRa165OJF3C5+b6LVhpgFG4S3CUbjNVai7KdCgNbFg0W1DCptl\n02x7GE11tGaop9IRvr1lOLUYW7iZ4HUBtXVRL2NvRooZc/KHhTqp0xP7LBObntsX5DN3nGUA\nezUjvGnVZz0PxphcBz0F+QS6X28XQD15dQu9E6gRL91GvB2oIxigSmDCtOCjSKk21V7ClMhE\nOOMmFlz0y+fYIUK0sABWUd+oOYsCYsTG+qfmG7XJvULPdaE5arBeNQ8BlhMG9BxyHm1CzAAk\nVYre3aCAoGOqHaDRZW1O9Ytgesd2fV7G+jcKPTXyG7FEccSB/MYod7LMlyY3y51cn/wEAjsv\nXdkgq1EUra2trays2Fuoo9EIyLKMlxGDtH3iE5945zvfab55+9vf/rGPfexd73rX5z//+esJ\n7N7whjf8/d///Ssjdl/84hc//elP/9//1y4qqNYQBbKgfApdMoUcwjuZWJCJ2kl5wblKcIDC\nWtsFeylcvC3YS2H9JLiD4nFHQe2guoIwgJxE5VTLiGA9dhTJumcUGpmi281ro0KPkRptSFHL\nADJHP4pesbYw3JeKOk1p4Rkiq38+fZuruymtZbfYgHaPxFEnnCvInVTusKgWpYVFyduo7GFR\nqDupLoFAZOC6exEDiJyGV46QyBZVZZEdgaj29QawEwm6jSibbkwrnwAVYg0WYBlK1glkIcLK\nQxSpCzZEM4HgOVdhAB7qfK+rsB335AnB3a7C7biIneAYDdSkAO7ERezgDhywahZi2Y0Dd81C\nLJtxDn64F/fkCWjhHB1xjlc8eWJGwfv57C28Bsw20usCM930BgFvoOxhbMQb6rtngCXvYd07\no+A97nMzCp7B/A+0dUc9b83HDBTMwzI6bWIssyw09q3QCmFmumoikGQ9sJtSu3TVhBQaMnQB\noBsoUQRosyRbBY3sUj7uRO3yNioL3FJ3zWwX7KCyUnHVCUrX3jzn4LkOLPdSK7jOx3FNISJH\n5FTmgi0A0aE0mxKyyaJJ0P0mSqM+93EadekCmVNeggq9hq6QktKtdeA54SCkcEl4nhv3nDwz\nL4LwsPWaaCMUagvVEB0gU8obsZBHwvGFG6PcScHTk5vlTq5PbhTEbmFh4Yknnrh06ZId2D37\n7LPAli1bXu5X7Xb7xRdffPObHSDBIHBml/ZVRSn1tre97ZV1nn766U9/+tOhbFNM0+USqin+\nIRGSqo3cvB5haIXahzDO1GROpKg2Utf7BaJL0IHGP+sKmRNagKXoEHo1ljOkvVgJEQ0OVDt0\nYa1pBVWMNphis7FYBtg5gGKAnq7sVd0R0wUzeXQKGy3ef4XWiAmIevdWd5BnAWomTYy4lfVe\nAX3k3UDNHSRFOawp8HDHDsojR3aRe6yPraaCylSi9feTBh04ZMe6axZgJxL0imv57otWGKqN\nLdIqDGaATNvkInvXDCnRLYTppkBLhJUcbPbBRYzeUrdY4OewygodN9Cm0QoRNp0IdIbY0uA9\nBiF2p4mIXEpTD+soCwBayE0WGrERcda9RYqweq03+AqETrP1BsQ5XkF8hdAPiL1b6MxpAKDn\nEFOGpaDsI7wn5XZTd/AQu/WBEhA0w2jfIkXstz5miK1UNjs2QBcN8mS21bY0u4FGQaFLRNVA\nWW3EfANKGZHYJDkxb+XG8FLQVM81yJmFhIgb6N2ImrlCUBNQawlrFFxM79uqx6GeKF3UEfcK\nbYQ1MV9iu6CD2gw0gdT/2969x9pR1X0D/641173POT09pz1t7QVaKAUO2ooWnvfVAg/2wi34\nxJCIAQISg4ARULReEi4xqUGNJigCRoyYCorljxYUg9GmjYEnNgTUBvMIgrTwvF5Kabm0PZe9\nZ9b7x5qZvdaa9lB2z43Z388f0E5n9p41l7V/85vfrJkF2Sray75ULAHyEXnS2RCr8/uqCirI\nThY9uxBIYqRzAORDcKKVBtNkP1IzMem7eU0ZITUiRSHza0Ivb2kIaZwjwulgAdFrdcKiF35P\nlhfUbRLd8LsAQIRIBdAHfzaUB3jZ16kAcjDfCAppDZgNlR8MelDLdATQD9qOlV8gOnpTENgd\ntvhxcHDw5Zdffuqpp5Ysad3X2LlzJ4Dly5eX59eWLFmyf/9+516t/usYeb42NV7C6P7sz94A\nEuvBNESnYcRMyC1E067nCE/GqFHAEURo2KFnsASNf0L4EDGEj2AATQHhQ3hQEtKDrENFgMrG\n6ZS17J0UOicnVJ7JH0WaQIzC60Hz/0GNQoxkoY/ohjJyJMFKK8sIuBm7YCUaZsaull3WWzOY\nRSqzke61ZzgdDbMucCGS/wWQ/UgICW9eVigjQgCQcZZLQH4HR/RAFR0xILuQyjxMBEQzfzal\nCHGCvAUKYggAhA/sb93vkDWoF7JF9NYQs6BeM1bSSRUAiKxfYncGu2o7AbwPoWk8bSf6oPbD\n5P0HEuOhQrEQyqn+WWlnOk9EahfhyRVIjX3nFGgCkKcgNVOhp1vFQChlT70+K3UKQMyF+veY\nM9iHk9eHZKynYt0ZnMXLXyHmQf3LnuFMJEbKRC5B6mS1T0diNNPZCCgXRS1HYj+cLpciNbKA\n3geR2DWdcqFVquX9HyR2ZaGzu52DAXAPGPdwsg826OSWeRrmh6vozjpwUctzV/oGZZAlm1Ut\nO21kkMeOenzjen4zEQCgBGQ9C16zeKWel2zkgZSoIdUpvVEggReh+WaWAlRvAYC3yEp3Bb1o\nOEes3TkE3WjYyVQnYxecgYb5RGrpDrXTfRWHk4igIogQfg+SN6BCSF1q7AERlMjzeRKynlcz\nquxyK/WQJhApVALVhBehOQTVhBqGaiKooWGfp8EJaBhP2oYnY/Q5awZ/EZrGZgkHMWqfp+ZP\nSYPVYzQ+pkvGbu3atY8//viDDz748Y9/vJi4ceNGAOeff/6RljrrrLOeeeaZTZs23XjjjcXE\nzZs3I3+idjzJ5fCWQAgoAS+ATCAElILQL0cNEM4s3mMIhAj683wMAMDrQfi+VombrBuXy3qG\nLuNRKfvyUV/DKy979j+bGCIZyq/CA0BfoRqXsKoX6Xv1twGAEEAEkWSLCAkVQ87JPl9n4/QY\neTq0EinQBf/DUAmgIEbz1JfISvQAyB4EHwCQdfEigmc9/uLmHUUdcpY9Qx3SrFiKW5fdWfDm\nFdsMAJTXSpbohosQqtGqdxRdUEYlInQ8auYp+6CccXQDHY5lf0tnQBlpRSGzHa23lACaMTC3\nlBQx3sqR1IALjOofT790vDVz2gNxTl6GCCCGOAFpA7JYZCBPeOiW6uyaaSakWbfXC2k+KqQg\nZkCaFZkzIc2jS0HF8IzCPtEHzzllYlgvfpgJeUYrpAbcHImYAe+DGIPosdM8domeEsBMex0i\n+ynv0kqqbnjzjHttAPqsZiq9EYwZRK+dlZlpFLbqGbrzA1Jnifog88HSUgkZABHk4vzzPah+\nYLXVKGUmMiWSHqi8ilcASto5OYFGDDG3lWbWB5tZiZV2Iy12pT5Q7bJj95CuwX7fBtK6UciF\n/JQxZHlu46/Z6ZA/H4oIwrjDgBq8xbDU7OOtt3TDIYZcCCC7YJN98PWuVMYGaWZ3mYUHzIT/\nn1mOTfiAh1S/xVrmdRMx5EC+oVIoDxjJ3+0CKCCZicTX/wgAXoTEjpgRZNFqUcih/Pw5Mx37\n1eAZCV2v1GlL3WnnNXlyBsL89ojupkQXwrl5dayE6EIwN/sRyXoVmV2WKwX5UunJMKJ2TJfA\n7qqrrrr99tsfffTRW2+99eabb06S5Nvf/vbmzZsXLFhw6aWXHmmpa6655u677/7qV78qpbzk\nkkuiKHrssce+9KUvAbjhhhvGeRUbr6AoxfNnofma9a/RMowYuYRgHhp2siHqwoiR/wiPQ/NA\n9gSrAGSItIYUWc8FAXRl19BZT5og1bkoBTSAFAJIRiAaUA1gFKoBWUfT+NLofe7VoexCajzW\nGq3AiJOxs28DRSusRokYyr5ZEC3HiJm96EeyDwBkPevIwnloNoEg6y5l3sas9xSQ3Va06kVI\niwriBNA5PH3jSQGjkB5SQI3koeQwhES6F2hm2cRgmZuG9OYjMR6uDD7gziD7kBopFidPCZ0D\nGDnyDKVxFoKVaDxjLN4LZY+wFXwADTOdNg+pfbQ4CQ9vCRI7NeUPomkklvyTrb8C8JeiaXxC\n8D43g+KmWPrQ2G3NIAeQGmnpYLabYxZdUMbhFMx18xmO4D1oGN/oLA4gGLDWwVkBAEG/NYN3\nHBJ7lfz3Wq12NgJKG8o/zd1ublHUCjR22TPMQ2LsrOADbuZJ9iI1dnfwQTScX2v7gHFSUyLM\nD/hiBvt4cw5XlA5p54DPPuElABA1wIcUUPuzHJ6QEBGkzF6rUdxfTvPXCmZrVUNaPCqui/by\nqx3VhFKQNaTN7K9owI8wejC70NX3Q4vOQYv6MbLLWknnhkC0AiNm91W6Q+10X07nBiBabnWA\n/jykhyD04KMBVAAhker+NgAEZK0V0WZfVUeivzeFUkhrSBpIR6GQPWnr1zFqHKJOJ4/SD0G8\nDMN2baK5WRr20U7ULjF9RoV54IEHrrzySnN9wjDcsmXLBRdcUEzRhZPmPN///vdvvPFGpxXX\nXXfdvffeO14r9t3vfvdzn/vcE4984cNn6JfP6rz9aFaBixQqgawjNe4ryQiqkXcPSdZrpEa3\n5fwVpbBJ1q0CEf2ZqVmaU7qTJQKoBooiOa+GdDjvqRX0yy+y8g4FKMgIGEaqsyaN1nQgT8jN\nQPpm69kCIfJasTydoGdoKYU4oie7U5P9tXQz12mFczumPOUwM9ifKXuQFt+oL/11YimPHWXd\n2M76/bEyDxN122NguFUVp6e3iuQURL0VkeiHmlWRodFbewbUvtYEFUA4m2UGlLHdVOxuN9lj\nbVivhkTfVi5Ww96wsts6/FAKm5z5UT7e7HAEpQjD60XiDADrlAbOdAMOh+iDMm82lYqinK+Q\nIVI7xHGOt8McTvaGLQ/Q42woc7PoO/7Oien1IHE2rG/fKi2Ni6t8iKaRkuvLv6KoH/CtO6Ho\nBg628o4igNmbCa81aqYqEkupnbeOjZNCZRtWJ9oP22rUshFxW99in1blIMk9Dcudj3M4maeh\nZncO1p4qSt/yzkfp4ZzezFuEIoeW353wgKJ/02k8md95yMqWIWKkQ623ZGfdo8HZLIc53uxO\nWMZuGZzban3wFFUxAiKwOm3Zg/QghJcPQSWBMLsRDDz51N9X/dd37rzzzptuugnTwJNPPrlq\n1ao6/rMXn5nqdQGA/bhzGP99zjnnbN++farXZbqbLhk7AFdcccWcOXO+/vWv//GPf/R9/8wz\nz7zttts+9KEPjb3UZz/72VNPPfWOO+7YsWNHmqaDg4PXXnvtpz71qfFfv6FXcDD/WfVnomnX\nQ8SLMWxcjwZz0DCrzQTiXjTegAggJIQPv44UeX4egIAMoMLsVasiAWKoJlSajxEwCuUheR0q\nBUagmggWYsSp5+hH01iH+BQMOwVG9o9WPIhh+xOcy+L4VAwbORgncSVCxLMx8hZEDAgICRlm\nA9frZy+EB68LiWq9r1wGSH3jzlgCGSFNWj9CnkCio8bRLNjyfCR78ykNeIvQ3GUnio6zMkmH\nqWKZi8S4jI7ehxF7+HgnnignMp0QJ1qBEbNWzDcCu2IGIzXlhr96HYwZvDlI7KeJw0GMGqkp\np1IHQLgMo8auCU9yD0i/bk0J+9C070PJuvWT44XGjSoPQmc1jHb5NTSd0FBaA1L4MZrO6Kw2\nv4amGZZ57tAPft36iuwxhdHWHVvnbprTBACeZxUqORsBgGeXSTmbEYctitplf4K9s6KZ1q5E\naXdHfRixs63OAeOkpsoZu2g5RoxCwHIIHr0XI0bW0DngUTop/OPQNE4Z0QV/MZJXsmwW9El3\nCNC3TXXxq0Cq78kKCA8yQpq28nlKr3b+FJFS8LqQpNnlkFJAAyJEohPtCmoY0WwM77da6oRN\nTudTztjFp1r9W/lK2OkAne5RzzD6CoQPRBAS3iykI/lLg4KsWEUpKA8CgEQaIA3zB2VSIIWs\no5lkHbVqwO/FyD+t9QwHMGr2yTMwbFch+31o5pdDQ3aedXo4hO2HKj2O3fbt2zds2PDMM88o\npd7//vd/8YtfvOiisYdtan+pSTONAjsA69atW7durCFzDptfXL169erVq8vTx1l8IupLsycV\nlI9AP7ElsoSWrCE+KfuzUpABPHvoMr8YrUALWsOzZUUhYauvVAFEjNRurAohZrSiIlFH0A+Z\nP8cKAB781EoMxLOzHI9Ks6F29fN0+spVzkA0aH2FkK0qQABeN2LjXQJK2CVWgKwjNKqghI5N\nzXUOgKDV0aVBnmzINgpQ3PTRM8TuJ6T1VsGQAGBX6QkPCOGdkFXCAUCE4D3G/Dp5qaDSfNNF\nCGcZnW8CIeEn2Z+VguhB+H8hEjsPZ4YgPQjNwkFhxTdCQfYgMh4qlB7SUqogep+xSAx/7lgz\nmMPTZzN0WTOUSzZFDYH5zGB3aRCvKBsvJvuEmj1+G/LX5eXSCLLXnsEzygQBRBDODI7Q+gQl\nWzWF2RR7BgTWGgIQNbsVITxnhm4Exqhyom5vBEDUIc0tb2/G7CuMTS26SzNE1s4SvYjsYjIR\nWOlefTCYhYAitXJy6EVoPoIqrVNYeZB1hP8BIfJASkKpVlClx/UIdXeE7ETwVB5/aPlJoav3\nRAT/RGslUYcwTqvipGuduUZqSgGoWactAARWmK6CPELKOycRWIeTrCE6wf4E+/EI2YN40Fze\nvQxAL6LTsk8Gsg8vRrNTHkSIuHjoVSCViPIRjqCQpkAdnlmZmj9uXHSBMu+E9RQZlNYhsEpd\nvTrEEuvfRYh4BkQ+0J1XQ21Z9meRPywczs2e54id2t9poQenDUyPcez24NcHxnscu0ceeeSS\nSy5Jkuxc2L59+/bt2++5557rr79+3JeaTNMrsJvWhvfhUH4d7M+wcg8A4m4Mm4U1/UgaEAIi\nACSkh7TLGEJT2L+aKr+BonsNff0nkI5CNaASqFGoBH43Ro0L8XgJhp26q140jXWonYgh58E0\n+5q41oshu1LQuSyu9WFoPwAIncIJs1BJ594AoAtJ/hArBDw/u7Fb/IqpMH9Zg56ug1cFiHzY\nF5ndZASQDmXXr+mhrNdTIwgXWrU40RI3/xHOx6hxpRudZNUFAvAH0DSKV+KT3Txl66aPnuFU\nDNvbzbmJE5+KYWN8tXLGLj4Vw8azcuX7pPEpGDZ2pT8bzdesqv+wD6NvAYAMoTwEHhr2V4Rx\na7sB8GIkxZ6VED5kl3Vh4NfQdO57diE1Tn+vludKi3aF+XA5eoY6EjMU0KMnmk8/1JGMXddR\nt69VvHwAiyN8hVN7kM1gzC9i946hV8sPSP0JdaR5vUQ2g7mhAC/GqFP+6KHRhEiyu3JRH0aM\nJGI6BH8WmkbSJe6zDgbooRmN3e0cDCgdMHGfNUP5jmF8qnWmO4crSoe0c8CjdFIEC6xnOVE6\nrcLFaPxvFlXrZ2Z1uqs4REV3tq9FmJ3OMs4HK9ERZ9y62slupUqkOjGvd3EXGnqYj0beASZI\nG1lfB6A2y+6dShm7Wh+GjB1Rvk9aOwFDxiP5TvcIfZtll9HquWgeyPs6DyJAWs9i5eyHMs5u\no7c6uLA12pFKoepIm0j1OHkNKAU/zE7k7Bu7Mexk1o2fkuEjvmNpCs3EGYPTYxy7YfzjwLiO\nY3fo0KFPf/rTSZKsX79+/fr1URTdf//9N9988+c///mLLrrouOOOG8elJhkDu6MWvgfx4vwm\nY4CgH0B+4aUgY8TGWFMyhNdlLS49d9QldwjysJXSE4CIIZ1kQ4B4YfbaIQjIEF0DeReTl6FE\nSZaaUgoiQFdX9i36Vyr7Jc6Hu/PqqC3LHsfTuUYh8sBLz1BDbFxVF7VorSm+9VoIZT/BCl2D\nolOG+Yh6zrsU01rrgVYJIILstzKbIkLwnjwxCYgAUT6Se3aGS8RLja/0Eevh5lX2cy4kghNb\nP+0itK6MVQMigK8H59OfV6QKinVwcjBdiE8z/9kdiMGrW5nOcuQnu+wZQviz3RmsVGiEILBm\nEHb+TMRuOk2E1kPWyv4rAPjm2+uhQrfOTzmdQ2DND/0TbnSyKni7ofMD6zOFvXj2jWaO0Ct9\no7MOfqlRdjNlCFWzv8TeUCJCYL2Qw93Uwt4RKO0sZ1fqdrlHi304mTk5ALIb8Xvtf3WOlt5s\nhuxUDeA3sjRV9o3dqPUai/sIlmZ/VvlwJ3GR6RQQHrwTAbQSh9JHpJ9nV0h1Ss962w1L9woA\nABJgSURBVCxEbD12XZy2RTtUaI32hzgv3i0+wc93t06w5bmuYiGne7E6HwGpSwxF/rQpIOuI\nT9b/CCgIL/tGGWafhhj13mxwKCEh8sdpiz5TBKgPZG1IFWQA6WTWY7vTLt0lF77RsQDCg+yy\nu68QsfFD4NdROw4Q+a0e/VMyCwCUQjg9XylWWT//+c/37NmzZs2ab33rW3rKTTfd9Ic//OGh\nhx76yU9+ctttt43jUpOMgd1RawxjJK/h8LvQdOo5ZmDkdQgPwoP0gQipgBAQHpSC9KCCrNAe\ngFDZFWEWZjWzjkkBahQQSEcgfYzuBdCqigv60DCK0+OFdg0K4PdYJUq1RRiyn7V0UiC1Hgw5\n9Qr5ZbGQEAFELXt0FwLSh/Ch0nx4Od171fPBUwDo2x95tZzSL6UtwoUUqpk9SacTEiqFGkUQ\noLk/r1lO4fdi1HmaeAFGjOxCtMgtaQrn2olM+yoc5dLDE94mxVKb4SYyncis1mulCpwfcgC1\nmVmmU5Pd9qu3gHgWRs0R4DwkCsLPt6pOsOltIiA9yJr9qwmgG4kZGIXZyA4FFVv5NsRWfg6A\nyjND+jPSOM+1HKFdaewG5a1RYPKvUGNeTKc19yVRbmVFZK+D5243la9kdiFTSm6Jmt3M0mbx\nImOKgqg535Bt6jQ/jP16viP0EduE51t1fmGMYedo8ezDaRaGXnFnMDdsbSaGjARb+TLAmcE5\nXKFTU2ZFZrmYrJSaGrWL8KKF1uPtzkkHIJyH5hvZyS5DBAGab0KEeW8QQOn4yc/mUWE2AJDI\nHyMobtxn+zwfJSQbDC/Nns1KdSeZQtQw+jpUI4/2yhm7GRg2z7JSfre2CENGK5zuEaUuNOhH\nI99uOjcp5qF5AFKPHhrmT2Lph/oV4EEEkGHrFWTKh2ggTbK2KAUZIkmQNqESqASi11pn6J+S\nPOvc4ADFk2rr1q0Arr76anPixRdf/NBDD23btu1IIVp7S00yBnZHLRpALc8VSYlgZqsWQyl4\noXFNjCwM0oors6Jj0rXGrdd/6f8FkHn2ywNEiMgc6h2QAcLi90CX8c1qJdtUCngI9e9cE1Dw\nYsR6aN/igTuJNG3VyckY8fH5Tc/iuVej9/Qia0y4csYOfnYIZTUoHlJjhDkFK58nAOFD1K0M\niojhG0UqMoRckH2XXrFibLysYM6HP994GYYABIJFWROEgvDR1W/8NCoID+F8oPhh7kK8LP/A\nvBXmD61OZBaUshouFLwaakvzf03d2iDoXIKZ6SxFfiKGb25Yv1QhF9nD1AXur5rz1ofsNb4m\nzw6SyjFQnjPO0rdBqRAwsD5ShKUZPCsrI0ujozmU/QnO4tlXmDdSA7dNwl7J8uMXyrdarQI3\nNERo3z4OrEM0m6KMNFJo7whAhlbln6ghdJJbTsYutg4G5GdZEcR7ddSWtmJiKfMB24pPyFNT\nxQzF56tihmXGhYGPcEHr+BY+RICu/mzsNACQCBbnF2CAEJAe/AVGWZ6Pev4aiewZphDSfDuL\nfdpm32IOahiheIFZa7OYZ76fp+6Q/VefZcWW98KscNDcaMh7M32DuLY43w66aUUHm5cI1yNA\n5MM4+4jS7OU6WdovQNes1oaSPoKF1nnmhfaIgKXH2xHa1ZMhlILMR8KD/UOgPzCel5Xc6ZmE\nRJCnQiPnqXOaWE8//TSAlSutd6joEXCff/75wy/T7lKTjIHd0Xru+d2xV/TFpbEuw140D2aX\np0JCGjfvdJckjQtxpSAlkgaEyt81pCB8JMNAEwpQjQbqP3no0ePnz5Ky6HfsS1K/G01nxAH7\nTkH5CtVJgZQrBVvDVnkA4BVjyOW/B8WNX1H+QD01yebPBhDx8wdpddV2gHQ0D0FSqAReV9o4\n8MLufy89rl9KAa8LiV015bSi3ChnkXIljVN8U57B2W7BTHcIeOen2pnBCvs8QFgbNnt3SBNA\nqvDCrleXLp4r/Zq1SuYNHWuVROtjrdBQuHkd661lIksnWDFNaWwR5w5yOVHkBqzlT4A9gzWe\nRZrihV17li6eI+XhZzCGtzjSV5Qi5sPM4HyC02qZvV2+uFxxtmTWauNDrBnUYZ5RhWfFrzJO\nm0Mv7Pr30sUDeZWEn723IFtlfTCYI+bYF0ju4VS6DHBnKA90Z89QrjZzjvl2z7I0VS+8vG/p\n8XNl2J13d3rvyiysF0XJRJSPc17sI8/sOFp7ypymjGBQhFk1ZGtr2JvF7b5K+V2nFeXt5nSh\nRgebpmr3P1775Cc+GuAQRAABwIcXQSX6IhtSQumqYmVcOftIm9blsfCQ5klHlcDvcms6jZ+S\n557fjennTTz7Ir451WsBAAfwPwD27Nnz8MMPjzFbHMcXXnih541dFgIAe/fuBbBggTWo/uzZ\nswHs23fEesf2lppsit7O3XffPdV7iYiIqu/uu++e6l+8zI4dO95+dael3/72t0fTQB38JUli\nTmw2mwA8zxvfpSYZM3Zv7/LLL282m0NDQ28/6/jZuXPnz372s1WrVh1//PGT+b2Tb/fu3U88\n8QRbWjGd01i2tHp0Sy+77LIx3lQ+EWq12uWXXz6Z3ziGlStX3nHHHc8+++zbzzop0jR9/vnn\nr7/++hkzZowxWxzH55577tF8YBiGQ0NDBw8e7Olp3XAfGRnBmO+ab2+pyTbVkSUd3qZNmwBs\n2rRpqldkwrGlldQ5jWVLq6dzWtrJ9NAkf//7382JL774IoCTTz55fJeaZGOOFE9ERERUOYOD\ngwCeeuopc+LOnTsBjJGpbW+pScbAjoiIiDrL2rVrATz44IPmxI0bNwI4//zzx3epScbAjoiI\niDrLVVdd1d3d/eijj95666379+/fu3fvV77ylc2bNy9YsODSSy8d36UmGQM7IiIi6iyzZs26\n9957hRAbNmzo7+8fGBj45je/GYbhfffd19XVel+IEMJ8j9lRLjW1GNgRERFRx7niiisef/zx\ns88+u6enp6+v77zzztu2bdsFF1wwEUtNJg53QkRERJ1o3bp169atG2MG5b758KiWmlrM2BER\nERFVBAM7IiIioopgYEdERERUEQzspqlarVb8t9rY0krqnMaypdXTOS2lShKHLQykKZckydat\nW1evXq1fOVxhbGkldU5j2dLq6ZyWUiUxsCMiIiKqCN6KJSIiIqoIBnZEREREFcHAjoiIiKgi\nGNgRERERVQQDOyIiIqKKYGBHREREVBEM7IiIiIgqgoEdERERUUUwsCMiIiKqCAZ2RERERBXB\nwI6IiIioIhjYEREREVUEAzsiIiKiimBgR0RERFQRDOyIiIiIKoKBHREREVFFMLCbetu3b1+z\nZk1/f39fX9+555772GOPHc1S//znP2+44YalS5dGUTRnzpyPfexjf/7znyd6VY9Rey0tvPLK\nK/39/UKICVq9cdRGS4eGhjZs2LBixYoZM2bUarVTTjll/fr1+/fvn4S1bUN7u/IYD4ApUfld\nWeic0xOd1OtSJ1I0pbZs2eJ5nrNT7rnnnrGXeumllxYuXOgs1dPT8+KLL07OarehvZYWkiQ5\n55xz3hUHbRstPXjw4MqVK8un5ymnnLJ///5JW/Oj1N6uPMYDYEpUflcWOuf0VJ3U61Jnehec\nhBV28ODBOXPmAFi/fv2ePXveeOONO++8U0oZRdHu3bvHWFD3oatWrfrTn/506NChHTt2rFix\nAsBll102aSv/jrTd0sKGDRuKznSi1/ZYtNfSb3zjGwAGBgZ+8YtfvP7662+88cYjjzyif0Vu\nvPHGyVz/t9VeA4/9AJh8ld+Vhc45PVUn9brUsab7SVhtP/rRjwCsWbPGnPiJT3wCwNe+9rUj\nLfXEE08AWLRo0ZtvvllM/Mtf/gJg7ty5E7i6x6C9lhZ27Njh+/7MmTOn/y9Hey09/fTTATz8\n8MPmxK1btwKYP3/+RK1rW9pr4DEeAFOi8ruy0Dmnp+qkXpc6FmvsppLu7q+++mpz4sUXXwxg\n27ZtR1rqV7/6FYAbbrihp6enmDg4OKiU+te//jVR63ps2mupduDAgcsuu6zZbP7gBz+YuDUc\nL+219MUXXwSwZs0ac+IZZ5wB4LXXXpuI9Wxbew08lgNgqlR+VxY65/REJ/W61LmmOrLsaMuW\nLQPw3HPPmRP/9re/YcyL+w9/+MMAnn766e9973vLli0Lw3Dx4sXr1683LyWnm/Zaql155ZUA\nPvnJTyqlpv9BeywtdWzZsgXAihUrxnUFj1V7DRzHzTJpKr8rC51zeqpO6nWpY033k7Da+vv7\nARw4cMCcqJ+ei+P4SEstWrQIwLXXXuvE6IODg/v27Zv4tW5Hey1VSj300EMATjzxxLfeeku9\nG3452m6pY9u2bbNmzQLwwAMPjPc6HpP2Gjhem2UyVX5XFjrn9FSd1OtSx5ruJ2G16SezkiQx\nJzabTQCe5x1pqe7ubgC9vb0//OEPX3311QMHDjzyyCOzZ88G8IUvfGHi17od7bV0165dvb29\nvu/v2LFDT5n+vxzttdS0d+/ea665RgghhLj99tsnZC2PQXsNPPbNMvkqvysLnXN6qk7qdalj\nTfeTsDIOewe8VqsBcJL5Bw8eBNDT03Okj/J9H8DGjRvNiffffz+ApUuXTsTKvyPj2NJVq1YB\n2LBhg/PhE7Tm79Q4tlRLkuSee+7RGYWTTjpp69atE7Xqx6C9Bh7LZpkqld+VhUqenkdSyV6X\nyMSHJ6bSwMAAgL1795oTdSnu/Pnzj7SUrt698MILzYkf/ehHAbz88ssTsZ7Hrr2W6ifRbrnl\nFpHT080/TzfttRTAnj17zj333M985jNKqe985zvPPvvsRz7ykQld1fa018C2N8sUqvyuLHTO\n6YlO6nWpYzGwmyROQK0nDg4OAnjqqafMOXfu3Alg+fLlR/qoJUuWAGg0GuZE/dd6vT7eK/6O\njWNLp7lxbOnw8PDatWt///vfX3TRRX/9619vvvnmMAwnct3b114D340HQOV3ZeHduHfaVsle\nl8jEwG4qrV27FsCDDz5oTty4cSOA888//0hLnXXWWQA2bdpkTty8eTOAM888cyLW89i119Jy\nhtmcPpHr2772WvrjH/94586d55xzzpYtW/ToqdNWew1sb6mpVfldWeic0xOd1OtS53rHN29p\n/Ozdu1fX5N5yyy379u179dVXv/zlLwNYsGCB89CW6dlnn/V9v16v33XXXf/4xz9ee+21jRs3\n6jsFv/zlLydz/Y9eey0tm/4HbXstveCCCwA8/fTTk7mq7WmvgeN1AEymyu/KQuecnqqTel3q\nWNP9JKy8n/70p049ShiGv/71r815yt3lXXfdVa5iue666yZ33d+Z9lrqeFf8crTR0vI7KKfz\n1Vd7u/JolppuKr8rC51zeqpO6nWpM70LTsLK+81vfnP22Wf39PT09fWdd955Tz75pDPDYbvL\n3/3ud6tXr+7u7q7X6ytXrrzvvvvSNJ2sVW5Tey19RzNME++0pfpJvXdRNNDernzbpaahyu/K\nQuecnqqTel3qQEJN42IIIiIiIjp6fHiCiIiIqCIY2BERERFVBAM7IiIioopgYEdERERUEQzs\niIiIiCqCgR0RERFRRTCwIyIiIqoIBnZEREREFcHAjoiIiKgiGNgRERERVQQDOyIiIqKKYGBH\nREREVBEM7IiIiIgqgoEdERERUUUwsCMiIiKqCAZ2RERERBXBwI6IiIioIhjYEREREVUEAzsi\nIiKiimBgR0RERFQRDOyIiIiIKoKBHREREVFFMLAjIiIiqggGdkREREQVwcCOiIiIqCIY2BER\nERFVBAM7IiIioopgYEdERERUEQzsiIiIiCqCgR0RERFRRTCwIyIiIqoIBnZEREREFcHAjoiI\niKgiGNgRERERVQQDOyIiIqKKYGBHREREVBEM7IiIiIgqgoEdERERUUUwsCMiIiKqCAZ2RERE\nRBXBwI6IiIioIhjYEREREVUEAzsiIiKiimBgR0RERFQRDOyIiIiIKoKBHREREVFFMLAjIiIi\nqggGdkREREQVwcCOiIiIqCIY2BERERFVBAM7IiIioopgYEdERERUEQzsiIiIiCqCgR0RERFR\nRTCwIyIiIqoIBnZEREREFcHAjoiIiKgiGNgRERERVQQDOyIiIqKKYGBHREREVBEM7IiIiIgq\ngoEdERERUUUwsCMiIiKqCAZ2RERERBXBwI6IiIioIhjYEREREVUEAzsiIiKiimBgR0RERFQR\nDOyIiIiIKoKBHREREVFFMLAjIiIiqggGdkREREQVwcCOiIiIqCIY2BERERFVBAM7IiIioopg\nYEdERERUEf8fAk43H4QuDzkAAAAASUVORK5CYII=", "text/plain": [ "Plot with title \"\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "options(repr.plot.width=7, repr.plot.height=3.5)\n", "filled.contour(t,t,t(F),nlevels=35, color.palette=topo.colors)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Gradient." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "GradF = function(x) {c(x[1], eta*x[2])}" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The step size should satisfy $\\tau_k < 2/\\eta$.\n", "We use here a constant step size." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "tau = 1.8/eta" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 1__\n", "\n", "Perform the gradient descent using a fixed step size $\\tau_k=\\tau$.\n", "Display the decay of the energy $f(x^{(k)})$ through the iteration.\n", "Save the iterates so that |X(:,k)| corresponds to $x^{(k)}$." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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42uEgBgAzp2APLUqqVBgzRokCTt3Zs3bcqKFVq6VJJat86bNqVXL9p4AFBO0bED\ncANt2igsTPHxOnVKUVEKDdXZswoPl7+/6tVTSIgiIvS/y0cDAIxHsANQHDc3DR6sWbOUnKyk\nJE2Zovvv19KlGjtWjRrJ11cTJmjLFuXkGF0oAMCWYGdXQNEtTGsHVBL29vLxUViYtmzR6dOK\nitKwYTp4UOHh6tFDdesqJETz5+vsWaMLBYBKjGvsANw2Dw8NHqzBg5WdrR07FBOj2FgtWaLo\naDk4qH179eun4GAWMQOAslZcxy73dpRZxQDKDwcH+fho0iQlJenUKc2bp4ED9dtvmjxZvr6q\nV0/Dhys6WhkZRhcKAJUDHTsAJcPLS8OHa/hwZWfru+/ybqpdsECRkXJwUNeueTfV0sYDgNJD\nsANQwhwc5OcnPz9JOnxYcXGKi9OGDUpMlKSmTRUYqKAgPfigXFyMrRQAzKa4r2L79u27a9eu\n2zrc7t27AwMD764kAObRtKnGjVNsrNLStGqVnn1Wjo765BMFB8vdXX37asYM7d9vdJUAYBbF\nBbvHH3/cz89vyJAhtsS7Xbt2DR06tHv37kOGDCm58gCYhJPT7zHuwAHNmiWLRd98o/Hjdd99\nuvdejR2r6GhdvGh0oQBQkRX3VeyIESO6des2fPjwdu3ade7c2WKx9OrVy9vb283NrWbNmufO\nnUtNTT106NCGDRsSEhK2b9/esWPHrVu3tmzZssyqB1AReXsrNFShocrMVGKiYmK0fLkiIhQR\nIWdnde8ui0WPPKJWrYwuFAAqmltcY9eiRYvExMRPPvlk8uTJb7/99ttvv33DYffcc8+HH344\nbty4Kqw0BMBmzs6yWGSxaPp0HTyYN23K5s1KSNCECfL2lsWifv0UEKBq1YyuFQAqgltPUGxv\nb//MM88cPXp00aJFTz75ZJs2bWrUqOHg4FC7du0//OEPo0ePXrFixZEjR8aPH0+qA3DHvL01\nfrzi45Wervh4PfecsrIUEaH+/eXmJn9/TZ+uY8eMrhIAyjdb74p1cnJ6/PHHH3/88VKtBgBc\nXG7QxvvmGyUk6Pnn5e2dN/txz56qWtXoWgGgnGGtWADlV8E23ooVCg3V1auaMUP+/nJzU3Cw\nIiJ0/LjRVQJAuXHrjt3Ro0fnzp27YcOGX3/9NT09PSsry8XF5Z577mnbtm1gYGBISIirq2sZ\nFAqgMqteXcHBCg6WpL1782Y/Xr1asbGS1Lp13uzHvXvLkdk5AVRit+jYfZBfJ+AAACAASURB\nVPLJJ/fdd9/EiRM3btx44sSJK1euZGdnX7hwYd++fdHR0U899VTLli1XrVpVNrUCgKQ2bRQW\npvh4nTihyEg9/rhOn1Z4uPz9Vb++nnhCixYpLc3oKgHACMUFu5UrV44bNy4rK2vIkCELFy7c\nv3//2bNnr1+/funSpQMHDixbtuzRRx89fvz4gAEDvvvuuzKrGACsPD3zYtzp00pM1P/7f2rc\nWIsWadgw1a2rbt305pvatk2sZQ2g8igu2E2bNk3SBx988OWXXw4dOrR58+a1a9d2cHBwcXHx\n9vYeMGDAV1999fLLL1+7du31118vq4IBoDAHh99j3OnTiorS0KH6+We9+qp8fVW3rkJCNH++\nzp41ulAAKGXFBbvt27dLGjlyZDFj/vGPf0j68ccfS7QqALhDnp4aPFjz5ys1VUlJmjhRjRtr\nyRKNGCFPT/n6atIk2ngATKu4YGdvby/p2rVrxYxxcHCQlJWVVbJlAcBdcnCQj48mTVJSkk6e\n1Lx5GjhQv/2myZPl66t69TR8uKKjlZFhdKEAUHKKC3YdO3aUNHXq1GLGvP/++/kjAaB8qltX\nw4crKkqpqdq8WWFhatRIkZEKCZG7u/z8FB6ubduMrhIA7lpxEwO8+uqr33zzzbRp07Zv3/6X\nv/zF19e3QYMGzs7Oly5dSk1N3bp164IFC2JiYuzs7F555ZUyqxgA7pijo/z85OcnSYcOKT4+\nb9qUxERJatpUAQGyWNS3r2rUMLZSALgTxQW73r17L1myJDQ0NCEhISEh4YZjqlev/umnnwYE\nBJROeQBQWpo1U2ioQkN15Yq2bFFCgmJiFBGhiAg5OcnPTxaLgoPVurXRhQKAzW4xleeAAQMC\nAgK+/PLLdevWbdu2LTU1NSMjo2rVqp6enq1bt/b39x8xYoS7u3vZ1AoApcHJKW8RsylTdPBg\nXsJLSFBCgiZMkLe3LBb16yd/fzk5GV0rABTr1nO0u7i4jBo1atSoUWVQDQAYy9s7r4136ZLW\nrdOqVYqLy2vjubrqwQcVGKigIDVpYnShAHAjLL4DADfg6qr+/dW/vyTt3au4OK1apdWrFRMj\nSa1bKyhIgYHy81PVqsZWCgC/u8WSYgCANm300ktav16pqVqyRKNG6dw5vfuuHnpIHh567DF9\n9pmOHze6SgCgYwcAtqtZU489pscek6SDBxUTo9hYxcToq68kydtb/fopOFg9e9LGA2CMCtax\nO3v27HPPPdegQQMnJ6f27dsvXLiw6Bg7Ozs7O7uyrw1ApeLtrfHjFR+v9HStWKHQUF29qhkz\n5O8vNzcFBysigjYegLJWkTp2aWlpf/zjH/fv3299uHPnzieeeOK3336bOHGisYUBqMyqV1dw\nsIKDJWnvXsXG5s2NFxsrSa1bKzhYFot69VKVKsZWCsD8iuvY2d2OMqj17bff3r9/f+PGjdet\nW3f+/Pmvv/7a3d198uTJ69evL4NXB4BbatNGYWGKj9epU4qKUmiozp5VeLj8/VW/vkJCFBGh\nkyeNrhKAeRUX7EaPHu3l5VVmpdxSTEyMpH/9618PPvhgjRo1HnnkkejoaElPP/108QvaAkAZ\nc3fX4MGaNUvJyUpK0pQpatVKS5dq7Fg1bChfX02YoC1blJNjdKEAzKW4YDd79uxDhw717NlT\nUu6tlEGtR48elWStx6pPnz6jR4/+9ddf//Wvf5VBAQBwu+zt5eOjsDBt2ZLXxhs2TAcPKjxc\nPXqobl2FhGj+fJ09a3ShAEzhFjdPuLi4vPzyy2VTyi05Ot7gisB33nnHzc3tjTfeOHPmTNmX\nBAC28/TU4MGaP18pKfrmG02YoAYNFB2tESPk6akePfTOO9qxQ2XyL2UA5nTru2K7du1aBnXY\nwtvbW9KaNWsKbnR3d3/jjTfOnj37l7/85fr16waVBgC3wdFRPXvmxbjkZEVEqH9/7dypV15R\nhw5q2FCjR2vpUp0/b3ShACqaW98V6+7uXjbftN7S4MGDd+/e/cwzz9jZ2Vksltq1a1u3//Wv\nf/33v/+9cuVKf3//995777aOmZ2dHRcXd+XKlWLGHD58WFIO18IAKAUNGmjMGI0Zo2vXtGVL\n3iJmn3+uzz9XlSrq3j1viYsHHjC6UAAVgV05CW22yMzM7NGjx7Zt26wPC1aekpLi7++/a9eu\n/C02/lwJCQn+/v62jBw5cuQXX3xxO/UCwB06dUpr1yo2VmvW5PXt6tZVQICCgxUQoFq1jK4P\nqNwSExP9/Pw+/PDD8ePHG11LYRVpHjtnZ+dNmzZ99NFHixcvPnDgQMGnvLy8fvjhhzlz5sTG\nxu7evTstLc3GY/bp02fFihXFd+xmzpy5cePGZs2a3XnpAHA76tXT8OEaPlzXr+v77/PmxouM\nVGSkHB3VpUve3Hg+PkYXCqCcqUjBTpKLi0tYWFhYWFjRp5ycnMaNGzdu3LjbOqCDg0OwdV7R\nm4uLi5Nkb1/BVukAYAKOjvLzk5+fJB06pPj4vNmPExMlqVkz+fvLYlHfvqpRw9hKAZQLtoaV\nYqYmtre3d3d379Chw2uvvZaRkVGq5QJApdWsmUJDFRWl06cVH6+wMDk5KSJCISHy8pK/v8LD\n9dNPRlcJwFAl0IXKzc1NT0/fsWPHG2+84evre7bMp2NicVgAlYqzsywWTZmin37SgQOaNUsW\nizZv1oQJatNG996rsWMVHa2LF40uFECZszXYXb58+cknn/Ty8pozZ86xY8euXr169OjRGTNm\n1K5d+8knnzx+/Pjq1au9vb1/++23N954o1QrBgDk8/ZWaKhiYpServh4PfecsrMLt/F++cXo\nKgGUFVuvsQsLC4uMjFyzZk1AQIB1S6NGjZ599tlGjRo9+uijVapU+fzzz+fMmdO7d++YmJj3\n33+/1AoGANyAi4ssFlksmj5de/cqLk6rVumbb5SQoAkTdP/9edOm9OihqlWNrhVAqbG1Y/fl\nl19K8rNewVuANectW7ZMUpcuXSQlJyeXZIEAgNvUpo1eeknr1ys1VUuXavRonT+v996TxSIP\nDw0cqNmzxa9qwJRs7dhZp+dNSkoquFSrpN27d0uyLvlgnTSkBrdmAUD5ULOmBg7UwIGStHNn\nXhsvJkbLlklS27YKDFRgoLp3142WbARQ8djasfvzn/9s/e/8+fNPnDiRlZV15syZZcuWPf74\n45L69u0rac6cOZLatm1batXeWG5ubgWaZhkADNGunf75T23apHPntGKFQkOVlqbwcPXurdq1\nFRysiAjaeECFZ+u/0cLDw/fs2bN58+YRI0YUeqp+/frTpk2T9Pe//13SM888U7IlAgBKkKur\ngoNlncFz79682Y/XrFFsrCS1bp03+3GvXqpSxdhKAdw2Wzt2NWrU2LBhw+eff/7QQw95eHg4\nOjq6uLi0adPmxRdf3L59e5MmTSQ1aNDg/ffff/TRR0uzYABAiWnTRmFhio/XqVOKilJoqM6d\nU3i4/P3l5pbXxjtxwugqAdjsNq6qcHBweOqpp5566qmbDeC2CQCooNzcNHiwBg9WTo62b1dC\ngmJiFBdXuI3XuzdX4wHlGstkAQB+Z28vHx+FhWnLFp0+ndfGS0/Pa+PVq6eQEEVE6ORJowsF\ncCO3EexycnJmzZrVvXv3WrVqVa1atVGjRiEhIRs3biy12gAARvLw0ODBmjVLyclKStKUKWrV\nSkuWaOxYNWwoX19NmKAtW5STY3ShAP7L1mCXm5sbEhLy17/+9dtvvz1//nxWVlZycnJ0dHSf\nPn3Gjx9fqiUCAIzl4FC4jTdsmA4eVHi4evRQ3boKCdH8+SrzFSUBFGZrsIuIiFi6dKmbm9vc\nuXNTUlIyMzN/+umniRMnOjs7z5gxIzIyslSrBACUE56eGjxY8+crJUUbNyosTPfco+hojRgh\nLy/17Kl33tGOHWISKsAQtga72bNnS5o1a9aIESM8PT2dnJzuv//+SZMmWbdHRESUYo0AgPLH\n0VG9emnKFO3cqWPHFBGh4GDt2KFXXlGHDmrYUKNHa+lSnT9vdKFAZWJrsNu7d6/+OxFxQf37\n99d/158AAFRODRtqzBh99ZXOntXmzQoLU/36mjNHgwbJzU2+vpo0Sdu20cYDSp2twc7BwUHS\nxYsXC23PzMzUfxcTAwBUcg4O8vPTlClKStKJE5o3TwMHav9+TZ4sX1/Vr6/hwxUdrYwMowsF\nTMrWYNeuXTtJy6zrCxawfPlySS1atCjZsgAAFV29eho+XFFRSkvLa+M1bKjISIWEyMNDfn4K\nD9e2bUZXCZiLrRNNPvvss99+++2LL76YlpY2ZMiQhg0bnjlzJioq6rXXXpNUdJ0xAACsHB3l\n5yc/P0k6dEjx8UpI0OrVSkyUpKZNFRAgi0V/+pNq1jS2UqDCszXYDRkyJCkp6b333nv11Vdf\nffXVgk/169fv+eefL4XaAABm06yZQkMVGqorV7RlS94SFxERioiQo6O6dMlb4sLHx+hCgYrp\nNiYofvfdd+Pj4x999NH69es7OjrWrFnTz89v9uzZy5cvd2SJGQDA7XByksWiKVO0d68OHNCs\nWerbV9u2acIE+frq3ns1dqyio1Xk0m4Axbm9QGaxWCwWSymVAgConLy989p4mZlKTFRCgpYv\nz2vjOTure3dZLOrfX/ffb3ShQLnHWrEAgPLC2Tmvjffzz/rpJ737rrp106ZNmjBBrVurVSu9\n+KLi43X1qtGFAuVVccHO7naUWcUAgMrg/vv1978rIUFpaVq2TKGhunxZH3yggAC5u6t/f336\nqY4cMbpKoJzh2jgAQLlWvboGDNCAAZJ08KBiYhQbqzVrFBMjSd7esljUr58CAlStmrGVAsYr\nrmOXezvKrGIAQKXl7a3x4xUfr/R0rVih0FBlZSkiQv37y81N/v6aPl1HjxpdJWAcOnYAgIrH\n1VXBwQoOlgq08TZtUkKCnn9e3t7q10/BwerZU1WrGl0rUIa4eQIAULEVbeNdu6YZM+TvLzc3\nBQcrIkLHjhldJVAm6NgBAEyiYBtv717FxiohQWvWKDZWEm08VAp07AAAJtSmjcLCFB+vU6cU\nFZW31kWhNt7x40ZXCZQ0OnYAADNzc9PgwRo8WCrQxlu9Oq+N17p13iJmvXqpShVjKwVKAB07\nAEBlkd/GO3lSCxZo6FClpCg8XP7+ql9fQ4cqMlJnzhhdJXAX6NgBACodDw8NG6Zhw5Sdra1b\nFRenVau0eLG+/FL29vLxUVCQAgPVqZPsaYCgQuEPLACg8nJwUNeuev11bd2qkyc1b54GD9aB\nA5o8WV27qm5dPfGEFi1SaqrRhQK2oWMHAIAkeXlp+HANH67sbO3YoYQExcRo0SItXCh7e3Xo\nkLfERbdutPFQfvFnEwCA/+HgIB8fhYVpyxadPq2oKA0bpoMHFR6uHj1Ut65CQhQRoVOnjC4U\nKIJgBwDATXl6avBgzZ+vM2eUlKSJE9WkiZYs0dixathQvr6aMEFbtignx+hCAUkEOwAAbGFt\n402apKSkvLnxhg7VgQN5bbx69RQSovnzdfas0YWicqvwwe7q1av//Oc/Gzdu7Ozs/MADD0yd\nOjUrK8voogAAZublldfGS03Na+M1bqwlSzRihDw95eurSZO0bZtyc40uFJVPBQt2cXFxvr6+\nTk5OjRo1mjRpUk5Ozrhx46ZMmXLs2LErV67s3bs3LCysX79+169fN7pSAID5FWzjWW+qHThQ\nv/2myZPl6/t7G+/cOaMLRaVRkYLd9u3b+/fvv23btqtXryYnJ0+ePPnZZ5+dO3duixYtfvjh\nh/Pnz69cudLLy2vt2rUzZ840ulgAQOVSt66GD1dUlFJSlJCgf/xDHh6KjtaIEfLyUp8+mjpV\nu3cbXSXMriIFu7fffjs7OzsgIODEiRNHjhwZMGDAzJkzc3Jy3n///c6dO9eoUSMoKOiDDz6Q\ntHDhQqOLBQBUUlWr6qGHNG2a9u7V4cP65BMFBmrrVoWFqW1bNW6s0FAtW6YLF4wuFGZUkYJd\nUlKSpBkzZtSvX79x48YfffSRdfsf//jH/DEBAQGSfv75Z0MqBACgoCZN9Ne/avlypaVp7Vq9\n8IJcXDR7tgYOlIeHHnpI776rvXuNrhImUpGC3cmTJyU1a9bM+rBhw4bW/3F3d88f4+LiIuna\ntWtlXh0AADdVrZr8/fX++/rlFx08qFmz9MgjSkrSSy/pgQdUr56GD1d0tDIyjC4UFVxFWnnC\n3d39xIkTW7du7d69u3VLbpE7jjZu3CipUaNGNh4zOzs7Li7uypUrxYw5fPiwpBwmKQIAlIRm\nzRQaqtBQXbmiLVuUkKCEBEVGKjJSjo7q0kXBwbJY5ONjdKGogCpSsHv44Ydnz549cuTIjz76\nqFu3bjVr1iz4bGpq6saNG8ePHy9pwIABNh5zw4YN/fv3t2VkcnLy7RYMAEAxnJxkschikaRD\nhxQfr4QErV6txERJatpUAQGyWPSnP+l//8YDbsquaNOr3EpJSfnjH/948OBB68NCldvZ2Vn/\np127dhs3bqxdu7Ytx7SlY7dy5cp58+Zt2LChd+/ed1I3AAA2y8xUYmLeSrU//SSJNl65k5iY\n6Ofn9+GHH1rbSeVKRerYeXl57dix44MPPliyZMmhQ4cKPevk5NSyZcshQ4aMHz/e2dnZxmM6\nODgEBwcXP+bEiRPz5s2rUqXKnRQNAMDtcHbOa+NNmaKDB/O+qF21Kq+N16yZ/P1lsahvX9Wo\nYXStKH8qUrCTVKNGjddee+21114r+lRmZmbZ1wMAQOnx9s67Gi+/jbdihSIiFBEhJyf5+eVF\nQNp4yFfBgt0NWb+ErUDfKQMAcFsKtvH27VNcnFat0qZNSkiQpObNFRiooCD16iWbv7KCOVWk\n6U4AAEDLlnrhBa1dq7Q0rVihp5/W9ev66CMFBsrdXUFB+vhjHThgdJUwiBk6dgAAVEKurgoO\nlvVC8Z9/zmvjrVunVask6b77FBSkwED17CknJ2MrRdmhYwcAQIV3//36+9+VkKCzZxUfr+ee\n09Wr+vBD/elPcnOTv7/Cw8WqTJUBwQ4AAPNwcZHFounTdfiwDhzQhx+qe3dt3qwJE9S6te69\nV2PHKiZGV68aXShKhxmCXW5uLndOAABQiLe3xo9XfLzS0/PaeNevKyJC/fvntfGmT9eRI0ZX\niRJlhmAHAACKkd/GO3Ikr43XrZs2bdLzz6tpU9p4pkKwAwCgEinYxluxQqGhysqijWce3BUL\nAEBlVPCm2oMHFROj2Ni8ufGef17e3urXT8HB6tFD1aoZXStsRscOAIDKrmgb79o1zZghf//f\n23hHjxpdJWxAxw4AAOTJb+Pl5mrHDq1apVWrtGFDXhuvbVsFBqpvX3XvLlZQL5/o2AEAgMLs\n7NShg155RZs368wZLV6skSN1+rTCw9Wnjzw8NGiQPv9cx48bXSj+Fx07AABQnDp1FBKikBBJ\n2rtXsbFKSNCKFVq6VNLvV+P17KmqVY2tFHTsAACAzdq0UViY4uN16pSiohQaqqtXf78aLzhY\nERE6dszoKisxOnYAAOC2ublp8GANHiwVaOOtWaPYWIk2nnHo2AEAgLtStI135UrhNl5ystFV\nVg507AAAQMkovo3XurWCg2WxqFcvbqotLXTsAABAyctv4508mdfGO3dO4eG08UoXHTsAAFCK\n3N3z2ng5Odq+XQkJSkjQ6tW08UoFHTsAAFAW7O3l4/N7G2/BAg0dqpSUvDZevXoaMkTz5un0\naaMLrcjo2AEAgLLm4aFhwzRsmHJytHWr4uK0apWio7V4sezs1LGjAgMVGKguXeTgYHStFQod\nOwAAYBh7e3XposmT9eOPOn1aUVEaM0YnTujNN9W9u7y8FBKiiAiWuLAVwQ4AAJQLHh4aPFiz\nZik5WUlJmjJF99+vpUs1dqwaNlSbNpowQQkJysoyutByjGAHAADKl/yr8bZsyWvjhYYqPf33\nq/GsbbwTJ4wutPwh2AEAgPIrv413/HjhNl6DBrTxCiPYAQCACqD4Nl79+rTxJIIdAACocIq2\n8Vq1ukEb7/p1owstcwQ7AABQUXE1XiEEOwAAYAYFb6pNTNT/+39q2lRLlmjsWDVqpC5dtGiR\n0SWWPoIdAAAwFQcHdeumN99UUpJOntQXX2jwYO3fr3//2+jKSh8rTwAAANOqW1cjR2rkSGVn\nG11KmSDYAQAA86skS5PxVSwAAIBJEOwAAABMgmAHAABgElxjZ6t9+/Y5OTkZXQXuVlZW1ty5\nc5s0aWJvz79qTCgnJ+e3335r3rw559d8OLnmlpOTc+TIkZEjR1apUsXoWm5t3759RpdwUwS7\nW7P+IRs1apTRhQAAYGazZs0yuoTbUD4zKMHu1oYNG3b9+vXMzEyjC0EJ2LVr16JFi/z8/Jo0\naWJ0LSh5R44c2bJlC+fXlDi55mY9v0OHDm3btq3RtdjE2dl52LBhRldxA3a5ublG1wCUnejo\n6JCQkKioqMGDBxtdC0oe59fEOLnmxvktKVypAAAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYA\nAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEO1Quzs7O+f+F+XB+TYyTa26c35LCkmKo\nXLKzs9etW/fQQw85ODgYXQtKHufXxDi55sb5LSkEOwAAAJPgq1gAAACTINgBAACYBMEOAADA\nJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2\nAAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDtUChaLxe5GjK4Ld2XMmDHFnMSNGzda\nLBY3N7c6der06dNn5cqVZVkb7l4x55dPdMWVmZn55ptvtmvXrmbNms7Ozq1atXrppZfOnj1b\naBif3ztml5uba3QNQKlr3LjxsWPHim7nz3/Fdfny5WbNmqWkpNzwJC5fvvyxxx7Lzs4uuHHm\nzJlPP/10WRWIu1L8+eUTXUFdvny5V69eSUlJhba3atXqu+++q127tvUhn9+7QccO5peZmZmc\nnOzo6Hjt2rXc/2V0abgT6enpq1at6tevX0pKyg0HXL58OTQ0NDs7+6WXXkpJScnIyPjwww/t\n7e1feOGFo0ePlnG1uF23PL98oiuujz76KCkpydPTc/HixefOncvIyFi+fHnDhg1/+eWXiRMn\nWsfw+b1buYDZ7dy5U1Lz5s2NLgQl45a/xD777DNJFoul4MYhQ4ZImjx5clmViTt0y/PLJ7ri\n6tChg6To6OiCG9etWyfpnnvusT7k83uX6NjB/H799VdJ9913n9GFoGTk//662QDr3xN/+ctf\nCm4MDg6WtGHDhtIuD3fplueXT3TFdeDAAUkWi6Xgxk6dOklKS0uzPuTze5cIdjA/618D9evX\nHzduXL169ZycnB544IF33333+vXrRpeGUrFt2zZJvr6+BTd27txZ//3DgAqNT3TFlZGRkZub\nm38tndX69esltWrVyvqQz+9d4uYJmN/IkSPnzZtnZ1f4T3tAQEBsbGyVKlWMKgx3yXoXZNFf\nYu7u7unp6RcvXnR1dc3feO7cuTp16jg5OWVmZpZplbhTNzu/fKLNZOPGjYMGDUpLS1uwYMGw\nYcPE5/eu0bGD+e3fv19Sx44dN2zYcPny5ZMnT86YMcPV1XXt2rXTpk0zujqUvIyMDEnOzs4F\nN9aoUUNSVlaWMTWh5PCJNoe0tLTQ0NAHH3wwPT194sSJ1lQnPr93jY4dKqnPPvtszJgxLVu2\n/OWXX4yuBXfoZh0dFxeXzMzM8+fPW/8ysLp8+bKrq2uNGjXOnz9fplXiTt3s/N4Qn+gKJCcn\nZ9asWf/3f/+Xnp7eokWLTz/99MEHH8x/ls/vXaJjh0pqwIABkg4dOmR0ISh5np6eklJTUwtu\nPHXqlKR77rnHmJpQyvhEVxQpKSl9+vQZN25cbm7ue++9t2fPnoKpTnx+7xrBDpWUtaVf8F+E\nMI3WrVtL2rp1a8GNu3btktS2bVtjakIp4xNdIVy5csXf33/Tpk0PP/zwL7/88uKLL1atWrXQ\nGD6/d4lgB/Pz9PS0s7Mr9AXNwoULJXXt2tWgolCK/P399d9TnG/+/PmS+vbta0xNKDl8oiuu\nOXPm7Nq1q1evXl9//bWXl9cNx/D5vVtlN2UeYJAnnnhCUtu2bTdu3JiZmXn8+PHp06c7OTlJ\nWr16tdHV4c7d7JdYampq9erVJVkv4jlz5kxYWJikBg0aXLx4sezrxJ252fnlE11xBQYGStq2\nbVsxY/j83iVunoD5HTt2rFu3bsnJyYW2/+1vf/voo48MKQklopiL6xcsWDB8+PCCT1WtWvXr\nr7+2/r2CCuFm55dPdMXVqFGjoicuX/655vN7Nwh2qBTOnj37wQcffPXVVwcPHqxatWrbtm3H\njBnz5JNPGl0X7krxd02uXbv2rbfe2r59u6OjY+fOnV977bVu3bqVbYG4K8WcXz7RFZT1jteb\nPVvwXPP5vWMEOwAAAJPg5gkAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ\n7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAA\nAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyC\nYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcA\nAGASBDsAFY+dnZ2dnZ3RVeQpV8UAqOQIdgAAACbhaHQBAHC3rA2z3NxcQ16rbF4XAGxBxw4A\nAMAkCHYAKrb869uKXuu2ZMmS3r1716pVy8XFpX379tOmTcvMzCy4o52d3cWLF4cMGeLk5GTd\nuH79eovF4ubm5unp+dBDD61fv/6Wr1X0daOionr06FGzZk0XF5dOBnjG8gAABbFJREFUnTpF\nREQU7Orlj58zZ07r1q2dnJyaN28+bdq0gmMSExMHDBjQpEmTatWqeXp6BgQELF++/O7eJwCV\nQy4AVDQFf33d7Hfayy+/XPQ3Xrt27dLT0wvu+OSTT+bvuHTp0qK3QXzxxReFXrfQaxV63bCw\nsKKv+9hjj2VnZxcc/+abbxYa8+6771oHzJs374Z3Y8yYMaOU3k8ApkGwA1DxFMpSRf+Zum7d\nOkktWrSIiYk5d+5cenp6fHz8Aw88IGny5MkF92rUqNH69euvXr2am5vbtWtXa9Q7ffp0Wlqa\nNRo2bty4mJcutMX6uk5OTjNnzjxx4sSFCxeioqLc3NwkffrppwXH16xZc/78+RcvXjx69Gj/\n/v0lPfDAA9YBTZo0kTR9+vT09PSrV68mJydPnTpVUt26dUvyTQRgRgQ7ABXPLYPdo48+KmnP\nnj0FN/7888+SmjVrVnCvZcuW5Q9wdXWVdPLkSevDixcvFh/jim4ZOHCgtRtXcMDcuXMldevW\nreD4uXPn5g84ePCgJFdXV+tDZ2dnSZs3b7bx3QCAfHa53M8FoKIpdGtq0TtV69Wrd/r06Rvu\n6+TkZL3SzrrX+fPna9SoUWhMenr6yZMnv/3229DQ0EJHLvpaBbfcc889J0+e3L9/f/PmzfMH\nnDlzxsvLq2bNmhkZGfnjz549W7t2beuAnJwcBweH/IM8++yzH3/8sb29fffu3Xv37t2jR4/u\n3bu7uLjc/vsEoNIh2AGoeG4Z7KpUqXL9+vWb7ZuTk1N0r9zc3MjIyM8++ywpKcma/OrUqXP2\n7FndTrCzvm5mZmb+3RiSrly54uzsXKVKlWvXruWPz8nJKXghXcGD5ObmLly4cM6cOYmJidZd\nnJ2dQ0JC3nvvPXd39zt7xwBUEtwVC8CErE24U6dOFf2ewprqinrzzTdHjBixefPmzMzM6tWr\nd+rUadmyZbf7uta+2pkzZwpuPHTokKS6desW3FjMYhV2dnZPPPHE+vXrz/3/du4fFP43AOD4\ng0EUJQtRJ2VSoiSUTCbDzSxuO2UyyOTPZrAYLKeEdMNFKWyWEyU22w0mLCwuGTDwG5R0P1/x\nq+/we7xe06enz+d5PnfD9e7u81yxmM/n5+fnm5ubNzY2RkdHf3o/wG8j7IAIdXV1hRB2d3c/\nDh4dHZWVlbW1tX16SSaTCSEsLCxcXFzc39+fnZ29bXr4kY6OjhDC1tbWx8FcLhdC6Ovr++Yk\njY2NZWVlV1dXVVVVg4ODc3Nzx8fHIYTDw8Of3g/w2wg7IBKFQuH9OJ1OhxCmpqbW19dvbm6K\nxeLe3l4qlQohfPo3KCGEtx89W1pampqa7u7ucrlcMpksLy8PIRSLxS/W+mhsbCyEMDs7u7q6\nent7+/DwkM1mFxcXQwjj4+PffCEDAwMhhFQqdX5+/vj4eH19vbCw8HZv35wB+LU8Ywf8/5Q8\n6JZIJC4vL9+O3wfT6fTKykrJhSMjI9ls9u3ykkkmJyeXlpY+njw9PZ3P509PT79e6+M8Ly8v\nyWRyf3+/ZN2JiYnl5eVPb/7fg4VCobOz8+npqeSE7e3tt123AH/0t7bbAvw1JR9fOzs7ra2t\n7xtL321ubvb29lZXV9fW1vb09GQymZeXlz9N8vT0NDMzk0gkqquru7u7c7nc6+vr/v5+fX19\nQ0PDF2uVzPP8/Ly4uNje3l5ZWVlTU9Pf37+2tvbFup8OnpycDA8P19fXV1RU1NXVDQ0NHRwc\n/Ke3CvhdfGMHABAJz9gBAERC2AEARELYAQBEQtgBAERC2AEARELYAQBEQtgBAERC2AEARELY\nAQBEQtgBAERC2AEARELYAQBEQtgBAERC2AEARELYAQBEQtgBAERC2AEARELYAQBEQtgBAERC\n2AEARELYAQBEQtgBAERC2AEARELYAQBEQtgBAERC2AEARELYAQBEQtgBAETiH3eiMySl6bVR\nAAAAAElFTkSuQmCC", "text/plain": [ "Plot with title \"Decay of the energy\"" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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FCoBnU3Sb5OOUpZWQFahKnd317SHUbZS4oJyn1pacASPHTV+Zkm0paaghZ4wpKn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PLsu7iIAKJoRymW7KvgDfR3o4HVpfZJdA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rZNvd2vE2r5NjEM61UG+xkkt5FrVoY/i/rL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", "text/plain": [ "Plot with title \"Convergence of the gradient descent algorithm\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "source(\"nt_solutions/optim_1_gradient_descent/exo1.R\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# Insert code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the iterations." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# Insert code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 2__\n", "\n", "Display the iteration for several different step sizes." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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mcx+d3eTz1A5rpE9XWOQbiAZG8hEhSZWkH7YQAdY4LpQg8Xk1l1rZT1U6NCTODM\nORK6P0Fr552kot7AoziCa9BxDfK5JFce8x01F9VxPEVyfTdzDOxbaFWJC4wdA6P9THnZzALM\nBMYakDgFBUrTedK5QF7UKi1uXSsrorjgBOF8Eiu0y6tKKopa/SwmvebkNpj62UzeZ/21MgHt\ntTevuVJp0l6Dp/JQRMvouIKc91jFq+jsRtUgn+VsouaR7us10WBhoX6puHicVbOcvc07ycle\n2yiiGEypg+a6XVyUUtbpjUWzTtHXUVU6q4rdGiYtpbMaDekLmW73yHRCZnK47OsCVIQaIRsv\nfeVcY05KT7G4aznfkg/yA9IxsrQIIDaGsOWE8dWXMemWfPdV8vkvohWZm0dBOC7Eseub+iKa\ny0oPTBHlvV4eOZuhM+qjhe6VZQSGMB+1m0KJ0WPuS6gO3uRazRG3tCGILXELiGlYA0rdpHFa\nKWUplMIE1Jb2DFRA68wibMWY8t2WAOX8qaKx2BpVZ0X4Th61pjJUx1GejCoD8ijcNT3m6h8R\n2n0nqQG07dNklkE+zs5KqQCCBrqBUjCvd4ZuUrcUEdW0lNFc9anRGAVdDNx1jWCDmwZFfEqe\nAQAd0zzXekmkqK6QmQIEMcGZYAdrG+eloqGx3PqpyrmY/HaGwBBZBmiMK2/ojNCOmqqVr8Ou\nQYfQCsxSKV5ItZ4kyI7wM3/9aAI3ujHygqIM2g4m0474CqiO69gFvoEJHMdOK3BfnB6BciS9\namyif4t2pTm5iVQJxlPsQrSdTbcQAOWWm5ok8PrAjDCEEGoAqkNgR8gNomoYu+5SwlPcK0Qo\nW681BCvcFpI5wncAzVW9n0Zb46IANEGMPqP8CeQRn90Go1A1muuLf2M3+K5JRLAeyn5AxYQj\n7soY77FqoD0ZskFkP5WGIE9lWUFqspiC6EbxdQczqkyDrX3qgMjuCvKwswDK++oOA/MxeYRc\nPhS0AgeNJWSqvAYjML1+wGh05OiUmaK2pNDncmEy70J7eYwJXMVOmzLKsF2m0wscrPWk9KLT\nbpc1U7ar2iBaF1pjYGjMB12+OICQuEkKX/4Bp5/CA67bNwvYtXvPLf/5fyc7FQDf3vkwYIz4\nvkdHHLu+mbyf8fK1FI6QuAqKN/iLFtGxYykU9ZV0nkRFKI0KCTVmEnS5SkCVgkeGyaecFGoM\nk0EHA7TRTdK9mAymMAnRqbRd5ckPJqtoCV4keP1s2vc5Bt6w2FOeVM15j6oMkW4AACAASURB\nVKqY+lraD6PqhQapB2EConJyJEB1oFN2Yfk0VmK5kilaw2RvFYhuY/JCbpcTK0PweHmkg15O\nuquM28uLegUdS1OJz6bjZipYTGopnbVz6XzLNRgmtTwSvYH2N91ScSdcahtILIOqYlfbwJRl\noIfIXImldi5TVhqCRaRu5E3sVk24nMSLLDyD9k7r51oSN9IrPIXEEjLj1aRu8KIeJXvaPsEy\nyEULd51BWHNKCYo1gL0L1jBuNn2arlpWCUUP684t8gh90+4JgUHo5MLPAgRL6FjKk1cIQLCU\njqVdecVIpajjyjPiVZZXlVSqu7ae9g7HwGswwQY6dnOqrAipradjXUEPO8UI1F5A+17rgm6D\np/JQhCtIrEdGtdCrMI+gomIkqZcUoqDS5ZHBUj1VxdJXPdVzLouJxW58rSnE1yKozkAH1SA9\nhMnAYCaprWbqB+48piu5+UpnRbHzhMzqKhZfF69sI1BfR/IIKoQaShPMx4xDPi8RFWNmNYkJ\nUIBGdYqeqvD2MpQmPYxJMBmmQ7iQqYecdMYLadvTBdUI4FGSp7nnMfaP8aKVs9Cx237nt7bf\n+a2j2z1XPP7440c3+pFHHLu+aawsA1kMQG1eocaZDDK0orEIRTEcVBHRYlRahgwrdJsgLk/v\noMdR3tRY2a/Z0Wmq+7uGClAjPXs1QH2dcwUVEXaXXCl0g+a5vTEuFIt5uxMfOmbgnOIdY9Ji\n1xW7Vwo1eiXa9IQ6kxZ+Z5HmtqtntCFzBrVKu2FVdZSnoGi0q/kFeYLLgbuKUVasoWqhrUE2\nQIOatV+lGqR2bvdHEfAUndIrB92gsak0MKXY2V3UAqpGsNGPJuzFDhqo0XxB+Yf8RdUNLcq3\nGlEEq4vLa8hC9PzyOqYY2YerumnExBh34WQYEq3s/QyapCuB3oIDFRCf2jPQAdmIcwUUsd1a\nEkI3akoZjC3StJ2fZKiOG1k44WhdeWKMp355IZgu/hVSv5A9A52SZUVwUnFkisxOs5sFQKVE\ndjm4hQDogJpbbkUxKkwe89TE2CUfEp7uX4Fm7ylREK7C0NvzwoSo+cVKR4CA5tpSZstPCUuB\nKqdGc31P0lOh68HoskFS2BQTdt2YUFA16heW9lnR4HtL5kENWA8FqDqBu8WrbqKtXOsaygt1\nNW6soUZ7IZvuOlmtKgJwG6PLXEfoNkGpa+aeUzeO1igyRaDRq+zzi0IrtpQKIaZ5TnlcobS7\ne04eKfiCco7FoGJCa7V7XiyxLb0HxewzlOGAEygrUlBXpll0t1gUxOg2YR6HHWAUJkCHhAuK\nFPZURl0uVVYQUVvIXd8D2LyBT3sj7ZPPOWuXXf3Cs092KgDuuufBL339e0ue0VXDExMT733v\ne2+55ZYHH3yw0+msXLnyuuuue9vb3jY6OjrDWVddddXnPve56vHZoyaKY9c37W/0oujC+STu\nPk81d+gfLaHjre48jSkr4CNeQbIHNKqBAh2jwEz03DKVFAFJRbeSojKyicIvJCPokOxBdTCd\nQs1STUfPqJ1L29MS3O0kPGGpuJk95+hpCZU9DmrrXeVpHuk+AN0sxMj4dNLHISqmS7Qhmyi3\nbgGl0AlZ0ntFBW1LxcnD8lSp4Rloo1OypzFTpZ43iZpPtgeSQl4Kz6BjhSEbCE4htWQbfQGd\nr7vF4go/0UYSN5DZkyqjjc4tvG1BvCtkoCrBPdEFJFYa9BIyT05zRUGzmtSLpzybxNZgziTx\n5Ns1JFYEUlTVKZeTWtJUdB6de9w0LCSzxIboQr/cVMuVTjfSmXEzgmiTcwXv9OotvAQA0fnO\nLYIVpO6y7vAFJJZ25RUClYIKzyH5tmMQrCLdZSVyA6n3jCxxnjKvKgHtCsDRhXS+5l7BbTDR\nJjp3W3esKHZ+g6zolNEFpFYavAYPhBvp7ARQDQjRCzH7MHXIh1419AhqP8TlZK4uPZhSk1Nt\na0sgg0ox5c4g+T+0KXRKk0AHFdJ5qJC1ciGt2znkeF1HnjZbIfY6n6piV3MNqrvt1NaTWEpn\nuAQzXqiSKsJEBItJ86W+EShUHigS5FmEfATb6bmGBrIDZG0MmAnICBc5IZheJ0/lRVA/gylX\nIc6L5fN30YpY7cr2s4NN61e9720/dbJTAfCHf37rl77+PdUdQZ0w4+PjW7du/epXew/X/fff\nf//99996661f/vKXR0ZGjnTizp07j/SnWYI4dn0TLae+unC8dES8rNy21xSr+oN1Vjx4SBiV\n6h0AQUC4BEOxSUSgiKz1VnTQE07HpA24E1veykcNQa2IBCqO1NBWHIwaJLZGWvlCWpWVq/QD\ndB29sfxrKSZhReOpGsFZ5URYG6NRGmV6I+NAEeYrTPM1E7GTHkBPEYalMwpq3I92VwZtz74N\nVJZeKjeOKkVj3aUBDbQl6ekmkRdj10AvtAyGfANigqT3DtPDxBdZp2vrpZK/9mro6o6dltip\na+hNll6iMYkTT6YaBOdaSwhrMB+T9qRQ1SC05FjdcpSq/Eh8Zu+nGnR/ZjBIba11JCbu/lSo\nFFNDrbIMoGb9BKiDHXKUEq3orZgGf9WqSh0xrIpKqNmhh4ETTJkplHHTELsJANxEmhbq9N4O\ncORjDyvXZpDa2kKKKwy8gmoSebJ3q/B4uhcMywuaABVgYmsVdoiqE5xn3VEXuwKV56Nb6It7\nP4v/rGJU9bI5dduYcaXQFlH5nJJCSOBtluY16brT4AHdIlrt5NqTFlSGxlqYMkHgPoYkznJj\nZTDevDzWmo8QPWWtMB0uUmXyaNoAIFAE3ZW8eZRq3nnGpU2ui+dvKN2LS+tppXUaG8vNRFNM\nAFPu/jsDTgdY3VVeZ+UOTd0lX2XvpEoDuxMODLq7x1ATQGvChShVREYGAcEyyGsy1xGbRM0y\nfFChGjTXo/J45XySWnNwPjv+mSvWUl+B8BzyZ3/2Z1/96lcXLlz4wQ9+8CUveYlSavv27W98\n4xu/+93v3nTTTe9///unPWtiYmL37t1hGI6Pj0dRNK3NSUccu77JdvTkgWAhqbfu7Bza1tA/\nPJXE3WROnemGxJ1GxxvbrabzICpE1VEhOiTbjwpRASZfV5v7NGXvptoE5VcrSFAGptDj0CZL\nUW2CU0m+i2mjpgrfSA1guptyQbCRzFtj725B7EkFqrJZq3YN9AIy91MW0fnOqDo4lXQ3gBoE\nUJrgDLIniqAu8hmWUiootgNw90/RKRm9qWGVQBs6UK5NUxFqX5HDfLJbDcGTvbeOXonJpYKk\nKA01H2PvUH8J6ZfcYnE3rfUNKopdcAlYBmoU44WCbSG1PtejTsXsdvaG0BtJ7ao5Hbz1yxsw\ntph6NsYS8AzodWT2ytzzyVw5TbvSVLCZ9CuOgVqMsb9ncDHmbmfZq92cyIvFk6ZcgkucTHmn\nA/pit1iWYFwh00ukrgiZgZtNrxAAdQ7Gek71evAC4NZg7LWWF/YyVYzQTiWzHu3gItI7rdMr\n1e01BvAbjN+can6EfnAx6ZetW5TNVQ2UqzXPJXuo/GuEWVSsYjGNItE6KmdOVbn5cIfuZ4dM\nLpzn/86tUmdPb0CFpSDXhpQgJt1VbqV0CKoCsPvgU+kc1IV+a1HN4is1xRVcIbO6O7onnOfN\nSeX6eg0VE6yD3ZgYHUAMTcL80xflVLjulDufmEKxy/Jd6DJMiklQEemjmAQziUmIqp22eyQ+\nk44nnFdCNv0I4IV84T46KZcbMrcpCs8yn/zkJ4G/+Iu/eNWrih2YX/7ylw8MDFx55ZX/8i//\nciTH7oEHHjDGrFq1atZ6dYhjdwxEq4nLNadBjbQcEyuN0ughGhdYcTMh8RIrai2FOuEZpXZl\nUE3i1Y5IpuvumtY2YW7cXXeWOh2fNn4MtaphgBgNNNAh4TI3D57EMmgN9IMy8sPaf1jXHWmq\n2Fc5LRKDQdcJzwHKLe7iQoPpLeuLiNeU5wI1sDUbYKrYqqoIapl08lhgZzMlqEoF1lpL1Sgr\nQRWjamKwVym2MGvc67ubaDBYhDT1cF8qasg1qFl/DVAaM0B4ee9cO1i+8Fbr6CtKAwMh2Oqa\nQdUILu8dIUR5kSUNuNTa8rrhR+mp2FWeWpjzXINmWT4USTIvcAyogyX8qJpvoCJ3n7kanMtM\nxK5B4C868W9RB28rxzqRpcGY4VIN6jJIaGdzALa4t2hg8iOqWIMZuuKrqcMpjn2wzV3TGmLW\n9pq4qhVV2dsoMXQ2WKFFeHnPQwLQbhyq15wqc46+QVzZmKaBsqPHIqdmAdVxgiiU8V1qMgJ7\nNVjqL3DufYAuX+81Rdxd6J3PWA3C6VAGAqqQ6Izi76abqlEotw6hQXg+qHI9eADaKWddR18C\n3YI1ZRxwd6Q34OqUlV0Pdeg0D5X6a6i1Qlm5rsYGqCmiRpm7XPZeXoTK5FGVqkW0kjxUDoUa\nIjy3DJ5ToDERUXcNdYZqoNdjrOBUXeP/7gW4cgtPjsOMQyPhGeX73/8+cNVVV9kHN23aBOzd\nu3f6c8p52DPOOONIBrMBcez6Rh8mfJpsApWgG5gfYlI4BLlA4gZ8eJE6VKJ5wjNIvOV47hEv\nWggIVpLtQ2lUAzSqhTlcbPWe71aqjOVRGfQUulPoeWSYNjos1y0eBtCrMd/EjFn6gevB+MpT\n0/e61MVgawmLMHuKAimu50ksq8jcYgnc8CB9Jpk95A0INpB9v5jUIH9rlq+cItK5hkrpxgbl\nkh7KWXtbeD9AiprAJKjubsAGNV7KhBlqAkJ4BFJrR98IZYsN58PtViIrL1q2whesn/PAXY7H\nC+F/rZ8rwPsEiFuwrANXeWIj2JLeBvBCwV4AdvvZDK4gxxqw488uhS+6BkvBXmnrpRkYKBpS\ngZfrKp6Bd3r1Fl4Cqon0skAlm14hUCkorxipFLVXEVQqq1osXnVXi8VrMFdgLJXRLLCexybk\nX516BNMox421cqYPCDABKv/mR1A+d+XjQN7w868jWB4SnaLBdx0dFWIeBTDjYNCnk37T/V6c\n+2B6jy2gV/ZUQyDYjPEE4LJzKAxKGbLXZbndi6902l1ThGqhNpDleu0AgBoiS1Bx6TsqmEIZ\ny1ks5zdyB9EkmCbZk8UGoiZDzyO1skA1ZHMtibdH5hmkdqd9DumMIZvReaT3lLkeRAUEp7D9\nQVa0WJux13schGeXAwem2Z7p9ttvB9atW1f9U07u2C1duvRXf/VXP/WpT+3fv3/NmjW/+Iu/\n+KY3vSmcNd/5nS3peB4QGDTlFp11wpXOX/WIM3xUTfRwKYOFoFB1AisYMwgIR4s+F2AKmkS5\nbGNQBh2TrSk/CJE7Z01XNxrDtN03hLtoS2lHyipo9v5XNSralYsank6aKhemoVFN9IvKvtlA\nhGqXkYVZcUq4pdxZLZ9pzW9tpUed3Vvip1pwpnU6oF3ZxtZC8nnhsHCve/buvCdN96MLNdc+\nP1K+JouN5vP/7Q73vTQMwsXWz8okEcOuQdXzG3UNmuBoq4aFsNU60ILFUH6vCQwtVcqQhsDQ\nVLbOBFCH5ZTOvqGhcOKuDJHiTOtnU3GNaxAqSwKpGngZN7TgWo6MoamdK/jllrkGhki5c9wZ\nTW3dwssCVjYVBoyhrnyFuA5LVemyGAZUT83NW2le1F2GlVNTVCprBN/Am5ofrhh4GR9E2Z+F\nqDYn5Xz/YNrd1Jwm3QLvIyLeQ2H8D3KQQN6zNUr7MibP5DGmQ5izy3MVpgln9y4GqBZZHjGZ\nt9IBwsus0xUmhk6vr1BN1DZr/8isImQOH03IdHVKYwhxHjQVuyEQlc+QqHFM7jfnkwZNWA5h\n7xMXKiY+vfgJMEJ0ThHga/JevUZgP1YxeohimXwGafkiKNHDfoDvg20eGuP1Z6AhmC1rKm12\n7d57y3/Niq9ifOv+3cCDDz54yy23zGBWr9evueaaIAhmsDkS27dvf8Mb3gC85S1vOZJN7th9\n7GMf666B/fa3v/2Wt7zltttuu/XWW2fJ/Kw4dv2T0n3A86hblX8iIsVMojV6N2oK00EdRJ1C\n5sZS6PPIrFWH6myUZ3B27xQD5nzMN9x9D04js+I5gk1uGBboUzGHipW2BKgBOAhx6VxSbJ5S\nbKGSojqlv5VAhmoXW3Hmm88xCWeh7gRQ+8FM98K4HO6wfi4p95zr4kksp4EbpOJLLGeDt+D/\nfLCDwy6szFacBfZ+VxfBt8qeOoSGYaHiSUOrlOxGdPn+MMQUm59iymcho9y7CyiWxmiKHSa6\nn60MM8fpSY0zDZSm7Lf+GmbOz05APXHSPD9xQ+giLu5YQlHIusRV7CI2diypKWJDx1XsIl7Q\nscSqiM0dV7ELWJNaclfMpW1XsQs4JeVRy+DytlPXKAaN5U/EbGuznSPjGXinV2/hJaCayJA1\niavYxWxuW9kMeUHiKnZeQXnFSKWoYy5uu4pdyGm2IBdyfsqDil5vHjBizwlq5inLX1GEytqB\nSBMalCIEFFrlFyBVjh+jddk4FUk5BjKqdGIMiS4amFGM5Q0eJspkdOBcsAIB/UeGymNlPXTF\nGMzrr6oC8GkE9qNdFYC9zsHrOii7F4UZATBb4LtQhwgTFaMvE4MuogNVh8wUS8FyCbOI+UvK\nLYUHMU9AWqxgVYNOcCSVLtTrYKl02vossrLcihfBOWBJdEEpyPVOORvzKGYIFWFqaE26D1XH\n5DEbIdsfAbhiadE5zT623/Xd7Xd99+h2zxVf+MIXvvCFmWcGuO2227wJ1qOyd+/et771rX/1\nV38F3HTTTT/3cz93JMsHHngAuOCCC97znvds2bLlwIEDt9xyy1vf+tbPfOYzf/Inf/K2t73t\nmO77LCGOXd9EY8TdDr2yoZHKMN2gpUWoFsqL03IHoGoENVDMs+SRbapBkMdR5RJdHXVZbyKV\nBB1h6kWHosDUi4F+vrxAZdBwF6VOQuoOUj0tIapoVwrslbYx2Ip09eOenlxRLwf6yhABhnmK\nF4MyBIChBmd1rQ0Y6rCg3InfGGqKU7IykiajAyNQz8rXi2EeXIqjaQxmjFJ8MQPFfMN6N0tN\nYxWLJsy8pbsFSWmQZb7A5ogoGpN50TzFfFnXIMiwl8rHtuKiAAa1VQ6apsbZYUsz3xaKFIPa\nDhMExbzYMRiO3bAqxXDM4JHsARgILA1PMeoZKBoBPVlaVwy8qCbNUMxFHBnNsHsFf9GJZsQ1\nqNsJqCZSMaBdGbKSzSG7EADFiF1QmlHl59opasX8SrE0jSPpDaiuuAVA6ubLEByhveUkASZ1\nmpOv2Gkyu72VHp/qPqea0Gpvo5qWd0fFfMPFhmIz9IAhU65HLn3MEcUl5RGjGDFcogtvNdBo\nQ1OxPG+8Gg0NxUJ324lCPVWkYAyDiq2AKrYLweocijtWhEz3Y7KqBlbMcZFvW6qsgx0XWFnD\nxEQ5QuuKkbViiXQe2GdqqLOL1BlgADNcKo75ZG6rjLDM01RDL4asjJhMUYMo60uAvsoIDDg7\nAhYCuvXuuP0hQsVVNeJ9RN6weVZwztrFV18248TOc8V/fn7nzl1Pnn322b//+78/g1m9Xn/R\ni17U/2WzLPvwhz/8u7/7u/v27Vu7du2HPvShK664Ygb7L37RGbE0Go1f//VfbzQaN9xww9/+\n7d+KY/d8I/suad7TNdDLYBzyLZFiCNFpMWoseruklMESVLvYhY5dMIkagw5qhb8cj3PB3thp\nE9ztGqwFO8KjutpuGdgbl19eCQ8ahgOQf9k6yBhSPAYNUIY6heNVaFcGbdAQm8IDywyBKfyt\nNpiMjmY0ZW/KBJBxWDE/5ZHM6nw9iSXgtNRV7CK2dOgthAw5J8EJUgk5P7EUu4gLO65iV5FY\nLmo74gQBq1J2WQaXeRqMZmHGk5bB1jZfVtRVd5Nkhiz5pKaZVypwGmoGrYo3cWR6Ykzhy1KU\np7HiHzHojJp1zRDi1HqdK7QhTElLLaJnmtI2mIA0tco5IJt0XnKE1JLySMJYjdoku12DJYml\noITUxlwVJ2Zh2yqWARqHXYOQZmLNcQ/QOuwHAjoMMnDIukJIK3EF4EEatkHEwg5Pugbnta1c\neFkAatTb/DAsN0mJqHXcYmkwmFjlFpIlTClUUGq0Xa9KoQKCvCK69kGx51lP0A0I7O/+KQyE\n3T05lDUQUmSl56HLfbwzIGWe4UnLZVHdLTYMk4bJvEF2r+M1VypN2mvwQMRFHeuhmE4Adh6r\niPM7jkzuP5jeY0vl0fYefE0tYLlhr2YACGgoRuCwJgKliQFNQClbKjAoTayKgNkEyIVPxWQ+\nlWwY0uyEFA5DUnZuNl4HuAx+2BsYQ6UL9TpYKp2w10UD6zEPQ4RpQR2zCp6GABNjQoovyeYC\nK2BQHdIOJEUUTdLmjifYFNO6hxT/Qyyzg03nLnvf22YKsXjOeHTPwZ27nly0aNGrX/3qZ+qa\ne/bsefWrX33HHXeMjo6+973v/bVf+7U4jo9+WoVXvOIVN9xww4MPPnh00+cEcez6pr6c1mAZ\n+1UvX7VZOfyquVEsg5XAr8BZm8lIZY+uYTeSZh5cTPFeCSAwtGBN13XIaMK1YLJi1a3J0LAm\nV5sylGEULjHlREUGEBpLi9LUMmdM3OVI2lXXu8ibfk0RGuZ3cwj1cEYFRdEKHLXDU0S0YSRm\nQTeYLCNUNEKWUGz0QkJDs9TKlJmiplidlSsk2rQytgIZSSkENjNyKVSlqJDRhEusvfgw1Eon\nyWSYkOHEXUqpCI3ldcWEbUeQ8yWWqPgMXFKero2rJURkHcctC1NXI4zJ2pZI4673i4GIoGOp\nMhE6cZKEoZ72joyktBTeJnMDynr8NQN1S0QENA1tRRYqBisGYegoSU3PwEPRsg0CotCXWJw0\nKOqBvyp2wM2FkwWKh2JZN02GWuoWy6RbbiE6ccUtS/YxkHgVQaWyItKOW3cabIHNuqAuNba8\nwdRKg7DjSKfandYnYqjDFl0Ggmhq3ViCfKu0kHkJlwTFAnwCWoalgC7ncNuMal6cn6EJJqlr\nTut+ylBBSj1gSTnyyAyNkCW6SEYGiWEwZqTbzj1FGcB9tKsKsaJuymymoIiM093lh20B2FSE\n85r1vyOaWkZPSVLUoKOLf+fbjea6owE0MdQ1Z4OCoCzMRjdkU5FBrFiVS3GqmCeZ58qKXhcN\nDKNaRU3kqUaXymL3AbdfBIG1YCjkf8c5mPLSpQwsw2jqhyvxwcKzyOTk5Itf/OIdO3Zce+21\nH/vYxxYtWnT0c45Ap9MBBgcHj2r53CCOXd+oHZbmshzcb3dyiTU6VLAeHofY0ILAUMuKLThD\ngzIoQ2iIDVn+X0YbkpT9hk7GVMZkwJlT3GnHCwesTa0BZcwlbVexC1iWWopdzOWegWLIWPtt\nekoA4PkoMdvafFkxqAigAQOQQq37iuruU5wv9zBEpnA0uzu1F2tDSpkk6rDfYHKpJmGyTjDG\nfe1yqN3inDFXsRvk/EOWeDDIhYdcxa7JWeOWzDPERQddxa7OykkesgwuO+gWS8SCDr1FryNc\nftBVIzT1zJo9GWHbQavcFLFx30AjbLUNIuZ13FWxw7wwNwgZAh2ztF0s/9QBLUDRmCqlKUUr\nI0od5Ukbhm3FzpClTIHqqkeZ62xmkBLYS4UTAvvxT0tpKuvtFhMaS4vqoOyfgL2YA0gJUt/A\nIUW5BiFWeoAEnTnqV2R6nkRmJ7JMkrYdO1PuNmvd0Q5SzZf1pIlbbgkH3SUgUYenTU9KbOYV\nkTKWm5WVlZ/Yq8ouXnV7jQHQxLbL4jUnr7FRaZBec6XSpL0GT+Wh8B4ZKo/VAOcfdhU7+8GM\nGR5g/QTfC6kDIS2FiokMU0BIDQhRECqULpxRpYgUmSJTxUCUMvRwqtQvc6dnwpAaDuWdj1Ns\n7vApZmvbKhavc6PSAXrdI5UuNGRt4ih2qs4lCd/T1DU1RRTSMrQ1sULn/0GoiRVGYfLwR82U\nYgpSxRi0YQnssJrhJY6I+BkAXrIbdvcCuIXnio997GM7duzYunXrv/3bv/W/oHXhwoVPPfXU\nd77zHXvl7D/8wz8AF100UyzKc4k4dv2ScEmbYYOBNCVQrM7omN6y1XmGi0pvBhjEj3nKd3Lr\nqjiJ6w3EitCU6oIuYqS8VjIYOAqKH/0DQ5ozFGE+i5oyEPCyfAYwX+WfoQxpRmIwGZ0pRjtc\nTCHvkaHApMUbNB/6D3bY3L26JszchWnlas+0NNCZu17P2sCtBgTEuYKSL0WMQDNS5+x6z344\nYMi9wuhQb0o0/3mxazAYluWmIGThCFtBlesngGaNc8q/K0VziOu6cTUGA0FM2q27DgMRV+dn\nZmSGBLQmTUlyP+MQQx22dKdWDUFmuRMGMkYmuKh7/YB6yiSFs2WASYYnrIKNaHXcULAGjQlL\nTK0RT/kGwZQlNdXQU67y5C3ErcGUGx8ZkXYsgaRONulLU4EtTdUxk7405cR+1Ugn/LWWDk2G\nJh3B2GSuYlcnsw0CtCdk1simHDEs67hp9vb2dQshBmKCtlVQMXrSFc5jam2GKBthg9qEq2p7\nlTXFyDibodgEEgiopUyp8tuxKcNTXGS/snVv7h6FOcRgxsWAQgeEhkCTKUJdOs0JI3WuAVTx\n4ZcwJuleX4GmMczLKBU7iOp0N9nqgAkYHuZia+K/98iUR5zHKmSk8pQ5D6ZiOCrVsrxVZcSZ\nIyEbr2o0ynZnY2g7ClwuVY5aVxhK2QIERVygBpXvdJeLcCHzYJsmUihNWM7hqlK0MymNkB/L\nvUlDAlGA82kHrwtVDGhXITaMaNZQepQpYTlwKsZNXjeuIevFKOd5acEmyrrTzIdLVbnstvGZ\ne9XoZHvjNggVOuHpSnSN8Cxy6623Au973/uOaZuSl770pX//93//Uz/1Ux/4wAe2bNmyb9++\nf/mXf/m93/s94Nd//defrbQeI+LY9csBvtTdsjBgeeoqdjEXt50oljMSnG3qIjZ1rHCNiPUd\ndihaqoisjzX1jAkIDDHoDJ2v2UwxBjKyrFhDMWXIEqYihsbZnTCZCzovoQAAIABJREFU0ulw\n0JDVWDZlDUmHufyAu+4sZDixwlBG2LrfV+ycPQVG2HrQWvsW0EydfUMY5nJbbIhZ0i5jnhRR\nQKvFebngoagpohRtSukud18zVEaYFTOtaoogI85K2S8lCaFNltABUjo1mmPsT5jMXYopxlqs\nPMyDE6WgtYiL9riK3SCrDlkhR0u47HH+zzaos3DSClpaytbH3I3Hup5ZabDtMUsq0ESeg7KU\nrY9Zaagxb8pV7JZw2ZNWwQ6w/LDbnBZzkW0wzJkHcHa0X8jGJ63lnPPZsNddFTuPF+yzFoQu\nYvMedxnjEGsOWktKF3PpE25jaHHKmLUodSmXewYxg21rmukUtj3pr5R0WMq2Jxwhc7Djrt3x\nbtHklHF3VewSN5FeFqrZ9AqBSkF5xUilqL2KoFJZXlVSqW6vMVBpMKew7VEnQs5pbFQapNdc\nqTRpr8HnuXiiTEODkQFWjfFwjRbFfHq9RWuKwwEREBKFkEFASOGwKk0ANVVMa2ZpsQog37G8\nA2h0PuFgiki4+jjfSRnrBiHYnQOFDOk0J697GWHrfkc497c7GWHrfqtYvM6NSgeYd48KHTEU\nEIXUmwx12B9SU+iQmkZpQo1WhTdpFFqjIVO0IVXUDHugDYcNbcNY3o13b+F18lReBPYia/00\nra8x9crmvuC2/Mg0m6rNAnb9cP8t//Wto9s9+zzy2EHAeF/DOwG+9a1vARdeeOG0f+3eKP86\nbffnO9/5zu3bt+/YsWPbtm22/a/92q+95CUveabSdoKIY9cvIS/orrArFwwGEOe726UMahaa\nYgoymyI2rMw1noS2ARjtsDlX+FIIGO64EktILaG7wCoLyRJXriiXpOZnNSBWnBpBRKFoBTRq\n1pA0qgy7FZEd7BUwOsLWckJNl/F8dEW+lEaTaw1kpPnXKzWTGWlGmi9TPcDIBJtV+dmvMeoZ\nK1IrfO0wrQl6n0yIqKXOfIqpYWwNJqbe9kUapnrBSTVNDUbCnj0xg5r6UM9+/mJfbGg2LdGl\nzqhnoKnZQmON4cV+uWkD3S0nYuYvo/sAK3vGMJ+a1LSWcV13Ja8iNCS22KloLLT2Y1NEYXdX\nMAAyBgZ4kWXQarIksepuqlwfWq6yG9Vucxpn1NaMD7MASyNMUBMMJmV8JPA0I15k4TiNhOWU\nU5x7GWpbVwAyIjtJTzKUzLgq9in3Chmx18KfYrjNZlUuQZooE2AlctRO5BgDCfNDq2APudmc\nYFS7wvkUC6JistsAU8yLy9WgQEgEgwPWjoAZ80dwOuuIRsNadq1pLeY666fSloKrMQGtZYVB\nV6VTpvsFPAgZWFruWZiRqN6uOgWx2yC95grU3CYd0mq6KqP3UEQMahq2QYc4YaC7o2apdNoP\nZtp2nhEzVaRfl2J8rWPFn9VpTpYfU1HFyv8GrKS3PclowiV5EWkCTaCox4WyFShIGBzg5V35\njWIJRVb+l3iyYnV85XWAXvcIJMQJI0nPwFuenK+tyYoCgJB6Yn/dGGLmJTTKD02YmAWGixWE\nxLn+mjKgWKvQuoxljBiBTJHFn/kh6X3J1SvjUj0NOVTZT/vks/2uH2y/6wdHt3uu2L9//9GN\n+mOGz0vMwPLly3fs2PGnf/qnn/rUp37wgx/Ecbx+/fobbrjhNa95zTOVsBNHHLt+eYrDuzic\nMpUwoRmadD8VMMQldphLkzPGXcVukI2HLG1ggPWH3VWxA5x72FpyNcimQ+7gr8m6No9r6opI\n0VIMJUVgSmgIFKpDaKilRaRRpot96joZWYcJg0kxbQ61GU9odxivSlMKbb9UlrLtMWvjsYhW\nx13GuITLH7fkigaLJ3jCNljMpU9auRjitIPuqthFbNljjctHOedpK8YuoDaP8w5wf0hTEYAe\nojnBfk2Y7xyW78jQAcoAsgydB3KlxRZ0QJASAgmpwUzAYZK0WN6bdmjHtNqMTZRBzfMZeKSM\nQBpjP0WH3hNRTmfb961iCYi9GcPT2fp9q2CbzBt3FbvVvPBB63MFo6x42m1OK7n4IUvPWMS6\nPe4yxuVsfMRqTqew4VFXsVvCOY9bJbmcTY+4zWk+p++1Ns9bySUPuZGFgyw9ZH344TReuMuX\npgamrE9HnM7WH7jSlMfpbLWvEDPQdr884d3CSwCwikt2WYn0slDNplcIVArqVDbudhU7r6i9\nigBGWLHfqiyvKqlUt9cYqDSY09n2fUd5Khpbq3zfr6D1VBlw2WAgfwwj4nwZaUAwAJPFKori\nSO6IKFRQrMbUaTFmK+LbErLcDTJ0MhJN6zCPQmZIE8ZHWLeXb9hBnN6D6T22wCCnHbIebe/B\np9I5LOHyx/1QV6d7OYVtjzq7HmrP3z2FrY/y5YhmSBzTDBnKv+oV0dDokCiGlDAoFThFqAgN\nRhWrNFJFp83ThjFDJ2MyZsm4+5R5nXCLc8fcVbEt1o9Z3fgAGw+7zcl7EdiviTNvYxB2XnVg\ngsdCGgE19zPbs4Vz1s6/+rKVR7d79vn/tj94/4NPj4yMHN20P8bHq5+vnIaqRjg6Ovr2t7/9\n7W9/+zOVkmcccez6JWVAMRgWAlcjdj8VEDPPHR0OhpYcook180eYnweMG7ShPsiqrJhjzTLS\nNrFiXko7V3oOMm+CTRkqw+R7bo4x2LbigdwoqxQISOy+uF58HjIPNcsjmiPNvG7AWlyRpsq9\nT6c3UOV2J4AiUqiYhct4SfGBjUK7SowV7AONhbwsJc3IDBnETZYn5bpdBYcZNWzO4//g/2fv\nTWMtu647v9/eZ57u+Iaaq1jzTLKKxaFIVdERTUmWpViwG+g0gk70xYFhoA0bFhI4iRwkBgIY\nsTuGHX9oo1vuGIjtyLHjjiDHg9olWRI1UEVJHItSFYciWWQVa37vjuecnQ/nnvv23ocmC7Zk\nM8ZbIIh3b617zh7WXnvt/14Dt+mMiaid/ICC9qCqQQnAAGfVwGDyeOZWNWtYQrlqmlkeru7u\nU8IQdy75VZY7gRfX+6hDtFDHZi7MeIxNJaS93YAKZGluOYHJ0LT8YrrbDQQlbpnilNDXGQKy\nyMxjl9DbwcNzEDGgFa2FJ7sgfOJMCyD1yPbQk7OZAnDxF7QQVJd4Hz9e/a1m7kquHp7pEO3j\n4xhk5DWUxLvt0hQGeWT6E3Rxqh8X6wwSt5zl4y3rJ6w1EnAItC6UJYVPtkfDVLzZIKzlHQxI\nwnqiS/LYnCkgNIfamojqmW1tsmI6222E2AAyg8YrLHGKbIZmHrs41qay8mqwEt+tQp3zskLX\nLHkrB9pURrBCnYYDH/wEuaq5l01oDZgV7XVm6qibz65ulUCs0Pc4qdbc3XxJ2mZXdXfp4EC8\ngY8zg7IqR0C3nOW0K6HwyDZyWqHmdwiWvHmm8lEIYV7FejaQ6ZVM9Ux3Iehuoy4yX/voghsg\nhyTz7AQ+rTFplftYIiRKsVTUsKKDP6XlsUniSKRESpCEbXaIyoeZ3CF2SXRXQtfcCDz6822i\n/5dnR/ul2HEgrC+gCzur6PuCThxZ/vVfOvXefD98euPyyrmXrguxHmPy3rRu2N0pjbk8YSTw\nqwxnCgFOgaQuPTFGFhQ5kyljF2eF18asThlXx9BFTuhH2D5Hr5qIXY8j17TjoMUPtNl903CK\nOtlwitq8qvnYbeDUWzwh8V1ih0Di+/QKJg6hQIIvETmuQtS+bjNnvgrZmjJNKK9xq6QcMVQU\nOWrCyojbRb0f7+TUBc2LJWPDbTOv2F08/JKWzqrPzqsmYreV+y9qIM0GDr5pVp7YzD2vs5bM\nfQvHXsMoUrnEgctaiN92HnzFxI267LiuuRzdxSOv8ERQZ8pwCRIWxtwSOC4R4NMdVwgISByB\nW3v3uJVGGSOmWiazAjG3PKqLmxI5xC0o6hiUKm/VmrpPmV7RolwDyuumM9ki3ktapxbZcV4b\nBGA3931fwwbu4u6XTMRuO4df0a519nL/iybetpHdlzRxOsDDz5ulAnpsuqa16hCnnjVdNiOy\nobYVHeHRp9+18sRhHn1GY7B+3nyF1YBmI60uAHu4/3taN61BoDFQ1jACu7nnsiEtd18x8/91\n2TTWoi+X6Nw2Ejf6bm3tOggHRyEHM0mbRxBLqZ19RogaTmN++6nI6/tc5ZMPuAHkDBWFTzbg\nahXbq8jHrFQirbXQEHgai8JaMjSWlbXoaCxMa9nSWNo7ePhlU5ws5aCrDgcnJPNJXYTACYkk\nssfCKlMPr0IixcyQEtXQCVRVIQcmirJg5OBPuFYyKRjnDEomlsumpR6BZU5e0WKBLQVLQwlb\nKhrocfSapsbn/B6JRxCQpGzLueURuPgOToAo8R1E9Nyq/+r4rX+1MacsGStGisnYjOpdp3X6\nO9O6YXendI3OG7UTiUuRmw7OMclgLSQwEPgOi7GWniqkv8Cx+ceIvtA+AgH9hTqQUyAClpd5\nRCAFnkKAlIQRu8s6k0hB3OaxnKJgWlKOGU3pCLbOnVCu0x+ZXlOu4dVUpnDTLhFmkAOVI6BH\nBIRmHS0gpLVZ64VP3DIrlgZ0Nhu9boVmOF7CwjYeELX95NGO2CiQ1b2qQrqEd7FBzU76pUe0\niZ6apayrvLaTNl0gZ5pTDOmFtadXOft/5tR+fgXqFn3BA/NRGMOUaKK5BxX4142sHKWDLGZF\nigDaqKuaRdK8JOrRvqYNbABj23HQUZqTkySMzPx/LukiO+cfMzq7TGlpsaB/Y30EMnqu1ouU\nnsUQ04q1OMe48YqAuKv5R0a0LAYHr9CgqYj0Lu7hb6eIVH9C0ynKeoVvNgCIae8yxKkdmzHU\nGX2dIaPvGlNJ9l7jltBd1HK4uCTW1EgCfe4mSP06Z8DER0yMS8z2dXOVWQLTp3PTjgUua7dX\ngDH+jVk3W4BPNDFqinCTPjzg1Gh7SctnA1oqmiH9gGMujjtzYGj3WQR8PEAgfJKtLMg6ObBH\nuJMN1XFFoRSlTxSxoECRK4qYhc3muFlLOzQXPg3lYKkOaoCWWUkHxrAyS4MC74TYdejdpqy3\nMN/Fz7XweeAG/SkPynoop8SK5YBQIh08F6cg7fN4Ha+KIIjYCaVAKaaK0qe9yPHao4OQXl2N\nY96LvtR6YSl5oCSYElQGKBBTDLgN7P6Ly8D5x+PryCmVpzQ38OEy67ROf29aN+zulG7y4twH\n4p3CGE++XR95JV6bgxOuypmFFwncCY4iUUiFKFA5/oQ4p5gyzcmnjAMG13hzxGDMIGfSdIpa\nZM8VLc3SDk6+bDqptNh0S0M4dvKBV00/mICWfijcxenXTfSrcefYusR3fDIHxyP2SRRC4Ej8\nCsqa4AiSCvADMcEvcCrUqkrrmiNuwIRJQTFlEiOv8uaIAXCLG8BeHnhRa+Q2Dr1qOkXt5N4L\nWkqtXRw/b+ax28qBixr8sI8Hz5mI3SLbr2hpvQ7yyDlzWFos3NISgx3ilMXgEej5hA9z+rw2\nbm4jCCAi0xkyerdNH7tDJOc5G9Ou7NcOG29wKSCWdbGKiM4KN9y1HLbpiKHEdep9ZboGC/kg\nchy9mpxA5PhCu7if4s0/VrEgBZG+U05whZlRZUpQanXSRrilXZ7LMPSHuNDmb6chnvkE+5ww\nNF9REAitAcAETxgMoaDUow1yXLPXviBUWjfL2UCp6nJ8ot0lF0xL8mqo66eNI7o36xDUkmLM\noMvG61wCFGrAzYN84Ly5iKzpPmwKAw2BicjOGcVXgtyMjbAE0hJX4CCP6IvIEnhgPw++oLVh\nCwdeMxG73Rz/vrasrEVHY2Hu5YEXOQu06AAhcR8x4KaH7+D4+DkMCQC/RiunBFUJlgpym+BA\nUAGTJRNFAWrK6pRBQTHhdkhL107N41NIpus3S7kBLh94SVMFlnqkoUIX2PO2WXliKycu8i0X\nPyAOiXtEY4YegYvrzUxDvyBzEAIlKMfIEleRFwwVk5JxSXGD5+YHmPk2ceIvKH3OnT7vM16t\nIeH13MTr9IOidcPuTklx7wY2FagSVeKk7M7JC6YTJgpxm4WcB8pZGWpKOiMzSjGmuK0d3GP8\nwVpsf1V7MQ7ZMD9yJo0zcUhHL3wZNc7EHnHKkoMvkBI/oLeTD1ZRBWoGgDklRYmqalVNyBY4\nXVmWOXmJcPDKWeyFAnGddsnxOTLp4JpRY0UXcd24h1LW5ZpADap/AZfIJc3YUPWhgkEsJCmj\n75nj9p7QVELX1xCUhO4cN/IIgYhske2AwBHIkNZhfrQuxF4l35/5clXkEu/nQ0BBWcyyVYn5\nReqE6YT2MidVnXRNzgKK1zo9pJfxADOUUXmE8VoeO4Ab9Hzunw/lgHRKpoNXAcl1zedpTHjL\nNKr6OFdni7cEenDN9FfrUNzQpqZPedU0FzK821rauSXal80sdDFiYDB0LAYfb6JBbst033rX\nPHZLKP0JAd7YROysNkQIKzGexWB1Aeij9G52KG6YtmMXrs8GygV6ONfWdKCLPdSZQ3TLjDBd\nJZ3nsfPhFj1/lseOOo9dGDOSdZ65VbptHphfvAqAsnLKDPEFckJnmYf82mT38WYhP0gHCbik\nh/jw/OfOWtRtFRhRhqSH+aCirHwWPfwuG4FpfauQ0NVXTUI3MKNirWWVvRMArC/MrAEAO2Qu\nqvLyyyGCWjPMpiNCTLRsJvVECGqHVwe30PDX63QkD4ByZmUkRMFUolzcyq6a0t3IB6vKb3IW\nS1vlPa4SUhY+6Q5OlbO72olPmtkAsHWf0AnMVZbQN3VsVBAVUGdUJiFa1TReRjoAcKmfE9Ku\nNoLqHvk2/ZLjzqTc+KXvXH64FaT3eoQBByuPvWtcxzxSvh/o5ddvffbPvvfefD98unjpNj/Q\ndCf/hGndsLtT+hxPlfUptsPWGyZitwNfj9dbYO/bZlTsVk7oB9BNHH3D9LHbyJHrXHQJXHyP\ndEJegINfRYOWyClhQZajKje4AnENNWI0ZTplvMpqSud1zc2l6RQV0x5oyZIOc/oZOypW6PDG\nYU7rjlkh8cjMY3eIUzpDh+UbZlRswMM6XLGRPbe4InEDIoH0iWPyyoiUuAJniqwRl6qkmBgT\nlGQVCjilAOdmbU+MmeQUPdJXuQJMmIwY7yN9kmd0A3QzO17XXI6O88i3zDx2PRavaYnB7uf0\nN8xhCQjH2s37/Tz6De2g7+FbRaVOcPpJTRja9G6aiN1xHnlaG7eNbL1kitM9PKgz3MW+l8w8\ndoc4/qwGsezn7hdMH7s9HPqeBrEc5cTTJgC8jV2vaiGlxzj5tOk1tcjGK1pQ6n18wGKISQda\nWGvE6affNY/d/SaD9fPmK6wGAPeajbS60OymNQg0BsoaRhpDbU0EjcmyppLGdJ/g9DdtANgQ\nmPt59BuaK5glbPUT1gTSElcaIm0JvIN7H9k5LoQEPj6wheQGQxcnmCVt9sBZJfRwABc5xle0\n5FrVRHJcCKr05qDGFCOGEwaKcsywJG+z9IaRsO1hC6e0lIOlOmiol8OcfsEoLGGoJhrqy1Ju\nNBTgJnatcj0h8Qg8vJAwRwwJXByJdBFjAkUmKavo4ILJlHLCcMpKziRnXDK9ZPrYbeToJU2N\nN69ZrI1gBw+9zLf2/A3uKmcfv3GWv9a3EsMB8H1DZ77+2pmvv/befP9Q9ANMd/JPmNYNuzul\nV3A3cKRyZAlJE9PzJqSziXtdgioTh0/a5i5mcQkUKJdoM93JDB6bjmmFBCVUUQsl6jb9oXYm\nHuPdRNYHYIAYZ0U7HSrUEAGRS+RCxGKoRfwBccMpyroDajJUdc+o8zDFdA/xaBVlKXAcZJVL\npU7Xh0O8i8dycoUaM/EJFVvqEFdVIlbpRZyY/2REa0Ib1jauEv/t2XVbCWUHbpgYTIfgmtbr\nguL6GsxTpTXxUm0uAtJ9WpoxICVra5GSGe2DNhQabtDypcVkB200wik0PCw1GRxkYaJlKelB\n7q3+ljgR6XSWtVVUTk4p3ROcduqaWg7BdvZJbTEGxCf5yHwf8wg2sFPf1gKiB1iaxw4HhPfV\nwFIVAhwQ321k70sPkRbGPbsRa+nQ3mEGbwZECTvmH3O6O+z8f26dJnpaUIxIl+pevyONyZa4\n18EJ6lQ1lo9dYb7CJ9QbALgs7q9TvgGR3QUZ075buw4O60Hw1sKH1wbKQQSED7JWIFLUQz3/\nGBKdrNEyoCR3CbezDwBVkGd0T3AayJlWloeHP2R1nsouJTtoDouDa4pTaoqThYuT0DpoOHJF\nG8z0fpZIJ6RtM91aQLZJc9lU+BDNNcsqU0FxTbMme4Q3TJu7Q3RjNlkS6ONd1eJJgSFtj1aF\nUwoY0Is5LmdnNiUQGa2AnQG+QLi4Lu0DfFjMqo1VYbOinIGOqiSP6e7jIbWWztMOhozIdPXV\n9Iiw9FtIGtWyoWAIIUq/cEhwhoY3pGzh3tK66dFnlsdYSJSECd2M2MVzcX08l2QbfWdW/UKB\ncvEyNlc5ZXLGId3NHHvwjy/ClWsfObCZKCSZbyUTVjDhgPcDHdrTfvzUhvfm++HT5//60rkL\nt36A6U7+CdO6YXenNCB/julB+jnlFG8Vd8p0xGjEcMhwI8kzmlfKZva+bi7RPZz4nnaY28HR\nl03EbjtHXtGOg3s48T0zXm8Te97QXEAOcNI6E29kzyrXfGKX0MGdgpoFJTgCqWY1HoLqNnlC\nLhFXatxrhZWCYlB3p3rg/Tz6DS2MMSYZmG7gJzj1Te1MvMiGK2ZU7DHCb2u93sLO18yo2KPc\n/4zWzd0c/L4ZFXuQe5/TBvYQx58ze72TAxc0h6FjPHKRCwIRkzJLox8MGbp4ziybnZSzy5GZ\n8CvCyndNIRRqhFeS1qUvyoJSIAuKebUrSfkKQ6BE3WbVxc3Jp+Tzi8ujtP9aa3OP3jUTsfsA\nH/gbLfnZNra9auaxe4iHntBQnP3sf8HMsHUf9z2pjdvd3P0dE7E7zOFntIDQ+7n/GyZAspvd\n39diAB/m4a+YQdab2PSG5pN0ilNfMhkystuazf0o7S+bjlkWWQzWz5uvsBpQN3It1tLqQrOb\n1iDQGChrGGkMtTURNCbLmkoa0/2f0PkOL1V/x0QebiUwGYmcmfVq7jEX4js4Cmd+DysRIxxB\nJtaiB/x5gG1lWE+Rdc2rPGfqENziRpVyZcCKQkXE+qrZxYHzpo/dYXNZWYuOxsK0li2wlZ0X\ntaV9jIefMqFQSzlYqoOGetGBzIgoJIoJHZyUtMIaJfI2gY8rEQ5C4QmmAlVdSSvyKYwYFuQ5\nowmDhP4lUydbKtRSsMBuTuhB05aKBu7i6EuaGreUPI2N4DDp26PX/qvfv3rpSPDc3aGHmxCU\n4CIlwkpz8z6hE3f3fv2/PfbefD98euOtr5y7cGs93cmd0Lphd6ckEF/iYhsfCBGjWSKoKCAK\nIDCPjzGdUAu0pBGv16IvzXN8hw0JHYHr4ILjkxxlsY6BZULuEmxny4hxbUZ0U+4r65RvBayS\nDmjNLzMU4rIWywn4+HrSDQ+1Wn0NKRHQMav2WNhVtSHpbU5NLCEmXjSjYlu053CFR5CSbWBr\nVdsRhMSJSB6iz6zkLh5hh+3UsNOUPCLbQzYlV6ghY8XCIlUFGFHOutntEKtaKd6iBbsUa1tE\nSXBbS31Xoi7NBmE2FBFK9+XaTPt1036VJiY3RQoiwIEOcTOPXUJ6TBuWgGBs+re1aR8zXJqy\nBbNIZZeuztChE5sVFBZY0Bmsj0CPnq8FhPboWQwtWi3NpalDx2KIiTdoPkktWhaDhzfVILeM\nzGKwKDWHxfp58xVWA2iMW5t2y4yK7dPXGfr0fTMq9j3HrUtXH2prIqpe6JPVHBZrumOS7Rpa\nRiPx4RgxX7MDJq6J5wGK9hvGlXdkuR5uRF2ahcR64I3wV9ZS8S0Bt2hnHGdWhBpFvz9LSke1\n4ksWlzgWEQiEhxvRPkingjmr/0cEfXbUdepVSPwQvbJG1xTKx++xNI8xauLikakcLNVBI99k\nYiofOcvoCfUtxgB1jcl8FQf4Vuz5EuLybCorIUlcsup2oALVBvRaHKtM7ZAgJN7FDh9X1JV/\nA6Kj9JnVic5DUsfcMdu2b2K/4QFsbAQhrUf+7yS+fvnPf3lxiBiST5nML6Avv6uL6jqt053T\numF3p9RBXeDms5wNYYGtb5tOUfs5eZ6zCR2f2Cd0SYpZXmIHHBAjvJysoJyQj5kMUW8xXGF1\nyHCV4YDVvRx5UTsOHmk4RW1nzyvagfJeTj5lHpqX2fSWhnBExJb/UEprRQscS0gt9Gu+5SRk\nDm6XxZtc9wlruMuTOHKWY1mAGOJBllNWyNYIuQIjJgXFKsOc4i5a3+alG3Xqu53svGAidg/w\nwNc1T5pDHHrWdIq6l3uf0sCD4xz/ltkpC2J5kActhu1sf0ULEnyERyyGBRbe1sIMExKLISQc\naRdVLVpntXGzzGUgI5szpKR9+je5CcTE1cbQZ+kGN4P65t0nLlD6niEJA+2eyyNNjNTReLR0\nN2+fLNMSZAABaTazaUQJHp3EjDANiGOS+eWsoBfYlazWaneWAD3MboKHYZn1MO3XBvXNJ1g/\nB3oehVz75zgwfTol/aDe3R2kT5KY9q5LJ0HO7RWfLDPyU5T1QM35W4nZBpc4MMq6h2jjVpBP\nKYa1MIwZ91m6wtvVP1XhUG3aV7m6UptiujBUZAmMJU6WsNEQSEtcaYi0JfA0FkUTAD7O8W9p\nbbAWHY2FaS1btKXt4HTI7qHzEldcnITIwQnxM2RBUCGRLnKI69CqMtLV1qEsySvQccKoy+Jr\nvFSQV9EJ73R8ynT9Zik3GgrQUo/AMU7qI7+DPS+biN1RTnxXU8L7OHKOp2OShCgiSkmWUauI\nAN/HdZDjWdS2YlZ3cTJmssKNCaMJg1Vu7Ofkkc+8lPv88b947SavAX22XK2jYg1Uf53W6e9B\n64bdndJR9n2RcyP27meLxBVsHjOpneS4Rcfh3lHtPTbBu4WeBZ0Forc1veMBxClxWseHdui7\n2ibUZcE60WZ0Ei1oq033oA2xJBvZViXFcHBT2g/zkSpgs5z4uu46AAAgAElEQVT5z8nq4jWn\nnDDJ6S5xrHaAm2FmOWW1cxbwNv6NNac95TG1IJbNpK9rnYqRQwBf1BBgSLKdnfN6NC1aHTOP\nnYUk9ekHZlSshakssvjuEEv1wJAQhIPj4oZEe9lfhcE6uAnZj/FxLY+GcGZQgQAKyhatx+lP\n611kTFH52E2YVphBxpZja28UNZAp52U7Mjbeq1UviPB7dh675baWc8snGbOqY6Ul/ZFRnKC1\nopkjQEx6S3tmQHbLLpQZ6wwJwYqZgsshXNV+ooitOG6HYGRAR6EyrSjM0sMQNRgssp7gK9tS\nDCdaGxx8swGURHojPYIV8wkpod5Nj+iWXVbVGKiQzHqCR2ukWXIlPT3LhgSPJKydokLwWVow\n06eFBD3tpRkbjq25/Skoa5dNVTMsHeNxQCJ8vCqPXVC3wUO2aD9O35kJgPJm6QNV/cQiIf0I\nH6s88xSli7eTXfmsbp4aMbJWmbVkaCyrdwSA9YX5jgBwx8hjF3fqUSphAIpioBmsm8leN2Md\nPLwpitlJOHwbv2AHkMxCZ2XtiqeqPwo6O3nYx3eRLk5AoCjqjHRAGZI8yI8W5FUiGwe/bwLA\nLToHDbytE5tRsR36Bw3gvHfQXERjxArlSt2vPtFV07hs4d+iXaUBcsB9Lbz7C+KbP9EpFu9q\nQYCf0c7Y6+L6OJe4+RUzg9U6rdPfjdYNuzul85xz4Ou8+BYvbmDrm3YY40O6V8oO9r5s+nMc\n5j6dYR9Hz5k+dns5cp7nYrKIJCBs0S/BwZM4dWBsKMimlAXllMJBvcZkzGSV4QqDIaMWnde1\nyKpTnPqS6cXSpn1TU6anOf1lO4+dEXrWoqUf3GPigYmgZGQ6wzLLb5lRsQ/zsH4m3snOi1xM\nSBzcmNjB6bM8YhISAQGhQ5TQpa6LJRAB7Qyv2lpzSkmvSmcwpcgpS5RP6wrDAeMKDfVJz7KC\ndnW1g80va8PyCMe/bMIVi/SuaKfl09z/RRM1DAlG2lbdYums5tplXSHVw7LmkNSjfc3cwxKi\np4w8/hsvmuGfAffoDPu461ztp1XRcQ7pDHez/ztmpw6x51kNfjjB0adM58VdbDuv+YpFhBbD\nRhYvadGXKbHFkBKvaPLQIrUYLLIYrJ83X2E1AIgIdAarC81uWoNAY6CsYaQx1NZE0Jgsayp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cZZOT9UOiAcv17q1KQvBLEGtOcv6IWG+DqEY4u/oAACAASURBVJNjMDOL85TVldnH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\n", "text/plain": [ "Plot with title \"Convergence according to the learning rate\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "source(\"nt_solutions/optim_1_gradient_descent/exo2.R\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# Insert code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Gradient and Divergence of Images" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Local differential operators like gradient, divergence and laplacian are the building blocks for variational image processing." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Load an image $x_0 \\in \\RR^N$ of $N=n \\times n$ pixels." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "n = 256\n", "name = 'nt_toolbox/data/lena.png'\n", "x0 = load_image(name, n)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display it." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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M+q60TLPOFnDDVXJgYAMtP9Vkw4QZSlCUyfMP6GUJsZwkoM5tp3iVcVaKm80Kjm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hiCiUoBUKhSKiUIJWKBSKiEIJWqFQKCIKJWiFQqGIKJSgFQqFIqJQglYoFIqIQglaoVAo\nIgolaIVCoYgolKAVCoUiolCCVigUiohCCVqhUCgiCiVohUKhiCj+H74PcFcWiykEAAAAAElF\nTkSuQmCC", "text/plain": [ "Plot with title \"\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "options(repr.plot.width=4, repr.plot.height=4)\n", "imageplot(x0)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "For a continuous function $g$, the gradient reads\n", "$$\\nabla g(s) = \\pa{ \\pd{g(s)}{s_1}, \\pd{g(s)}{s_2} } \\in \\RR^2.$$\n", "(note that here, the variable $d$ denotes the 2-D spacial position).\n", "\n", "We discretize this differential operator on a discrete image $x \\in \\RR^N$ using first order finite differences. \n", "$$(\\nabla x)_i = ( x_{i_1,i_2}-x_{i_1-1,i_2}, x_{i_1,i_2}-x_{i_1,i_2-1} ) \\in \\RR^2.$$\n", "Note that for simplity we use periodic boundary conditions." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Compute its gradient, using finite differences." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "grad = function(x){\n", " n = dim(x)[1]\n", " hdiff = x[,] - x[c(n, 1:n-1),]\n", " vdiff = x[,] - x[,c(n, 1:n-1)]\n", " return (array(c(hdiff, vdiff), dim=c(n, n, 2)))\n", "}" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "One thus has $\\nabla : \\RR^N \\mapsto \\RR^{N \\times 2}.$" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "v = grad(x0)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "One can display each of its components." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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IQA32zhmgvFGMfjMS8nOGUDg4KzRRiI7gccEJoAQooVXP4glB2c8jGX4xtTyynh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\n+C3XVQAAAABJRU5ErkJggg==", "text/plain": [ "Plot with title \"d/dy\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "options(repr.plot.width=6, repr.plot.height=6)\n", "imageplot(v[,,1], 'd/dx', c(1,2,1))\n", "imageplot(v[,,2], 'd/dy', c(1,2,2))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "One can display its magnitude $\\norm{(\\nabla x)_i}$, which is large near edges." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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NzI9t7qGPpSc+FLeYgnRRNqQtSNMrJwVhpl1kVSwahZDawM7F0KuWZ72Z6SbQpU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BLAJI3ImiaLfbbTabJEm1Wi2Xy3k8nng8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\n0YZmoQENu7RLmXGnYWa73c7lcpA3IpEI/IFWqwU9IxaLp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WBVwo3jCor6UWlDD2c2LVwRAc273e7t27dhSshmwKYlM1uV3ockQxeEREAJ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\ndcpoIGcAAAAASUVORK5CYII=", "text/plain": [ "Plot with title \"\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "options(repr.plot.width=4, repr.plot.height=4)\n", "imageplot(sqrt((v * v)[, , 1] + (v * v)[, , 2]))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The divergence operator maps vector field to images. \n", "For continuous vector fields $((v(s) \\in \\RR^2)$, it is defined as\n", "$$\\text{div}(v)(s) = \\pd{v_1(s)}{s_1} + \\pd{v_2(s)}{s_2} \\in \\RR.$$\n", "(note that here, the variable \\(s\\) denotes the 2-D spacial position).\n", "It is minus the adjoint of the gadient, i.e. $\\text{div} = - \\nabla^*$.\n", "\n", "It is discretized, for $v=(v^1,v^2)$ as\n", "$$\\text{div}(v)_i = v^1_{i_1+1,i_2} - v^1_{i_1,i_2} + v^2_{i_1,i_2+1} - v^2_{i_1,i_2} .$$" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "div = function(x)\n", "{\n", " n = dim(x)[1]\n", " hdiff1 = x[c(2:n, 1), , 1]\n", " hdiff2 = x[, c(2:n, 1), 2]\n", " return(hdiff1 - x[,,1] + hdiff2 - x[,,2])\n", "}" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The Laplacian operatore is defined as $\\Delta=\\text{div} \\circ \\nabla = -\\nabla^* \\circ \\nabla$.\n", "It is thus a negative symmetric operator." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "delta = function(x)\n", "{\n", " return (div(grad(x)))\n", "}" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display $\\Delta x_0$." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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MXoAKr/PplMisUij9gR0WSciB+Px/P5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ubZs2fRORiGMT09zZSsxcVF6nigjGhvc7kc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PhoaGTp48CXVk48aNN9xwQ3d3d6vV+vDDD+Px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\nA4QSaIBQAg0Q6n9CsFKGIosq4gAAAABJRU5ErkJggg==", "text/plain": [ "Plot with title \"\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(delta(x0))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Check that the relation $\\norm{\\nabla x} = - \\dotp{\\Delta x}{x}.$" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1] \"Should be 0 and it is equal to : 0\"\n" ] } ], "source": [ "print(paste(\"Should be 0 and it is equal to :\", sum((grad(x0) * grad(x0))) + sum(delta(x0) * x0[,]), sep=\" \"))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Gradient Descent in Image Processing" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider now the problem of denoising an image $y \\in \\RR^d$ where $d = n \\times n$ is the number of pixels ($n$ being the number of rows/columns in the image)." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Add noise to the original image, to simulate a noisy image." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "sigma = 0.1\n", "n = dim(x0)[1]\n", "y = x0[,] + sigma * matrix( rnorm(n * n,mean=0,sd=1), n, n) " ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the noisy image $y$." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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8/P5/OVSgXs52azudVq9fv9VCqlVqsjkQhM9zCZTAzD+v0+9JnBLb6yslKv16Fd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\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"text/plain": [ "Plot with title \"\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(clamp(y))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Denoising is obtained by minimizing the following functional\n", "$$\\umin{x \\in \\RR^d} f(x) = \\frac{1}{2} \\norm{y-x}^2 + \\la J_\\epsilon(x)$$\n", "where $J_\\epsilon(x)$ is a smoothed total variation of the image.\n", "$$J_\\epsilon(x) = \\sum_i \\norm{ (G x)_i }_{\\epsilon}$$\n", "where $(Gx)_i \\in \\RR^2$ is an approximation of the gradient of $x$ at pixel $i$ and for $u \\in \\RR^2$, we use the following smoothing of the $L^2$ norm in $\\RR^2$\n", "$$\\norm{u}_\\epsilon = \\sqrt{ \\epsilon^2 + \\norm{u}^2 },$$\n", "for a small value of $\\epsilon>0$.\n", "\n", "The gradient of the functional read\n", "$$\\nabla f(x) = x-y + \\lambda \\nabla J_\\epsilon(x)$$\n", "where the gradient of the smoothed TV norm is\n", "$$\\nabla J_\\epsilon(x)_i = G^*( u ) \\qwhereq u_i = \\frac{ (G x)_i }{\\norm{ (G x)_i }_\\epsilon} $$\n", "where $G^*$ is the adjoint operator of $G$ which corresponds to minus a discretized divergence" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Value for $\\lambda$." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "la = 0.3/5" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Value for $\\epsilon$." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "epsilon = 1e-3" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "TV norm." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "norm_eps = function(u, epsilon){sqrt(epsilon^2 + rowSums(u * u, dims=2))}\n", "J = function(x, epsilon){sum(norm_eps(grad(x), epsilon))}" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Function $f$ to minimize." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "f = function(x, y, epsilon){1/2 * base::norm(x - y,\"F\")**2 + la * J(x, epsilon)}" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Gradient of $J_\\epsilon$. Note that |div| implement $-G^*$." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "normalize_vec = function(u, epsilon)\n", "{\n", " denom = norm_eps(u,epsilon)\n", " u[,,1] = u[,,1] / denom\n", " u[,,2] = u[,,2] / denom\n", " return (u)\n", "}\n", "GradTV = function(x, epsilon){- div(normalize_vec(grad(x), epsilon))}" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Gradient of the functional." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "Gradf = function(x, y, epsilon){x - y + la * GradTV(x, epsilon)}" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The step size should satisfy\n", "$$0 < \\tau_k < \\frac{2}{ 1 + 4 \\lambda / \\epsilon }.$$\n", "Here we use a slightly larger step size, which still work in practice." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "tau = 1.8 / ( 1 + la*8/epsilon )\n", "tau = tau*4" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercice 3:__\n", "\n", "Implement the gradient descent. Monitor the decay of $f$ through the iterations." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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v7+zqnkpnl5SVgYh0YBwCXYml4+Pj6jRo0aNWqUQ6u5LjdYa1TRuDEzQgBwCVq6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\nCMBa71tnNox45N8AAAAASUVORK5CYII=", "text/plain": [ "Plot with title \"Decay of the energy\"" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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/EIhR7EYTiYmllciImieobV23BChk7nQ8Rk0GGSrln1WgfbnII8MDAr/DQajVgB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cV4PIZrqvM7nY7HNd3c3GR0tnA0iueJMFOY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\nPBsOh8yqrqsaC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"text/plain": [ "Plot with title \"\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "source(\"nt_solutions/optim_1_gradient_descent/exo3.R\")" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the resulting denoised image." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "#imageplot(clamp(x))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Constrained Optimization Using Projected Gradient Descent" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider a linear imaging operator $\\Phi : x \\mapsto \\Phi(x)$ that maps high resolution images to low dimensional observations.\n", "Here we consider a pixel masking operator, that is diagonal over the spacial domain." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "To emphasis the effect of the TV functional, we use a simple geometric image." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "n = 64\n", "radius = 0.6\n", "t = linspace(-1,1,n)\n", "Y = meshgrid(t,t)$Y\n", "X = meshgrid(t,t)$X\n", "x0 = (pmax(abs(X),abs(Y) ) < radius) * 1.0" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider here the inpainting problem.\n", "This simply corresponds to a masking operator.\n", "Here we remove the central part of the image." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "a = 4\n", "Lambda = matrix(1, n, n)\n", "Lambda[((n/2) - a):((n/2) + a),] = 0" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Masking operator $\\Phi$.\n", "Note that it is symmetric, i.e. $\\Phi^*=\\Phi$." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "Phi = function(x){x * Lambda}\n", "PhiS = Phi" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Noiseless observations $y=\\Phi x_0$." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "y = Phi(x0)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "Plot with title \"Damaged\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(x0, 'Original', c(1,2,1))\n", "imageplot(y, 'Damaged', c(1,2,2))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We want to solve the noiseless inverse problem $y=\\Phi f$ using a total variation regularization:\n", "$$\\umin{ y=\\Phi x } J_\\epsilon(x).$$\n", "We use the following projected gradient descent\n", "$$x^{(k+1)} = \\text{Proj}_{\\Hh}( x^{(k)} - \\tau_k \\nabla J_{\\epsilon}(x^{(k)}) )$$\n", "where $\\text{Proj}_{\\Hh}$ is the orthogonal projection on the set of linear constraint $\\Phi x = y$, and is easy to compute for inpainting" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "ProjH = function(x){ x + PhiS( y - Phi(x) )}" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercice 4:__\n", "\n", "Display the evolution of the inpainting process." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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Cc4AICc4AAAcoIDAMhdzH0D7GkYhrlv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\n3tCPR7suAAAAAElFTkSuQmCC", "text/plain": [ "Plot with title \"\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "source(\"nt_solutions/optim_1_gradient_descent/exo4.R\")" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercice 5:__\n", "\n", "Try with several values of $\\epsilon$." ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtAAAALQCAIAAAA2NdDLAAAABmJLR0QA/wD/AP+gvaeTAAAU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\nAHKWVK7ZarJx9fjyv2nJOTk5Z0TnBOY777yzHMyIf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"text/plain": [ "Plot with title \"\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "source(\"nt_solutions/optim_1_gradient_descent/exo5.R\")" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.4.2" } }, "nbformat": 4, "nbformat_minor": 0 }