{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "from numpy import *\n", "from matplotlib.pyplot import *" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# define distribution function\n", "\n", "def gauss(x, mu, sigma):\n", " return 1./sqrt(2*pi*sigma**2)*exp(-(x-mu)**2/(2*sigma**2))\n", "\n", "def P(x):\n", " mu1, sigma1 = 0.1, 0.1\n", " mu2, sigma2 = 0.5, 0.07\n", " return gauss(x, mu1, sigma1)*0.3 + gauss(x, mu2, sigma2)*0.7\n", "\n", "x = linspace(-1,1, 200)\n", "plot(x, P(x)) " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def step(x, stepsize = 1):\n", " return x + random.normal(0, stepsize)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def metropolis(x0, step, nstep, P, stepsize):\n", " path = zeros((nstep,))\n", " xold = x0\n", " path[0] = x0\n", " accept = 0\n", "\n", " for i in range(1,nstep):\n", " xnew = step(xold, stepsize)\n", " r = P(xnew)/P(xold)\n", " A = min([1,r])\n", " if A > random.uniform():\n", " xold = xnew\n", "\n", " accept += 1\n", " path[i] = xold\n", " return path, float(accept)/nstep" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Yf+WVNL/tNv7800+MvflmikMmlXTp0oWTTjopSRLWPEwRGKxZo9NVV8Hjj4Mf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\nyrORli3LJkclm88+U0Xg51j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HCzRaCNI5tiARIWhoUInldMoL52/M3ke6ov7ss8h9FhWFYyrmft3KMG+eukfM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\ngo0b1XtTrGdM1+rQocqNWFQUaRE4p6j0ixD85S9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mTU6DDv7wQ454+mk7e1OLFnZav0svDW8CCCUngS8TERkmIvNEZIGIXJml3AEi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\nucDZPwa4HqgG7hX7768zxhz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def step(x, stepsize = 0.1):\n", " return x + random.normal(0, stepsize)\n", "\n", "def plot_path():\n", " figure()\n", " ax1 = gcf().add_axes([.15, .15, .55, .8])\n", " ax2 = gcf().add_axes([.70, .15, .25, .8])\n", " #ax2 = subplot(122)\n", " ax2.axes.yaxis.set_ticklabels([])\n", " ax2.axes.xaxis.set_ticklabels([])\n", " ax1.plot(path)\n", " ax2.hist(path, bins=linspace(-1,1,100), normed=1, orientation=\"horizontal\", histtype=\"stepfilled\", color=\"#DDDDDD\")\n", " ax2.set_ylim([-0.4, 0.8])\n", " ax1.set_ylim([-0.4, 0.8])\n", " ax1.set_title(\"stepsize = %.3f, acceptance = %.3f\" % (stepsize, acceptance))\n", "\n", " x = linspace(-1,1, 200)\n", " ax2.plot(P(x),x,\"r\", lw=2)\n", "\n", "random.seed(12)\n", "for stepsize in [0.01, 0.1, 2.]:\n", " path, acceptance = metropolis(0., step, 1000, P, stepsize=stepsize)\n", " plot_path()\n", "pass" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZHb9NdGfN4p9jHL82JnnaGcTxxxE6LauvzDp93QLFZPyuNsjkeP16gL9KNu5W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\nP8PEvn3ufB/gbbS1QWpchrA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def E(x):\n", " return x**2 - cos((cos(x*4)**8-1)*20)\n", " \n", " #return x**2-cos(x*gauss(x, 0, 0.3)*200)*gauss(x, 0, 0.5)*0.4\n", " #return x**2-cos(x/(0.5+x**2)*200)*gauss(x, 0, 0.5)*0.4\n", "\n", "x = linspace(-1,1, 1000)\n", "plot(x, E(x))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def greedy(x0, step, nstep, E, stepsize):\n", " path = zeros((nstep,))\n", " xold = x0\n", " path[0] = x0\n", " accept = 0\n", " for i in range(1,nstep):\n", " xnew = step(xold, stepsize)\n", " Pnew = P(xnew)\n", " if E(xnew) < E(xold):\n", " xold = xnew\n", " accept += 1\n", " path[i] = xold\n", " return path, float(accept)/nstep" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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VQUpOcVeGLSFIJ835aOmkv6OK1/A5bvdLy65UFwHqCKZ6JJ54heWClRzDNJtY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\nh41cTFk2axme3PWks/mxrREzAKObyYKeBdg/ut9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XEdFqIlpDRNeUuMQ3ANxc/u/UulJBqA+hNXLKXekoIbDVyVVQQqAX6gL2mqihzBASsYQk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\nev92zE0egxtuyLsgn3wSeMtbgHlnTQMy+TZcSuR943uH4cN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c2Pr7U0kWMRZSkRJPjGJwXwzZTDxxSq6jcTG5ZNCRRk4vIQDDXZkKT++Oknji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\nCfwX8PUWn7bD0TSq+mJE5F5gX8tT/6w/UEopEQl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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "random.seed(1234)\n", "def step(x, stepsize = 0.1):\n", " return x + random.normal(0, stepsize)\n", "\n", "for stepsize in [0.01, 0.5, 5.]:\n", " path, acceptance = greedy(0.8, step, 2000, E, stepsize=stepsize)\n", " figure(figsize=(6,4))\n", " ax1 = gcf().add_axes([.15, .15, .45, .8])\n", " ax2 = gcf().add_axes([.70, .15, .35, .8])\n", "\n", " ax1.plot(path, E(path))\n", " x = linspace(-1,1, 1000)\n", " ax1.plot(x, E(x))\n", " ax2.semilogy(E(path)-E(0))\n", "pass" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def boltzmann_anneal(x0, step, nstep, E, schedule, stepsize):\n", " path = zeros((nstep,))\n", " xold = x0\n", " path[0] = x0\n", " accept = 0\n", " for i in range(1,nstep):\n", " T = schedule(i)\n", " xnew = step(xold, i, stepsize)\n", " r = exp(-(E(xnew)-E(xold))/T)\n", " A = min(array([1,r]))\n", " if A > random.uniform():\n", " xold = xnew\n", " accept += 1\n", " path[i] = xold\n", " return path, float(accept)/nstep" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "-c:3: RuntimeWarning: divide by zero encountered in true_divide\n" ] }, { "data": { "image/png": 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+0n4AwFxlznr84YMPxxqL9/sHyvrMkLnqXMf9dOwrtf4+tnNIOJVGBblUDkK0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C6/5WrpUxlnO/jw1nhwEAQ5kh7aLPfMNMqTJTonToVBdVKlS1Cjz0kPH4llva24tFo/fM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\naWgJ93sVGBGO7wO+W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TqS4d7sgjpbAYO1Y2LVXHVhGZD3xApqgp/v537/FV2tqOO8qUthEjwo8XFAkyn5uRIEVU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GWDqr9ANJo6hhY/Go1Gs3/RIqgO8fTAp3l2ZHOpp0ggaNwVwa/blwZI9MbnE0c0UsqriQSJCDru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\nxx9XwWgCyDAMwzAMwx8TQUaTI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "T0 = 1.\n", "def schedule(k):\n", " return T0/log(k+1)\n", "\n", "def step(x, k, stepsize = 0.1):\n", " return x + random.normal(0, stepsize*sqrt(schedule(k)))\n", "\n", "random.seed(1234)\n", "nstep = 10000\n", "x0 = 0.8\n", "for stepsize in [0.01, 0.1, 5.]:\n", " path, acceptance = boltzmann_anneal(x0, step, nstep, E, schedule, stepsize=stepsize)\n", " figure(figsize=(12,4))\n", " ax1 = gcf().add_axes([.10, .15, .40, .8])\n", " ax2 = gcf().add_axes([.55, .15, .20, .8])\n", " ax3 = gcf().add_axes([.80, .15, .20, .8])\n", "\n", " ax1.plot(path, E(path))\n", " x = linspace(-1,1, 1000)\n", " ax1.plot(x, E(x))\n", " ax2.semilogy(E(path)-E(0))\n", " ax3.plot(schedule(arange(nstep)))\n", "pass" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.4687\n", "0.1205\n", "0.013\n" ] }, { "data": { "image/png": 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yq7Q7xzsryX49Q1s+tQU3X3ozXn/269seCyHEn//Y8R941b+/CvX31LWJjU4RNFGaUB4v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F4N8BrIMzx7tUCHFd1wbIMANEx9Ph4kJOh8umHHc4IURbqlm5WkY6kdauohYrTSVoX8HP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Scnnazr9wnbLDXSb5GtFgkKSlNTaZbqS5kLh8OjLxKkVBPkm4fLq10TVBN3uK++guvu34nzvBL2\n/zCC9gp5814vPPccfPCBriGbFKd0PoU1h9dw0YCLgrbrTYcDiLPGsTN3p6qY7t+2P78cakYhssZH\nl3tVUyYmpn7EhrEmrl/qUwDedJPo+2dgYNCy0RRBkiR9B3RQ2PVA4ANZlmVJktQ+osbKspwlSVJb\n4DtJknbJsvyz0oHN3a5x/ez1dIytXnTTvTv8a240bz8HraLj+PvfxRdkVaqcwvqrTVQb9uTtqbb9\n9/TfOTXl1HqZb9u2MHOmcA667jpYvhwWLICXXqp+7KBB1fvj+ARP+/YQUceSCUmSOL/P+Xy5+0v9\nIqgGzVKVRJA5whw2Hc4UYUJCChuh8VZ4KZfLFYVUuJqgQItsd7lb0z1QTzrckSPC9W3DBjjjgaXE\ndphG+3bKf6BPPxUidXTtdHWjMrrzaO75vnoVd54jj/bR+oqbfA1V1cT0Jxd+QlphWu0n2YgcL4vR\nEMK6V9U3TTU6Uh/zevxx2Lmz7uOE0pivWVP4e82cKW4+DMFqYNAy0RRBsiyfrrZPkqSjkiR1kGX5\niCRJHYFslTGyKu9zJElahiicDSuCmiPDOw1X3edLt+nWKZYft8OqVSJV7oEH4G9/E6YGgelobaLa\nsCZ9TbVx1qSv4f7x9+uek9MJhw+rp6plZECrVn5xc/31QtwkJgrXuZ07Yc0aKCwUfXJOO03c4uJ0\nT0E3Z/Y6k/t+uI9HTtVnhRguEmSJtISNBIVLh5MkiWhLNKXuUix2dRHkiwIppUSEiwSFNkv1LcyV\n0GqWWlEBb74p3lOzZ8M778AZH37Ng70fVDxeluGZZ+ChZtraZkSnEWzL3obLG+y4mFuWy4C2A3SN\n4UtPVUuHax/TnvYxzcQtIoSGthiVJOm/iJTo1pIkHQYekmV5oZJ7Vb2euAVx7rni5qMpCIgTmZqI\nIUM4GRg0f+qSDrccuAp4uvL+s9ADJEmKAiJlWS6WJCkaOANoGLPvJo4vTSoyIhJJ8psXHDgAr74q\nrKzHjhWucpMmCREU2g8muzSbY45j9G3Tt2pbQYF2qlp+vrjSH5iqNmFCcKqaLYxZnSwL6+SvvxZO\nPFdeCcOG+VPnTjqp7pEggHFdx7Erd5fudKZwkSBzRLDhgJIrm54mpT5780R7ouq5HF5lZ7iqeWhF\ngiLMumuC1Nzh/vxTRPPKy2HlShG5K3GXsClrE+O6jlMca9UqYYpwzjmqp2vSRFui6dO6DxuzNjK6\niz+UlVOWozsdzufUqCU8DZSRZVkxwqPkXtUSMRbJzQfjb2Vg0DKpiwh6CvhIkqRrqLTIBpAkqRPw\nhizLZyNS6ZZWXh03Ae/LsvxtnWbcTPFFCOSQS3nduomr8XPnwvvvizQmWYYLbkziUEV6kKvaiv1r\niC0exXnnRlRtq6gITlNLTobhw/2Cp0OHuvcJkiTo10/cbr8dyspE34mvv4ZLLhFC7IwzhCA64wxh\nglAbLJEWJiZP5Pv933PxwIvDHl8fkaDACI2a+PBFgrRQM0XwnUerT1BgbZKePkGBIsjphCeeEOL0\nkUeEIYdPkP5y6BeGdxquWKcE4n131131I2Abi9GdR4s6uQARlF6UTlJckq7nS5WeLaYIo2Vac6Wh\njQxqu0A+6yzYsaN+51JftNRFvxFJC6aionl//hsY1JVaf/NXWl5PVtieiegijizL+4EhtZ7dCYja\nFeroaHElf/ZsWL0ann8lmT39DjFkqExKskRyMqT1WsPAhNHMnu0XPAkJx/8LLSoKzjxT3EBEs775\nBj76CG68Efr08UeJRo4Uhgx6mZA8gV8O/aJPBIWLBAUYI3jKq4uc0FocpXQ48EeCtFAzRfCdJygd\nTqEmSK9FdpQ5CofXQYVcwY+rI7j+ehg8GLZsEemKgaw8sJJJKZMUx9m6VTzns2rx2+bF6C6jWf7X\n8qBtaQVpJMcn63q+3oiRQdNk/35xwacpsmBB+GNqyrBhsGlT/Y97PKnvZqn1RZcuosWEHhYsEE3J\nmztOp/g+NzBoqRjXAI4jv179K/PPmq95jCQJ57gvPo2hVZyd7ftzWLsWPv4Y7L3XcNsFozn/fBgy\nRNTtNIUret26iQjEZ58Jx7l588DtFg487dqJJpxvvy3qj8Ixrus4XW5csixT7C5WreWASmOEcm1j\nhECRpJoOZ4mmzFOmOR+tdLhIKZIKuYIKuULxPDWxyI6MiMQaaeXKaxxcdRU8+yx88kl1AQTww4Ef\nOK37aYrjPPusSL3U+6XfVDml8ylBtXOFzkK8FV5a2Vvpev680+fx099+aqjpGTQw3brVPdLdnHjh\nBRF5b240he+pcBw6pP/z8LrrRFuB5o7D0dgzMDBoXAwRdBwZ02VMjYqsk+OTSSsQzlROr5MNmRtq\nbY99vLBYIDUVnnoKNm+G7dtFWsi334qIxeDBokfRypXgUmi/M6zjMPYe20uhs1DzPE6vk0gpUjNq\nEihylMRFYLqcZjqcWV86nFokSJKkqrogxUhQQM2QlgiSZVi0CJzFMdjjS9ixQ/RaUqLYVcyu3F2M\nTBpZbd/hw/Dll0K4Nnd6JPbA6XWSXiRcmNMK00hOSNbds6NNVBvGJ49vyCkaGNQbERE1i6w3FZpK\nGlpzEGPHE6e+7g8GBicshghqwiQnJHOo8BAgrLEHtBugu9lqU6FTJ+F+9+GHkJ0Nr78uwu/33y+i\nROeeC/Pnw7594nhLpIURnUbwe/rvmuMWuYrCFrOHs8i2mqy4y93IsqydDmfRlw6nVhME/pQ3pUhQ\nYFqeWk3Qvn2i3ur556Fjqxjue6iUWI23wpajWxjYbqDiWC++CLNmiVTK5k5g01SAQ4WHdKfCGRgY\ntCyaihhrKhiRIIOWjiGCmjDdErqxL1+ogx8P/khqcmrjTqiOREbCKacIE4jffxf5/JdfDuvXi9SC\nXr1E76QO7nGs3KedElfkKiLepl0RHdosNVR8WCItuMpdlMvlREgRREjK/w56I0Fq6XCAZiQo1CI7\nsE+QxwNPPin6Mv3f/8G6ddAqNnzD1E1ZmxjaYWi17QUFsHAh3Hab5tObFb6mqQD78/eTkpDSuBMy\nMNBJc09H1Ut9RGAMAVP/GCLIoKVjiKAmzKB2g9h6dCsAqw6uYmLKxEaeUf3SurVoWLdwIWRmitqW\nzp3hz2/G8NyS3zj9dHjuOeGwFPoFqDsSVK7u/maNtOLyuhRNEwLRY4xQ4i7RrE/SjASpWGSvWSMK\noX/+WQjFu+4SqTB6GqZuPLKRYR2HVdv+n//A2WeLIuAThdGdR/PLYSGatxzZwuD2gxt5RgYnEg2Z\nQtUcU9vqiiFmmg6GCDJo6RgiqAkzotMI1qSvIaMog61Ht3JqyqmNPaUGQ5JEv6F77oHv3xtBbO+N\n3HyzzN69oo9N167COe/TT0U0o9BVqEsE6akJUooSBaLHIrvYXaw5n7CRoICaILfTws03wwUXwD//\nCV99BSkp/uO1Gqb62JhVXQS5XKJB7913az612TG261j25+/nYMFBfs/4nRGdRjT2lAwMdLFgAbz1\n1vE/7/GujTGET9OkRPtamoHBCU8LvA7VfBjYbiDucjezv5jNtL7TNGtOTiTaRbcjxhrD4IkHmDq1\nO7IMu3eLvkRvvSXqWZJOK4IhcaxfL6IlSr0OwhkjWE1WXOUuRWESiJ5IULGrmFiLepGOr+5HKRLk\nE2OyDJlHXVx9lYVpw0UELFGhP2uMJYZid7HquZxeJ7vzdjOw3cCg7e+/7zenOJGwRFq4qP9F3PTV\nTeSW5SqmARoYNEUuu6xxzmuIEgNonk6DBgb1iREJasJIksRTpz3F0dKj/HPCPxt7OseVYR2HsSFz\nAyCuWvbpIxrJrlgBR4/COTOKwB3HlVeKhrCXXw6LFwvzBR9hjREihTFC2HQ4nZEgLdMKX92PkuCy\nmqy4vG6mToVDGW7+9aiV119XFkAA8dZ4Tfe87dnb6d26NzaTrWpbRYVojvqPf2j+Gs2W+8bfR05Z\nDk+d9hSRES3IM9nAoBlg1AQ1TQwRZNDSMURQE+eywZex4boNdEvs1thTOa4M7zicjVkbFffZ7ZDc\nq4jTxsbz55/CLGDCBFi6FHr3hhEjRBrZlk1m3N4AY4RIBWMEryt8Olx9RIJ86XAhkaDycnj9NQsl\nThfDh0PPPm5GjVAXZAAJtgTynfmq+5VS4b76SrjynXqCZlR2juvMutnrmDV0VmNPxSAMkiT1lyRp\niSRJr0qSdEFjz8fAoKWSr/41YmDQIjBEkEGTZHjH4WzI2qC6P9AYITlZNK9bulQ0a33+eRH5ePRh\nC2npHi6YIeOt8HIko3oExl3uDpsOF2WOCiuCilxFmpEgnzFCoBjbtEm45X3xmQUi3Tz4oIynQrtZ\nKkCiLZECp/olvI1ZG6ulhM2bJ2qBjD4ZBk2AKcDLsizfBFzZ2JMJh5YVvYE+zJUfr9On1z4F0Pjs\nqn+MSJBBS8cQQQZNkmEdh7ExayOySg6Emjuc2SyiQv/6F/zwrZlWbd2cfa6HCNnMsGESAwbAnXfC\nd99BhUdYZGs1KIUapMPpiQRVePC4zNx9N0yZAjfeCKtXRYj9FR7VPkGBJNgSyHeoX8LbdGRTUCTo\n998hPR1mzNAc1sCgRkiS9LYkSUclSdoWsn2KJEm7JEnaI0nSPQpPXQRcLEnSPKD1cZlsHWjVykjF\nqgsOh4hCgzC2ueii2o1j/A3qH0MEGbR0DBFk0CTpGNsRS6SlqllsKHotssvxcNElbuwWC0ePwjvv\niCahc+dCv15WCktcvLfYg+w1q37JxlpiNY0IIHxNkC8SVFzq4az/M5OVBdu2wdVXiyucgal5gX2C\nlEi0J1LgUv728pR72J69nZPan1S17Zln4I47WqYdr0GDshAR1alCkqRI4JXK7f2BSyRJ6idJ0hWS\nJL0gSVInWZZzZFm+BbgPyD3uszY4rths4Y85XhhCKhhDBBm0dAwRZNBkGdJhCJuPbFbcV+AsIN6q\n3Sw10ALbEmkhMhJOPhkefBB+/RX27BJpaDt3e9i/x0zPnnDzzfDFF8HWoYl27fQzCF8TJJebeeBB\nDwVFHp55ysLixdCunX+/z6kuXFQKtCNBu3J30SWuS5Ug271b9Bm6+mrNIQ0Maowsyz8DoW/EkcBe\nWZYPyrLsAT4EzpdleZEsy7fLspwpSVKyJEkLgHeBecd52ga0nNQyQ/Roc/RoY8/AwKBxMa4NGzRZ\nhnYYyuYjmzm/7/nV9uU58mgdpZ1JY440B4mgUNq3EZGif9znIvtbC69fL2y4X3wRLr0URo4UKWu9\nxiSEF0EqkaCKCmHrvXm9mQs6eoiL93D6pOr1Rz6nOj0iSKsmaGPWRoZ29NcDPf883HADREdrDmlg\nUF8kAYcDHqcDowIPkGU5Dbhez2CpqamkpKSQkpJCamoqqamp9TZRA4O6sHr1alavXs3Bgwc5ePBg\nY0+nVmRkNPYMDAwaF0MEGTRZhnQYwvvb3lfcl1uWS5uoNprPN0eI3jwur0vR+ECSJMwRZko9pZgj\nzQwaBIMGCQOBkhJYtQq++QZeeTeB9LMLuPpqIYomTxZ1AoEUu6o3S925Uxg2eDww/Cozfzvdw5cf\nK5sw+NLhXF6dNUEq7nCbjmxiWAdRD3T0KCxZAn/9pTmcgUF9Uq/X3levXl2fwxk0Y5paVCdUlEvN\nMLxmiCCDlo6RDmfQZBnacahqOlxeWV5YESRJEqYIE2WeMlVhYTVZKXGXVBMmMTFw7rnwyiuwc1MC\n5tgChg2D996DlBQYMwYefRTWrhU214HGCE4nPPwwjB8PM2eK1LtW8aImSKlZqm8eetPhEu2Jqulw\ngfbYr7wCF18cnHZnYNDAZABdAh53QUSDDAwMmhgeDxRrl7saGJzQGCLIoMnSPbE7xxzHOOY4Vm1f\nblkure3hjaUskRZK3CXqIijSSpGrKKixaCh2kx2ZCq69wcmXX4qGrI8+CkVFotamfXs4VlLM5x/H\nsmQJnHSSMD3YvBluuQUiI8V5nF6nqsixRlopdZciSVLYZp8JNuX0vAq5gs1HNnXUoIUAABV7SURB\nVDO041BKSuA//xGGCAYGx5H1QC9JklIkSbIAM4HljTwng2ZO27bQr19jz+LEo3Nn4RxqYNBSMUSQ\nQZMlQopgcPvBbDmyJWi7w+PAU+EhxhITdgy7yU6hq1BVBFkiLRQ6C7Gb7KpjSJIUJDxsNpES9+yz\nsH07rFnnRIqQmT3LysUXCzOCvn1h3z5xpQ3AbrZT7CrGFGFSFDmWSAuFrkKizFFhf6doczTlcjkO\njyNo+75j+2hlb0UreyvefhsmToRevcIOZ2BQKyRJ+i/wG9BbkqTDkiTNkmXZC9wCfAP8CSyRZXln\nY87ToPmzeTO89FJjz+LEo1cv8X1lYNBSMUSQQZNmaIehbDqyKWhbnkOkwunJwbab7RQ61UWQ1RQ+\nEgTq0RcAU1wucmkbunaVqtzYIiLgrrvEFcxp0+DgXhv7swpUz2M1WSlwFmiKMR+SJNE+uj1HS4Ot\nfXypcF6vMES4++6wQxkY1BpZli+RZbmTLMtWWZa7yLK8sHL7/2RZ7iPLck9Zlp9s7HkaVOeMM2D4\n8MaehX46dRIpygb1y8CB4kKegUFLxRBBBk0aJZtsPaYIPuwmOwXOAu1IkKuwTiKowJ1D9/ZtmTBB\nWHC/8gqkpsIff4irbDNmQG6WjWdfKcBVqiKCIq0ccxzDbg4vggA6xHTgSMmRoG0bszYytMNQPv4Y\nkpNh1CiVJxsYGLRo5s+H9esbexbHn6ZmrtDYDBggUrcNDFoqhggyaNIM7Vg9EqS3HghEJCjPkaea\nZmaNtFLoDC+CtGypc8tySW7bhkWL4MABYYhw113QowcsWCDS0saPthEZXUCsvfp5ioqgrDCK7fuO\n6YoEgWgmm1WcFbRt45GNDO0wjGeeMaJABgYGBgbaDBsmzH0MDFoqhggyaNIMaDuAfcf24fQ6q7Zl\nl2bTNrpt2OdWVIC3LIqdaXnYTcoiyBJpochdt3S4nLKcqvkkJoqGq5s2wSefQGYmdOkCby2wEdeu\ngMQ4G/n5sHy5EEonnyxSPfbtimLRJ3ns3RnF1KmiV9HmzeJ3UKJDdHAkSJZlNmVtomz/MJxOOOus\nsC+PgYGBQYuiGbpYNyj9+0NZmbh4Z2DQEjFEkEGTxmqy0qt1L7Zn+xOXDxUeomtcV9XnOBwiAtO/\nP6Tts7Ps6zy+Xh7FWWfBk0+Kmh2n0z++nkhQm6g2ZJdmK+7LKc2hjT04PU+SRM79k09CfDzgtZF1\nrIC9O220agW33goJCaJ2Jy8Pzj4jimmX5TF0kJ2LL4Zdu4S9dZs2KIqijrEdg0TQocJDmCJMvPVi\nR+6+W9QkGRgYGBgYqCFJcNppoh+egUFLxFgqGTR5QuuC0grSSE5IrnZcdrboz5OSAl9+KSyiJ46x\nc+rZecyYGsW110JOjrCNbt0axo2D9IMW0o4UgVdbBCXFJpFRpNxZLrcsNygylZUFH34IV10lIkOF\nhdC3p41u/QtI6WzjttuEUPvuOzh4UPQZijJHkefIIz5KiKD//EcIoR07UBRFO/7owI60I1WiaG3G\nWvrGjmT7drj00hq/xAYGBgYnHKE1QEZNUHUuuUT0vzMwaIkYIsigyTOkfYgIKkwjOd4vgnbuhNmz\noU8fOHIEfvwRvvhCmBNEWaJEDVFsFNOni8jLunVw9CjMnQvmCCuHswt55kkbgweLVLb//rd674Sk\nuCQyipVF0IHsHPZta8O11wrL0YEDYdEi8cUyYAC43XDTdTbsCQWk7bPy2mvCOvunn+DKKyE6Gl77\ndxTf/5bLwT1RPPkkvPaamMfmzcLkYM4cWLVKzH3mTCjO7MjXv2VUiaJXl//B0Q2nMGcOWK0N8Ecw\nMDAwMDjhmDIFDh1qmUYZBgamxp6AgUE4hnYcyic7P6l6nFaYRtf4ZFauhOeeEx/eN90knNjahpQK\n2U128sqqGyPExIhePwNyrbiyirjrXzZGR4pUuY8+EulqMTEiWjR+PJh6iUiQLIv+PytXwg8/iNux\n03Po523L+b3ghReEELr0UujWDRYuFEImI81GXmkBfXu2w9FRRICg0jkuF1Z7oigpz6NkVyfu/4Tw\ntO0FF++mNB8+/xxo/TuseoTrn6nTS21gYGBg0IIwmeDBB4WZzg8/GKnUBi0LQwQZNHmGdRzGliNb\ncHqdRFRY2ZebxhXnJuMpEaltn3wCdhVTtRhLDNml2arucL5mqdFWGyOHwciRcOedIm3ir7+EKPrl\nF1jxQhK5p2cQMav6GBHx6WT82pmFv4gIkC+K1K2biFCZTFCQbCO3fz7eQhvDeol6oM2bxdwBOl8c\nRU6rbMwF0ZToeE2SY3tyOPEwDz3mIikpguv2bea6c08W9UcGBgYGBgY6ufpqeOcdmDcP7r23sWdj\nYHD8MESQQZMnzhpHv9YDmfPMGpYv7E3FhVE8OTeeM88Mf9UqwZagaZEdZY6i2F1MnDUuaLskQd++\n4jZ7NhwrSaLjcxnccqdMTrbEkSPC+S0jAwriDhJXkUzXHvDrr+L5998P/fpBUpJwf9tUFscly4uZ\nPCGaD//tP8+uXXDddfDzgSjom4crJ1FxnrNmwWOPifEEFvrP78b0Gbs5cqwMaWM3/nlPnOJzDQwM\nDAxEqrLH09izaHqYzbBkCUyYABYL3H674aRn0DIwRJBBs6B92SQW/fYdLlMxUceG8eabIiWte3fR\nj6d7d1E7E1oPk2BLAERESIkEq9gfb9UOobSKicVmNXH/3cdoHeXvUVTmKaP1vCJ++LwD998ntt17\nL7hcsGKFEEqZmbDXGw9XwZJ3E1hyYfXx25weQy7QPSmB3lNgzx5R3zR4sBhr4UJx699fFLKOHg3x\nnn689ukOFn2zneT2Z9O5s77X0sDgeCJJUjfgASBeluULJUmKBl4FXMBqWZY/aNQJGrQYPvtMGNEY\nVKdrV1FPO3WqqD999llRZ2tgcCJTaxEkSdKFwFygL3CyLMsbVY6bArwIRAJvyrL8dG3PadByefLS\nS0gtm8KwsceIKZ9In3jIz4fVq2HpUlFjk54OHToIQeQTRwf+v70zDbKqOMPw84KDCCiTMYCgAxoj\niMYouIBbSbkFMXFLUmiiWYxKErNVrKiolUR/JBK1YsQyxkSsxErEuMWh1HKJopYKaMkgSgiMuIBm\nGANRYWTT+fKj+85cLnebmXvvuTPzPVVd95w+fc55p6e/Pt3ndH9dF76sDGwbhtmOb7dSnaQtGwqP\nI/v8iM/T2NzICZ85oT1u2XvLGLf7OBYt7MeCBbBkSXB5/fTTwUvcM89Ej0R7xOtvrs167f++NQyO\nhlWvfYpVaYvXvfDC9umWLQvjtwE48mgWDHsC6p/jF8fMKajfcZLAzN4ALpB0T4w6C/i7mT0kaS7g\nnSCnIvQGpzHFtKkk3QScAnwEfMvMFmemycaYMbBwYegApebDnncenHxycODjOL2N7kyBWwqcCTyT\nK4Gk/sDNwFTgAOAcSeO7cU+nk8yfPz9pCSXhoBEHsX7FeJ7b8gcevf4cZs2C224Lc2qefBJWrQpe\n2JqbQ8dozhy48kr40+zQ6Th/+jD69QudoPp6OP30MLzs9WXh+NfOGsr++8P3vgf33BNcaUPowLS2\nhq85bWsO48RvvMTYsWH4gDSfw7/4Ckse/xznnhs6YQcfDMcfD1dfHXS0u2Tdkr8TxEfD8h/PxqvT\nYeLtDKkZyiXTJ3cqP6uZ3lJmexuS5khaK2lpRvxUScslrZR0WRGX2hNYHber/r18NZXHatFSLTqg\nurSUm2LaVJKmAZ81s/2Ai4Dfd+YeAwaE4dyvvw6nngqzZ8OIEaFDdOmlYd5rY2NYZLUUVNP/r1q0\nVIsOqC4t5aDLX4LMbDmA8g8cPQJoMrM3Y9q5wOnAv7p6X6dzzJ8/nylTpiQtoySsvfFB7rxvHcNv\nGk1LS3Bz3dISOj5NTaHS3ro146SP4iKmH3W4jVuzJoSGBuCQWjgDWtcN5d8bgjOEW2/NIeCgw2H8\nfax8LhUxH8a8CW8fXVj85gKdoNag7+rLP82M42H48Pxjsj/5BFpa9mTJm28zYXxtITvsUfSmMtvL\nuAOYDbSvKpLWKDsReAd4UVIDcBgwEbjOzN7NuM4aoB54hR6wTEM1lcdq0VItOqC6tFSAYtpUpwF/\nBjCzhZJqJY0ws7WdudFuu8F3vhNCays8/zwsWhSGec+aFZ63gweHl4qjR8PIkWH9vbq68Jva3nXX\nkG7IkPA7aND2c3mr6f9XLVqqRQdUl5ZyUO45Qelv/CA8/CaV+Z5OL2X4pwZzyQX5v8mbhcVJU52k\nd9cew9mNA+HDHBNmNsX5PZuyOyTYjjeOh2kXwy7rYVMd9N8MY+fBU9cUPndLdFqwqS778Q2j4JMa\nph8xhREjCl+uf//w0Bk5sr5wYscpAWb2rKS9M6KzNsrM7FrgzhhXB/wKmBC/FM0GbpZ0KtBQGfWO\n0ysopk2VLc1eQKc6QekMHgwnnRRCCrMwYmL1anjrrfC8XbcuvGBcsgTWrw/7GzeG0NoawqZNMHBg\nR6dowwZ44IEwVHHAgI6Qa7+mJnhc7d+/I3R2PzOuX78QmprCIuYS7SNH0reL/e3uOa2tIW9T7zaz\n/Xb1WGfPN+sY0dKL3rW2k7cTJOlxYI8sh64ws3lFXN/XZ3YqihTcT9fWwtixADUMHriJxquCV6Bt\n2+Djj0PYtg1uvmUaXP8f+DiHj+10Nu4BL18AMybCf8fBihdh6dfhg9GFz22rgeuaYXNHZ2vMGDj8\n8DCErr5+Fw48cCvj9u3yn+44SVCwUWZm64HvZpx3fpl1OQ4XXVS6YVtVQrFtqszmasnbYlIYsTB8\nOBx6aPHntbWF/0mqU3TDDcED69atIWzZ0rGdLW7LljASIj1s3hye6elxndlvawsN/ZUrQ2cutZ/5\nmy2uFGkzz9m4MThCgo4OSLbffMdKlcYMrsnynrccHbRCnbdyIGuftNDFC0hPAZdkc4wgaTLwSzOb\nGvdnAm05JvJ5h8lxHKeMmFm3HifxS9A8Mzso7n8ZmGpmF8b9c4FJZvbDbkr1Z4LT4+iufRWimDaV\npFsJXhfnxv3lwHGZw+HcvpyeRjnsq1TD4XIJewnYLz443wWmA+dkS1juysNxHMcpOe8Q5vekqCd8\nDeo2/kxwnB0opk3VAPwAmBs7Te9nmw/k9uU43ZiUKulMSauBycBDkh6J8aMkPQRgZh8TjPFRYBlw\nt5m5UwTHcZzeQXujTNIAQqPM5/k4ThnI1aaSNEPSjJjmYWCVpCbgD8D3ExPsOFVOt4fDOY7jOL0f\nSXcBxwG7Ay3Az83sDkmn0LFuye1m9usEZTqO4zhOUSTinlTSVyW9JukTSRPzpOvs+hN9Hkl1kh6X\ntELSY5Ky+mSW9KakVyQtlrQoWxqnuDIo6aZ4fImkCZXW2FMplLeSpkj6IJbRxZKuSkJnTyLXWj4Z\nabpUXs3sHDMbZWY7m1m9md0R4x8xs3Fm9tlSdIDKXe9Lqpf0VHwGvSrpRzE+Z90paWbUs1zSyWnx\nh0paGo/9rot6+sfyPS9hHbWS7pX0L0nLJE1KUMvM+P9ZKulvknauhJZs9lPK+8a/4+4Yv0DSmK7k\nT3dw+3L7cvtKw8wqHoD9gbHAU8DEHGn6A03A3kAN0AiMT0JvTwrAb4BL4/ZlwLU50r0B1CWtt5pD\nMWUQmAY8HLcnAQuS1t0TQpF5OwVoSFprTwrAscAEYGmO41VdXitR7xM8nh4St4cA/wbG56o7CYtS\nNkY9e0d9qVEUi4Aj4vbDBCcRndXzU+CvqbKeoI4/A+fH7Z2AoUloiddbBewc9+8GvlkJLdnsp5T3\nJQxNuyVuTwfmun25fbl9JWdfiXwJMrPlZraiQLL29SfMbBuQWhTMyU/7Qmnx94w8aX1iZH6KKYPb\nLUwH1EoqYqWfPk+x9u1ltBOY2bPA//IkqfbyWvZ638yazawxbm8kLDS5J7nrztOBu8xsm4X1kJqA\nSZJGAruaWepL+l/IX9/ugKS9CB3TP9FR1pPQMRQ41szmQJh7YmYfJKEF+BDYBgyStBMwiOAEoOxa\ncthPKe+bfq37gBPy6SkDbl9uX25faVTzat3Z1p/YMyEtPYn0laHXArkaOAY8IeklSRdWRlqPo5gy\nmGthOic/xeStAUcpDNt6WNIBFVPXe6n28lrRel/By9YEYCG5685RbO/xLqUpM/6dLmj9LfAzoC0t\nLgkd+wDvSbpD0suS/ihpcBJaLKwrdQPwNqFx9r6ZPZ6Elkgp79tevi04OfhAYTHhSuH25fbl9pVG\n2TpBcYzf0izhS0Vewj025CBP3p6Wns7CN8Fc+Xi0mU0ATgEulnRsuXX3QIotg2VfmK4XUkwevQzU\nm9nBwGzgH+WV1Geo5vJaMS2ShhDeFv7YzDZsJyJ/3Vmq+38RaDGzxeT44lkJHZGdgImEoSQTgVbg\n8iS0SNoX+AlhCMwoYIjC+lMV15JJUvctIW5fFdYRcfsqgiTuW6p1gnbAzE7q5iXKtv5ETydf3sZJ\nZ3uYWXP8bNiS4xr/ib/vSXqA8Jn82bII7rkUUwYz0+wV45z8FMzb9AenmT0i6RZJdfFNltM1qr28\nVqTel1RDaKDdaWapznWuujNbnq2J8XtlxHcmL48CTpM0DRgI7CbpzgR0EK+zxsxejPv3AjOB5gS0\nHAY8b2brACTdDxyZkBYozf9jTdo5o4F341CkoRWuz9y+3L7cvtKohuFwBRdala8/0RkaCJPciL87\nvD2XNEjSrnF7MHAykNObVB+mmDLYAHwD2lfzzrownbMDBfNW0ghJittHECZFegeoe1R7eS17vR/L\n1O3AMjO7Me1QrrqzAThb0gBJ+wD7AYvMrBn4UMHLk4Dz6MTXSjO7woKXvX2As4Enzey8SuuIWpqB\n1ZLGxqgTgdeAeZXWAiwHJkvaJV7jRMKaOEloSV2/u/d9MMu1vgL8swt6uoPbl9uX21c6VmLvI8UE\n4EzCuL1NQDPwSIwfBTyUlu4UgmeRJmBmElp7WgDqgCeAFcBjQG1m3gKfIXjdaARe9bzNm587lEFg\nBjAjLc3N8fgScng79ND5vAUujuWzEXgemJy05moPwF2Ecd5bYx17fk8rr+Wu94FjCHMEGoHFMUzN\nVXfGc66IepYDX0iLP5TwAqkJuKkbmo6jw3tVIjqAg4EXY7m4n+C9KiktlxIaiUsJE51rKqEli/18\nu5T3BXYG/g6sBBYAe7t9uX25fSVnX75YquM4juM4juM4fYpqGA7nOI7jOI7jOI5TMbwT5DiO4ziO\n4zhOn8I7QY7jOI7jOI7j9Cm8E+Q4juM4juM4Tp/CO0GO4ziO4ziO4/QpvBPkOI7jOI7jOE6fwjtB\njuM4juM4juP0KbwT5DiO4ziO4zhOn+L/3c/LlhV7MLcAAAAASUVORK5CYII=\n", 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LMSJ7hdrhgOUiwNQTlMn0xg4XxLFjydzDJYVu0Jul1mrA008DC9H2CGYYhhk6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FVoKEnkjiPVo2o19rotKBTdFuUEJTET+k8gWB/k+veu57zDzzPtQ9Pd6J/ZnyxXFjsqdjAqb5Th\nOnYiQfGEEdwON4H6gKFjArBzJ3z/+3DBQ5nUp/l44gl49FFN9ey227ReQfqgv3pTNdku83otve7H\nKBIU7awFwvZqgqqD1fh8xs7LvtI61ns2c++NEzh0oGl+XZ0WfTFyaqZObTmvd+/UGDC50l1cPP5i\nbvrgJspqy7o8DbAH8xzwOPCiPkMIkQ48gdY+YQ+wVAgxH5gGTAX+gNZT7ldSyi+EEG8Az3ex3T2W\nhQth4sREW5GapLrDY0RFRaItUCgSi3KCkhghBA+c8gCPLH6Ev5z5l0Sb06VMHTSV5XuXt8sJiiuM\nkK4JIxilw9XVwQUXwOWXw/LNmfzzzXLOdMJzz8HMmS1/EKuD1ZaiFXrdj5HDpQs0VFRAdW2Qbze4\nObjKPEKz6fBefPBIJY61xg5NoM86BnEYN17naTY/J6d7/pAD3HXCXZz3+nk8cMoDpKelJ9qcHkHE\niRkRM/tYYKuUcidAJN1trpTyASJRHyHEf4B7hRCXATu6zGCFoRKjoueinCBFT0c5QUnO5RMv5/KJ\nlyfajC7n6EFHs2LfCi468iLD5VWBKnq5WymMkG4gjBAOGKbDTZsG69fDjh0w6YeZXHRZMS9a9G+t\nDlQzrNewxtexIgF1PicvvRpi78EQf3zIiSxpWnbgkIvqqwMMGwaBa4P8eb6L4VGCAYMGaU9v9ddP\n7sjlsAHl3HmSsS3/t3wFvuKpnHOO5cfTrRiSM4Sl1y9NtBkKyAeKol4XA8dFryClXANcaGdn0RLZ\nql+QIpEIARs3wnXXaa8//7yQgQMLSWUV9/LyRFugUCQW5QQpkpKjBx3No9+YN/psjTCClJJwQ7iF\no6NHYPToTDisSVpfcom2/Le/hZ/8BN7YmsHnu3yUlJhHZz5yVeHan83frzMWCaiZ5WRdUYhw/yDD\nhziZMC2qlqavi+HPBqmslBzxlyD//JWLw/uav68PfXnUNpg/wluxb4VKCVMkig4tF1d9ghTJwjHH\nwP33Q3299nr69NmcfPJsRkWSFVKxT5CKBCl6OsoJUiQlUwdNtRRHqApUkevJtdyHXhMUatDqcGL3\no0tk14WC1FS6GD0adu/Wlh12mCaK8NJLsCcvk9rhPj66wVwkYGWwmjkzsrn4bmORgKlPObn77BAr\n3ghx3ZVORveOtiRNE05oCNnqE5TryWXroa2my1eWrOSKiVdY7kOh6CT2AEOjXg9FiwYpFClNZiZc\nY6L+maooJ0jR01FOkCIpGZQ9CFe6S2t+mduy+WVVoKpZ+pkRek2QmeKaLpFd7QsRqnMyZxa8+iqc\neircEOXwrPRl8+Kmaj5+3fxYH7xSzYyp2Rw11nh5M4lsAxGG6NS8eH2C8rx5VASMf71C9SHWHVjH\npAGTLPehUHQSy4CxkVqhvcAlwKVt3VlBQYFKg1MkNYWFhRQWFibajDahnCBFT0c5QYqkZfLAyawq\nWWXoBFXUVcStCYqWwDZygvTlTk+IkcOclC2D22+Hhx5qvl55UR6Vq61/LaoDcdThoiSyDR2yiFKd\nHYnsXE8u5X7jZO5NZZsYmjPUUqRBoegIhBD/AE4C+gghioB7pZTPCSFuBj5Bk8h+Rkq5sa3HUOlw\nimRHd9JTMR1u//5EW6BQJBblBCmSlikDp7CqZBVzD5/bYtlB/0H6ZPSx3F4XRrBygkINIQLhAPv3\nucgJajnfseR6cqmoi+MExVGHs2qWCk1KdXacoDxPnqk9K/atYMogVQ+k6HyklIYRHinlR8BHXWyO\nQqFoJXv2JNoChSKxpEAXEEVPZfLAyawsWWm4rKy2jL4ZFuoBaNGXcEOYQDhgmIImhMCZ5mTLLh97\ndjt5/nlwGDwWsOUEBaothRqsmqVCUzqcnT5BuZ5cyuuMI0ErS1YydeBUy+0VilShoKAgZVONFD2D\nwsLClI1YKidI0dNRTpAiaZkySIsEGXGw9mBcJ0gIgSPNQW2o1tSxcDvcZPepoX9fJ3ffDdJA28p2\nJChOs1TLSFAr0uHyvHmm6XAr9q1g6iDlBCm6B3pNkEKRrMyePTtlnaBQCKqrE22FQpE4lBOkSFpG\n5Y3ikP8Qh/yHWiwrqy2jj9c6HQ60CEtNsMbcCUp3Ux2sYspRHr79Fh58sOU6XoeXBtlAXbjO9DjV\nAet0OHe6m7pwnaVIgy/oQwgRt9mnmVPWIBtYVbJKpcMpFAqFIi5DhkCx0m5U9GCUE6RIWtJEGhMH\nTGR1yepm8/0hP6GGEFmurLj78Dq8VAYqTZ0gV7qLyrpKstxe3n0XnngC5s9vvo4QwjIaVBeuQyIt\nVd28Ti/VgWocaQ5DJ8eV7qIyUEmGMyPue8p0ZlIv6/GH/M3mbzu0jd7e3vT29jbZUqFQKBQKjbFj\nYfPmRFuhUCQO5QQpkpopA6e0qAs66NdS4Yz6B8XidXqprDN3gtwON1WBKjwOD/n5WrPU666DtWub\nr2flBOn1SVb2eNI9VNRV4HF4TO2oqKvA6/DGfU9CCAZkDmC/r7m0j0qFU3Q3VE2QItlJ5ZqgCRNg\n3bpEW6FQJA7lBCmSGl0mOxo7ogg6XoeXiroK60hQoLLROTn2WPjzn2HuXCgtbVrPygkq9ZXSL6Of\npR0eRxwnKN3NIf8hvM74ThDAwKyBlNSUNJu3Yt8KpgxUqXCK7oOqCVIkO6lcE3TkkS0f+CkUPQnl\nBCmSmimDWkaC7NYDgRYJOug/aJpm5k53U1lX2cw5uewymDcPLrwQgkFtnpUstR2nLJ4TlOHM0Jwg\nG5Eg0JrJ7qve12zeihIVCVIoFAqFPaZOhSVLEm2FQpE4lBOkSGqO7Hck2w5tayZKcMB3gH6Z1pEX\nnQxnBgdrzZ0gV7qLqmBVC+fkf/8XcnPh5ps1xTjLSFBtaVx7PA4PFQFrJ8jKzlgGZjaPBEkpWblv\npXKCFAqFQmGL8eOhthZ27Ei0JQpFYlBOkCKpcTvcjO0zlnUHmhKXd1fuZljOMFvbex1xIkGOlpEg\ngLQ0ePllWLRIE0vom9GXA74Dhvso9ZXS19v+SNBB/0Hb6XCDsgc1c4J2V+7GkeZgUPYgW9srFAqF\nomcjBJxyCnzySaItUSgSg3KCFElPbF3QropdDM8dbmvbxnQ4h0UkKNAyEgSQna0pxd1/P9Tuz2dP\nlXFnubLaMnuRIDtOkM10uNiaoCV7lnBs/rG2tlUoFAqFAuDSS+HFFxNthUKRGJQTpEh6Jg+IcYIq\ndzG8lz0nKMOZQVltmXVNUKBlJEhn5Eh4/XX413P5bDRpr11aW2q7JsjtMJbRjmdnLIOyBrGnusme\nb/Z8w/Qh021tq1AoFAoFwOmnw+7dsGxZoi1RKLoe5QQpkp5YcYRdla2IBDm8lrU20RLZZpx4Ilx/\ncT4Ll+yhvLzl8tLa9qvD6TVBdtPhxvYZy+aDTQ0eFhcv5rj842xtq1AoFAoFgMMB99wDt98ODQ2J\ntkah6FqUE6RIeqYOmsrqktVaU1IptXQ4m5GgLFcWB3wHLIURjGqCYrl+Xj7uvnuYNw/C4ebLiquK\nGZIzxHJ7j8NDub/c0gk64DtApjPTcj86Y3qPoaiqiEA4QKg+xKqSVRyTf4ytbRWKVEH1CVIkO6nc\nJ0jn2muhrg4eeijRligUXYtyghRJT447hwn9J7CoaBF7q/eS4cygl6eXrW1zPbmWwggZzgyqg9Xk\nuHMs95OfnU/Qs4cGKbn99ubLdlbsjBuZynHnUB2sNnVy9JqgPE+e5X50XOkuRuaOZPPBzazYt4KR\neSPjvgeFItVQfYIUyU4q9wnScTq1tO+//Q0eeURTRFUoegLKCVKkBCePPJkF2xewfN/yVslA53py\nAS0iZLjcrS3v5bZ2qrLd2TjSHPzt+UN8+CE884w2vzZUS1WgioFZAy2315023Z5YdPvMlhtxRL8j\nWF+6nvc2v8dZY8+yvZ1CkUiEEOOFEK8LIf4qhLgg0fYoFAoYNgw++wxeegnOOQe+/TbRFikUnU+b\nnSAhxEVCiPVCiHohhOmoVAhxuhBikxBiixDijrYeT9GzuXTCpbyw+gU+3PIhJw0/yfZ2emTFTL1N\ndzrsRJYmDpjIzrpVzJ8Pd98NX3wBG0o3MK7PONKE9aWkO1lmTo5eU5TntRcJApg5dCYLty/kzY1v\nMnfcXNvbKRQJ5nTgcSnlTcBViTZGoUgl7IyphBCPRZavFkJMsbvv4cPhm29gxgyYNQvOPx/efht8\nvo6zX6FIJtoTCVoLnAd8braCECIdeALtR288cKkQ4oh2HFPRSrpLPv1RA47iiL5H8NTyp7j0qEtt\nb6c7HWbCBY1OUJxIEMC0QdNYtncZ48ZpT8vmzi3kP+vXMKH/hLjbxosE6U5aayJBlxx5Cc+sfIZe\n7l7dShmuu5yz3R0hxLNCiP1CiLUx8+MN0l4C5gkhHgL6dImx7SCZzsdksSVZ7IDksqWzsTOmEkKc\nCYyRUo4Ffgg82ZpjuFzaQ75t2+Css+Dxx2HAADjhBPjFL7TfvlWrtCarHUEyfX/JYkuy2AHJZUtn\n0GYnSEq5SUq5Oc5qxwJbpZQ7pZQh4DVAPbLuQrrTCfzuvHfZdesuRuSOsL2NLl3dIZGgvsfw7vIl\nAJx2Ghx7bCG/f/VzjhkwM+62diNB8aS2o8nPyWf3rbtZcOUChBC2t0t2utM52815Dm0w1ojZIE0I\ncaUQ4k9CiMFSylIp5c3AXUBZl1vdSpLpfEwWW5LFDkguW7oAO2Oqc4AXAKSU3wC5QogBrT1QTg78\n4Afwn//A/v1w773Qqxd8+CFccQX06QN9+8KUKTB3Ltx4I/zyl/Dww/D88/Dee/DVV7BmjeZQ7d8P\nNTUtFeiS6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "T0 = 10.\n", "def schedule(k):\n", " return T0/(k+10)\n", "\n", "def step(x, k, stepsize = 0.1):\n", " return x + random.normal(0, stepsize*sqrt(schedule(k)))\n", "\n", "random.seed(1234)\n", "nstep = 10000\n", "x0 = 0.8\n", "for stepsize in [0.1, 1, 10.]:\n", " path, acceptance = boltzmann_anneal(x0, step, nstep, E, schedule, stepsize=stepsize)\n", " print(acceptance)\n", " figure(figsize=(12,4))\n", " ax1 = gcf().add_axes([.10, .15, .40, .8])\n", " ax2 = gcf().add_axes([.55, .15, .20, .8])\n", " ax3 = gcf().add_axes([.80, .15, .20, .8])\n", "\n", " ax1.plot(path, E(path))\n", " x = linspace(-1,1, 1000)\n", " ax1.plot(x, E(x))\n", " ax2.semilogy(E(path)-E(0))\n", " ax3.plot(schedule(arange(nstep)))\n", "pass" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.8643\n", "0.6665\n", "0.1934\n" ] }, { "data": { "image/png": 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xMULvs2NH47GtyKxa5T5GVmpUz7/73ehjCOrc1grmz7e+2453OuVGVSt06KHW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jhDpW+tXg29e8Nll6lGrI8/DntNW+DWLSf3Oo7ijCW2duJ5/jxHQZCTmiAzlSicFE90JaggUGA7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\ny1SdaFPBy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MEKRzh7PJ3Yz7G5kgU/ASFDUTpJuAuHK4cq0MNgiPZ8ozWFNYg1KthGrdsCQl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JbEhQqFyHZlsyFjAz2blM4nzsuTMsLvvpM+rGbNJNhg8mQ49dTqKwPLzS1Nd1u5UpIKv/hCetbC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\nVRzNaadJ/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zNisichvwJLCDiCwTkZOMMXHgDOABYDFwhzGmvxrH93NES68tfVI+cybsvXf+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\nc0VrCr3n3DVukCMdzhPddNcEhVvCCJIljrysX28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xqsOlgz33TO/7C4KQXDIyEmSlDheU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "T0 = 10.\n", "def schedule(k):\n", " return T0/(k+1)\n", "\n", "def step(x, k, stepsize = 0.1):\n", " return x + random.standard_cauchy() * stepsize*(schedule(k))\n", "\n", "random.seed(1234)\n", "nstep = 10000\n", "x0 = 0.8\n", "for stepsize in [0.1, 1, 10.]:\n", " path, acceptance = boltzmann_anneal(x0, step, nstep, E, schedule, stepsize=stepsize)\n", " print(acceptance)\n", " figure(figsize=(12,4))\n", " ax1 = gcf().add_axes([.10, .15, .40, .8])\n", " ax2 = gcf().add_axes([.55, .15, .20, .8])\n", " ax3 = gcf().add_axes([.80, .15, .20, .8])\n", "\n", " ax1.plot(path, E(path))\n", " x = linspace(-1,1, 1000)\n", " ax1.plot(x, E(x))\n", " ax2.semilogy(E(path)-E(0))\n", " ax3.plot(schedule(arange(nstep)))\n", "pass" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.7115\n", "0.863\n", "0.7985\n", "0.7595\n", "0.866\n", "0.874\n", "0.8615\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "-c:9: RuntimeWarning: overflow encountered in exp\n" ] }, { "data": { "image/png": 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dtOmw0pz/Q7j7XJMTPuew45Xw+tdXH64Y3JGWBRmsG14HwMtDLzN/yvyKY/5u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\nRV1k9QtRMeJqm4xpsX6997jWnuNTS/gU3AIvPR/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++QQm3+ziiSfDzJliI3wibajxUdZ2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mbd+v6+vh2GP9Rplnnx1IqJJZ3Orv0v0SE5pZs4KLQ0REMktSCY1zrs7M9nbO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\nUEq9A0zSWj8GLPSuawk8CgzwRnCeBf6qlBoGLK8X40+Ct96CsjKYPDn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IyLsB/AGABoC7AFyklOo9jpKQo4S+Cx+l1AUR938WwGf7fZ2g1S2T8lLdlFIdFxu37sJJ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+VDdTdK6nCAFUfAgZN6ZwgyBhA0z9BcnIFB+T1a1VDw83oNWtBxY+hBBCohC7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\nVQAeU9VVABCR2wFco6p/CODWzm27AfwPAD/QUYT+zP+1qr5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lT1+iobXB1V3bsMfHqniB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i//4Pli3r3Pq1sJ9/hgcegCuvjN24JH2Fg5icHAU0IiLStqjX0DjnKutvFgC5\nwK/RHjNW/vhH+MMffLWkWDjsMN+M8+OPfSPP2bNjc1yRdDdnDlx9tS+mEU01qhtvhIEDYeONYzc2\nSV/rr++/mimgERGRtkUd0JhZjpl9DiwE3nLOTY9+WLEzcqSfWVm0KDbHW399ePllOPFEH9Q88IDK\nO0t2C4XgpJP8rMqWW3b+OD/+CGPG+FlVEYD11vNfzfT/rIiItC0WMzR19SlnGwH7mFlZ1KOKoc03\n993KY9mczwzOOgveeQfuvx8OPdSnyohko1tv9bMy554b3XGuvx4GDYINNojNuCRz5OTAb7/5/3vD\n62pERETCYtaqzDm31MxeAv4AlEc+NmzYsIbbZWVllJWVxeq07XLVVbDVVnDOObEtA7vVVr5IwLBh\nfhH0gw/CX/8au+OLpLr//hduuin6aoLff+8LeMyYEbuxZbLy8nLKO1uXPg3l5DT2BPvyS1+gRURE\nJCyqss1mthZQ65xbYmbFwGRguHPujYh9UqKE4KhRvrfM88/H5/hTpsAJJ8Bf/gK33AJdusTnPCKp\nIhj0pXTPOANOPTW6Y512mm+Ke0PK1ElML5lcVtYMttkGvv0WqqvhjTd8f7A11ojjIEUiZPLrSyTZ\nUqJsM7A+8Gb9GpqPgEmRwUwqOecc+OILePvt+Bx/7719eeeqKujb1/fQEMlk110H664Lp5wS3XHm\nzoVnnoGLL47NuCQ5zGwjM3vWzB42syhq3bWUk9O4huaAA3zwKyIiEpaxjTVbM26cnz356KPo0mNW\n59//hrPP9v8uvzy6qk8iqWjqVDjoIB/ER7vm5aST4He/i+06t2yTCleQzewgYA3n3BNmNs45d3Qb\n+3V4hmaHHWD69Kbl8lPkbUWyQCq8vtorlT5zibRHqszQpJUBA3wgM25cfM9z1FHw2We+aMA++/hU\nCZFMUV3t0ytvvz36YGbWLHjpJbjggtiMTaJnZqPNbKGZfdVsez8zm2lm37QxA/M+cJqZvQG8Gssx\n5eSo95eIiLQtqwKacLPNyy+Pvtnm6my4IUyeDP/4h19nMHq0rihKZrjqKth6a98vJlrDh8P550PP\nntEfS2JmDNAvcoOZ5QJ312/fGhhoZluZ2fFmdpuZbQAMAq50zh0AHBLLAVlaXBsXEZFkyaqUs7DD\nD4fddouuo3lHfP21Lx292Wa+b81aayXmvCKx9u67Pkj/4gtYe+3ojvX11349xJw50K1bbMaXrWKd\nEmNmpfhtm1waAAAgAElEQVQ1kdvV398DGOqc61d/fwiAc25kxHO2B64GFgHLnXOXtnFst++++1Ja\nWkppaelqK1+a+QbJn37adHuKva1IBglXEayoqKCiooK3335bKWcicRKr96+sDGhmz4Y99/QlYqP9\nUNZeNTW+8eCTT8LDD0O/fqt/jkgqWbHCr2W47TbfeylaRxwBe+yhYgCxkICA5kjgL865U+vvHwfs\n5pw7pxPH7vAaml139aXBI6XY24pkMK2hEYkfraGJQp8+fsbkmmsSd87CQl86+vHH4fTTfdW1ysrE\nnV8kWpde6qv5xSKYeeopX1jgzDOjP5YkRFI/IcWziIuIiKS/rH2buOoqXxxg1qzEnne//Xy6zi+/\nwM47++IBIqnuP/+BF1/0hQCiNWUKnHceTJwIJSXRH08S4gegd8T93sD8RJ28R4+W2+bOTdTZRUQk\n1WVtQLPWWv6K85AhiT93z54+9eyqq3zq2ciREAolfhwi7bFkie81M3p09Iv3Z82CI4/0M5Xbbx+b\n8UlCfApsbmalZlYADAAmJurkxcUtt22+eaLOLiIiqS5rAxrwaV/TpvnyyslwzDF+oevkyX7mpqIi\nOeMQWZXzzoO//Q0OPDC64yxaBIcc4hty/vnPsRmbxJ6ZPYUvwdzHzOaZ2SDnXC1wNjAZmA6Md87N\nSNSYWks5q6tL1NlFRCTVZXXLx6IiuOEGuOii+DfbbMvGG8Mbb8Ctt8Iuu/ivxx2nMqWSGp5/Ht57\nz6dJRqOqCvr3972gTjklNmOT+HDOtVqQ2zn3CvBKgocD6P9DERFZtayeoQH/Acss/s02VyUnx1d6\nev11uPFGP6Zff03eeETAz6j885/w6KPQpUvnj1NX5xtxlpbCiBExG55kEQU0IiKyKlkf0OTkwC23\nwBVX+A7oybTDDvDJJ777+g47+ABHJBm++w7WWQcWLPCpkB98AAsXdq5U7pAh/rljxqhalXSOAhoR\nEVmVrOxD05rDD4fdd/eFAlLBa6/BoEG+ieH11/v0OJFEWLkSunb1ty+8EH74wVeUmjvXp45tuqlv\nErvppk3/bbKJL08e6f/+z1dGe/99WHPNxH8v2SKT+2SYwVFHwb//3fKxNHhrkQyQya8vkWRTY80Y\nmz0b9trLN9tca61kj8b79Vffs2bmTF8Vaocdkj0iyXTO+V4z773nC1bsvHPTx5cu9bM3337bGOTM\nnesDlr/8BZ5+unHfl1+Gk0+Gd9/1AZDETyZ/4GoroCko8A2LReItk19fIsmmgCYOzj3Xf73zzuSO\nI5Jz8NhjvnDBZZf5K+ZK25F4GTkSLr/cp4ndcEP7nvPmm75i3zvv+Ka14KsH/vnPvtfMHnvEb7zi\nZfIHLs3QSLJl8utLJNkU0MTB4sWw1Vb+6nT4g1mqqKiA44+H/Hy/SLt379U+RaRDJk/2fZHWXRfm\nzfN/a6szYwaUlcGECbDvvn7bvHk+iLnjDjjiiLgOWepl8gcuM9+7KHL2LyxN3lokzaXS68vMcvF9\noeY75/7WyuNp85lLBGL3+tK1/ghrrQWXXOJnQlJNaSmUl8Of/uTTgJJZlU0yz7ff+mAGfBnx9gQz\nP//s+8qMGtUYzCxdCgcfDBdcoGBG4u/nn/V3JlnnPHwvqDajFsUzko0U0DRz7rnJbba5Krm5Ph3o\nlVdg+HA49ljfxV0kGitWwKGH+tujRsE226z+OVVV8Pe/+55JJ5zgtwWDPjVon318aqRIvK27Ljz7\nbLJHIZIYZrYRcDDwENDmFW01nZVspICmmaIiX1Xs4otT9z+FnXeGqVOhVy9fKKC8PNkjknTlnK+m\nN306/PGPfmZlderq4KST/Kzh8OGNx/nnP/1C7TvuUJldEZE4uA24BFjlp5NU/ewiEk8KaFpx9NH+\n6/jxyR3HqpSUwN13w333+ZmaSy9VxR/puBtv9GtnunaFRx7xs4Crc9VVvpTz6NGNgcsNN8Bnn/lU\nyLy8uA5Zssz998PVVyd7FCLJZWZ/BX52zk1jFbMzAKFQYsYkkkr00aMVOTlw880+leaww1K7B8xB\nB8Hnn8Npp8Fuu/nyzttum+xRSTp49VW47Tbo1g2uvLJ9pZXHjPGB/gcfNL4unnzSf+j84IPG/jUi\nsXLaackegUhK2BM41MwOBoqA7mY21jl3QvMdR4wY1rAOsqysjLKyskSOU2SVysvLKY9DalFUVc7M\nrDcwFlgHv0DtAefcnc32SduKG4cdBnvu6QsFpDrn/BXzIUP8h9NzzlF5Z2nbnDm+79JOO/n0hMmT\nV58mFi7P/PbbsMUWfts77/gKVG+8AdttF/9xS+tSqQrT6nT2PWFVf59p+hYjaSLVXl9mti9wcVtV\nzpYvd7q4JGkjVaqcBYELnHPbALsDZ5nZVtEOKlXceCPcdJMv55zqzHwTww8/9Gk//fr5tCCR5las\n8Av6+/f3aWKRqWNtmTkTBg70f1vhYGbWLF8E4MknFcxIYl1zTbJHIJJ0bYbxSjmTbBRVQOOcW+Cc\n+7z+9gpgBrBBLAaWCvr08etp0unNc7PNYMoU3+29b9/WezdI9goXAdhpJ58idsstsNFGq37OokW+\nPPNNN/meM+DL5R58sF87c+CBcR+2iIjUc8697Zw7tK3HVRRAslHMkpLMrBTYCfgoVsdMBVdf7a9A\nz56d7JG0X16eX7g9aRJccQWceCIsW5bsUUkqGDkSvv/e91z6/e992eVVqa72MznHHOP/jsCXbA5v\nGzw4/mMWEZH2U0Aj2SgmRQHMrCvwNHBe/UxNE8OGDWu4nW4L1NZe26+hGTIk/fod7LqrTym66CJf\n3nnsWD9zI9nplVd8Zbw77vBrrL74YtWpZuHyzL/7XeMsZV0dHH88bLppes1cZpp4LaoUkfSnlDPJ\nRlEVBQAws3zgReAV59ztrTyetkUBwqqrYcst4bHH0jcgmDTJVwsaPBiGDvX9QiR7zJnjC1w8/jic\nfbafqTn88FU/58or4a23/IL/cEWzSy6Bjz+G//wHCgvjP25pn2QsWjazTYB/AT2cc0eZWRfgXqAG\nKHfOPdnG86IuCjBihJ+FDguFVARF4ifVigKsipm5n35yrLdeskci0j4pURTAzAx4GJjeWjCTKcLN\nNi+6KH2ncv/2N1/e+csvYY89/CJvyQ7Ll/siAMOHw4sv+pm71QUzjzziCwA8/3xjMHPvvT4wfu45\nBTMCzrnvnHOnRGw6HJjgnDsNaDO/Px6mTk3k2URSW7p+ThGJRrTXtPYCjgP2M7Np9f/6xWBcKefo\no/2C6gkTYnvcOlfHE18+EduDtmHddWHiRD9Ts/fecM89KneaKt767i1+WBb7snThIgC77+6rkz33\nHNx112rG8hZcdpkPftZe22976SW49lp4+WVYY42YD1OSyMxGm9lCM/uq2fZ+ZjbTzL4xs8vacagN\ngXn1t+Oa9NI8VfLVV+N5NpH0ooBGslG0Vc7edc7lOOd2dM7tVP8vI99aws02L7/cp6DFyvdLv+e4\n547j55U/x+6gq2AGp58O777rr8IfcggsWJCQU8sq7D92f858+cyYH/eGG2D+fP918GB48EHo1avt\n/WfO9MH7uHE+zRL8OqxBg3wwtOmmMR+iJN8YoMmFKDPLBe6u3741MNDMtjKz483sNjNrrZrlfKB3\n/e2EJoBdfXUizyaS2rSGRrJRTIoCZIt99/WL6++6K3bNNuf+NheAxZWLWafLOrE5aDtssQW8/77P\nRd9xR7jvPp+WJMlTmBvbPK6XX/azcB9/7Ita/OUvvj9RWxYtgr/+1fdf2m8/v+377+HQQ/3fx267\nxXR4kiKcc1Pqq1RG2hWY45yrADCzcUB/59xI4LH6bWsA1wM71c/g3AXcbWaHABNXdc6ysjJKS0sp\nLS3tVKGY1fVNEolGuOhGRUUFFRUVyR5Oh2mGRrKRApoOuvFG+OMf/RXrtdaK/njhmZnfqn4D4IGp\nD7BgxQKu3jf+lxzz832lqn79fOWqF1+E229HHYYT4JMfPuGGd2/g2QGNpfMshp/SvvnGVyh77jk/\nw/LWW76qWVuqq31Ae/TR/nkAS5f6GbyLLlr9mhvJOJHpY+BnX5qEtM65X4Ezmj2vXYW841GhLdx/\nSyRazYPsWP7fnAgKaCQbqS5MB22xhf/QN2JEbI5XGawE4NeqXwG44o0rGFo+NDYHb6c99/QFA5zz\nszUffJDQ02elZ2c8y3Mzn2uybUWgRcXzTgkXAbjmGp82dvrpMGYMdOvW+v51dT5A7927sRRzMAhH\nHukbaZ5/fkyGJekl7VbXVVUlewQiqUEpZ5KNFNB0wtVXwxNP+Kvg0QoHNEuqlwCQl9M4aVZTW8NX\nC79q9Xmx1q0bPPwwjBoFhx3mSzsHgwk5ddZYsGIB85fNByDHGl96oTr/7rO8ZnnU53DOz7DsuacP\nZM46ywfg++7b9nOGDoX//c+vqcrJ8cc44wwoLvYzdml2cVJi4wca18NQf3t+ksbSQmt/k7m5iR+H\nSCrSDI1kIwU0nRDZbDNa4YCmutZXGoj8oDvu63Fsf9/20Z+kAw47DKZNg48+gr32gtmzE3r6jLbr\ng7vy1yf/CkBuTuOnr5pQDQArgyujPsf118OPP/oGmhMm+DSz665re/9HH4Unn4QXXmgsz3z99f55\nTz2lD4lZ7FNgczMrNbMCYACrWReTbLW1yR6BSGpQQCPZSAFNJ517Lnz6qa8WFo3mAU3kB91FlYui\nO3gnrb++7yp/wgk+qHngAZV3joV5y+bx5cIvAci1iICm1gc04b+FznrpJd8r5pln4Ndf/d/oo4/6\nmZbWlJfDpZf654XLMz/xhK+ENmkSdOkS1XAkTZjZU8D7QB8zm2dmg5xztcDZwGRgOjDeOTcjmeOM\n1NoMjdJsRDy9FiQbqShAJxUXNzbb/PDDzqflrGqGJpx+FgwFyc/Nj27AHWTmO8ofcAAce6wvGPDQ\nQ7BO4gqxZaRwwBr+6pwjEAoAsDLQ+Rmab77x62Cef94HpIce6vsN7bpr6/vPmgUDBvhZmHB55rff\nhgsu8AUE1l+/00ORNOOcG9jG9leAVxI8nE7TDI2IpxkayUaaoYnCwIH+Ssj48Z0/RmWwkp5FPRvS\njiIDmmDIL2JZWrM0qnFGY6utfMC2zTa+ZPWLLyZtKBmhzvl3mto6/+mruraamlANRXlFnU45CxcB\nGDHCr50ZM8b3nrnqqtb3X7zYVy8bORL2399vmzkT/vEPH+Bss02nhiGSMJqhEWmbAhrJRgpoopCT\nA7fcEl2zzcpgJb2KejWmnEWkIoWv3IcLBkRaXrOcre/ZunMn7aCCAt+Ycfx4P2tzxhmwMvrlHhnp\nwskX8uyMZ9t8PBzQhH+31bXV1NTW0KuoV6dSzurq4MQTfWrg6af7xf2XXQZjx/rfW3Ph8swDBvgZ\nHYCff4aDD/YlyQ84oMNDEEkJjz6a7BGIpAYF95KNFNBEKdxs8+67O/f8ymAlaxSv0eoamvCH3qpg\ny3qk3y35jhmLZ0SVptRR++zjF4tXVkLfvvDJJwk7ddq47cPbGPHO6mt6h2ffqmqrCIQC9CjqQU1t\nTUPFs/a6/npYsMA3e62rg8GD4eKLYbvtWu7rnH98o40ay45XVfn0tOOPb+w/I5KOXngh2SMQSQ2a\noZFspIAmBm680f/75ZeOPzcc0IQXhkemnEVexW9u3lLf8y6cjnbY+MP4aflPHR9AB/Xo4a/+jxjh\nu8pfe61y1/8+7u8sWLGg4X5+TuvrnYzGPJlgXX1AE6xqSDkrzi+mqrb9zTReegnuuw+efhoKC+Ge\ne3ywefHFre8/dCh8951PScvJ8W96xx0HffrAsGHtPq1I0jVPOVtzzeSMQyQVKaCRbKSAJga22MKn\n8HSm2WZlsJJexatOOWstoPmlykdP4Rma52c+zwfzE9cR8x//8B3o337bz9x8+23CTp1SnHO8MOsF\npi+a3rCtILeVXC9aXx9VE6qhpraGwtxCuuR3afeM2+zZPmVswgTYYAN//5prfLDZWqnlsWN9BbMX\nXmisenbppb4a2kMPqdeMpL7p09t+bPPNEzcOkVSnlDPJRgpoYmToUHj88Y4326wMVrJG0RpUh3zQ\n4iIadDeknLVy1T4c5KwMrmz4cBwOhl755hX63t+3w99DR224IUye7IOb3XeH0aOzo7zz9VOu5+QX\nTgYafzeRgYi1ER1Ebg//bgOhADWhGgrzCulS0KVdhQGWLfPrYK691hcBqK3162iGDm39g115ue+b\n9OKLjVXq7rnHz/A8+2zra21EUs1WWzXebv4Sy1O9TpEGCmgkGymgiZG11/apPh1tthmeoQmnnLn6\niCCynG9rMzThdTUrAysbHg9/nfztZKYtmNap76OjcnLg/PPhzTd9V/kjjvBVtDLZ/336f4z+fDQA\ny2qWAU2DztbWPEHj7xYaU84CoQCBUICC3AJK8ktWO0MTLgKw996+LDPAzTdDSQmceWbL/WfNgqOP\n9tXLwh8IX3zRN9t8+WXo1atd37JIStMMo0gjBTSSjRTQxNB553W82WbzKmfhcr7BuiCBurYDmsgZ\nmnDgE66SFe5f4xI4XbLddr5IwGab+SIJr76asFMnXOTC/fDvIRyQQuPsSyTnHCEXargdGdCEU85K\n8ktWu4bmuutg4UK4805//6uvfKW90aN9cBlp8WK/zun66xvLM0+d6gsDPP88bLJJh75tkZQRGcCc\nc476JolECgaTPQKRxFNAE0PFxf4D50UXtT/1qnmVs/CH4WAoSCAUIMdyWp+hiUh1CvewCQc0DY0a\nO9nXpLMKC2HUKJ96d9pp/oNGVfvXuKeNcDACjWthqmurGwLIcOASKTwLk5eT54PVVlLOSvJL2pzd\nAT+zcv/98Mwz/mcdCPjqZDfdBL/7XdN9w+WZjzrKBzAA338P/fvDAw+03XBTJJ3suacP7jfeONkj\nEUkd2V6oR7KTApoYO+YYP907YUL79m+oclYflDQENPUfersXdl/lDE247G/4WNDYt+aXyk6UXYuB\n/fbz5Z0XL4add/bFAzJJ5AxN+GdfE6ppCGTCQU6k6tpqivKKKMgtIBAKNOzTPOWsrV40s2b5wOTf\n/268Gj1iBPTu3bLcsnNw8sm+WMC11/ptS5f6XjOXXOIDHZFMUFrqv4bX0KxYkbShiKQMBTSSjRTQ\nxFhOjl/TMGQI1NSsfv+VwZVNqpyFr/6HZ2h6FPZo9ap9eFt4P2gMaMKlnFcEkvfu3quXX7dx5ZXQ\nr5/vSp8peb2RVcwaApramibBTXPhgCY/J59gKEiwLohhTVLOivOKWw1owkUArrsO9tjDb/v4Y3jw\nQf+v+fqBYcNg7lzfaNAMPvrIz8wccIBPixRJd2a+TP7DD/v74YBmhx2SNyaRVKGARrKRApo4KCuD\n7bdffbPN2rpagqEg3Qu7N0lBKskvabhyv7oZmvB+kdvCH4o703k+1o45xq8revVVP3NTUZHsEUUv\nPBMTqgs1CWIi08+aawhocvMbZt+6FnRtTDmrX0PT/HdWVwcnnOAbuJ56qt9WVeULA9x5J6y3XtPz\njB0Ljz3mZ29GjPBrmk44Af70J7j11hj/IESSaI01oKjI3w6XKp87F1YmNtNWJOVoDY1kIwU0cXLj\njX5WYlXNNquCVZTkl1CYW9gioFltylmousl+0Di7E16gnug1NG3ZeGN44w34299gl138B+50Lu8c\nnh2rCdW0mKHJy8lr9fc1emw1P/9YSEFugZ+hCQXpUtClRcpZ86IA114LixY1FgEA+Ne//JXof/yj\n6TkeftgHOhUVPuUsFPLrbWbO9M9prT+NSDpaVdlmXZ2WbKfXgGSjqAMaMxttZgvN7KtYDChTbLml\n/8C5qmablcFKSvJLKMgtaAhCgqEgXfK7NKSStRXQVAWrGmZ2Ip8L/oN2r6Je7W7SmAi5uX79xmuv\n+WDv6KN9U8d045yjqraKrgVdqa6tbjI7FqwLtvr7evVVuOeBagKVReS4fL+Gps7/nhtSzvJappxN\nmuQX8D/9dGOvmLffhvHjfR8ZgHnzfIpj9+5wyimw9da+yt533/mf8047qaStZL7IgEZd0iXbKaCR\nbBSLGZoxQL8YHCfjrK7ZZjigKczzMzR1ro6QC1GcX9wk5aytxprdC7s3WUMTOUPTq7hXSqScNbfj\njr688/rr+1mG119P9og6JlgXJMdy6FrQtcW6mUAo0BCk1Dn/qeq///UpX9fdWE2PLkUEq9uXcjZr\nlp9lefrpxiIAy5f7AgAjRsC4cb4XzY47wnvv+cfuv9+fb889W5ZwFskkzYP0yL93BTSS7RTQSDaK\n+mOPc24K8FsMxpJx1lnHl3C+/PLWH4+coQlXvirILfBpSREpZ5E9TsKqahtnaCJLPYP/cL1G8Rop\nk3LWXHGxb8I5erT/gH7hhb7McDqoDFZSnFdMYW5hkxmacHBTmFdIYW4hNbU1LFrk0+xuuQW23Kaa\ntXoWUbUyv0XKWXiGJhzQhIsAXH897L67P+9vv/k1AxUV/uf1wQdw2WX+/uLFvghFuNGmSKYbOLDp\n/cgAZ7/9EjsWkVSjNTSSjXQdN87OP9/PSLz3XsvHmqSc1V/hL8gtaKiEFQgF6FbQjepQ64vMWwQ0\nkTM0KZBydvxzx1NeUQ7473XynMkNj32+4HMOPNDxxRc+bWqXXXyp5/Bj4dLI0xdNZ9biWYD/nvve\n35dlNcsS+n1ECq97KsorarKGJljng5T8nHyK8opYsrKav//dF0U4/ng/9vXWKmLlsgKqgk1TzpqW\nba7i+ON9YYmjj/aV4vr398FMbS089BD8+KOf+TvkEDjjDD+Dc911SfuRSJYys03M7CEz+3f9/f5m\n9oCZjTOzP8XrvEcf3bIYRqSvlPwsWU4zNJKN8la/S/SGDRvWcLusrIyysrJEnDYlRDbb/OCDplcS\nG1LO6osCBEIB8nPym1TC6l7YnR9X/NjiuNW11axdsnarRQECoQBrFK+R9JSzx798nN7de1NWWsZb\n373FX5/6K26orwaw0/078dEpH7HrhrsyYYIvFHDggX6m4eIVO/HwoQ8zeKfBbHPvNvRZsw+zzp5F\nxZIKpi2YxszFM9l1w+R0hqyqraI4v5jCvMKGdTPQ2DeoILeAorwizj6/mg02gGuu8c+rrq2mZ1df\n5eyr//rgp3nKWWFeIeXvVTJtIhx2GGy0kU8f+8tf4K234PnnYf/9G8cyfDh8+61/TClm2aW8vJzy\n8vKkjsE59x1wSjigcc69ALxgZj2Bm4HX4nHe1taEaZ2YSCMFNJKNEh7QZKNjjoHbbvNNESMrUzUv\nChCsa0w5i1xD02rKWWRRgFDLogDJTjkLz7DkmP+knZfT+KcWnmFZWu375Zj5dSZ77+1nM/gT/Phz\nVYv9f63yVQSS1TAUmqacRVY2C/eWKcgtoGZlEd/MreHDVxsDjXDZ5l7d83nvwyCB7oGGlLOqQA3f\nzi7kkQdLWLl2JVtu6YOYBx6AtdaC447zqXmRwczjj/sSzR984INmyS7NLwwNHz6808cys9HAIcDP\nzrntIrb3A24HcoGHnHM3tvOQVwKrKVofWwpoRBopoJFslJCAJtuFm22efLJPHyos9NvDAU1eTh4h\nF6IqWNUy5aywW5t9TSKLAnQt6Eptnf9fLBVSzsJBSHgM4cCmztXx43I/49S88ecmm8DkN6rpOhJu\nvNH4ff3KrPBzl9csB2BJ9ZK4j78tkSln4TU0XfK7NMzQLPstnxVLirj7/mpKShqfFw5o1l6jgA/f\nCBDcP8iyxV144f0A078PYD8UULWkhD2OrOT95xqf98wzvonm5583bnvnHT/j99ZbsO66ifveJWON\nAe4CxoY3mFkuPig5EPgB+MTMJgJ/APoCo5xzTaaOzcyAkcArzrnPSSAFNCKNtIZGslEsyjY/BbwP\n9DGzeWY2KPphZZ799oNtt23abDMc0JgZhbmFrAyuJD+3ZcpZq2Wba6voVtCtYSYn/KEa6ss2F/dq\ntTpaooSDjnBgEx5bVbCq4ftZHlje8nk1fvZl0OkraJjYczlN9k9qQBORchZeQxNOHftqepC53xSw\n6cZFdO/V9HdWXVtNYV4RBbn5/HdmkB8XBHn/7S506R5g/z/X0KNrIeecUcIa6zT+zhYuhLPO8jMx\n4eDom2/8LN8TT/gSzSLRaqOwy67AHOdchXMuCIwD+jvnHnPOXeCc+9HM1jCz+4AdzWwIcDZwAHCk\nmZ2e0G+imZqWk9oiWUMzNJKNop6hcc4NXP1eAnDTTT6t6qSTYM01GwMagILcAlYEVrSYoele2L0h\npSxSeIZm4cqFPqAp8L1rnHMEQgF6FPZoaACZDOGgIxyEhNf5VAYrG243n6EBGoKwHmsv57PPoMso\nWLjQUV4Oy3v4Y/1Wnbyieg0pZ3mNVc66FHRh+cogV94WYOsB+RR1K2oShH79NTwzsZqPvyki2C0f\ncoIUdQlw5sldWVK9lH9PrmG7rQrpf3Ax103x656c8wv+Bw9urHT2yy++EMC11/r1RiJxtCEwL+L+\nfGC3yB2cc78CZzR73l3tOXhZWRmlpaWUlpZ2eF1le2ZjLrmkaTNakY4Ir1GrqKigoqIi2cPpMAU0\nko2UcpZA4Wab117r19S0FdA0X0OzusaazdOe8nPy6VLQhcra5BUFCAcyzQOaqtqqhtvhFLJIkbM3\n4VmJ7j1DHHMMbHXScihsPRBKlHDKWV5OXsMamuLcLnzyWZAj/x5g0XoFLA8U8u3/qnnjUV+lbNky\nKD2umv6HFLE0r4C1+gR5dLkv2/zS2z9TU1vDaWc07UPz2GN+wf+4cf68NTW+UMDhh/sGmiJx5uJ5\n8HgXNPixZR0VkXZrHmRbmuU0KqCRbKTaSAk2dKj/sDpnTtOApjCvkBWBFU2qnAVDQboVdGtRFMA5\n16Jsc0l+CcFQ0FfMqu86n8wZmqpglU+jq19D09oMTWspZ4uXVNfv1zj2/II6vvgCfvplJRYqZP6C\nJIFf874AACAASURBVH5f9Sln4TU01cEA8+Z2oWv3IHvuHeR/cwv4/JMizjqvmp9+8s0uKyrggD9X\n87sNfZWzbXcIUOuCfDujCzNmB9h+pwBdCgsaApp58+Dii32qWWGhn6055RS/Xub665P2rUt2+QHo\nHXG/N36WJiW5ZuHXM88kZxwiqUBraCQbKaBJsMhmm6tKOasMVpKXk0dxfnGLGZpgXZD8XN/vJBz4\nFOcXE6wL+iaN9V3nk7mGpjJYSc+ing3pcpEBTbgaW+szT37b5NcDLKlfKlPn6lh7bfjHwADd83vx\n7+crueOO5HQErwpWNVY5C9Xw3MQAvy4oYUVVkAsuDrByWT7bbFnEw49Wc/fdsNdevihETaiGorwi\n8nPyWWvdIOQGeeCeLuyzXwDyGhtrVtVWcfLJcN55sOOO/pzXXAOzZ/sAR+WZJUE+BTY3s1IzKwAG\nABOTPKYO0ToayVaaoZFspI9HSXD++fDRRzDne78eA6Awt7BJQLMysLKhp0nzD/7VtdUU5haSn5tP\nIBSgtq625QxNfnFS+9BU1VbRq7hXw+xSOKCJbATaWkCTX+y3LVwUoG9fvy1cAjoYCrD+Gj35y18r\nGTcO+vWDH36I93fSVGWwkty6Er6bU8ip/6zmy6+DrNOrC+tvGOTOe4LstUcBvdcvIuha/s6K8ooo\nyC3g12WVUJfLRusV0b1XoCEILc4vZtGSSpYsgcsu8897/HF45BGYOFHlmSU+Wivs4pyrxS/ynwxM\nB8Y752Ykc5xh7c3+Wbw4vuMQSTQz621mb5nZf83sazM7t7X9FNBINtIamiQIN9u8+O2V7LddV6Bx\nhiY/N7/JbE14JiBSVdCnPRXkFjT0PynJL2k5Q5PklLOeRT0bigM0NP8MNTYCba2/TjjI+eO+AT6a\nVL+tpg7n/CxHj8Ie5BVXMWWKT7/q2xfuuQeOPDK+38/KlfDii3DfG1XM+akYy6mFnCDHnhCELiX8\nd1EQZ379Uq7lthqEFuUVkZeTz/1jKmGDfNbs0dhQtSC3gIXzS1hWWcnYsZCXB1OmwIUXQnm5yjNL\n/LRV2MU59wrwSoKH0ynNU85AaTeSkYLABc65z82sKzDVzF5rfrFBAY1kI83QJMmxx0LQVvDfaU0D\nmoLcAvJz81kZXPUMTTh9KRAKEAwFW11Dk8wZmoaUs2YzNLV1tY0zNKHW++vkWi5dewR5rr4fS1V1\niAEDYHlVgJ5FPX06Xh5cfbWfubj8cl85btmy2H4PNTX++AMHwoYbwpgx0GebKo4/uphcCjj59Bp6\nrdn4sw8HJkV5RS2CyfDv7IvP/Oxbt5ICZs0ooCrgG6PmmS/bnFPkG2t+8w0cdZTKM4t0ViiU7BGI\nxJZzbkG4x5NzbgUwA9ig+X4K5iUbKaBJkpwc2HL7FUx4vCs1NY1FAdqbchZOXwqEAgTrghTnNV1D\nU5xfnNQ1NFW1Va2uoQlXYivKK2pzhiZc7KChNHFOHcuXw7gJAVxVzyaB2m67wbRpfvH8jjvCu+9G\nN+7aWnjtNV8uef314ZZbYN99fYDx6qvQe9NKXni6hP32KWDjTQINs2Ph30N+Tn6bv7OvPy9i5n/z\n+ftRKynIzWfzTQpYuNinnD31eCH5OYXUEeTnRSEOOQRGjIA//Sm670ckWyVjjZ1IophZKbAT8FHz\nxzRDI9lIKWdJVNxjJZtu1JV77oGCNQuaVDlbWrOUgtwC8nLyCNWFCNWFyM3JBSJmaCKqoZXkl1Bb\nV0tNqIaC3IImJYCToTJYSc/CljM04RS5bgXdWl1DU11bTbfCbg37A+TnO+bMgS0H1/DOf3qy3o7f\n4VxjLn3Xrr6a2MSJflZj8GBfTa6goH1jrauD99/3JZaffhpKS+Hoo/1i/I02atwvGIRnJ1ax7ZYb\nsPsutVTXVhMMBVmzeM2GQC1cdrv597bot2pefLCI/mcVYAWV5Ofms9sfCnjllwCuR4CH7itg6hvG\ntk8Vc/iAKg47rCunntr+n7dINmst5UwBjWSq+nSzp4Hz6mdqmpg6dVhDY+qO9nkSibdwn6dYU0CT\nRCsCK7jgn10493DY9samfWjCt83Mz2aEaijJ8RXRIlPOgqEgtXW1dC/s7lPOalOnbHOv4l5tztB0\nK+y2yoahkQFNXh4ccwzcNTfAP/qvy4TPKjn2WB/EdOvW+NxDD/UzNiefDHvs4dO1ttyy9fE5B599\n5oOY8eOhZ0+fWvb++7DZZq3vf+aZkFNYxYDDi1kWqGFZzbLG9UshH1g2pJxFzI6tWAEffFLNqScW\nUbxhPosrfbC61+4FPPZ8gFCohusvLaS0FELVJfRcu5Ibbuja8R+6SBZob1GAujo/s7r55vEdj0gi\nmVk+8AzwuHPu+db22WabxoBGJNU0D7KHDx8ek+Mq5SyJVgRWsG2frhx5JPzv26YpZ+HbQIsUpsiU\ns2Bd06IAgVAgJco2h1POIqubQeMamrYahkYGNOHqZiEXYtgw6LVWgHdf78l6G1fSpQv84Q/w5ZdN\nn7/uujBpEpx6Kuy9ty8YEHn1dvp0uOoq6NMHBgzwBRpeeQW++gquuKL1YAZ8I9SPP4bd966ka2EJ\nBbkF1NTWtPjZ5+fmNym1HQ6Euq1Rzd8OKmooyZ2fk882WxVQEwxQZzUMOr6QESPABUoYdXulyjOL\nRCkY9K9zNdmUTGG+w+fDwHTn3O1t7ac1NJKN9LEpiVYEVtC1oCvDhsH8/xWwaGljylm4KAD49TWR\n600iU84a1tDkFzcsTC/M8yWdnXMNPV8SrTJYSY/CHgRCAZxzLaqctdYwFJoGNMG6IHk5efXPdWyz\nfYAeBT1ZsLiK++7zgckBB8DDDzcNWszgjDP8eppHHoGttoJzz4Xtt4c//xmqqvzMzDff+HUq2267\n6u9l0iS4+Wb/tRbfh6Zh/VKo8WcfrAu2KArwyCMwdSr8btPGIHRlcCX5ufnMnf3/7Z13nFNl9v/f\nT8rNZHqhwyBVEAsdFEGwIfaCrA1FXUVdG7r2suqu7gqui2LZn19XXNui2HtBBbGgCIgiTVDpfWBK\npqXM8/vjyc0kU2CGKZly3q9XXpM8uck99yb3zv3knOdzLHD6cVqlvP2Gh5kzoWvHRHDFT4gKQkuh\nf3/zV+YTCC2II4GJwNFKqR/Ct3EVF5LvvNAaEUETRwr9hSRbybRrB317W6z6rbIpAFSfobFLziIu\nZ1HzOIC4ZmmKg8UkWUkRJ7bokrNAKECylbzPDE0gFMDj9OBUTkI6hD9UypSr0giqIq65xjjFzZ9v\nsieTJhlrZZvNm+GDD4zT0erV8NhjZoL9hg1GnAwZUrPSlR9/NHNy3nwTunY12+V1m8aatuiKydBE\nmQIsXw633AKzZ4O/LErQ+AtxKTd33m6RlOonoP3cdrPFe+9BSkJ83ekEoaUhc2mEloLW+iuttUNr\nPUBrPTB8+6jiciJohNaICJo44vP7SHInAXDYwR7yS33s2h47hwb2XXIW3VjTvqgG4tpcsyhQRKI7\n0WSXQqWVMjSpntTq59BYqRERZPflsR+3TU5HWUUsXAj33WeyL999B04ndO9uMjFjxsChh5oysgcf\nNOn3r7+Gt96CyZPNnJaasG2bmZfz+ONmbk70dllOC3+Zv9K+t5wWXpeXgpJiJkyAadPg4IONELI/\nM5/fx85tFr27W2S0LQEV4qXn3RxyCHE3cxCE5khVpgAACQkiaITWhwgaoTUigiZO2CVKCa4EABIt\ni/S2PubPc+NyVCg5q9Bcs6qSs6oyNPE0BigOmNIsj9OUy/lDfrwub2QOzd5czqJLzuwSPFvQpHhS\nCOkQ77wX5KWXjGB57TUjPnbuNJmYzEzYuhVmzjQlZi4XjBgBS5eai5sBA2DBgn3EXwynn24MBs45\np/J2RebQRGXHok0Bvl1UwtChpj9OxdftyC1k9y43U/9uURgswOOyGDvWpIuSrCR8/hoqLkEQKnHA\nAeX3lRJBI7Q+ZA6N0BoRQRMnCgOm3EyF6548Lg/a7aMsYPHTDzUoOXPGlpx5nB7KdBklwZImU3Lm\ndXtjMjRJVlJEdKV6Uvc9hyYUiGRoIk1DncbBbc48YwxgN9WcNMlkXpYtg5Ur4aqroKhCoiMlxYic\nadPgjDOMtXNVJ/6yMvOePXuaeTrVbZctuhJcCWitKQmW4Ha6WfCll125JTzxRHlZm53ZKQtarN/q\no3cPNx3bxWbiADISMsgtya3bzheEFkxNXc5sRNAIrQ0RNEJrRARNnIguNwOwnBYF/gJOHGvx+quV\nS86qMgWIdjlzO90RB61IhqYplJxFZWiS3EnlfWg8NcvQRFzfSvzs2uPnnrssivIS+e9LxVx/Pcyb\nB23bQps2kJRkJvh//z34/aZMbNWqyrGddZZpxvnddzBypDEHiOa++2DjRiN+Kl48FQWKSHInxZgC\nRBs57Npu8cxTCRw8oJjkKOfl4mAxie5E3nzNwpXoo2M7K/L5eVyeyHIZCRnsLt5dhz0vCK2b6GNW\naxE0QuvD79/3MoLQ0hBBEydyS3JJT0iPPLYvkPv0ctOlozvSIBNM9qZKUwC75Czqojpa0CS6E+Nf\nclYhQxNdcravPjQlgQCBEjcFuRYDBwfYvsvPkIEWndt5+e+LxVxyCYwebUrOzj8fFi0y75GcDC+8\nYObTjBoF//tf5fg6dTJ2zRdeaMrR/u//zMXPSy/B888bE4CEhMqvKwoU4XWHS85CpTFiMr+kkH8/\n7ubKyxJwJZR/XlprigJFfP2Fl6WLLJwJhZHME5iSQptMbyZ7SvbUbecLggCIoBFaJyWVfysUhBaP\nCJo4kVOUQ1ZiVuSxfVHrdrqZdKGZ1K+DNXM5C5YFcTvduByumLk3Xlf8MzTRE/qj5/lUl6EpDpaw\nZV0qRaV+jhoTIGenmwS3xdvv+enQuZSLL/SQnBAr1I46Cp5+Gk49FX75xYwpZXrRfPop3HsvXHGF\nmRcTjVJwzTXwxRfw739Du3YwcaKxZ27fvmbbFS0mf1xeRLdsiwlnxM5dCpQFcConky9zcfVVYdtm\nhztGsNpkeDPYUyyCRhBqQ7QpQEWDABE0QmujtPJvhYLQ4hFBEydyinPI8pYLmujysu5djaBZ/lNU\nyVkVpgBOhzPy2L5Aji5V87q98Z9DE7Y3ji45s8WNQhEsC6I1LFliLI4/+6KE/zyeSpny88yzAfr0\nctOujZusdv4YF7GKQu300+H+++GEE2Ib6fXvbzI3eXlwxBGVy8sA+vWDV16BXbvM43Xrqt+u6FK6\niHGB001ZwM1uXyFXX2nhdccK0KJAEQS9nHoqDB9sxIvltCKfn1M5I8tmejPZXSIlZ4JQH5SWwpdf\nxjsKQWhcJEMjtEZE0MSJnKLqBY19f81KD7/+arI3VWVo7NcVBYpwOVyRHidNpeTMzmRE5tBEmQJY\nTgvL4eHu+0ro2xcmTAC3G/odWsKLzybiUA7adSqJMQWICJpqhNof/2hsmceNg9yoefWpqaaR5hVX\nmPKy2bNjX5efb+bVPPqoydZcc40xFYjuawPGmU5rHRGPdoZm8wY3vjw32T2KSE1243V7Yz6vN98r\npqwkkalTyz9nt9MdeV5FFf1nJEiGRhD2RteutVv+T39qmDgEoakigkZojdRZ0CilximlViml1iil\nbq2PoFoyM3+YySPfPkJOcQ5tEttExu2yI7uUDGDwQIvbb69cOlYSLIksb8+bsS/8fQFfkyk5s22K\no0vOdu0OsnxVgFtvclNS6CHXV8oLL8DatfDAA+CwzLZZztjSLH/IH5lXtLdeLbfdBsccY8rPokvM\nlDIi5eOP4Y474Oqrza+3wSCce64pW7v2WvP3xx+NmBk0yBgM2NgT+5VSUUItwI1T3KSnugk5CyO2\nzbbg2rkTbrmziPZZiSQnRwkaR7mgqZShKd7Nkq1LuOTtS+rxExGE5s/vv8Odd9b+daFQ/cciCE0V\nETRCa6ROgkYp5QQeB8YB/YDzlFIH1UdgLZU0Txqf/f4ZOwt3xgia6AyN/ev94UMtvv0WCnJSYnqT\n+AI+ki1joWU7m1VVchYv2+ZgWZCQDmE5LTwuD1t3+tm6w8+8OUk892IAX5GfKy636NAmgbvuKWHY\nsHJnopJgCV6XN0aouR3uSGbHtm2uLvOkFPzrX+ZX3HPOqdxgbNAgWLwYtm832ZozzzQWl48+Wh5D\nWpoxBvjrX+Hkk00pWzBYXm4G5SYOO3MC9OruJjPdWG27HW68LpOh0dqIqFPOKCYj2Rt5HRDJsAE4\nVPlhmJWYxc6inXy/+XsUtfSnFYRGRCnVXSn1H6XUq1FjSUqp75VSJzfEOrt1A6+3+uers6vNy2uI\naAShaSJzaITWSF0zNMOAtVrrdVrrAPAycHrdw2q5DOs8jIWbF7Iubx0HpJd3gIt2vLJ/vU/yWNx/\nP3z5WQr5pQWRZX3+ckFjl5xFMjT++GdojMNZIk8/rVj0rcUVV5dSVOrn8IFJ/PHyAAf28zO4vxVx\nQIsm2pLaFgjRWZ59ZWgAHA549lljXTl5cuVJwmlp8OqrJoPz3ntw3nmm3K0i55xj5vbMm2cyNyvX\nlgsaj8tDboGfYn+Af05zRzJKkQxNoJhZs4xt9KVXxAohiHU2s+fSAHRP78663HUs2rKIgR0G1ma3\nC0KjorX+XWt9WYXhW4BXGj8W89flqvp56cshtCZKSir/3xOElk5dBU1nYGPU403hMaEauqR2waEc\nfPbbZ/TI6BEZty9wo+fQWE6LiROhrDiFJcvLBU1BaQEpVgpQXnJmz6GplKFpxDk0+fnGLvnMPxRR\nlOfls8/gwJ4ennraT0YbPwf1SqKMYESYVHRvg3CGJmyLXBgw9sZupzuyHU6Hs0ZmB5YFr78OK1aY\n5psV+fRT2L3bzK3529/g+uur9u7v0gU++cTM8TnrnCJKfV78fpg9y2J3fikpaQEy00wWqdBv4rWF\n2vVTNM89ByGHsXqGqjM00SVnSVYSbRLb8OKyFxmRPaJG+10Q6oJSaqZSartSalmF8VqVEyuljgdW\nADsbKtb9pWKmVhBaMk6niHih9VHN71k1pka/Adx7772R+2PGjGHMmDF1XG3zRSnF0d2OZtbPszis\n/WGR8apKzrxuLw4HnHtmCk9/WIB/srlQj87QuB1uQjoUyWTkluTGuJw1dNf54mJ4/314+WWYM8f0\nhTl1fDFrdifyylSY+IYFzvI5NHuK9xAImYaZdtPNaKItqe0MjUbj8/sioi/RtfcMjU1Skolt5Ehj\nyXzjjWZ85Uq44ALTv+aoo4wz2iWXmOVmzzZlLdE4HHDDDZB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mTIkv/m0Mr70Ge+9tUvac2MIn6A8mprr5/HHbSgOlaVPd7MmqczJbX7PhSDOy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IiDRXcgFNeobmmmvgpZfcfIu773aTzMeMgSVLsj/meuvBttvCiy/mf73ZqovV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "T0 = 10.\n", "def schedule(k):\n", " eps=0.1\n", " return T0*exp(-k*eps)\n", "\n", "def step(x, k, stepsize = 0.1):\n", " return x + random.standard_cauchy() * stepsize*sqrt(schedule(k))\n", "\n", "random.seed(1234)\n", "nstep = 2000\n", "x0 = 0.8\n", "for stepsize in [0.1, 1., 10., 100., 1., 1., 1.]:\n", " path, acceptance = boltzmann_anneal(x0, step, nstep, E, schedule, stepsize=stepsize)\n", " print(acceptance)\n", " figure(figsize=(12,4))\n", " ax1 = gcf().add_axes([.10, .15, .40, .8])\n", " ax2 = gcf().add_axes([.55, .15, .20, .8])\n", " ax3 = gcf().add_axes([.80, .15, .20, .8])\n", "\n", " ax1.plot(path, E(path))\n", " x = linspace(-1,1, 1000)\n", " ax1.plot(x, E(x))\n", " ax2.semilogy(E(path)-E(0))\n", " ax3.plot(schedule(arange(nstep)))\n", "pass" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { 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