{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "from numpy import *\n", "from matplotlib.pyplot import *" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "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": 3, "metadata": {}, "outputs": [], "source": [ "def step(x, stepsize = 1):\n", " return x + random.normal(0, stepsize)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "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": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python2.7/dist-packages/matplotlib/axes/_axes.py:6448: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", "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": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "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": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "x = linspace(-2,2, 1000)\n", "plot(x, E(x*1e-8)+1)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "x = linspace(-2,2, 1000)\n", "plot(x, ((x*1e-8)**2-1)+1)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def greedy(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", " 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": 16, "metadata": {}, "outputs": [], "source": [ "def plot_optim(optimizer, x0, step, nstep, E, schedule, stepsizes):\n", " for stepsize in stepsizes:\n", " path, acceptance = optimizer(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)))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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/HtNjiJ1yvYxMIgMhmgekOqtbhz1V85ntSHWLwOqmU3z8PT7B+xhT3Qg55FHu\nq0TzJvcJAA9KKT+4lAskZFDpW/ERQnwOwEsArBFCbAPwLgBJAJBSXi+lvFUIcZ4QYguAPIArwr6G\na6pbMNzAZIUDIlR8NLYY11Q3gKlMUbC3uBfHTBxjDAPwigiV/RA4UKj0q/jsK+7r+G8Q7/VNRc1s\neRbHTBzDwqdP/DN8AEu4QSyJRCyBuqxDStkulgBFqluPhyYr0ivav7fFWSdiCeSrnXZcZbgB7x+E\nLBv62Fe9CMDrANwnhLin9bV3SCm/eXD/BIQMLn0XPlLKyx0ec1U/r6FUfDQ9PtY464Di09Mcn3pn\nqluwAGvIBhqygZiImVPd/FY3pjL1zUxxBs9a+Szcu/Ne7WO8wsZTXLquF/dBQGCuoregueAVNlrF\np2xXfGZLszhpzUnt3iXSG0GrbDqe7iomgAP3ByFEOxzFfzgRTHXrJQCjXCsjnetUfFQhLW3Lrsrq\npoqz5v2DkGVDr/sqKeWPMSSD6QlZKobiA6JTfFRWN2/DEBfx9qlt+3ojojk+PsVH5dH3TmyFEE6p\nbkDrxJZWlb7wFB+vj0eFF2ZhUnw2TWzqO0J6obqAI8aOsCo+hWpB+xz7S/up+ESAf4YP0Pzcm8IN\nAEN4Sp+pbkGlV3Uf6xpgqoqzDoQb0OpGCCGE2BmOwkfT46MrOABACNEufjy6FJ8Ipq/rNi7tDZSm\nUTq4eckmaFXpl/2l/Th64mhj0VKqlZCKp7SFz2xpFhtXbDSGDriwUFnAhrENmC2r17JQWUAqnjKe\n0s+WZ7FpYpO2eCJu+Gf4AJY469Zn0maljXKOTxRx1ql4CrVGDfVGHYQQQghRM/CFj5RSr/hYeniC\nfT5dPT4RTF+3FWC6RungyS9PbPvHVmwAzU3w2pG12nCDUq2E9aPrjc/hQr6Sx7rcOq2iM1+Zx9qR\ntcaf+Vx5DoePHa60ZRF3glY37dBhv+JjCU/p+d5Rdws3MMZZK3p8hBDIJml3I4QQQkwMfOFTbVQR\nE7H2hsNDZzHzqyjBPp/FUnyMk9cNwxAZbhAt+Woea3PmYqJUK2FVdpW2ICnVSlg3sq5/q1tlwbiW\nQrWAldmVxo1qoVrAuty6nmZNkQP4Z/gAhgh6f2+NzerW672jplB8ggVWw5xOqUp1A1qHJ7yHEEII\nIVoGvvBR2dwAfY+Pv0AKbhoWQ/HRTV43baAAdbgBFZ/+WKgsYM3IGpTrZTRkQ/mYYq2IFZkV2p97\nqVbC6pExqqL9AAAgAElEQVTVxt4b17WsG1mHQk39POVaGROZCeNGtVhtqlM6Wx5xI5jqphs6bFN8\nulLdolJ8fPcHfzCKbh2qcAOAAQeEEEKIjcEvfBQ2N0BvMeuyuvk2DYuh+JjCDVRr8GCcdbRIKZGv\n5JFL5oxpfaVaCROZCX3hUy9hZWZl3z8LT/HRFVDlerPw0a2z3qij1qhhNDUKCdlTghhpEgw3cBlQ\nqlR8Aqluvdw7gp/74P2j3qi3g1F061CFGwAMSCGEEEJsDH7hY1J8DHHWwMFRfHQnsqZYbUCR6sbT\n2r7wGtjjsbix16FYLTYLH82mtVQrYWV2Zd8byIXKgrGHxyt8dAWW15cihMBoapR2tz4Ihhuo7KlA\nQKnVfK77TXULWt2CynXwHqXrNaLVjRBCCAnP4Bc+OsVHobQEFZ3g1HP/xgXQpzvZCCo+tUatIza7\nqzlZZXVrKFLdeFrbMwuVBYymRgGY/y6LtSJWpM1Wt/H0eN8JWfmqOdygXGsOsjSt03vfj6ZGaXfr\ng2C4ge4zaYuz9n+uU/FU32ox0G1186vFunWowg0AHp4QQgghNga/8NEoPt50dX8vR012W92C4Qb+\nTUUmkQm9eZFSdpzaerHZ/tfpiqOl1W3RWagsIJfKATD/XbatbgbFJ5vI9vXzqDfq1l4hm9XN/77P\nJXMsfPpAFW6g7fExKT71ztCBhmyELo5t4QZdhY9CMdaFG9DqRgghhJgZ/MJHo/i0h4PWO3t4gla3\n4Glqv1a3WqOGmIghHot3vI6uwNKeLiusbty09I6z4lO1Kz6ZRKavn0ehWkA2kUUumdMWT23FR3Od\nik90dIUbGHp8XAeYCiGafT4h7x+VesWo+ARVa1WPoC7cgFY3QgghxMzAFz7B01o/wZNba5y1wuoW\nVvEJWlW819Gd2hoHmPpT3aj49EW+km8XPqYNYKVewVh6zKj4ZBKZvn4eXhGWTWaNis94ely7Dv9m\nfTQ1ylk+faCa49OL4qM8OOnh/mEKN3C2uqnCDZah1W1qagrT09NLvQxCtExPT2Nqamqpl0EIcSRh\nf8jSUqyqFR+ge3NiDTeo9x9uELSqAN2bE9c4aw4wjY6FygJyyQNWN90GsNqoYiw1ZlV8+vl5eIVP\nOp7WprGVa2WMpceURbG3jrbVLUWrWz8ED09MKqxf8fHfO4Ix0wB6Uny6rG6GQxPVdW+dh4rVjRtK\nMuhMTk5icnIS11577VIvhRDiwMArPsWauscH6N7ABAsbZapbwEZSb9S1M19URKX4dA0wXYantQcT\nV6tbtV7FaGrUrvgkeld88tU8cqmcVlkAmu+j0dSocgMO0OoWJa6pbv77Q9Am691bvJhpoHfFx3//\nCKZT2hSfhmygLuuIiwNWWw9a3QghhBAzg1/4GBQfldWtq8cnOMfHVxi1ffohNi8uik9HnLVpgGm8\n0+pWqrPw6ZV89YDVzWRTqzVqyKVy9h4fg2pkwwsmMBY+tVbho1F8/OEGo0nGWfdDmDk+/gGmwcCS\noL0sEsUn1q1am+KsPbXHX4B58PCEEEIIMTP4hY9J8VFY3cLEWQPh7W6uio9pAjygtrpx09I7HVY3\nk+LTCKH49Ggb8t4jNsVnLDWmve5XfGh1649guIFpjo9u8HDQRgv0pvh0DTC1xFkHVWtdlDXAgBRC\nCCHExuAXPpo4a0BtE7HFWQc3DWFn+bj2+IRNdWPh0x9+q5vJ8uNZ3XR/11GEG3jvEZvik0vl9Fa3\nQLgBC5/eKdVDzPGJq3t8dPeO0IpPcI6PLc46sFZdlDVAqxshhBBiY/ALH02cNdCdiGSLs1YpPmFn\n+bgoPh1x1oo5HED3yS3DDfojX8kfmONjsPxUG1VkE1nlzwSIVvHxIs9Vs16qjSpyyZxbuEEyx1S3\nPnCe4+MrbpRR+Cq1OMS9o96oo96od1nZgvewYDJlUHnSFT792DMJIYSQQ4HBL3wMio/N6uak+IS1\nuoVMdVPN4fDWSsUnOvybW1O6Va1Rw0hyRPkzachGW4mLQvEBzLaqkeSI2erm8Ochdpzn+ATirIM2\n2S6rW0jFxyuI/f05JrVYdV0XZQ3Q6kYIIYTYGPzCx6D4WBORLHN8gPCzfIIzQbzX0aa6xfSKDwuf\n6PAnd5kS2ar1arPwUVidyrUDG9N+NpGlWqmtCqbiKeXmuFqvIpPItGOSu/48vlAPvjf6w3mOT1Dx\nMQSjADDGlatQHZqk4qlQcda6KGuAs8AIIYQQG4Nf+AROa/2orG6he3wiCDdQxWZ3NEm7pLoxkakv\n/MldJoWk2qgim8yiLuuQUnY9h0vxZKNcd1N8kvGktt+kQ/HpYy1EkerWQ4+PNtUtCpusJhFStQ5T\nuAELZEIIIcTM4Bc+IVLdgpsTVTJT35uXkOEGuj4PhhtEi4viI6Vs/2ziIt6lxPkLn356rlytbolY\nQnvdr/jwJL8/nOf4GHp8tKluIQ5NlGpxK9zAK8JVAS2u4QYskAkhhBAzw1H4OM7xsZ2WLpbiY4qz\n9q4HN9kqqxs3Lb0TLFpURWRd1hETMcRETNnn0aH49NPjUy+3n0e1yZZStodQ6vpNXP48xI1guIH2\nMKKXVLc+D02EEIiLOOqyuRar1c0SbsAeH0IIIUTP4Bc+pnADVaiAyeq2BIqPt47g5laV6sbNbe90\nhRsoipaOAZUKu1PQ6tbrz8PrFQLUfSDe+0MI4W5144a2Z1R2WVVBaurx0aa69XloAnQmu/UTbsB7\nCCGEEGJm8AsfW7iBJkYacO/xCbNZcAk3CK5DFXDAVLdo8W9udU3nwdQuleLjFbX9nJ7benz8ymTw\nPezhVwT53ugPl88sEAglcUl1CxlnrTo0ATqLm2CcdSKW6OhHM4Yb0OpGCCGEGBn8wscSZx20unX1\n+BiUGKA1xyfsqa1LnLXBp9+Qja61eMpTsOGeuOFvYDcGCsTUViag8/3TT7HhV3xUa+lYR+A97F+L\nt8Flj09/BMMNgO5ESKDz59/V4xPBAFO/BbJrLa0iLHhfEEJ0qE+mcANa3QghhBAzg1/4WAaYmgqO\nLp9+VFY3hx4fWyRtMpbsmOcREzHthp3Y8Tewm5rXTWl7/s1tWBuTH6vi4x9wq7G6+S1NtLr1RzDc\nAOhOhAS6rW7WVLeQio8/5rxjLb5kN9XhjH8tph4fKoOEEEKImcEvfAyKT1RWt6gVH2vIgmbzwo1L\n7/jtTNrCx2J1818Pe5rvx0XxsVnd/JYmvi96R0qptLqp/t6D4QbBUIG+B5iarG6t16o2uu9R/vsL\nU90IIYSQ3hn8wsei+Pg3laY4ay/ByUt08ujJp++S6maw3Ok2L0x26x1/uIGr1c2k+PRldbMoPv73\nh87q5rc00erWO7VGDTER6ypagn/vXtS5TvHRHpr0OccnuBaV4uO/v5jCDWh1I4QQQswMfOFTqBaQ\nS+aU12zD/4IWEdWGIeyprXYWh6GXKNgordu88GS/d/zhBi5WN1XEuL8gCbup9ePf4NrCDUzDNKn4\n9I/K5gZ09/jUGjXERbxtPw2+P7QDTKNSfAxWt2D4gU7xySVzyFfzzushhBBCDjX6LnyEEOcKIR4W\nQjwqhHib4vqkEGJWCHFP69f/DvP8C5UF5FLqwse/qWzIBhqygbg4oOj4Ny+qE1ugx1PbwOZFdTps\nirPWbV64we0dl3CDruZ1hdXJ+7n1bXWzKT4xveUOYI9PVARn+HgE1WJbMIou1a3fREig8z0QvHcE\nr5vCDXKpHPIVFj6EDDtCiE8KIXYKIe43PObDrX3XvUKI031fN+7JCDnU6avwEULEAXwEwLkANgO4\nXAhxsuKht0kpT2/9+gfX55dSmhUfnzfePxvFYzEUH6XVLWYJN1DM4mDhEy1OPT6WOT5d4QaLpfjU\nO+OsdWsNKj5M/AuPaoYPoO4PNAajKA5OMolM34cm7bX4FB9Vj49LuIH3dQakEDL03IDmvkqJEOI8\nAMdJKY8H8EYAH2993XVPRsghS7+Kz/MBbJFSPiGlrAL4PICLFI8Tiq9ZKdVKSMaSXX05Hv4Ng2pj\n4j+1NSk+YYoNZbhB3JIup7K6KdaSTfY+NPNQRkrplOoW7K1Z1HAD1x4fU6pb6z0Sj8WRiCW4oe0B\nk8piVXwMhxlAD1H4ikMTQH2A48d/HzMpPgAwmhrFQmXBeU2EkMFDSvkjAPsMD7kQwKdbj70TwIQQ\nYj3c92SEHLL0W/hsALDN9/vtra/5kQBe2JJjbxVCbHZ98nw1r7W5Ad1NwUFFJ3hSquurCRtJq+zx\nMWySuqxuhlQ3WprCE2xgN1nd/L01XXN8ogw3cEx101ndgu8RBhz0hmqGD6Du8TH15anS1sK+R3SK\njy3OOmh10yk+AO1uhBwi6PZeR2i+TghpkbA/xIiL9+YXADZKKQtCiJcD+AqAE1yePF/Ja21uQHPz\nWqgWAKg9+B1WN53i08MQQmWqW4g4a4YbREuwgd3F6qaa4+PfdPZjdSvVSuY5Po1Oq5ttjg/A90av\n6MINunp8AvcHVV+eKtwgkh4f31pUBzSu4QYAFR9CDiF6ctL4OeKIKJZByHDRb+HzFICNvt9vRPOE\noY2Uct73/98QQnxMCLFKSrk3+GRTU1Pt/5+cnMS6Z68zKj7+TaXKG+/U4xN2jo8imSkZS3Y8Rz9x\n1tzchifYwN7XHJ9YRFY3n+ITLKCCsdq2Hh+AAQe9ois2unp8AveH4GGFzuoWSvGplZXqk/+92E+c\nNdCZ7DY9PY3p6Wnn9RFChobg3utINPdeSVj2ZH4uv3yq/f9nnTWJF75wMso1EtIzt98+jTvumG7/\n/rrronvufgufuwAcL4TYBOBpAJcBuNz/ACHEYQB2SSmlEOL5AISq6AE6Cx8A+PlTPzcrPvHOk1Cl\nN75h6fFJ9D+LIxlPdpyyqmwzTHVbPIKbW1OPjylG2n+q32+4ganfKBirrU11871faXXrDW2qW7DH\nR6X4BFTcKKxuE5mJ7rUE4qxNcfmmcAOgU/GZnJzE5ORk+9q1117rvFZCyEDzVQBXAfi8EOJMAPul\nlDuFEDOw7Mn8/PM/Ty3+SgnpgUsvncSll062f3/dddH9+9VX4SOlrAkhrgLwLQBxAJ+QUj4khLiy\ndf16AJcC+H+EEDUABQCvcX1+W4+P/9RWaRGJ23t8olJ8TFPelVY3RRHGwqc3gsldTqluijk+kSo+\njuEGOqtbcIPL90ZvGFPdgoWNX/EJ9vgorG5RhRt03Mc0BzjeWir1irKQ88ilcrS6ETLkCCE+B+Al\nANYIIbYBeBeaag6klNdLKW8VQpwnhNgCIA/gitY15Z5sSf4QhAwo/So+kFJ+A8A3Al+73vf/HwXw\n0V6e26XHp+2Nt2wYolJ8lOEGllQ3V6tbNsFT/V4INrD3PMcnoPhEEW6QjqetA0xVaw1ammh16w1d\nuEHYHp8orG7GOT6mOOsQ4QajqVGGGxAy5EgptSqN7zFXab7etScjhByg7wGmi4lLqptf8QluCDqs\nblEpPiqrm22OjyIhila36AhuKD0bU3DuTbC3xhhu0CqIe5md46L4dFjuVKludSo+UaALNwjb46Oy\nukURhe+9lr9XsavHJ0y4QZLhBoQQQoiOwS58LIqP366iOgn1b15UGwogfDKTyurmV5aAbvUpeHrM\nVLdoKdaKHfYfL9paFVdt6q3xb24TsQRiItb1HC4E46yDhXVHARa3z/EB2OPTK6VaCZl4j6lu9c6+\nPJXVLXTho5rjEzjA6SvcYJlZ3aamphjQQAaa6enprv5kQsjgMtiFTzWc1c2Y6qaxuvU0fV0VZx1Q\nfIKnx0x1WzxUFiJdjLR/cKhyjo/v59Zrn4+/OLYVYC62PKBpdeN7Izyuc3xsPT5RpbrpFJ8Oq5sp\nztoh3MBLdVsOTE1NdQQ0EDJoTE5OsvAhZIgY7MKn4m51UxUTBzPO2jgMMWibYapbpKga2HVpaqY5\nPkE7Uy/JblJKVOqVdnGsUnT8m1uV1U1K2dXrweG2vaELNwimurkMHValuvXbHwh0vgd0cdb+cAPV\nAY5HLrm8FB9CCCEkSga78LEoPv7NrbbHx+eNX9RwA0OPj9LqplGfuLkNj+pUv5femuBpey+KT7VR\nRTwWR0zEtK/TEW6gKIy860IcmE/H4IvecJ7jE7g/qA4r+h1gqrO6+dUnVeET7FVkuAEhhBDSG4Nd\n+NgUH5/SovK+L0qctS7cIGCbMYUbmFLdqPiEJ5TVzdBbE+zN6kWBCyqCql4i2wBT1fuDamBvaOf4\nBHt8AveHoCKoCx2oNWqoN+pOa9Fa3Ww9Ppb7nJ/l1uNDCCGERMlAFz7zlXmMpca014PzL4xWtwgU\nH8/G1BWioOrxsQxD1Frd6tzchiUYbgAYrG4Gi1kUVrdgYWxLj1POE1K8V7NJxln3gjHVLRheENP3\n+KisbkKIULN8tOEGLqluIeKsF6osfAghhBAVA134zJXnMJ4e1173+/RV9rGoe3y81/BsTO11OPT4\nuFrdeKofHlfFx1+Q6kIH+rW6uSg+HelyipAF1eaWamBvmGbnWBUfQ2CJR5jPrFHxMaVTBq6benxo\ndSOEEEL0DHfhY0k76vDGR6D4uMTReq/Vi9WNhU9vqBrYrYNDNb01B0vx6QhZUClPiuhk9viEp1gr\n6lPdwvT4KCxoQLj7h0u4geo+FVR8VPcgD4YbEEIIIXqGuvDxb16UPT6xQI+PqvAJMYTQuHGp60+H\nVTNBWPhEh6qPoxerWxThBqVaya74WAowpeJDq1tPFKvdNkggfI+PKQ7fWfExHZz4DnCC9zG/OqlT\njTxGUxxgSgghhOgY6sLHb1ep1qtIxSw9PgqrSiKWgIR0alB2aU4GHK1uirVwc9sbkYUbNCIKNwgo\nPkErm7/A0lruFNHJLIrDY1R8QvT4LKbVLXiAY7O6GRWfVG5ZzfEhhBBComS4Cx9L2lFHnLVG8RFC\nOPf56E5sg5vX4AZadZ2KT3SoNre2OGuXgqNnq5tvc6ucFxTo8QkqQroeH1rdwqNVfFQ9PsFAksAc\nH5XVLRLFx2/ZtVjdyvWyPdyAig8hhBCiZKgLH9scn444a43iA7j79F0mrwPdqW5BdYE9PtHirPi4\npLpFEG7gX4suztqY6qbp8eF7IzyuPT6q2Vtdc3wWyyrrV64VP/suxcdidZsvzzuthxBCCDnUGNjC\nR0rpZHXr6PGxpbpp0pD6VXxcrG7BcAOmukVHlHN8BiHcQNvjQ8UnNDrFJ/j+CB6M2Pr2PFzjrHVR\n+O3XMsTydyg+NbPiM54ex0JlAQ3ZsK6JEEIIOdQY2MKnWCsiFU8Zh/X5ffpOc3z6VHyCjeseXQNM\n691Wt6BthopPdKjm+AStTEDn5lUXbuD/uS1anHXDHGetnOOTYP9XL5jm+Nisbi6pbq6fWc+iFozC\nB+wHOH5V0Nbjk4glMJIcoepDCCGEKBjYwsem9gCdyUzaHp+GuccHcFd8SrWS0jbTFWcdsKuEsbrx\nVD88OsXHND9H2eMT+Lll4j2EG7gqPr5wA5dUNxbFvVGsqq1uXaluQcWn9ZmWUh643odKW6gWMJIc\nUV4LxvKbehVtPT4AsDK7EvtK+6xrIoQQQg41BrbwmS3N2gufwEmpyiLiV3xUJ7aAu+JjisY1JUQl\nYgnUZMDqpkp145DKnlBtboMbW6Db6mYNNwgxo8Uj9ABTjSIUfH/Q6tYbqqhzQDHHJ3AwEhMxCIi2\nZUxndUsn3Hp8dPeO4Fqc5vgYenwAYCIzgf2l/dY1EUIIIYcaA1v4uCo+1XrzVFal6AR7fHQWEdcG\nZV2jtFOctcMcH28T5Z0yEzdC9fiYYqSD4QaOSqAfV8XHpDxR8YkOU7iBSfEBAuEoBqubS3FsVHzi\nncq1Kc7a1uMDACszK7GvSMWHEEIICTKwhc9s2a74xGNxCCFQl3XlhqHDImLYMLg2KOs2L12FjcLq\nFgw3UK0lEUsgJmJdG2FiRmt1sxQcKiVmMRQf5RyfmK/XyBKyALDHpxeklO7hBpqDE5MSA7jbIXUF\nGGC3unmKT71RR0M2tMq1BxUfQgghRM3AFj4zhRmsGVljfZy3aVCd2PpP000Wkb6tbsEeH4XVrWuA\nqabfiCf74VGGG6isbr6fi0pp6Qo36FXxCc7xMYUbaOKsqfj0T6VeQSKWQDwW77rWNcdHpfj4rLL9\nDjC1KT5Gq1vrundgIoQwvhZ7fAghhBA1A1v47CnscSp8vJNbnUWkXfg01CoL4L7BVW2wgU5lqd6o\nA0DHZkulCJnUJ/ZyhMM53MB3mq5MUwuGG/RQbJRrPYQbKOKs2ePTPyaVJagIahUfnxLTT6qbqccn\nqPjo0iltiW4eE2kqPoQQQoiKgS18ZoozWJ1dbX2cdxpq2jAAZqtbKMVHkxDVMS/IoDwBeqsbwJP9\nXlCGG+jirA2KTyRWt3o0cdapWGCOD61uobEFCvjfH0G1D1AMQFYNMHUMN3BVfFRFr1cYuSS6AU3F\nh4UPIYQQ0s3AFj6uio83ZFJlH4uLOOqybhwe2H6OPhQfT92pN+pGq4qHLtUNYLJbL7j2+ATjrLuu\nRxFu4Kr4+AeYKuKsg+8Pb6YQgy/csSk+XT0+hjj8fgeYFmtFbeHjvVcbsoGGbCAuOq15fqubLdEN\naPb4MNyAEEII6WboC59sslkoqBQfIYSTTcT1ZN/l1Fa1QQqe6utS3QAqPr2gKny0cdae1c01zrrP\nHh+XOGuXHp+YiDmnD5ImNntZV4+PIkbaJdXNVfExhRtU6pX2fSHYw9NWfBwS3QBgVXYVZooz1scR\nQgghhxoDW/jMFN3CDbyeGJ2K4hU+JptINpFFoVqwvpbO6gb4QhYUG6TgqT6tbtHRkA3lSbgyzrqX\ncIOQVrdSrdSl+NQatQ6lxpYupwu/4HsjHMVasasg9nBWfOqWVLcQPT4jCfOhie7n3qH4OPT4rB9d\nj535nR1fmy/PW7+PEEIIWe4MbOGzp7AHq0fsPT6eNUynoninqaZiI5fMIV/NW19LZ3UDfL1GrlY3\nQ6obeznc8axlwVNyVbiBbX5OZOEGviJMCIG4iHe8ll8V1MVZq96rDDgIh+mgomuAqeZz65Lq5vIz\nsSk+3qGJ6jXC9visH12PHfM7Or529467rd9HCCGELHcGtvBxjbP2CgVdMeFtcEz++NHUKPIVx8Kn\nh81LcJNtS3Xjqb47pVpJGzFuG2DqNMenB6tbl+0uGHduibPWqZfs/wqH7r0BhO/x0Vndcsmc073D\nxSarU5U67LoOPT7rR9fjmYVnOr72wK4HrN9HCCGELHcGsvCRUmJXfhfWjqy1PtbU4wMc2OCY/PG5\nlJviU6gWelN8Aqf6pnADFj7h0NmZdOEG/sGhNsWnF6tbuV7usiMFC9+ucANF6pvqvUo1MByhwg0M\nPT6mcJSR5IibTdakFrfuD7rX8O4tYXp8FioLHe/d+3beZ/0+QgghZLkzkIXPnsIeZJNZ5FI562Nt\nPT6mOT8erqe2xao+mcmk+ARP9U1rySbd+o1IE1WwAdCyODYUcdZxdY+PlLK7x6cXxSdgdfPW0jEz\npm6Os9apl7S6hcMYbtBSBL3eK1OPT61RQ1zEERPdt8swhybGVLeG3erm2uMTEzEcNnpYh+rzi2d+\nYf0+QgghZLkzUIWPdwL7xP4ncPSKo52+x9bj4y98dJsG182L0epmUHyCp/qmVLdcMsfCJwS6Pg5l\nuEGjqu3xqcs6YiLWsbmNSvEJWt26wg0ce3yoBobD9HmNiVg77h4wz/ExWVPDHJqY7h1eqpsp3MC1\nxwfotLtV61Va3QghhBBEUPgIIc4VQjwshHhUCPE2zWM+3Lp+rxDidN1zPbznYQDA1tmt2DSxyen1\nXXp8KvWKcdOQS+awUFmwvpbpBNnbSCs3UCqrmybcwNU6Q5poFZ+4OjRANz9Htel0HU5pW0/w598R\nbhCyx4dWN3dMn1egszg2HViYrKm5lNtBRaFm6PHxqcW6gJa24uPQ4wMAh48ejqfmnwLQvK8eteIo\np+8jhAwGtr2VEGKlEOLm1r7qTiHEs33X3iGEeEAIcb8Q4rNCCLcbByGHAH0VPkKIOICPADgXwGYA\nlwshTg485jwAx0kpjwfwRgAf1z3fXU/fBQDYun9raMVHV9g4Wd2iUHwcww2klFpLC+CeMEea6Hon\ndIqPruBQ/Uxch1P6UVrdDOEGYXt8qPi4Y+qrAQKFj8qi2rIhmhTakeSI273DYrszFVgufYpBTlh9\nAn4982sAwD3P3IPTD9eeNxFCBgyXvRWAawD8Qkp5GoDXA/hQ63s3AfhTAGdIKZ8DIA7gNQdn5YQM\nPv0qPs8HsEVK+YSUsgrg8wAuCjzmQgCfBgAp5Z0AJoQQh6me7PZttwNoKj5HT7gVPl6PT6lWMlqe\nokh16zncwLfx9RQhVb8AQMUnLDoLUTLWPTjUFGetVHyisrqpFJ/Wa8VFHA3ZQEM22tfZ4xMNJnsZ\n0Jn8p1V8DKEDQLhUN91avPdAuVY2zgpy7fEBgM1rN+PB3Q8CaB4onbH+DKfvI4QMBC57q5MB/AAA\npJSPANgkhFgLYA5AFcCIECIBYATAUwdt5YQMOP0WPhsAbPP9fnvra7bHHKl6sp9s+wkA4MHdD+L4\nVcc7LcBLddOdqDqHGzie2vYUbuBrYDfZ3ICW+uSwkSJNTKlutgGmwb6b4M8tsnCDoOLjCzcQQnQF\nHOgUH8ZZh8M0wBRwUHxaqqDpM+uqFs9X5jGeHlde894DhWpBbXFsFbzlehmpmJvi4y98vvf49zC5\nadLp+wghA4HL3upeAJcAgBDi+QCOBnCklHIvgH8G8CSApwHsl1J+d9FXTMiQ0D2YIhzS/hAAgAj8\nXvl9227Zhqu2XoWf/OIneNPaNwEn2J/Y6/HR2dCc46wXcRaHv5/EVIABVHzCYip4u3p8AnN8gsVG\nsDdrURUf3wbXe3947wud5Ylx1uEoVotYkV6hve5/j5h6fEzhBiPJERSrRUgpu4bo+pkvz2MsNWZc\nS3k63xwAACAASURBVL6a1xa8xWqxPazXhc1rN+OBnz2At/zmLfjN3b/B13Z+zen7CCEDgcve6j0A\nPiSEuAfA/QDuAVAXQhwL4C8BbAIwC+CLQojXSin/M/gEU1NT7f+fnJzE5ORk3wsnJAqmp6cxPT29\nKM/db+HzFICNvt9vRPNkwvSYI6GRXd/wljfgl8/8EsduOhaXvPwSpwVkE1nsLe41boDLtbI1mckW\nbiClRL6ax2hqVHndFmftH4RoKnzY4xMOXcGrGmDqt5h1qSwRhRuoFB/VHB9/kdXVb6TpKckmaHUL\ng87+6uHa42MKN4iJGNKJNIo1vRoMAHPlOa3iAzTfA4VqQRvQUmvUMF+ZRy5pj/gHgPH0ODY/fzPu\ny9yHV7/g1fj7i/8e7/77dzt9LyFkybHuraSU8wDe4P1eCPE4gN8AOB/A7VLKmdbXbwLwQgDGwoeQ\nQSJYiF977bWRPXe/Vre7ABwvhNgkhEgBuAzAVwOP+SqajXcQQpyJpuy6U/Vkf/78P8dv9v0G7zj7\nHc4LyCazmK/MQ0IqJ6t7J6nJWFJ7IutiV8lX80jH04jH4srrXnHj31x7+De+pk0UQMUnLDaLox+/\nxUyl+HRZ3eJpVBvVjv4bG8pUN0O4gbcW/3WdtYrhBuGwhRskY249PqZwA8Ctz2e+Mo+xtF7xMVnd\nhBDIJDKYKcwYi6sg7zj7HXh4z8N4+9lvd/4eQshAYN1bCSFWtK5BCPGnAG6TUi4AeATAmUKIrGhu\nel4G4MGDu3xCBpe+FB8pZU0IcRWAb6GZHPIJKeVDQogrW9evl1LeKoQ4TwixBUAewBW65zt+9fHY\n/v8GBSMzmUQG+0r7kE1klYVNKp7CfHneuHFxCTeYL9s3Lt4mSRVnbZsA7+HaM0CalGol5eY2GG5Q\nbzTntXiFq1f4eBYl1cZXCNEuoEy9In7Chht41516fJKMsw6DKVAA6FZ8gp9b7z3i8pm1HVa4KD75\nitrqBjR/9jPFGazNrTW+jp9LN1+KSzdf6vx4Qshg4LK3QjPt7VNCCAngVwD+uHXtl0KIG9EsnhoA\nfgHg/y7BH4OQgaRfqxuklN8A8I3A164P/P6qfl9HRzaRxb7iPu0GJxVPYaGyYPTGp+IpSMjm5lej\nxsxXzB79do+PQjkQQrSHJdpOj6n4hMPW2+UR/Ln4fyYJkVDOXwIO9Pk4Fz4hww2A7plCph6ffcV9\nTusgTZXWZA1LxVMHLKj1qrpg9WKmTYEkFnuqdyBiU590VjegeZ+bKYZTfAghw4ttbyWlvAPAiZrv\nfR+A9y3qAgkZUvoeYLrUZBIZ7C3u1W4qUvEU5itmxQew9/ksVBacFR/V5sUfjWvdRDHVzRmd1S04\nwNRmQdTNVgqT7OYpemHDDVSFEXt8+idfySOXMhc+XnGsUnW894etL28kOWL8zM5X5jGaGjWGHyTj\nyaYlV3Pwkk1mQ1vdCCGEENLJ0Bc+2WS2aXXTKD6ZRAZz5Tlr4bMiswJz5TntdVsqk3+TpCps/EMK\nqfhEh7Pio7AgdhQ+moI1TLJbtVFFPBbvmtHk0uPjt7qZ5viwx8cdF8XHVPh4xbOtL89mT50v66Os\n/WuZL88jE1cri1R8CCGEkP4Z+sLHa/rVKT7ZRBb7S/uthc9EZgL7SnobkXdqq6MjzlqxSWpPgbel\nurHHJxTGOOtAsRH8ufgtZjrFJ0yggCrYAOhUfLxhpXERV1731qJ6j3jDeokbNsXHS/6rN+pdPxMg\nRI+PRaWdK88Z1WKg+R6YK89pD3BGkiPYld/lnOq2XJiamlq0SFNComB6eprpaIQMEUNf+GQTTcVn\nZXal+noyi9nybFffRZCVmZXYX9qvve4cbqBRfDqsbkx1iwxtnHWsM85aZXXzx0hrFZ8QVjdVf4/3\nOl4RVm/UkYglOmxPwThr3XvEm+dC3HDq8Wl9JtOJdJcVrX1YYenLs6rFhuGl7deKJzFXmdMe4Exk\nJpqWXkNYw3JkamqKs0XIQDM5OcnCh5AhYugLnxWZ5oDCicyE8no2kcVsadZN8TE0jlvDDWIH4qxV\nTfLe5jaKaFxygGKtqFRZwlrdbOEGLqgS3YKvo0sPc+nxYZx1OFx7fHSKjvdzsfXlrUivMB6azJXn\njPcOwK74ePe3lRn1AQ8hhBBC7Ax94bN2pBnvqtsQZJNuVreVWbPis1BZsKe61fVWN28TVa6XjZso\nr48jzOyYQxnXcAOd1S3KcAOt4uOzsimVp5hC8dH0+NDq5o5rj4+u8GkfVljsqROZCcyWZ7XXbWqx\nt5b9pf1axce7v4WJsyaEEEJIJ0Nf+KzKrgIArZUkm8hiT2GPsT8HACbSlh4fF6tbQ2918za/tmjk\nmIg1ezloaXLCZHWrNqqQUgIwDKj0xRn3G26gU3z8M4V0ypNrjw8VHzcasoFitWgMA/DskEbFxyGJ\ncSIzYbbJWtRioNnbN1OYsSo+a0bWGJ+HEEIIIXqGvvDxTukF1FGxI8kR7C7sthY+K7MrrVY3a7iB\nQfHxTo91m+PgmqPo8ylWi9id372srXM6xUcI0WVlC/5c/ErLooYbxAOKT3AdgdS3Q7XHp1AtYHd+\ndyR/xmK1iHQi3R5Yq8JTfMp1vVLnEm5gK3z2FPZgdXa1cb2jqVHsLuzWFmrePYOpboQQQkjv9D3A\ndBC4dvJavP601yuvZZNZzJXn7IpPZgKPzjyqvT5fnsexK4/VXvcrPip7jacu6DbHfrxkt7Xozdby\nrS3fwj/+6B9x19N3NZ+rksf60fU455hzcP7x5+Pc485dNk3SOsUHOLCx9QoLW4/PooUb+BQfVS9R\nMM5aO8dnGcZZ3/vMvfiP+/4DX3n4K3hq/imMpkaRr+Rx+uGn4x1nvwMXnHBBT89rs7kBB5L/bD0+\n1nADS4/P7vxuq0VtNDna7PHRWN3+9Iw/Rb1RNz4HIYQQQswsi8Ln717yd9pr3kbCqvhkVhqtbvvL\n+7UBCkBA8cno46x1m2M/vSo+Ukq88wfvxGfu+wze/7vvx4UnXoh0Io16o45H9z6Kb235Fv71Z/+K\nP/nan+APNv8Brjj9CjzviOcZBysOOjrFB+i2mCmtbnW9BQ2IyOrmU3xUBVgwzlpnrVoucdZPzz+N\nz97/WfzHff+BfcV9eN2pr8NNl92EzWs3IxFLoFwr49ZHb8XV37watz1xG973u+8L/R7NV/LWz7xr\nj48tidGm+Owu7MbJa082rsVbq66I3zC+Ae8+593G5yCEEEKImWVR+JjwrCEuVjebXcV0apuMJVGo\nFrTKgbfJ1tlq/PSa7PahOz+EWx65BXe/8W6sHjlgrYnH4jhpzUk4ac1JuPrMq7FtdhtuvPdGvPam\n1yIZS+KK516B1536Ohw+dnjo11xqXBQfwDHc4CApPqZYbW8tSsVniK1u+UoeX3n4K7jxvhvxs6d+\nhotPuhgfOvdDePHRL+4a+JpOpHHxyRdjctMkXnrjS/Hen7wXbz/77eFer2pOdAPce3z6DTfYXdjd\nDmHR0S58NEU8IYQQQvpn2Rc+XgFgay5emVmJmeKM9vqewh5jY7G3iVad6AMH+jhcrG69KD4P7X6o\naW/707s6ih4VG1dsxN+++G9xzW9fg59s+wluuOcGbP7YZrxo44twxXOvwCtOfIU1BW9QMCk+/sJH\nZTHrmuOjSnWLWvHRhRv45vxIKZW9KcMWbtCQDUw/MY0b770RtzxyC8468iz80Wl/hJsvu9mpV2Vl\ndiW+dvnXcPr1p+Plx70cp60/zfm18xU3q5tR8Ymox8fF6uYFpzC8gBBCCFk8hj7cwIZ30mo7/T1i\n7Ag8Pf+09rqt8PE2t7ZNVLlmDzfwenzCcNU3rsK7XvIuHD1xtPP3CCFw9lFn4xMXfQLb37Idf/Ds\nP8BHfv4RbLhuA67+xtW4Z8c9odawFJgUn2DBobK62RSfMMWGTvEJG7Kg22QPS5z1fTvvw9u+8zYc\n/cGj8Vff/iucdthpeOjND+HW196Ky59zeagG/Q3jG/CP5/wj3nzrm9sJfS64KD7eAFPdZzIZT6LS\nqNjn+GQsPT4hFB/GVRNCCCGLx/IvfFobiaNWHGV83BFjR2DH/A7l/Bwppb3wadmZTEMsPatb1IrP\nHdvuwOP7Hsef/Y8/c/6eILlUDq8/7fX4wf/6Ae78kzsxkZnAK7/wSjz3356LD9z+ATw5+2TPz72Y\nlGolJ8VHZ3XrsKDpFB9Hq5s21c3fa6QbYNoq0Ez9JOl4GpV6ZSBnPG2b3Yb3/vi9OPXjp+KCz14A\nIQRu/Z+34p4r78FbznoL1o+u7/m5//iMP8buwm7ctvU25++JQvHx1D5buIFt+LGL4nP0iuaBxbrc\nOuPjCCGEENI7y77w8TYsp6w7xfi4dCKNicwEduV3dV1bqCwgFU8ZCxZPXdD2ebRsVaVayanHZ6Gy\nYHyMn/fd/j781Vl/pbTY9cKzVj4L1/7OtXj86sdx3e9fh0f2PILTrz8dL/zEC/HhOz+MHfM7Inmd\nfpFSGhU0a29NrNPqpgw3SIS0uml+9v44a5Xlzh/CoNtkCyEGyu62p7AH/373v2PyU5N47vXPxWP7\nHsNHzvsInvjLJ/Cel70HzznsOZG8TkzE8NYXvhXv/cl7nb/HVfExFj6t/i5buEE2kUU8Fsd8eb7r\nWrFaRLVRtVptPRufrVgjhBBCSO8s+x4fANjz1j3Wvhegaat5au6prtNpm9oD2BWfZCyJcr3sZHUb\nT48rN1EqdszvwPQT0/jMxZ9xenwYYiKGc445B+cccw4+ev5H8d3ffBdfeOALeNf0u3DaYafhsmdf\nhldtftWSnVKXaiWk4qmu5niPDsVH01tjDTcIofhoLVOWAiwhDqzDZqvKJpqR1ks1z2X73HZ85eGv\n4KaHbsLdO+7G7x37e7j6BVfjvOPPs76v++F1p74Ob/vu2/Dk7JNW9RYA5spzGE+phxp7JOPmcANP\n8bH1+AghsGFsA56efxonpk/suLZjYQfWj663ptIdteIo7HnrnqFOWCSEEEIGnUOi8HEpegDgyPEj\nsX1uO37riN/q+LpT4eMLL1Cd+mcSGZRrZadwgxXpFcaUKD+f/9XncdGJF1lPt/slFU/hvOPPw3nH\nn4dSrYRvbvkmvvDAF/CO770DZxx+Bi7dfCkuOfmSvixNYTH19wDdMdLGVDdduEEibbQx+XFRfFQF\nWHCdpk12JpFpJrsdxPCvLXu34KaHbsJND92ER/c+igtOuABXv+Bq/N6xv3fQ5kFlEhlcevKl+Oz9\nn3VKeJstzWJFZoXxMf45PqqfWzqRRqlWsv5MgKZV9qn5p3Dims7CZ+v+rdg0scm6XsD9PkUIIYSQ\n3jgkCh9XNoxtwPa57V1f313Y7ab4GBqlPduMS5z1eHrcmDDn5zP3fwbve9n7nB4bFZlEBq886ZV4\n5UmvRLFaxLce+xa++OAXcc33rsFp60/Dqze/GpecfAmOGDtiUddhSnQDuhUf4xwfzeDZ0OEGLoqP\nIdzAaqs6CAEHUkrcu/Ne3PzQzbj54ZuxK78LF590Md79O+/G5KZJ4/oWkz887Q/xZ//9Z06Fz1x5\nDuNps+LjvT/K9bJe8fGsbgYVDmiqxapwlCf2P+Fc+BBCCCFkcWHh4+OE1SfgoT0PdX19+9x2bBjb\nYPxeT/HRhRd4thmXcIPx9Dge3/+4db1Pzj6Jrfu3YnLTpPWxi0U2mW0XQaVaCd9+7Nv40oNfwjt/\n8E6csu4UXHrypXjV5lfhyPEjI39tm+ITJs56UcMN4g7hBg49PsDiRlo/tPshfPKeT+LLD30ZAHDx\nSRfjY+d/DGcdeZYyXvtg86KNL8Le4l5s2bsFx606zvjYufIcjll5jPExqXiqXdio/s49lValFgY5\nYvQIPDX3VNfXH5l5BMetNK+VEEIIIQeHZR9uEIYzDj8Dd++4u+vrW/dvbacu6fA2pLpwA28DXaqV\nnHp85spz1vXe+uitOPe4cwdiUwo0/w4uPPFC3HjxjXjmr57B21/0dtzzzD049eOn4rdv+G18+7Fv\nh4oktmFTfIJpasY4a1O4gWuPj87qFjPHavsLMJcen6iHmH7/8e/jxTe8GOfceA4SsQRuvuxmPPYX\nj+Gff/+fcfZRZw/M+0sIgfOOPw9f//XXrY+dq9gVHy8lzxZuYHufAXrF56Yf/wrjpWhCHgghhBDS\nHyx8fJxx+Bm4b+d97U2ox+P7H7faVbwNqS7cwDs91hVGflZk3Hp8vv7o13H+8edbH7cUpBNpnH/C\n+fjUKz+FZ/76GVz1vKvwF9/4C5z7n+cqT8Z7IYzio+rhcQ43cE1101jdul5HFatt6EXyE6Xi88zC\nM7jgsxfgyv++Elf+1pV48i+fxD+97J9w2vrTBrbJ/vzjz8fXH7UXPrOlWaxIm3t8vH4pbY9P62dv\ne58Bzf7AbXPbOr62ZYvEluLP8NLNZ1jXSwghhJDFh4WPj/H0OI6ZOAZ3br+z4+sP7H4AJ6892fi9\nXu+FVvFJHFB8XKxuNsWnWq9i+olp/P5xv2983CCQiqdw2SmX4Vdv+hXO3ng2zvi/Z+D2bbf3/bxW\nxScQI63s8fFZzHThBn0rPoG4alOsti1BLKoen7ufvhunX386zjj8DDz4pgfx2lNfu2S9O2F42bNe\nhtu33W5VvVx6fLwiMgrF56Q1J3XZZP/muvuxIjuKUzbaU+gIIYQQsviw8AlwxXOvwEd//tH278u1\nMh6deRSb1242fp9N8fH3+ERhdbtv5304esXRWJVdZXzcIJGIJfDOl7wTn37lp3HR5y/qKjDDUqgW\njLHOwQGmXT0+/oKjoe/ziCTcwJIuZyqM/OSSuVDDbVXc/fTdePl/vhwfO+9j+Pvf+fuhKHg8xtJj\neM5hz8GdT5nfOy6Fj/+wwhRn7aL4nLD6BGzdvxX5Sh4AsG0bcOvO6/FH/+M1lj8RIYQQQg4WLHwC\n/PEZf4yfbv8prrvjOkgp8eMnf4xTDzvVOjfFVfFxsbq5FD53bL8DZx15lv0PNICce9y5+OSFn8Ql\n/3VJX8NQbUMqk7Gku9VNU3CEsboVa2plwKr4+JQpm+KTS4UbbhtkV34XLv7Cxfi3C/4NF598cc/P\ns5S8+KgX44dbf2h8zMFWfFLxFJ634XmYfmIajYbE5dd9FKlT/hvX/M5b7H8gQgghhBwUmOoWYCIz\nge++/ru47EuX4VuPfQvz5Xm85hT7qa2n+OjCC9Lx5kwQV6vbbMnc43PH9jvw0mNeal3XoPKKE1+B\nnz31M1z531filtfc0lNPSb6SN0669+a0APpwA9v8nDBWN50y0KX4GKxuth6f0eRoX4XPm299My4/\n5XJccvIlPT/HUvPio1+Mf/npvxgfM1uetSs+rWGwlXoFE5mJruteYeSi+ADA5adcjrd+/Vq8/vGP\noRB/Gt9/7XewNrfW+n2EEEIIOThQ8VHwrJXPwu1vuB0XnXgRfvdZv4s3Pe9N1u/xFJ+FygJGU6Nd\n19vhBiGsbqYEtDu2Da/i4/HOl7wTj+17DLc8cktP35+vmgsfv+KjirP2Kz66+TlhFB+d9a5L8TFY\n3WyKz2hqtG2nCss3t3wT9+y4B1OTUz19/6DwoqNehDufurP9s1UxV56zDjDtCDdQfCaziSwq9QoW\nKgtWxQcA/uSMP8Gx9Qvw8uN/HzPvuRNnnXCC/Q9DCCGEkIMGFR8NyXjSqeDxyCay2Ffch2Q8aVQO\nyjX7HJ9UPIVkPIlCtaC0cu1c2Il9pX1dU+KHjVQ8hfe89D14+/fejlec8IrQscn5itnqloqnOmKk\nM+nOv/cOpUVndQuj+GgsUVbFJ25fh0evVjcpJa753jX4wO99wEm9GGQmMhM4btVx+MWOX+DMI8/s\nul5r1FCqlYxFMdA8rDBZ3YQQyCVz2J3f7fR3logl8LW//jv3PwghhBBCDipUfCIim8xCQirVHuCA\nbaZUK1l7fABgVXYV9pX2Ka/9dPtP8YINL0BMDP+P74ITLsB4ehw3P3xz6O+1KT7BcIPg5jYYM61r\ncHcNNyjWir0rPr4eH5MiOJrqzer29Ue/joZs4KITLwr9vYPI2RvPxo+f/LHy2r7iPqzMrLTaJzOJ\nDIq1Ikp1/WdyLD0GCemk+BBCCCFksBn+nfOA4BUhqiGYQDONK1/NO1ndAGDNyBrsKexRXhvmYIMg\nQgj85Qv+Eh/52UdCf69N8fEXHKpT/aDFTGV18yyKLhSqBaUyYJsXlIwlUZPN6+W6OmHMYzQ1inw1\nvNXtw3d+GH/zor8Z2Pk8YTlr41n46fafKq/tKezBmpE11ufwDiNM7yOv4HH5zBJCCCFksOm58BFC\nrBJCfEcI8WshxLeFEN3dwc3HPSGEuE8IcY8Q4me9L3U40PUdeBalYrVotboBDoXPxuVR+ADAJSdf\ngl/P/Bq/2vWrUN8XRvGp1Cs9Wcwit7o5KD6pmCHVLRne6vb4vsdxzzP3DHWgQZAzjzwTd2y/Q9kH\n51r4pONp1Bo1zJZnte8jrzBeDuoqIWQ4EEKcK4R4WAjxqBDibYrrK4UQNwsh7hVC3CmEeLbv2oQQ\n4ktCiIeEEA8KIbr9wIQcwvTzr/nbAXxHSnkCgO+1fq9CApiUUp4upXx+H683FOjUgVwyhz2FPUjE\nEsYTfY/V2dXKwqdar+Lup+/GCza8oO+1DgrJeBJ/eOof4rP3fzbU94WJs9YpPi5WtzBx1larm6bH\nx688RW11u+GXN+C1z3mtU8E9LBwzcQxqjRq2zW3ruransAerR1b//+3de3Ccd3no8e8jrXZ1teSr\nJMu2ZMBxHDsmvsSJE4c4SYEAnabpNA1pDnDKIZMzLZSeQ1smAaahnWlzmDlD06EXpgUm7XSgUyg0\nIUmLAzEhxbk4km9JjEl8dyRLsqyLLWl1e/rHvqusVu9trcu+u3o+Mxrvvjc9Wr/vu/vs7/d7foHH\nEBGq49V0XOrwPI/C/t8bY8xsEJFS4GvAncA1wH0ikj2D+sNAq6q+F/g48FjGuseAp1V1A7AZeANj\nzKSZJD6/BjzuPH4c+HWfbYujf00I6Q+w2arj1bQPtFOTqAl1HK8Wn0PnD9FS1xJYsarQ3LvpXr5z\n5Du+leyyhSpn7VOuOlRVtxxafLy6uoVp8cmMY7a7uv3r6//Kb1/72zntE3Uiws5V7t3duge7WVYR\n3OIDUBOvoX2g3XNsntf1bIwxc2QH8KaqnlTVUeA7QPbgzA3AcwCq+gugRUSWi0gtcIuqftNZN6aq\n/nNjGLPAzCTxqVfV887j80C9x3YKPCsi+0XkgRn8voJwzfJrXJdXxavoGuwKnFskzSvxKabxPZm2\nNGwhVhJj/9v7Q+8T2OJTGtziMyUh8ZjANHRxg9ErbPHJSIySY/5jfHKt6vZG1xtcGrnE9pXbQ+9T\nKG5cdSP7zuybtjxsVzdIlY7vGuzyTKC9rmdjjJkjTUBmU/ZZZ1mmg8BvAIjIDqAZWAWsBbpE5Fsi\n0ioify8i/rOvG7PA+JazFpE9QIPLqi9kPlFVFRGvr+pvVtV2EVkO7BGRo6r6M7cNH3nkkcnHu3fv\nZvfu3X7hRc7+B/bTWNPoui79wSqXxOeXF345bfmLZ1/ktpbbrjzIiBIR7lp/Fz889kOub7o+1D65\nTGDqlvhkTxzqlnDESmIIEtgSMzYxxriOuyZPQS0+mWONRsZHfKv+5drV7d/e+DfuvvruohyjsnPV\nTj7/7LTu71wYukB9ldf3MFOlr0evBPq793yXU32nrjzIPNq7dy979+7NdxjGmNyE6fbwKPCYiLQB\nh4E2YByIA1uBT6vqKyLyl6SGIbjW2S/0z1ymeM3l+5dv4qOq7/daJyLnRaRBVTtEpBHo9DhGu/Nv\nl4h8n1QzbmDiU4i2rdzmuS7dlaYmHr6r276z07/N3nd2Hw/f8vCVBRhxH1r3IR768UN8+bYvh9o+\nqMUnu7jBlXR1ExGq4lVcHrlMvMI78Um39rhVTQtq8cmuLueXHOc6gel/vPUffOl9Xwq9fSHZvnI7\nhzsPkxybWimxe7Cbjcs3+uz5jnTXU6+ubvXV9dRXh0uioib7g8yXvxzuujLG5NU5YHXG89WkWn0m\nqeoA8Mn0cxE5ARwHqoGzqvqKs+q7eI+/LvjPXKZ4zeX710y+Bn4C+ITz+BPAD7I3EJFKEalxHlcB\nHyD17cSCk+4CFXaSzmWVy+i63DVlWeflTnqGerh62dWzHl8U7Fqzi6PdRz2r2WULavEpKynzLVc9\npbiBz8Sh6VLkfobG3Cu6Tcbh1+JTUhZ6jE8uVd0ujVyirb2NXWt2hdq+0FTFq1i/dD2t7a1TlncN\ndoXu6pYu+BC2JdYYY+bYfmCdiLSISBy4l9TnrUkiUuuswxlC8FNVvaSqHcAZEbnK2fRXgNfmMXZj\nIm8mic+jwPtF5Bhwu/McEVkpIk852zQAPxORA8BLwA9V9UczCbhQpVsCwg7eb6pp4mz/lC952Hdm\nX9FMXOomXhrn1uZbefb4s6G2n40Wn8yWGK+EI93i48ersEH69/jN45M51ijMPD5hE58XTr/AtpXb\nXMcdFYudq3ZOaxk923+WpkXZXeLdiVN3xWv+LWOMmU+qOgZ8GvhP4HXgX1T1DRF5UEQedDa7Bjgs\nIkeBDwKfzTjEZ4B/FpGDpKq6/fn8RW9M9F3xu72q9pD6NiF7+dvAR5zHx4Hrrji6IhT2m+jmumZO\n951GVSeTpmItbJDpfc3v44XTL/DRTR8N3DawxSejuMHo+PTEJntsjVtXNwjZ4uNR2CD9e6Z0dXMZ\n4xO2nHVlWSVDY0NM6ERgAvyTEz/h9pbbfbcpdDtX7+SJX0z5MpRTvadorm0OtX/Y69EYY+aLqj4D\nPJO17OsZj/cB6z32PQiEGyhrzAJUnE0HEfVfn/wv/vrDfx1q2+p4NRVlFXQNvtPdrdgmLnWza80u\nXjj9QuB2qsrAyIDn2AyYWs7aq7hBZmLk2dUtXsXg6KBvPH5d3UqllAmdYEInXH9PLuWsS0tKOs1h\nIAAAE4RJREFUSZQmGBod8o0H4Mcnfswd77ojcLtClp7INK1vuI+xiTGWVCwJtf9X3v8Vnv+fz89V\neMYYY4yJEEt85tFNq2/KaaB0c20zp3pTFaWGx4Z59e1Xi77FZ2vjVt7seZO+Yf+pB4bHhimVUt/W\nkaAJTDO7wvl2dSsL19XNq8VHRCbH+bi2+GSMAQpKfCBcd7eB5ABHu4+yo6m45wx+9+J3Mzw2PNkt\n9FTfKZrrml2LTLhZVrmMW5pvmcsQjTHGGBMRlvhEWLq7G6TKWG9csTH0BKiFKl4aZ/vK7a4TU2bq\nT/YHDkgPKmediCUYGR9BVf27usXDdXXzGuMD73Rnc2vxyexyFzTGB8JNYnrw/EE2rdgUeKxClz2R\n6em+06G7uRljjDFmYbHEJ8LW1q3lrYtvAfDTkz9ld/Pu/AY0T8J0d+tP9lNbXuu7TfYEptkJR7w0\nTnI8ybiOUyIlnmNmwrb4eHV1A3xbfLLLWfvN4wPhJjFta29jS8MW322KReZEpscvHqelriW/ARlj\njDEmkizxibBrV1zLofOHAHju5HPc2nJrniOaHzetvomfn/257zahW3zGvau2JUoTJMeSroUPMoUp\nbnBp5JLveCPfFp8cyllDuK5urR2tbG3c6rtNsdi5aicvnEklygc7DrK5fnOeIzLGGGNMFFniE2Hb\nV25n39l9nOs/x6Hzh7it5bZ8hzQvtq/cTmt7q2/p775kX6jEJ8wYH7fWoExhylkPjAz4xhPY4pPj\nGJ+geFrbF07ic/Oamzl+8Tgne0/y4rkX2b5ye75DMsYYY0wEWeITYZtWbGJkfIQHnnyAu6++23cM\nSTFZUbWC6ng1J3pPeG4TpsUnqLhBIpYgOZ50TUYyhWnxGUgOUBP3Hn+VHsfj1uKTmaAlx8KN8RkY\nGfBcPzw2zLELx9i0YpPvcYpFvDTOb13zW/zuU79L92D3guniZ4wxxpjcWOITYSLCo3c8yvnL5/ni\n+76Y73Dm1dbGrbz69que62eluEFpqrhBYFe3kC0+foUn0uN43JKsdJGFdJx+leoAahO1vlXvjnQe\n4aqlV1EeK/c9TjF56JaH6Brs4tE7HqW0pDTf4RhjjDEmgmy68oi7f/P93L/5/nyHMe+2NW6jtb2V\nezbe47q+P9lPbSLH4galLsUNxpLBXd3KqibLJXsZSA6wpnaNdyzprm4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Tsmz5FlrpiTeIyAsBHFdKPQ3g/e1fEJGXAvi/TUUPYN9zEbKUDPPfrzjirL1I03PakaZv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\nL8GJ8omlXsrY4xJ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qjVqr8NFYnSr1kxvTKJvIcr3cUQUzyYx2c1xr1JBL5ToxyT1/Hl+o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7/IyQ1a1jZVpE4mioOBcB2AbgMhE5Ryn1RaXUVUqpvQB+H8CvAbhURN6+0oOO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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", "plot_optim(greedy, 0.8, step, 2000, E, lambda x:1+0*x, [0.01, 0.5, 5.])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "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": 18, "metadata": {}, "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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jBKJXwQiFagHrc+u1djhnUqKLuCWEDB+FagHAYgCCl/nyPNbn1rfP6/YeuZTeDueoPEHp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WQyaR0Of5WI+bO9d8N5zK+AzDMJOC+BtBRqMnyBCacDiNOlwYYYRSpYTBzKDS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TywM56N29K4/34xFwC4d9gOyC4JOcXp00eiO8uW+cXN55/L69PTpWZl9mxZ/803Yo6wb1/k8b71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\nKqDuYD2qfITf7esOB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XXCNFTZB4WrpUmmFccYVssiqEN0VQd88zI3lRjoQMw7QnLIJaTJyaIJvblblv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nR/HUBS/fzJ/PhjMJ0MIMmE3n7ABkcAAgYWsGO7wY4tFrSx8LoNVqwJRmWcSeDwMONHYuh+kw9l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\nW5fLNz96cUHphTVbgiCqsEDUS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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", "plot_optim(boltzmann_anneal, x0, step, nstep, E, schedule, [0.01, 0.5, 5.])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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ICUXkIkhKeVmAc66M8hxKJUjTE+Qbke1RgtraJ6jWnA7nLcbqso66rCMmYuZ0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7qXSjo8HPr6NSaW84e+aZwB/8AbByJXDQQcA73hHf9RiGYfqVgVCCVOlwqloc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AwMGpe6iKD2siwfrfz7KKCWSCMD30mSVA4slGX59Tqcs8nTv21/QHy5Tpokbvv3w+OvRJPnzCHK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\nHMdxHMcZVrgR5DiO4ziO4zjOsOL/ARHoCfCQ0zKhAAAAAElFTkSuQmCC\n", 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LTcCLMSJ7ldrhgJUiwNQTlMn0xw4XxLFjydzDJYVu2Jul1mrAk08CS9H2CGYY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\nQ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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", "plot_optim(boltzmann_anneal, x0, step, nstep, E, schedule, [0.1, 1., 10.])" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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rX29NBD21jYp0ODZG6H127mw8thWZs892HyMrNarn3/529DEEdW5rBfPnW99t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qPIUVhRUo1Uqo1g1LUoIgxIaZMVmaxL4j+xp7ewHO/WMkrw+C3EbLsTNBihzO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UEBnSC/nqFwIgjKSuJChULkuHP4I+MPejUtm0+cny9lhFOnSh9W8+YSbPD113DyyTVXBpaXV5bu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\naQVOF4h17zV7NjQ2h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12dPhliyxDQ/97IHL5Y03YMstobOzenOOM54HdhaRbhGJAscCD9TiQH6OaA5u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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", "plot_optim(boltzmann_anneal, x0, step, nstep, E, schedule, [0.1, 1., 10.])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "-c:9: RuntimeWarning: overflow encountered in exp\n" ] }, { "data": { "image/png": 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lbpC8GIpLdUub1cMNwhTdIh1WmnN/BHedbXLiZ2x2vgxe85rKwxWDO9KyIIMN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6jTLPPjuQUCWzuJXfpeslJjQzZwYXh4iIZJakEhrnXJ2Z7eWcqzGzAuBNM9vN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\nE5OZV795lW3u3abVbXnWfqC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y90ch1n8gxtv/rSOvX5iPPwzx1hoJQwGWM+UscQ1NSWFJ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\nnXiibYg5fLh9blvuNt7d9C6Ltyzm852f08OM5GjvFCpffY+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c1qPHRxdveko3T1ByYw4wjYizDp6kAn1MX4/R4+O/lknxCTYo+zaVAczx29Dc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hAAAO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\nK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UsTcXMDrFx5bq1t2I2WZ1M8RZb9VnCAsfQgghUZmKwsea6uZoCjZa3dZD8bHt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6wNNPu4pLp5ziptL4/d7EKZIs/v1v2LChbevXglatgiefhNtv9y4uSVzBJCYt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\nbkI6FMlk5JXmxbicNXbX+ZISeP99ePllmDvX9IU5fXwJa3c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Ie+51EyixmP6Tj0HdLC48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YG0iqW8Y46jtL6us7Z9Rvf0FrvbPWeiet9dRsz+MWPvbfNp/P/N0Li04VBEEQ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\ndADLl8K4cXDYYfDPf8K3O/M56jno39dPTnS+aE9Ts7CED8Cf/2wafH7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UhPqjlOqtlPpQ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KoNgLKCRvH83Ikdk9vroa1l8fXnsNdt+9oEsTESlJ1trpxpjqtLt3Ar6w1tYBGGMeAMYD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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", "plot_optim(boltzmann_anneal, x0, step, nstep, E, schedule, [0.1, 1., 10., 100., 1., 1., 1.])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.17" } }, "nbformat": 4, "nbformat_minor": 1 }