{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Primal-Dual Proximal Splitting\n", "==============================\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\enscond}[2]{\\lbrace #1, #2 \\rbrace}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\umax}[1]{\\underset{#1}{\\max}\\;}$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\uargmin}[1]{\\underset{#1}{argmin}\\;}$\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", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\diag}[1]{{diag}\\left( #1 \\right)}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\qarrq}{ \\quad \\Longrightarrow \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\CC}{\\mathbb{C}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\n", "$\\newcommand{\\Zz}{\\mathcal{Z}}$\n", "$\\newcommand{\\Ww}{\\mathcal{W}}$\n", "$\\newcommand{\\Vv}{\\mathcal{V}}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\NN}{\\mathcal{N}}$\n", "$\\newcommand{\\Hh}{\\mathcal{H}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\Ee}{\\mathcal{E}}$\n", "$\\newcommand{\\Cc}{\\mathcal{C}}$\n", "$\\newcommand{\\Gg}{\\mathcal{G}}$\n", "$\\newcommand{\\Ss}{\\mathcal{S}}$\n", "$\\newcommand{\\Pp}{\\mathcal{P}}$\n", "$\\newcommand{\\Ff}{\\mathcal{F}}$\n", "$\\newcommand{\\Xx}{\\mathcal{X}}$\n", "$\\newcommand{\\Mm}{\\mathcal{M}}$\n", "$\\newcommand{\\Ii}{\\mathcal{I}}$\n", "$\\newcommand{\\Dd}{\\mathcal{D}}$\n", "$\\newcommand{\\Ll}{\\mathcal{L}}$\n", "$\\newcommand{\\Tt}{\\mathcal{T}}$\n", "$\\newcommand{\\si}{\\sigma}$\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": "markdown", "metadata": {}, "source": [ "This tour explores a primal-dual proximal splitting algorithm,\n", "with application to imaging problems." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [], "source": [ "using NtToolBox\n", "using PyPlot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Convex Optimization with a Primal-Dual Scheme\n", "---------------------------------------------\n", "In this tour we use the\n", "primal-dual algorithm detailed in:\n", "\n", "\n", "Antonin Chambolle and Thomas Pock\n", "_A First-order primal-dual algorithm for convex problems with application to imaging,_\n", "Journal of Mathematical Imaging and Vision,\n", "Volume 40, Number 1 (2011), 120-145\n", "\n", "\n", "One should note that there exist many other primal-dual schemes.\n", "\n", "\n", "We consider general optimization problems of the form\n", "$$ \\umin{f} F(K(f)) + G(f) $$\n", "where $F$ and $G$ are convex functions and $K : f \\mapsto K(f)$\n", "is a linear operator.\n", "\n", "\n", "For the primal-dual algorithm to be applicable, one should be able to\n", "compute the proximal mapping of $F$ and $G$, defined as:\n", "$$ \\text{Prox}_{\\gamma F}(x) = \\uargmin{y} \\frac{1}{2}\\norm{x-y}^2 + \\ga F(y) $$\n", "(the same definition applies also for $G$).\n", "\n", "\n", "The algorithm reads:\n", "$$ g_{k+1} = \\text{Prox}_{\\sigma F^*}( g_k + \\sigma K(\\tilde f_k) $$\n", "$$ f_{k+1} = \\text{Prox}_{\\tau G}( f_k-\\tau K^*(g_k) ) $$\n", "$$ \\tilde f_{k+1} = f_{k+1} + \\theta (f_{k+1} - f_k) $$\n", "\n", "\n", "The dual functional is defined as\n", "$$ F^*(y) = \\umax{x} \\dotp{x}{y}-F(x). $$\n", "Note that being able to compute the proximal mapping of $F$ is\n", "equivalent to being able to compute the proximal mapping of $F^*$,\n", "thanks to Moreau's identity:\n", "$$ x = \\text{Prox}_{\\tau F^*}(x) + \\tau \\text{Prox}_{F/\\tau}(x/\\tau) $$\n", "\n", "\n", "It can be shown that in the case $\\theta=1$, if\n", "$\\sigma \\tau \\norm{K}^2<1$, then $f_k$ converges to a minimizer of\n", "the original minimization of $F(K(f)) + G(f)$.\n", "\n", "\n", "More general primal-dual schemes have been developped, see for instance\n", "\n", "\n", "L. Condat,\n", "_A primal-dual splitting method for convex optimization involving Lipschitzian, proximable and linear composite terms,_\n", "J. Optimization Theory and Applications, 2013, in press.\n", "\n", "\n", "Inpainting Problem\n", "------------------\n", "We consider a linear imaging operator $\\Phi : f \\mapsto \\Phi(f)$\n", "that maps high resolution images to low dimensional observations.\n", "Here we consider a pixel masking operator, that is diagonal over the\n", "spacial domain.\n", "\n", "\n", "Load an image." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "n=256\n", "f0 = load_image(\"NtToolBox/src/data/lena.png\")\n", "s1,s2=size(f0)\n", "f0 = f0[Base.div(s1-n,2):Base.div(s1-n,2)+n-1, Base.div(s2-n,2):Base.div(s2-n,2)+n-1];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display it." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(f0);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We consider here the inpainting problem. This simply corresponds to a\n", "masking operator.\n", "\n", "\n", "Load a random mask $\\La$." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "rho = .8\n", "Lambda = rand(n,n).>rho;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Masking operator $ \\Phi $." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Phi = f -> f.*Lambda;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the observations $y=\\Phi f_0$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "y = Phi(f0);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display it." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(y);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Total Variation Regularization under Constraints\n", "------------------------------------------------\n", "We want to solve the noiseless inverse problem $y=\\Phi f$ using a total\n", "variation regularization:\n", "$$ \\umin{ y=\\Phi f } \\norm{\\nabla f}_1 $$\n", "\n", "\n", "This can be recasted as the minimization of $F(K(f)) + G(f)$ by\n", "introducing\n", "$$ G(f)=i_H(f), \\quad F(u)=\\norm{u}_1 \\qandq K=\\nabla, $$\n", "where $H = \\enscond{x}{\\Phi(x)=y}$ is an affine space, and $i_H$ is the indicator\n", "function\n", "$$ i_H(x) = \\choice{ 0 \\qifq x \\in H, \\\\ +\\infty \\qifq x \\notin H. } $$\n", "\n", "\n", "Shorcut for the operators." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "K = f -> Grad(f)\n", "KS = u -> -Div(u[:,:,1],u[:,:,2]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Shortcut for the TV norm." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Amplitude = u -> sqrt(sum(u.^2,3));\n", "F = u -> sum(sum(Amplitude(u)));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The proximal operator of the vectorial $\\ell^1$ norm reads\n", "$$ \\text{Prox}_{\\lambda F}(u) = \\max\\pa{0,1-\\frac{\\la}{\\norm{u_k}}} u_k $$" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ProxF = (u,lambda) -> max(0,1-lambda./repeat(Amplitude(u), outer=(1, 1, 2))).*u;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the thresholding on the vertical component of the vector." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize=(10,10))\n", "ax = gca(projection=\"3d\")\n", "t = -linspace(-2,2, 201);\n", "(Y,X) = meshgrid(t,t);\n", "U = cat(3,Y,X);\n", "V = ProxF(U,1);\n", "# 3D display\n", "surf(V[:,:,1]); \n", "set_cmap(\"jet\")\n", "#ax[:view](-150, 40)\n", "#gca()[:invert_zaxis]()\n", "ax[:view_init](-150, 40)\n", "\n", "#axis(\"tight\");\n", "#camlight;\n", "#shading interp;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For any 1-homogeneous convex\n", "functional, the dual function is the indicator of a convex set. For\n", "the $\\ell^1$ norm, it is the indicator of the $\\ell^\\infty$ ball\n", "$$ F^* = i_{\\norm{\\cdot}_\\infty \\leq 1}\n", " \\qwhereq \\norm{u}_\\infty = \\umax{i} \\norm{u_i}. $$\n", "\n", "\n", "The proximal operator of the dual function is hence a projector (and it\n", "does not depend on $\\sigma$ )\n", "$$ \\text{Prox}_{\\sigma F^*}(u) = \\text{Proj}_{\\norm{\\cdot}_\\infty \\leq 1}(u). $$\n", "\n", "\n", "A simple way to compute the proximal operator of the dual function $F^*$, we\n", "make use of Moreau's identity:\n", " $$ x = \\text{Prox}_{\\tau F^*}(x) + \\tau \\text{Prox}_{F/\\tau}(x/\\tau) $$" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ProxFS = (y,sigma) -> y-sigma*ProxF(y/sigma,1/sigma);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display this dual proximal on the vertical component of the vector." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "V = ProxFS(U,1);\n", "# display\n", "surf(V[:,:,1]);\n", "set_cmap(\"jet\")\n", "gca()[:view_init](-150, 40)\n", "axis(\"tight\");\n", "#camlight; shading interp;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The proximal operator of $G = i_H$ is the projector on $H$. In our\n", "case, since $\\Phi$ is a diagonal so that the projection is simple to\n", "compute\n", "$$ \\text{Prox}_{\\tau G}(f) = \\text{Proj}_{H}(f) = f + \\Phi(y - \\Phi(f)) $$" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ProxG = (f,tau) -> f + Phi(y - Phi(f));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Primal-dual Total Variation Regularization Algorithm\n", "----------------------------------------------------\n", "Now we can apply the primal dual scheme to the TV regularization problem.\n", "\n", "\n", "We set parameters for the algorithm.\n", "Note that in our case, $L=\\norm{K}^2=8$.\n", "One should has $L \\sigma \\tau < 1$." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "L = 8;\n", "sigma = 10;\n", "tau = .9/(L*sigma);\n", "theta = 1;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Initialization, here |f| stands for the current iterate $f_k$,\n", "|g| for $g_k$ and |f1| for $\\tilde f_k$." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "f = y;\n", "g = K(y)*0;\n", "f1 = f;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Example of one iterations." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "fold = f;\n", "g = ProxFS( g+sigma*K(f1), sigma);\n", "f = ProxG( f-tau*KS(g), tau);\n", "f1 = f + theta * (f-fold);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 1__\n", "\n", "Implement the primal-dual algorithm.\n", "Monitor the evolution of the TV energy $F(K(f_k))$\n", "during the iterations.\n", "Note that one always has $ f_k \\in H $ so that the iterates\n", "satisfies the constraints." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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cqzmDr47UyN0OERERXQaGIw8KDlDijuEGAMA7Bcdl7oaIiIguB8ORh02/IQoA8Mk3Zpw63SRzN0RERNReDEceNuQaDQYb1GhqceKDPVyMloiIqLNhOPKC1B+uHr27q4KL0RIREXUyDEdecOdwAwL9FThUXY/dFVa52yEiIqJ2YDjyAnWgP5KHtj6Y/e6uCpm7ISIiovZodzjKy8vD5MmTYTAYIEkS1q9f/5O1Dz30ECRJwt/+9je3/Q0NDcjIyEB4eDhCQkKQkpICi8XiVlNbW4u0tDSo1WpotVqkp6ejvr7eraaiogLJyckIDg5GREQEFi5ciObm5vaekldMv6H1nUc5+06irsEhczdERETUVu0OR6dPn8awYcPw6quv/mzdunXr8NVXX8FgMPxoLDMzExs3bkR2dja2b9+OqqoqTJ061a0mLS0NxcXFyM3NRU5ODvLy8jB79mzXeEtLC5KTk9HU1ISdO3dizZo1WL16NZYtW9beU/KKuOhQ9I8IwVlHCzbsrZK7HSIiImorcQUAiHXr1v1o/4kTJ8Q111wjvvnmGxEdHS1efPFF15jVahX+/v4iOzvbta+0tFQAECaTSQghRElJiQAgCgoKXDWbN28WkiSJyspKIYQQmzZtEgqFQpjNZlfNqlWrhFqtFo2NjW3q32azCQDCZrO178Tb6PW8b0X0ohwxaeUXXjk+ERGRL/L277fHnzlyOp2YMWMGFi5ciMGDB/9ovLCwEA6HA4mJia59MTExiIqKgslkAgCYTCZotVrEx8e7ahITE6FQKJCfn++qGTp0KHQ6nasmKSkJdrsdxcXFnj6tyzJ1ZG8E+Cmwv9KGvcf5YDYREVFn4PFw9Oyzz0KpVOKRRx656LjZbEZAQAC0Wq3bfp1OB7PZ7KqJiIhwG1cqlQgLC3OrOT8YnTvGubGLaWxshN1ud9u8KaxbAG4fqgcAvPXVMa9+FxEREXmGR8NRYWEhXnrpJaxevRqSJHny0B6xfPlyaDQa1xYZGen175xhjAYAbNhbBdsZPphNRETU0Xk0HH3xxReorq5GVFQUlEollEoljh07hgULFqBPnz4AAL1ej6amJlit7reZLBYL9Hq9q6a6utptvLm5GbW1tW41F85wO/f3uZoLLV68GDabzbUdP+799c9GRoUiRt8djc1OZBdyvTUiIqKOzqPhaMaMGdi3bx+Kiopcm8FgwMKFC/HJJ58AAOLi4uDv748tW7a4PldWVoaKigoYjUYAgNFohNVqRWFhoatm69atcDqdSEhIcNXs37/fLUTl5uZCrVYjNjb2ov2pVCqo1Wq3zdskSXJdPVqbzzdmExERdXTK9n6gvr4ehw8fdv1dXl6OoqIihIWFISoqCuHh4W71/v7+0Ov1GDhwIABAo9EgPT0d8+fPR1hYGNRqNebNmwej0YjRo0cDAAYNGoQJEyZg1qxZyMrKgsPhwNy5c5Gamup6NcD48eMRGxuLGTNmYMWKFTCbzViyZAkyMjKgUqku+x/EG+4afg2WbzqAI9+fxs5vazC2fw+5WyIiIqKf0O4rR19//TVGjBiBESNGAADmz5+PESNGtOv9Qi+++CImTZqElJQU3HzzzdDr9fjggw/cat5++23ExMRg3LhxuP3223HjjTfitddec437+fkhJycHfn5+MBqNuPfee3HffffhySefbO8peV03lRJTRlwDAPi3iQ9mExERdWSS8OH7PHa7HRqNBjabzeu32MrMdUj6Wx78FBJ2LPp/0GsCvfp9REREXZW3f7+5ttpVMlDfHTf0CUOLU+DdAq63RkRE1FExHF1F9/7wYPY7uyrgaHHK3A0RERFdDMPRVTRhsB49QgJgsTdiS6nl0h8gIiKiq47h6CoKUCpwz6jWF0/+m2/MJiIi6pAYjq6y6TdEQSEBOw7X4JClTu52iIiI6AIMR1dZ79Bg3Bbbugbc6p1H5W2GiIiIfoThSAYPjOkLAPhgdyXXWyMiIupgGI5kMLpfGGL03XHW0YL3vuZ6a0RERB0Jw5EMJEnCzLF9AABrTEfR4vTZ93ASERF1OAxHMrlz+DXQBvvjxKmznNZPRETUgTAcySTQ3w/Tb4gCAPxrx1F5myEiIiIXhiMZ3Ts6Gn4KCaYjNThgtsvdDhEREYHhSFbXaIOQNLh1Wv8aTusnIiLqEBiOZHZuWv+6PZU4dbpJ5m6IiIiI4Uhmo/qEYrBBjQaHE//htH4iIiLZMRzJTJIkPDCmD4DWW2uOFqe8DREREfk4hqMOYPIwA3qEBOCkrQGb9p+Uux0iIiKfxnDUAQT6++F+Yx8AwGt5RyAEXwpJREQkF4ajDuLe0dEI9FeguMoO05EaudshIiLyWQxHHURotwDcHR8JAHg974jM3RAREfkuhqMO5MGxfSFJwLay73DQUid3O0RERD6J4agD6dOjG5Ji9QCAN77g1SMiIiI5MBx1MLNu7gcAWL+nCtX2Bpm7ISIi8j0MRx1MXHQo4qJD0dTixBrTUbnbISIi8jkMRx3QrJtalxR566sKnGlqlrkbIiIi38Jw1AHdFqtHdHgwbGcdyP76hNztEBER+RSGow7ITyHh1ze2Xj16/YsjaOaSIkRERFcNw1EHNS0uEuHdAnDi1Fls3FcldztEREQ+g+GogwoK8MODP1w9+vu2b+F0ckkRIiKiq4HhqAObYYxGd5USh6rrkVtqkbsdIiIin8Bw1IGpA/1x35hoAMDftx3mgrRERERXAcNRBzdzbF8E+iuw94QNOw5zQVoiIiJvYzjq4HqEqJA6KgoA8Oq2wzJ3Q0RE1PUxHHUCs2/uB6VCgulIDXZXnJK7HSIioi6t3eEoLy8PkydPhsFggCRJWL9+vWvM4XBg0aJFGDp0KLp16waDwYD77rsPVVXuU9EbGhqQkZGB8PBwhISEICUlBRaL+wPHtbW1SEtLg1qthlarRXp6Ourr691qKioqkJycjODgYERERGDhwoVobu56b5Q2aIMwdeQ1AFpnrhEREZH3tDscnT59GsOGDcOrr776o7EzZ85g9+7dWLp0KXbv3o0PPvgAZWVluOOOO9zqMjMzsXHjRmRnZ2P79u2oqqrC1KlT3WrS0tJQXFyM3Nxc5OTkIC8vD7Nnz3aNt7S0IDk5GU1NTdi5cyfWrFmD1atXY9myZe09pU7hoVuuhSQBn5VacMBsl7sdIiKirktcAQBi3bp1P1uza9cuAUAcO3ZMCCGE1WoV/v7+Ijs721VTWloqAAiTySSEEKKkpEQAEAUFBa6azZs3C0mSRGVlpRBCiE2bNgmFQiHMZrOrZtWqVUKtVovGxsY29W+z2QQAYbPZ2nbCMpvzdqGIXpQj5q7dLXcrREREsvH277fXnzmy2WyQJAlarRYAUFhYCIfDgcTERFdNTEwMoqKiYDKZAAAmkwlarRbx8fGumsTERCgUCuTn57tqhg4dCp1O56pJSkqC3W5HcXHxRXtpbGyE3W532zqTObdeCwDI2VeFw9X1l6gmIiKiy+HVcNTQ0IBFixZh+vTpUKvVAACz2YyAgABXWDpHp9PBbDa7aiIiItzGlUolwsLC3GrOD0bnjnFu7GKWL18OjUbj2iIjI6/8JK+iwQYNxsfqIATw8tZDcrdDRETUJXktHDkcDtx9990QQmDVqlXe+pp2Wbx4MWw2m2s7fvy43C212yPjBgAANuzl1SMiIiJv8Eo4OheMjh07htzcXNdVIwDQ6/VoamqC1Wp1+4zFYoFer3fVVFdXu403NzejtrbWrebCGW7n/j5XcyGVSgW1Wu22dTZDruHVIyIiIm/yeDg6F4wOHTqEzz77DOHh4W7jcXFx8Pf3x5YtW1z7ysrKUFFRAaPRCAAwGo2wWq0oLCx01WzduhVOpxMJCQmumv3797uFqHNBLDY21tOn1aHw6hEREZH3KNv7gfr6ehw+/L83NZeXl6OoqAhhYWHo1asXpk2bht27dyMnJwctLS2u53/CwsIQEBAAjUaD9PR0zJ8/H2FhYVCr1Zg3bx6MRiNGjx4NABg0aBAmTJiAWbNmISsrCw6HA3PnzkVqaioMBgMAYPz48YiNjcWMGTOwYsUKmM1mLFmyBBkZGVCpVJ74t+mwhlyjwW2xOuSWWPDy1kN4KXWE3C0RERF1He2d3rZt2zYB4Efb/fffL8rLyy86BkBs27bNdYyzZ8+KOXPmiNDQUBEcHCymTJkiTp486fY9NTU1Yvr06SIkJESo1Woxc+ZMUVdX51Zz9OhRMXHiRBEUFCR69OghFixYIBwOR5vPpbNN5T/f/hNWEb0oR/R5IkccstRd+gNERERdhLd/vyUhfHepd7vdDo1GA5vN1imfP5r15tfILbHgzuEGXj0iIiKf4e3fb66t1ok9ymePiIiIPI7hqBM79+yREMDKLZy5RkRE5AkMR53cuatHG/dVcc01IiIiD2A46uSGXKNB8tBeEAJ44dODcrdDRETU6TEcdQGZt10HhQTklliwp+KU3O0QERF1agxHXUD/iBBMHdkbAK8eERERXSmGoy7i0XED4O8n4cvD32Pnt9/L3Q4REVGnxXDURUSGBWP6DVEAgOc/KYMPv76KiIjoijAcdSFzf9Efgf4K7K6wYuuB6kt/gIiIiH6E4agLiVAH4oExfQEAz31SBqeTV4+IiIjai+Goi3noln7orlLigLkOOftPyt0OERFRp8Nw1MVogwMw6+Z+AIC/flqGpmanzB0RERF1LgxHXdCDN/ZFjxAVjtacwTu7KuRuh4iIqFNhOOqCQlRKPJbYuqzIS1sOoa7BIXNHREREnQfDURd1z6hI9OvZDbWnm/CP7UfkboeIiKjTYDjqovz9FFg0IQYA8MaXR2C2NcjcERERUefAcNSFjY/VIT46FA0OJ17M5bIiREREbcFw1IVJkoTFtw8CAGQXHkeZuU7mjoiIiDo+hqMuLi46FBOH6OEUwLMfH5C7HSIiog6P4cgHLEwaCKVCwtYD1VyUloiI6BIYjnxAv54h+FVC66K0f/6oFC1cVoSIiOgnMRz5iEfHDUB3lRLFVXa8v/uE3O0QERF1WAxHPiI8RIVHxrW+GPK5T8pQ39gsc0dEREQdE8ORD7l/TB/0CQ/Gd3WNWPX5YbnbISIi6pAYjnxIgFLhmtr/+hflOF57RuaOiIiIOh6GIx8zPlYHY79wNDU7ObWfiIjoIhiOfIwkSVg6KRaSBOTsO4mvj9bK3RIREVGHwnDkg2INaqSOigQAPJlTAien9hMREbkwHPmo+bcNRIhKiX0nbPhgT6Xc7RAREXUYDEc+qmd3Feb+v/4AgGc2H0Bdg0PmjoiIiDoGhiMfNnNsH/Tt0Q3f1zfipc8Oyd0OERFRh8Bw5MNUSj/8YXIsAGD1zqM4ZKmTuSMiIiL5MRz5uFsHRuC2WB2anQJ/3FgMIfhwNhER+bZ2h6O8vDxMnjwZBoMBkiRh/fr1buNCCCxbtgy9evVCUFAQEhMTceiQ+y2bhoYGZGRkIDw8HCEhIUhJSYHFYnGrqa2tRVpaGtRqNbRaLdLT01FfX+9WU1FRgeTkZAQHByMiIgILFy5EczOXxWivpcmxCFAqsONwDTZ/Y5a7HSIiIlm1OxydPn0aw4YNw6uvvnrR8RUrVmDlypXIyspCfn4+unXrhqSkJDQ0NLhqMjMzsXHjRmRnZ2P79u2oqqrC1KlT3Y6TlpaG4uJi5ObmIicnB3l5eZg9e7ZrvKWlBcnJyWhqasLOnTuxZs0arF69GsuWLWvvKfm8qPBgPHTLtQCAp3NKcKaJAZOIiHyYuAIAxLp161x/O51OodfrxXPPPefaZ7VahUqlEu+8847rb39/f5Gdne2qKS0tFQCEyWQSQghRUlIiAIiCggJXzebNm4UkSaKyslIIIcSmTZuEQqEQZrPZVbNq1SqhVqtFY2Njm/q32WwCgLDZbJdx9l3LmcZmMWb5FhG9KEc8/8kBudshIiL6Sd7+/fboM0fl5eUwm81ITEx07dNoNEhISIDJZAIAFBYWwuFwuNXExMQgKirKVWMymaDVahEfH++qSUxMhEKhQH7bWRKoAAAgAElEQVR+vqtm6NCh0Ol0rpqkpCTY7XYUFxd78rR8QlCAH5ZOal137R/bj+Do96dl7oiIiEgeHg1HZnPr8yrnB5Zzf58bM5vNCAgIgFar/dmaiIgIt3GlUomwsDC3mot9z/l9XKixsRF2u91to/9JGqzHTQN6oKnFiT9s4MPZRETkm3xqttry5cuh0WhcW2RkpNwtdSiSJOGPdwxGgJ8C2w9+x4eziYjIJ3k0HOn1egD40cwzi8XiGtPr9WhqaoLVav3Zmurqarfx5uZm1NbWutVc7HvO7+NCixcvhs1mc23Hjx+/nNPs0q7tGYKHbm19OPtPG4v55mwiIvI5Hg1Hffv2hV6vx5YtW1z77HY78vPzYTQaAQBxcXHw9/d3qykrK0NFRYWrxmg0wmq1orCw0FWzdetWOJ1OJCQkuGr279/vFqJyc3OhVqsRGxt70f5UKhXUarXbRj8259Zr0Sc8GBZ7I1749KDc7RAREV1V7Q5H9fX1KCoqQlFREYDWh7CLiopQUVEBSZLw2GOP4emnn8aGDRuwf/9+3HfffTAYDLjrrrsAtD6gnZ6ejvnz52Pbtm0oLCzEzJkzYTQaMXr0aADAoEGDMGHCBMyaNQu7du3Cjh07MHfuXKSmpsJgMAAAxo8fj9jYWMyYMQN79+7FJ598giVLliAjIwMqlcpT/z4+KdDfD0/dNQQA8KbpKPafsMnbEBER0dXU3ult27ZtEwB+tN1///1CiNbp/EuXLhU6nU6oVCoxbtw4UVZW5naMs2fPijlz5ojQ0FARHBwspkyZIk6ePOlWU1NTI6ZPny5CQkKEWq0WM2fOFHV1dW41R48eFRMnThRBQUGiR48eYsGCBcLhcLT5XDiV/+fNW7tbRC/KEZNWfiGaW5xyt0NERCSE8P7vtySE705Jstvt0Gg0sNlsvMV2EdV1DRj3wnbUNTTjT3cMxv1j+sjdEhERkdd/v31qthq1T0T3QPx2QgwA4LlPymCxN1ziE0RERJ0fwxH9rF/dEIVhkVrUNzbjyZwSudshIiLyOoYj+ll+Cgl/mTIECgn4aN9JfF5WfekPERERdWIMR3RJgw0azBzbFwCw7MNiNDhaZO6IiIjIexiOqE0yb7sOvTSBqKg9g1e2Hpa7HSIiIq9hOKI2CVEp8YfJgwEA/8j7FgfMXJeOiIi6JoYjarOkwTrcFquDo0Vg0X/3ocXps2+BICKiLozhiNpMkiQ8fdcQdA9UYu8JG/61o1zuloiIiDyO4YjaRacOxJLkQQCA5z8tw7Ga0zJ3RERE5FkMR9Rud8dHYsy14WhwOPHE+/vhwy9ZJyKiLojhiNpNkiQ8M/V6BPorYDpSg/8UHJe7JSIiIo9hOKLLEhUejMfHDwQA/PmjUphtXFqEiIi6BoYjumwzx/bFsEgt6hqbsWQ9b68REVHXwHBEl81PIWFFyvXw95PwWWk1cvadlLslIiKiK8ZwRFdkoL47Mn7RHwDwxw3FqD3dJHNHREREV4bhiK7YnFv7Y6CuO2pON+GpnBK52yEiIroiDEd0xQKUCjw77XooJGDdnkpsPWCRuyUiIqLLxnBEHjE8Uov0G/sCAJ54fz+sZ3h7jYiIOieGI/KYBeMH4tqe3VBd14hlHxbL3Q4REdFlYTgijwn098Nf7x4OP4WEDXur8BFnrxERUSfEcEQeNSxSi4xbrwUALFm/H9V1fDkkERF1LgxH5HFz/98ADDaoceqMA7/7gC+HJCKizoXhiDwuQKnAC3cPQ4CfAp+VVuO/hSfkbomIiKjNGI7IK2L0amTedh0A4MmNJai0npW5IyIiorZhOCKvmX1zP4yMal17bWH2XjidvL1GREQdH8MReY2fQsILdw9HkL8fdn5bg39/dUzuloiIiC6J4Yi8qm+Pblh8ewwAYPnmUpR/f1rmjoiIiH4ewxF53b0J0RjbPxwNDifmv1eE5han3C0RERH9JIYj8jqFQsJz04ahe6ASeyqsWLn1sNwtERER/SSGI7oqDNog/HnKUADAK1sPoeBorcwdERERXRzDEV01dwwzYOrIa+AUwGPvFsF21iF3S0RERD/CcERX1ZN3DkFUWDAqrWex7MNv5G6HiIjoRxiO6KoKUSnxt9TWxWk/LKrCuj18ezYREXUsDEd01Y2MCsWj4wYAAJauL0ZFzRmZOyIiIvofj4ejlpYWLF26FH379kVQUBCuvfZaPPXUU26LjwohsGzZMvTq1QtBQUFITEzEoUOH3I7T0NCAjIwMhIeHIyQkBCkpKbBYLG41tbW1SEtLg1qthlarRXp6Ourr6z19SuQFGb/oj1F9QlHf2IzH/rOH0/uJiKjD8Hg4evbZZ7Fq1Sq88sorKC0txbPPPosVK1bg5ZdfdtWsWLECK1euRFZWFvLz89GtWzckJSWhoaHBVZOZmYmNGzciOzsb27dvR1VVFaZOner2XWlpaSguLkZubi5ycnKQl5eH2bNne/qUyAv8FBJevGc4ugcqsZvT+4mIqAORxPmXdDxg0qRJ0Ol0+Oc//+nal5KSgqCgILz11lsQQsBgMGDBggV4/PHHAQA2mw06nQ6rV69GamoqbDYbevbsibVr12LatGkAgAMHDmDQoEEwmUwYPXo0SktLERsbi4KCAsTHxwMAPv74Y9x+++04ceIEDAbDJXu12+3QaDSw2WxQq9We/GegNtqwtwqPvLMHCgn4z2+MGNUnTO6WiIiog/P277fHrxyNGTMGW7ZswcGDBwEAe/fuxZdffomJEycCAMrLy2E2m5GYmOj6jEajQUJCAkwmEwCgsLAQDofDrSYmJgZRUVGuGpPJBK1W6wpGAJCYmAiFQoH8/PyL9tbY2Ai73e62kbw4vZ+IiDoaj4ejJ554AqmpqYiJiYG/vz9GjBiBxx57DGlpaQAAs9kMANDpdG6f0+l0rjGz2YyAgABotdqfrYmIiHAbVyqVCAsLc9VcaPny5dBoNK4tMjLyyk+Yrtj50/ufeH8fPHwxk4iIqF08Ho7ee+89vP3221i7di12796NNWvW4Pnnn8eaNWs8/VXttnjxYthsNtd2/PhxuVsitE7vf3n6CPj7Sdj8jRlvmo7J3RIREfkwj4ejhQsXYtGiRUhNTcXQoUMxY8YMZGZmYvny5QAAvV4PAD+aeWaxWFxjer0eTU1NsFqtP1tTXV3tNt7c3Iza2lpXzYVUKhXUarXbRh3DsEgtFk8cBAD480el2H/CJnNHRETkqzwejs6cOQOlUum2z8/PD05n61Ttvn37Qq/XY8uWLa5xu92O/Px8GI1GAEBcXBz8/f3dasrKylBRUeGqMRqNsFqtKCwsdNVs3boVTqcTCQkJnj4tugpmju2D8bE6NLU4kbF2N+wNfP6IiIiuPuWlS9pn8uTJePrppxEZGYnBgwdjz549+Otf/4oHH3wQACBJEh577DE8/fTTGDBgAPr27YulS5fCYDDgrrvuAtD6gHZ6ejrmz5+PsLAwqNVqzJs3D0ajEaNHjwYADBo0CBMmTMCsWbOQlZUFh8OBuXPnIjU1tU0z1ajjkSQJz00bhpKXv0BF7Rk88f4+vPqrkZAkSe7WiIjIlwgPs9vt4tFHHxVRUVEiMDBQ9OvXT/z+978XjY2Nrhqn0ymWLl0qdDqdUKlUYty4caKsrMztOGfPnhVz5swRoaGhIjg4WEyZMkWcPHnSraampkZMnz5dhISECLVaLWbOnCnq6ura3KvNZhMAhM1mu7KTJo/aU3FK9P/dRyJ6UY5Ys7Nc7naIiKiD8fbvt8ffc9SZ8D1HHdc/vyzHUzklCPBT4IM5YzDkGo3cLRERUQfR6d5zROQJD47tg9v4/BEREcmA4Yg6JEmS8Py0YbhGG4RjNWew+P39fP8RERFdFQxH1GFpgv3xyq9GQKmQ8NH+k/j3V3z/EREReR/DEXVoI6JC8cTEGADAUzklKDx2SuaOiIioq2M4og4v/ca+uH2oHo4WgTlvF+K7uka5WyIioi6M4Yg6PEmSsGLaMPSPCIHF3oi5a3ejucUpd1tERNRFMRxRpxCiUiLr3jiEqJTIL6/FM5sPyN0SERF1UQxH1Gn0jwjB87+8HgDwxpfl2Li3SuaOiIioK2I4ok5lwpBeeOiWawEAi97fh4OWOpk7IiKirobhiDqdx8dfh7H9w3GmqQW/+XchXxBJREQexXBEnY7ST4GVqSNg0ASi/PvTWPDeXjidfEEkERF5BsMRdUrhISqsujcOAX4K5JZYsGr7t3K3REREXQTDEXVawyK1eOquwQCA5z8tw7YD1TJ3REREXQHDEXVq94yKwvQboiAE8Mg7e3C4mg9oExHRlWE4ok7vT3cMxg19w1DX2Iz0NV/DeqZJ7paIiKgTYziiTi9AqUDWvXHoHRqEYzVnkLF2Nxx8gzYREV0mhiPqEsK6BeCN++PRLcAPOw7X4OmcErlbIiKiTorhiLqMGL0aL94zHJIErDEdw9v5x+RuiYiIOiGGI+pSxg/W4/HxAwEAf/iwGKZva2TuiIiIOhuGI+py5tx6Le4cbkCzU2DO24WoqDkjd0tERNSJMBxRlyNJEp5NuR7Demtw6owDv36zAHVcYoSIiNqI4Yi6pEB/P7x2Xzx0ahUOWurxyDt70MwZbERE1AYMR9Rl6dSBeG1GPAL9FdhW9h3+sKEYQnANNiIi+nkMR9SlDYvU4qXUEZAk4O38Cvwj74jcLRERUQfHcERdXtJgPZYmxwIAntl8ABv3VsncERERdWQMR+QTHryxL2aO7QMAWJC9FwVHa+VtiIiIOiyGI/IZS5JjMT5Wh6ZmJ2a9+TWOfFcvd0tERNQBMRyRz/BTSHgpdQSGRWphPePAA/8qQE19o9xtERFRB8NwRD4lKMAPb9wXj8iwIFTUnsGv3/waDY4WudsiIqIOhOGIfE7P7ir864EboAnyx54KKx57twgtTk7xJyKiVgxH5JP6R4TgtRlxCPBT4ONiM5Z++A3fgURERAAYjsiHJfQLx4v3DIckAWvzK/Bi7kG5WyIiog6A4Yh8WvL1vfDknUMAACu3HsbqHeUyd0RERHLzSjiqrKzEvffei/DwcAQFBWHo0KH4+uuvXeNCCCxbtgy9evVCUFAQEhMTcejQIbdjNDQ0ICMjA+Hh4QgJCUFKSgosFotbTW1tLdLS0qBWq6HVapGeno76ek7PpvaZMToamYnXAQD+uLEEHxZVytwRERHJyePh6NSpUxg7diz8/f2xefNmlJSU4IUXXkBoaKirZsWKFVi5ciWysrKQn5+Pbt26ISkpCQ0NDa6azMxMbNy4EdnZ2di+fTuqqqowdepUt+9KS0tDcXExcnNzkZOTg7y8PMyePdvTp0Q+4JFx/XG/MRoAsOC9vfi8rFrmjoiISC6S8PBTqE888QR27NiBL7744qLjQggYDAYsWLAAjz/+OADAZrNBp9Nh9erVSE1Nhc1mQ8+ePbF27VpMmzYNAHDgwAEMGjQIJpMJo0ePRmlpKWJjY1FQUID4+HgAwMcff4zbb78dJ06cgMFguGSvdrsdGo0GNpsNarXaQ/8C1Fk5nQKP/qcIG/dWIcjfD2/PSsDIqNBLf5CIiK4qb/9+e/zK0YYNGxAfH49f/vKXiIiIwIgRI/D666+7xsvLy2E2m5GYmOjap9FokJCQAJPJBAAoLCyEw+Fwq4mJiUFUVJSrxmQyQavVuoIRACQmJkKhUCA/P9/Tp0U+QKGQ8MIvh+Hm63rirKMFD64uwCFLndxtERHRVebxcHTkyBGsWrUKAwYMwCeffIKHH34YjzzyCNasWQMAMJvNAACdTuf2OZ1O5xozm80ICAiAVqv92ZqIiAi3caVSibCwMFfNhRobG2G32902ovMFKBXIunckhv/wFu37/m8XTpw6I3dbRER0FXk8HDmdTowcORJ/+ctfMGLECMyePRuzZs1CVlaWp7+q3ZYvXw6NRuPaIiMj5W6JOqDgACX+9cAo9I8IwUlbA9LeyIfZ1nDpDxIRUZfg8XDUq1cvxMbGuu0bNGgQKioqAAB6vR4AfjTzzGKxuMb0ej2amppgtVp/tqa62v2h2ebmZtTW1rpqLrR48WLYbDbXdvz48cs8S+rqQrsF4N/pNyAyLAjHas7gV298he/quA4bEZEv8Hg4Gjt2LMrKytz2HTx4ENHRrTOB+vbtC71ejy1btrjG7XY78vPzYTQaAQBxcXHw9/d3qykrK0NFRYWrxmg0wmq1orCw0FWzdetWOJ1OJCQkXLQ3lUoFtVrtthH9lF6aIKz99WgYNIE48t1p3PtGPmpPN8ndFhEReZnHZ6sVFBRgzJgx+NOf/oS7774bu3btwqxZs/Daa68hLS0NAPDss8/imWeewZo1a9C3b18sXboU+/btQ0lJCQIDAwEADz/8MDZt2oTVq1dDrVZj3rx5AICdO3e6vmvixImwWCzIysqCw+HAzJkzER8fj7Vr17apV85Wo7Y4+v1p3POaCRZ7I2J7qbF2VgK0wQFyt0VE5LO8/vstvGDjxo1iyJAhQqVSiZiYGPHaa6+5jTudTrF06VKh0+mESqUS48aNE2VlZW41Z8+eFXPmzBGhoaEiODhYTJkyRZw8edKtpqamRkyfPl2EhIQItVotZs6cKerq6trcp81mEwCEzWa7/JMln3DIUifinsoV0YtyxB0vfyFsZ5vkbomIyGd5+/fb41eOOhNeOaL2KDPXIfU1E06dcSAuOhRrHrwBISql3G0REfmcTveeI6KuaqC+O976dQLUgUoUHjuF9NUFONvUIndbRETkYQxHRO0w2KDBv9MT0F2lRH55LX79JgMSEVFXw3BE1E7DIrVY/eAodAvww47DNZi5ehdONzbL3RYREXkIwxHRZYiLDnM9c/TVkVo88K9dqGdAIiLqEhiOiC5TfJ8w/Dv9BnQPVKLg6Cnc98982BsccrdFRERXiOGI6AqMiArF2l+PhibIH7srrJjxRj5sZxiQiIg6M4Yjois0tLcGa2clIDTYH3tP2DD9dS41QkTUmTEcEXnAYIMG7842okdIAEpO2nH3P0w4ceqM3G0REdFlYDgi8pCB+u7IfmgMrtEGofz705i2yoRDljq52yIionZiOCLyoL49uuH9h8dgQEQIzPYG/PIfJhQdt8rdFhERtQPDEZGH6TWBeO83RgyL1MJ6xoFfvf4Vdhz+Xu62iIiojRiOiLwgtFsA1v46AWP7h+NMUwtm/qsAH39zUu62iIioDRiOiLykm0qJ/3tgFCYO0aOpxYk5b+/GewXH5W6LiIgugeGIyItUSj+88quRuCc+Ek4B/Pb9fXhl6yEIIeRujYiIfgLDEZGX+SkkPJMyFA/dci0A4PlPD+KJ9/fD0eKUuTMiIroYhiOiq0CSJDwxMQZP3TkYCgn4z9fH8eDqAtRxuREiog6H4YjoKpph7IPX74tHkL8fvjj0PX6ZZUKV9azcbRER0XkYjoiusnGDdHjvN0b07K7CAXMdpvx9B4qrbHK3RUREP2A4IpLB0N4arJszBtfpQmCxN+LuLBO2lVXL3RYREYHhiEg2vUODkf3QGIy5Nhynm1rw6zVf462vjsndFhGRz2M4IpKRJsgfq2fegJSRvdHiFFiy/hssWc+ZbEREcmI4IpJZgFKB5395PRYmDYQkAW99VYG0N/JRU98od2tERD6J4YioA5AkCRm/6I/XZ8QjRKXErvJa3PHKDpRU2eVujYjI5zAcEXUgibE6rJszBtHhwai0nkXKqp3YtJ9rshERXU0MR0QdzABdd3yYMRY3DeiBs44WzHl7N/76aRmcTi45QkR0NTAcEXVA2uAA/OuBUUi/sS8AYOXWw/jNW4Ww843aRERex3BE1EEp/RRYOikWz/9yGAL8FMgtseDOV3bggJnPIREReRPDEVEHNy2uN957yAiDJhDl35/GXa/uwH8LT8jdFhFRl8VwRNQJDI/UIueRm3DzdT3R4HDi8ey9eOL9fWhwtMjdGhFRl8NwRNRJhHULwOoHRmH+bddBkoB3C44jZdVOHPmuXu7WiIi6FIYjok5EoZDwyLgBePPBGxDWLQDFVXZMevlLvPf1cQjB2WxERJ7AcETUCd00oCc2PXITjP3CcaapBb/97z7MfWcPbGc5m42I6EoxHBF1UnpNIN76dQJ+O2EglAoJH+07idtf+gIFR2vlbo2IqFNjOCLqxPwUEubc2h//ffh/b9W+5x8mvJh7EM1cvJaI6LJ4PRw988wzkCQJjz32mGufEALLli1Dr169EBQUhMTERBw6dMjtcw0NDcjIyEB4eDhCQkKQkpICi8XiVlNbW4u0tDSo1WpotVqkp6ejvp4Pp5LvGR6pxUeP3ISpI6+BUwAvbTmE1Ne+wvHaM3K3RkTU6Xg1HBUUFOAf//gHrr/+erf9K1aswMqVK5GVlYX8/Hx069YNSUlJaGhocNVkZmZi48aNyM7Oxvbt21FVVYWpU6e6HSctLQ3FxcXIzc1FTk4O8vLyMHv2bG+eElGHFaJS4q93D8dLqcPRXaXE18dOYcLf8rA2v4IPaxMRtYfwkrq6OjFgwACRm5srbrnlFvHoo48KIYRwOp1Cr9eL5557zlVrtVqFSqUS77zzjutvf39/kZ2d7aopLS0VAITJZBJCCFFSUiIAiIKCAlfN5s2bhSRJorKysk092mw2AUDYbLYrPl+ijqSi5rSYtmqHiF6UI6IX5Yh73/hKVJ46I3dbREQe4e3fb69dOcrIyEBycjISExPd9peXl8NsNrvt12g0SEhIgMlkAgAUFhbC4XC41cTExCAqKspVYzKZoNVqER8f76pJTEyEQqFAfn7+RXtqbGyE3W5324i6osiwYPxnthFLJ8VCpVTgi0PfI+nFPLxXwCn/RESX4pVw9O6772L37t1Yvnz5j8bMZjMAQKfTue3X6XSuMbPZjICAAGi12p+tiYiIcBtXKpUICwtz1Vxo+fLl0Gg0ri0yMvLyTpCoE1AoJKTf2BebHr0JI6O0qGtsxm/f34f7/m8XKmr4LBIR0U/xeDg6fvw4Hn30Ubz99tsIDAz09OGvyOLFi2Gz2Vzb8ePH5W6JyOuu7RmC7IfG4He3xyDgh6tI4/+2Ha/lfcsZbUREF+HxcFRYWIjq6mqMHDkSSqUSSqUS27dvx8qVK6FUKl1XjC6ceWaxWKDX6wEAer0eTU1NsFqtP1tTXV3tNt7c3Iza2lpXzYVUKhXUarXbRuQL/BQSZt98LT557GYY+4WjweHEXzYdwJ2v7sD+Eza52yMi6lA8Ho7GjRuH/fv3o6ioyLXFx8cjLS0NRUVF6NevH/R6PbZs2eL6jN1uR35+PoxGIwAgLi4O/v7+bjVlZWWoqKhw1RiNRlitVhQWFrpqtm7dCqfTiYSEBE+fFlGX0LdHN6ydlYAV066HJsgfxVV23Pnql/jjhmLYG/h2bSIiAJDEVXg689Zbb8Xw4cPxt7/9DQDw7LPP4plnnsGaNWvQt29fLF26FPv27UNJSYnrVtzDDz+MTZs2YfXq1VCr1Zg3bx4AYOfOna7jTpw4ERaLBVlZWXA4HJg5cybi4+Oxdu3aNvVlt9uh0Whgs9l4FYl8zvf1jXhyYwk27K0CAPQIUWHxxBhMHXkNJEmSuTsiop/m7d9vpceP2Aa//e1vcfr0acyePRtWqxU33ngjPv74Y7dnlF588UUoFAqkpKSgsbERSUlJ+Pvf/+52nLfffhtz587FuHHjXLUrV6682qdD1Cn1CFFh5fQR+GV8b/xhQzGOfHcaC7L34p1dFXjyziGINfB/GIjIN12VK0cdFa8cEbVqanbi/3aUY+WWQzjT1AKFBKTeEIXMxOvQs7tK7vaIiNx4+/eb4YjhiMjlpO0snv6oFB/tOwkA6Bbgh4dvvRbpN/ZDUICfzN0REbViOPIihiOii9tVXos/f1SCvT/MZNOrA/F40kBMHXENFAo+j0RE8mI48iKGI6Kf5nQK5Ow/iWc3H0Cl9SwAILaXGr9PHoSx/XvI3B0R+TKGIy9iOCK6tAZHC9bsPIpXth1GXUMzAOCW63pi/m3XYVik9hKfJiLyPIYjL2I4Imq72tNNWLnlEN766hiana3/2UgcpEPmbQMw2KCRuTsi8iUMR17EcETUfsdqTuOlLYewfk8lfshImDBYj8zbrsNAfXd5myMin8Bw5EUMR0SX79vv6vHSZ4ewcV8VhAAkCUge2guPJQ5A/wiGJCLyHoYjL2I4IrpyBy11eOmzQ/hof+v0f0lqvZI0++Z+GBEVKnN3RNQVMRx5EcMRkeeUnrTjxdyD+LTkf4tK39AnDL+5pR9+MTCCrwAgIo9hOPIihiMizztoqcNreUfwYVElHC2t/3npHxGC2Tf1w50jDFAp+TJJIroyDEdexHBE5D1mWwP+taMca/MrUNfY+gqAiO4q3GeMxj2jorgsCRFdNoYjL2I4IvI+e4MD7+6qwP99eRRmewMAwN9PwoQhvTBjdDRG9fn/7d19bFPnvQfw77FjxyEJDiEkjoGEkPLW8nLbFELKxrg0gtBuhULXZqvuytZRlSVVWemEWonBpulmbaVJ69TSbmqh2gqsveNFhbtNvAS6VeEtUEEE5BIaEgJ5gSR2Xh07Pr/7h+ODTUKSltjG9vcjHeWc5zzn+Hl4zuF8ZR8fj4Gi8CM3Iho+hqMAYjgiCh5nr4p9Z6/jz8dqcKbWppVPTUvAf83PxIoHxyPRZAhhC4koXDAcBRDDEVFoVFyz4+PjNdhz5jq6XW4Anh+5Xf7geDz98ETMmWDmu0lEdEcMRwHEcEQUWm0OF3aV1+HPx2pw+UanVp49Lh6rciZg5YMTYDGbQthCIroXMRwFEMMR0b1BRHDsqxZ8cuoq/l5RD4dLBQDoFGDBfSl4KmcCltxvQZyR33QjIoajgGI4Irr3tDtc+Pu5BvxPeR1OXGnRyhNjY7DkAQu+OzsdC+5LgTFGF8JWElEoMRwFEMMR0b2ttrkLfztdh7+droFHPPIAABLTSURBVENda7dWPtrkCUqPz07HgmwGJaJow3AUQAxHROFBVQWnalqx/+x1/G9FA26092jrzHEGLLk/DY/NSkde9liYDPzojSjSMRwFEMMRUfhxq4KTV1qw/2w9/l5Rj5sdTm2dyaDDI9kp+M/pqVg8PRXjk+JC2FIiChSGowBiOCIKb25VcKK6BfvPXcfB803aQya9pqUlYtH0cVg8LRUPZozhx29EEYLhKIAYjogih4jgQn07SiubUHqxCadrW6H6/O8WZ9BjblYy8iaPRV72WMy0jkaMnmGJKBwxHAUQwxFR5GrtdOLzSzdQerEJn1+6iZZOp9/6xNgYLSzNnzwWM9ITGZaIwgTDUQAxHBFFB1UVVDa2o+xyM8q+asaxr5rR7uj1qxNn0OM/Jibh4Ulj8FDmGDw0cQzMo/hzJkT3IoajAGI4IopOblVw/nobyr66ibLLzThV09ovLAGe333LyRyDWeOTMGu8GVMtCYiN4bfhiEKN4SiAGI6ICPC8s1R1owOnrrSivKYVp2tbUX2zs189g17B1LREzBpvxsy+abolkY8PIAoyhqMAYjgiojtp7uhBeU0rzly1oeKaHeeu2WHrcvWrp1OAzLHxmJqWgKlpidqUlRLPb8cRBQjDUQAxHBHRcIkI6lq7taB07podFdfsaB0gMAFAjE5BVko8JqXEe/6OjceklFGYnJKAtNGxUBQlyD0gihwMRwHEcEREd0NEcKOjB//X0IH/a2z3mTrQ0dP/HiavOIMemWNHYWLyKIxPivNMY+Jg7ZtPSTAyPBENguEogBiOiCgQRAT1dgcuNXXgys1OVN/sxJXmTly52Ymrrd1wq4P/t2uM0SHdbMK4hFiMS+ybfOcTY5GS4Jn40R1FI4ajAGI4IqJgc7lV1LV248rNTtTZunGttRvXbd24ZvP8bWxzYIjs5Ge0KQZJo4xIGmWAOc7gmY/zzvuUjTJo5YkmA0wGHd+dorAV6Ot3zIjvkYiI7sig1yGr7z6kgbjcKhrsDtTbHbjZ0YMb7T6Tz/LNjh70qoI2Ry/aHL2obfl67YjRKUg0xSDRZEBCbIw2P9rkmU/oW040xSDeGAOTQQ+TQYc4gx4mgx5xRj1MMXqYjDrPskEPAx+iSRGC4YiI6B5i0OswMdlzP9JgVFVg73ahubMH9m4XbF19U7cL9i4nbN0+yz5l9m4XRIBeVdDa5brjDeXfhF6n9IUnHWJjPAHKqNfBEKODUa/AoNf5TLeWjTG35mP0imcbvQ56nYIYneL3V6/T+czfvs67rINOB8TodP3WD1T3TvuK0Sl8dy1KjXg4Kikpwa5du3Dx4kXExcXhkUcewRtvvIFp06ZpdUQEmzZtwp/+9CfYbDYsWLAAW7ZswZQpU7Q6DocD69evx86dO9HT04OlS5fi3XffRVpamlanpaUFL730Ej777DPodDqsWrUKv//975GQkDDS3SIiuqfodArGxBsxJt74tbZTVUGnsxftDs/U0eNCm3fe0Yt2h6tvnQvtPZ7yLmcvHC4V3U43HL1u9LhUdLvccLjc6Ha54b05w60KOnp60dETgA6HiE7xhD5FUaBTAAWevzpFAfr+6hTcWq8oUOBfrvTV8/17q07fslbfW8e7H/SvAwU6necv4NnGy7udt0zpK7s1r9W8rY5WemteufUaUO68r9vLMdC+BniNr9UWn9d4wDoaS6eahxq6uzLi9xwVFBSgsLAQc+fORW9vL15//XVUVFTg/PnziI/3vI38xhtvoKSkBB999BGysrKwceNGnDt3DufPn4fJZAIArF27Fvv378e2bdtgNptRXFwMnU6HL774QnutZcuWob6+Hu+//z5cLhd+/OMfY+7cudi+ffuw2sp7joiI7o6IwOlW4XCqcPS6tQDV7XTD4VLhdKtw9aroVVU43QJXrwqX2zM53YJen3lXX13vsltV4VYBt6qiVxW4fab+y6pnXgS9bp91Psu9qkAVz2v6LrvcUXvrbVj67ux0/Pd37wvvG7Jv3LiB1NRUHD16FAsXLoSIwGq1Yv369Xj11VcBAHa7HWlpadi2bRsKCwtht9sxbtw4bN++HU899RQA4OLFi5gxYwbKysowf/58XLhwAffffz9OnjyJhx9+GADwj3/8A4899hjq6upgtVqHbBvDERERAZ531LTwpArc7r5g1Re6RABVPH+986oIBJ6AqN5e7rMs8G7r3Y/vvvq2hWjl0Pbju+9b+/EuA57XEIj27l3f5n3zos3j9np9dT3z/uXw2U58X8tvm1vlvu3o3wb/cuD2tg+y/YCvK5hmGY1FWQnhfUO23W4HACQnJwMAqqur0dDQgPz8fK2O2WxGbm4uysrKUFhYiPLycrhcLr8606dPR0ZGhhaOysrKkJSUpAUjAMjPz4dOp8Px48fx5JNPBrprREQUIXQ6BUYd7y8KF21tbQHdf0DDkaqqWLduHRYsWICZM2cCABoaGgDA794h77J3XUNDA4xGI5KSkgatk5qa6rc+JiYGycnJWp3b9fT0oKfn1ofhgf7HJSIiovAT0O9dFhUVoaKiAjt37gzkywxbSUkJzGazNk2cODHUTSIiIqJ7TMDCUXFxMfbt24fS0lJMmDBBK7dYLACAxsZGv/qNjY3aOovFAqfTCZvNNmidpqYmv/W9vb1oaWnR6tzutddeg91u16arV6/eXSeJiIgo4ox4OBIRFBcXY/fu3Th8+DCysrL81mdlZcFiseDQoUNaWVtbG44fP468vDwAQE5ODgwGg1+dyspK1NbWanXy8vJgs9lQXl6u1Tl8+DBUVUVubu6AbYuNjcXo0aP9JiIiIiJfI37PUVFREbZv3469e/ciMTFRu//HbDYjLi4OiqJg3bp1+M1vfoMpU6ZoX+W3Wq1YsWKFVvf555/HK6+8guTkZIwePRovvfQS8vLyMH/+fADAjBkzUFBQgDVr1uC9996Dy+VCcXExCgsLh/VNNSIiIqKBjPhX+e/0NNGtW7di9erVAG49BPKPf/wjbDYbvvWtb+Hdd9/F1KlTtfreh0Du2LHD7yGQvh+ZtbS0oLi42O8hkG+//fawHwLJr/ITERGFH/7wbAAxHBEREYWfQF+/+SuBRERERD4YjoiIiIh8MBwRERER+WA4IiIiIvLBcERERETkg+GIiIiIyEdAf3j2Xud9igF/gJaIiCh8eK/bgXoaUVSHo+bmZgDgD9ASERGFoebmZpjN5hHfb1SHo+TkZABAbW1tQP5x71VtbW2YOHEirl69GlUPv2S/2e9owH6z39HAbrcjIyNDu46PtKgORzqd55Yrs9kcVQeVV7T++C77HV3Y7+jCfkcX73V8xPcbkL0SERERhSmGIyIiIiIf+s2bN28OdSNCSa/XY9GiRYiJia5PGNlv9jsasN/sdzRgv0e+34oE6ntwRERERGGIH6sRERER+WA4IiIiIvLBcERERETkg+GIiIiIyEdUh6N33nkHkyZNgslkQm5uLk6cOBHqJo2YkpISzJ07F4mJiUhNTcWKFStQWVnpV2f16tVQFMVvKigoCFGLR8bmzZv79Wn69OnaehHBL3/5S6SnpyMuLg75+fm4dOlSCFs8MiZNmtSv34qioKioCEDkjPXnn3+O733ve7BarVAUBXv27PFbP5zxdTgcKCoqwtixY5GQkIBVq1ahsbExmN342gbrt8vlwoYNGzBr1izEx8fDarXiRz/6Ea5fv+63j0WLFvU7Bl588cVgd+VrGWq8h3NcR9p4AxjwXFcUBW+99ZZWJxzHezjXrWCd41Ebjv7617/ilVdewaZNm3D69GnMmTMHS5cuRVNTU6ibNiKOHj2KoqIiHDt2DAcOHIDL5cKSJUvQ2dnpV6+goAD19fXatGPHjhC1eOQ88MADfn3697//ra1788038fbbb+O9997D8ePHER8fj6VLl8LhcISwxXfv5MmTfn0+cOAAAOD73/++VicSxrqzsxNz5szBO++8M+D64Yzvz3/+c3z22Wf49NNPcfToUVy/fh0rV64MVhe+kcH63dXVhdOnT2Pjxo04ffo0du3ahcrKSjzxxBP96q5Zs8bvGHjzzTeD0fxvbKjxBoY+riNtvAH49be+vh4ffvghFEXBqlWr/OqF23gP57oVtHNcotS8efOkqKhIW3a73WK1WqWkpCSErQqcpqYmASBHjx7Vyp577jlZvnx5CFs18jZt2iRz5swZcJ2qqmKxWOStt97Symw2m8TGxsqOHTuC1cSgePnllyU7O1tUVRWRyBxrALJ7925teTjja7PZxGAwyKeffqrVuXDhggCQsrKy4DX+Ltze74GcOHFCAEhNTY1W9p3vfEdefvnlQDcvYAbq91DHdbSM9/Lly2Xx4sV+ZeE+3iL9r1vBPMej8p0jp9OJ8vJy5Ofna2U6nQ75+fkoKysLYcsCx263A0C/H+k7cuQIUlNTMW3aNKxduxbNzc2haN6IunTpEqxWKyZPnoxnn30WtbW1AIDq6mo0NDT4jbvZbEZubm5EjbvT6cRf/vIX/OQnP4GiKFp5JI61r+GMb3l5OVwul1+d6dOnIyMjI6KOAbvdDkVRkJSU5Ff+8ccfIyUlBTNnzsRrr72Grq6uELVw5Ax2XEfDeDc2NmL//v14/vnn+60L9/G+/boVzHM8uh6n2efmzZtwu91IS0vzK09LS8PFixdD1KrAUVUV69atw4IFCzBz5kytvKCgACtXrkRWVhYuX76M119/HcuWLUNZWRn0en0IW/zN5ebmYtu2bZg2bRrq6+vxq1/9Ct/+9rdRUVGBhoYGABhw3L3rIsGePXtgs9mwevVqrSwSx/p2wxnfhoYGGI3GfqEhko4Bh8OBDRs24Ac/+IHfD5H+8Ic/RGZmJqxWK86ePYsNGzagsrISu3btCmFr785Qx3U0jPdHH32ExMTEfh8bhft4D3TdCuY5HpXhKNoUFRWhoqLC794bACgsLNTmZ82ahdmzZyM7OxtHjhzBo48+Guxmjohly5Zp87Nnz0Zubi4yMzPxySefYMaMGSFsWfB88MEHWLZsGaxWq1YWiWNN/blcLjz99NMQEWzZssVv3QsvvKDNz5o1C1arFYsXL8bly5eRnZ0d7KaOCB7XwIcffohnn30WJpPJrzzcx/tO161gicqP1VJSUqDX6/vdvd7Y2AiLxRKiVgVGcXEx9u3bh9LSUkyYMGHQupMnT0ZKSgqqqqqC1LrAS0pKwtSpU1FVVaWNbSSPe01NDQ4ePIif/vSng9aLxLEezvhaLBY4nU7YbLY71glX3mBUU1ODAwcO+L1rNJB58+YBQEQdA7cf15E83gDwr3/9C5WVlUOe70B4jfedrlvBPMejMhwZjUbk5OTg0KFDWpmqqjh06BDy8vJC2LKRIyIoLi7G7t27cfjwYWRlZQ25TV1dHZqbm5Genh6EFgZHR0cHqqqqkJ6ejqysLFgsFr9xb2trw/HjxyNm3Ldu3YrU1FQ8/vjjg9aLxLEezvjm5OTAYDD41amsrERtbW1YHwPeYHTp0iUcPHgQY8eOHXKbL7/8EgAi6hi4/biO1PH2+uCDD5CTk4M5c+YMWTccxnuo61ZQz/GRuKM8HO3cuVNiY2Nl27Ztcv78eXnhhRckKSlJGhoaQt20EbF27Voxm81y5MgRqa+v16auri4REWlvb5dXX31VysrKpLq6Wg4ePCgPPfSQTJkyRRwOR4hb/82tX79ejhw5ItXV1fLFF19Ifn6+pKSkSFNTk4iI/Pa3v5WkpCTZu3evnD17VpYvXy5ZWVnS3d0d4pbfPbfbLRkZGbJhwwa/8kga6/b2djlz5oycOXNGAMjvfvc7OXPmjPatrOGM74svvigZGRly+PBhOXXqlOTl5UleXl6oujQsg/Xb6XTKE088IRMmTJAvv/zS73zv6ekREZGqqir59a9/LadOnZLq6mrZu3evTJ48WRYuXBjing1usH4P97iOtPH2stvtMmrUKNmyZUu/7cN1vIe6bokE7xyP2nAkIvKHP/xBMjIyxGg0yrx58+TYsWOhbtKIATDgtHXrVhER6erqkiVLlsi4cePEYDBIZmamrFmzJuzD4TPPPCPp6eliNBpl/Pjx8swzz0hVVZW2XlVV2bhxo6SlpUlsbKw8+uijUllZGcIWj5x//vOfAqBffyJprEtLSwc8rp977jkRGd74dnd3y89+9jMZM2aMjBo1Sp588kmpr68PQW+Gb7B+V1dX3/F8Ly0tFRGR2tpaWbhwoSQnJ0tsbKzcd9998otf/ELsdntoOzaEwfo93OM60sbb6/3335e4uDix2Wz9tg/X8R7quiUSvHNc6WsQERERESFK7zkiIiIiuhOGIyIiIiIfDEdEREREPhiOiIiIiHwwHBERERH5YDgiIiIi8sFwREREROSD4YiIiIjIB8MRERERkQ+GIyIiIiIfDEdEREREPhiOiIiIiHz8P+OZmhBX7um7AAAAAElFTkSuQmCC", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(0,200)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"NtSolutions/optim_5_primal_dual/exo1.jl\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display inpainted image." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(f);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 2__\n", "\n", "Use the primal dual scheme to perform regularization in the presence of\n", "noise\n", "$$ \\umin{\\norm{y-\\Phi(f)} \\leq \\epsilon} \\norm{\\nabla f}_1. $$" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "include(\"NtSolutions/optim_5_primal_dual/exo2.jl\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Inpainting Large Missing Regions\n", "--------------------------------\n", "It is possible to consider a more challening problem of inpainting large\n", "missing regions.\n", "\n", "\n", "To emphasis the effect of the TV functional, we use a simple geometric\n", "image." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "n=64\n", "radius = 0.6;\n", "x = linspace(-1,1,n)\n", "Y,X = meshgrid(x,x)\n", "f0 = Int.(max( abs(X),abs(Y) ). f.*Lambda;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(f0, \"Original\", [1,2,1])\n", "imageplot(Phi(f0), \"Damaged\", [1,2,2]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 3__\n", "\n", "Display the evolution of the inpainting process." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/optim_5_primal_dual/exo3.jl\")" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# Insert your code here." ] } ], "metadata": { "kernelspec": { "display_name": "Julia 0.5.0", "language": "julia", "name": "julia-0.5" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "0.5.0" } }, "nbformat": 4, "nbformat_minor": 1 }