From e7c5bb81d86e3840080b6464812aa0ca173eb77b Mon Sep 17 00:00:00 2001 From: Salman Naqvi Date: Thu, 17 Aug 2023 18:46:31 -0700 Subject: [PATCH 1/6] Added a new script for testing the spatially varying PSF deconvolution algorithm from Flicker & Rigaugt 2005 --- examples/test_deconv_sv_psf.py | 66 ++++++++++++++++++++++++++++++++++ 1 file changed, 66 insertions(+) create mode 100644 examples/test_deconv_sv_psf.py diff --git a/examples/test_deconv_sv_psf.py b/examples/test_deconv_sv_psf.py new file mode 100644 index 0000000..4331ef3 --- /dev/null +++ b/examples/test_deconv_sv_psf.py @@ -0,0 +1,66 @@ +r""" +SV_DECONV +===== +This example implements the saptially varying PSF deconvolution algorithm +based on: Flicker & Rigaut, 2005 https://doi.org/10.1364/JOSAA.22.000504 +""" + +import numpy as np +from pylops import LinearOperator +from scipy.signal import fftconvolve +from pylops.basicoperators import FunctionOperator +from pylops.utils import dottest +from functools import partial + +############################################################################### +# Sample data +im = np.random.randn(2748, 3840) +W = np.random.randn(20, np.prod(im.shape)) +U = np.random.randn(np.prod(im.shape), 20) + +# Setup Custom Linear Operator with Forward and Adjoint Models +# A) Using Function Operator +def forward(im, U, W, im_shape): + im = im.reshape(*im_shape) + for i in range(15): + weight = W[i,:].reshape(*im_shape) + psf_mode = U[:,i].reshape(*im_shape) + im += fftconvolve(im* weight, psf_mode) + return im.ravel() + +def forward_c(im, U, W, im_shape): + im = im.reshape(*im_shape) + for i in range(15): + weight = W[i,:].reshape(*im_shape) + psf_mode = U[:,i].reshape(*im_shape) + im += fftconvolve(im, np.flipud(np.fliplr(psf_mode)))* weight #psf_mode[::-1, ::-1] + return im.ravel() + +A = FunctionOperator(partial(forward, U=U, W=W, im_shape=im.shape), partial(forward_c, U, W, im_shape=im.shape), im.shape[0], im.shape[1]) +print(dottest(A, im.shape[0], im.shape[1])) + + + +# # Using Linear Opeartor Class +# class Blur(LinearOperator): +# def __init___(self, shape): +# super().__init__(shape=shape) + +# def _matvec(self, im): +# im = im.reshape(self.shape) +# for i in range(15): +# weight = W[i,:].reshape(*self.shape) +# psf_mode = U[:,i].reshape(*self.shape) +# im += fftconvolve(im* weight, psf_mode) +# return im.ravel() + +# def _rmatvec(self, im): +# im = im.reshape(self.shape) +# for i in range(15): +# weight = W[i,:].reshape(*self.shape) +# psf_mode = U[:,i].reshape(*self.shape) +# im += fftconvolve(im, psf_mode[::-1, ::-1])* weight +# return im.ravel() + +# Op = Blur(shape=im.shape, dtype=float) +# print(dottest(Op, nr=im.shape[0], nc=im.shape[1])) From 181d7e09e29595a4f89c2c6eb3b0389aa8358863 Mon Sep 17 00:00:00 2001 From: Salman Naqvi Date: Mon, 9 Oct 2023 17:58:05 -0700 Subject: [PATCH 2/6] Fix to GeneralizedProximalGradient so that its logic matches that of ProximalGradient when there's only 1 Proximal Operator g_i --- pyproximal/optimization/primal.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/pyproximal/optimization/primal.py b/pyproximal/optimization/primal.py index ee617ad..9e6e96f 100644 --- a/pyproximal/optimization/primal.py +++ b/pyproximal/optimization/primal.py @@ -218,7 +218,7 @@ def ProximalGradient(proxf, proxg, x0, tau=None, beta=0.5, 'niterback = %d\tacceleration = %s\n' % (type(proxf), type(proxg), 'Adaptive' if tau is None else str(tau), beta, epsg_print, niter, niterback, acceleration)) - head = ' Itn x[0] f g J=f+eps*g' + head = ' Itn x[0] f g J=f+eps*g tau' print(head) backtracking = False @@ -267,7 +267,8 @@ def ProximalGradient(proxf, proxg, x0, tau=None, beta=0.5, msg = '%6g %12.5e %10.3e %10.3e %10.3e' % \ (iiter + 1, np.real(to_numpy(x[0])) if x.ndim == 1 else np.real(to_numpy(x[0, 0])), pf, pg[0] if epsg_print == 'Multi' else pg, - pf + np.sum(epsg * pg)) + pf + np.sum(epsg * pg), + tau) print(msg) if show: print('\nTotal time (s) = %.2f' % (time.time() - tstart)) @@ -401,8 +402,8 @@ def GeneralizedProximalGradient(proxfs, proxgs, x0, tau=None, sol = np.zeros_like(x) for i, proxg in enumerate(proxgs): tmp = 2 * y - zs[i] - tau * grad - tmp[:] = proxg.prox(tmp, tau *len(proxgs) ) - zs[i] += epsg * (tmp - y) + tmp[:] = proxg.prox(tmp, epsg *tau *len(proxgs) ) + zs[i] += (tmp - y) sol += zs[i] / len(proxgs) x[:] = sol.copy() From 3be8b4cf6b5d10bc74669b4009bc6227c02c5316 Mon Sep 17 00:00:00 2001 From: Salman Naqvi Date: Thu, 12 Oct 2023 08:59:29 -0700 Subject: [PATCH 3/6] Removed the example script that was generating errors when merging --- examples/test_deconv_sv_psf.py | 66 ---------------------------------- 1 file changed, 66 deletions(-) delete mode 100644 examples/test_deconv_sv_psf.py diff --git a/examples/test_deconv_sv_psf.py b/examples/test_deconv_sv_psf.py deleted file mode 100644 index 4331ef3..0000000 --- a/examples/test_deconv_sv_psf.py +++ /dev/null @@ -1,66 +0,0 @@ -r""" -SV_DECONV -===== -This example implements the saptially varying PSF deconvolution algorithm -based on: Flicker & Rigaut, 2005 https://doi.org/10.1364/JOSAA.22.000504 -""" - -import numpy as np -from pylops import LinearOperator -from scipy.signal import fftconvolve -from pylops.basicoperators import FunctionOperator -from pylops.utils import dottest -from functools import partial - -############################################################################### -# Sample data -im = np.random.randn(2748, 3840) -W = np.random.randn(20, np.prod(im.shape)) -U = np.random.randn(np.prod(im.shape), 20) - -# Setup Custom Linear Operator with Forward and Adjoint Models -# A) Using Function Operator -def forward(im, U, W, im_shape): - im = im.reshape(*im_shape) - for i in range(15): - weight = W[i,:].reshape(*im_shape) - psf_mode = U[:,i].reshape(*im_shape) - im += fftconvolve(im* weight, psf_mode) - return im.ravel() - -def forward_c(im, U, W, im_shape): - im = im.reshape(*im_shape) - for i in range(15): - weight = W[i,:].reshape(*im_shape) - psf_mode = U[:,i].reshape(*im_shape) - im += fftconvolve(im, np.flipud(np.fliplr(psf_mode)))* weight #psf_mode[::-1, ::-1] - return im.ravel() - -A = FunctionOperator(partial(forward, U=U, W=W, im_shape=im.shape), partial(forward_c, U, W, im_shape=im.shape), im.shape[0], im.shape[1]) -print(dottest(A, im.shape[0], im.shape[1])) - - - -# # Using Linear Opeartor Class -# class Blur(LinearOperator): -# def __init___(self, shape): -# super().__init__(shape=shape) - -# def _matvec(self, im): -# im = im.reshape(self.shape) -# for i in range(15): -# weight = W[i,:].reshape(*self.shape) -# psf_mode = U[:,i].reshape(*self.shape) -# im += fftconvolve(im* weight, psf_mode) -# return im.ravel() - -# def _rmatvec(self, im): -# im = im.reshape(self.shape) -# for i in range(15): -# weight = W[i,:].reshape(*self.shape) -# psf_mode = U[:,i].reshape(*self.shape) -# im += fftconvolve(im, psf_mode[::-1, ::-1])* weight -# return im.ravel() - -# Op = Blur(shape=im.shape, dtype=float) -# print(dottest(Op, nr=im.shape[0], nc=im.shape[1])) From eb10bd8ff1f565e56be03db7b9fc4680fdcca66f Mon Sep 17 00:00:00 2001 From: Salman Naqvi Date: Thu, 12 Oct 2023 10:19:33 -0700 Subject: [PATCH 4/6] 1) Added a test script for comparing ProximalGradient with GeneralizedProximalGradient, 2) Removed a redundant scaling factor in the parameter passed to the prox function call in the proximal step in the GeneralizedProximalGradient. --- examples/pyprox_deconv_pgm_compare.ipynb | 346 +++++++++++++++++++++++ pyproximal/optimization/primal.py | 2 +- 2 files changed, 347 insertions(+), 1 deletion(-) create mode 100644 examples/pyprox_deconv_pgm_compare.ipynb diff --git a/examples/pyprox_deconv_pgm_compare.ipynb b/examples/pyprox_deconv_pgm_compare.ipynb new file mode 100644 index 0000000..8d2d05f --- /dev/null +++ b/examples/pyprox_deconv_pgm_compare.ipynb @@ -0,0 +1,346 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Synthetic Data" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pyproximal\n", + "\n", + "from scipy.signal import fftconvolve\n", + "from scipy.sparse.linalg import lsqr\n", + "from pylops.basicoperators import Gradient\n", + "from pylops.signalprocessing import Convolve2D\n", + "from pylops.utils import dottest\n", + "\n", + "%reload_ext autoreload\n", + "%autoreload 2 \n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "# Create Synthetic Horizontal Stripes Pattern Image\n", + "im_s = np.zeros((2748, 3840))\n", + "stripe_width, stripe_gap, stripe_start, stripe_end = 50, 50, 500, 500\n", + "for y in range(0, im_s.shape[0]-(stripe_start+stripe_end), stripe_width + stripe_gap):\n", + " im_s[stripe_start+y : stripe_start+y + 50, :] = .8\n", + "\n", + "xx, yy = np.mgrid[0:im_s.shape[0], 0:im_s.shape[1]]\n", + "im_ctr = (np.array(im_s.shape)/2).astype(int)\n", + "r = np.sqrt((xx - im_ctr[0])**2 + (yy - im_ctr[1])**2)\n", + "mask = np.zeros_like(im_s)\n", + "mask[r < 1000] = 1\n", + "im_s *= mask\n", + "\n", + "# Create Gaussian Kernel & Convolve\n", + "from scipy.stats import multivariate_normal\n", + "x, y = np.mgrid[0:im_s.shape[0], 0:im_s.shape[1]]\n", + "pos = np.dstack((x, y))\n", + "rv = multivariate_normal.pdf(pos, im_ctr, [[200, 0], [300, 500]])\n", + "psf2 = rv/np.sum(rv)\n", + "psf2_crop = psf2[im_ctr[0]-100:im_ctr[0]+101, im_ctr[1]-100:im_ctr[1]+101]\n", + "\n", + "# Convolve and Create Blurred Image\n", + "Cop = Convolve2D(im_s.shape, psf2_crop, offset=(psf2_crop.shape[0]//2, psf2_crop.shape[1]//2))\n", + "im_sb1 = Cop @ im_s\n", + "\n", + "plt.subplot(131); plt.imshow(im_s); plt.title('Ground Truth');\n", + "plt.subplot(132); plt.imshow(psf2_crop); plt.title('PSF zoomed in');\n", + "plt.subplot(133); plt.imshow(im_sb1); plt.title('Blurred Image');\n", + "\n", + "plt.figure(figsize=(20, 3))\n", + "plt.plot(im_s[:, 2000],'b')\n", + "plt.plot(im_sb1[:, 2000], 'r')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Proximal Gradient" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Forward evaluations: 5, L: 0.9385918950976766\n", + "Accelerated Proximal Gradient\n", + "---------------------------------------------------------\n", + "Proximal operator (f): \n", + "Proximal operator (g): \n", + "tau = 1.0531914893617023\tbeta=5.000000e-01\n", + "epsg = 1.0\tniter = 10\tniterback = 100\n", + "\n", + " Itn x[0] f g J=f+eps*g tau\n", + " 1 2.80413e-17 2.684e+03 5.184e+01 2.736e+03 1.053e+00\n", + " 2 1.47935e-17 8.356e+02 5.679e+01 8.924e+02 1.053e+00\n", + " 3 2.49254e-17 2.061e+02 6.016e+01 2.663e+02 1.053e+00\n", + " 4 1.69047e-17 6.661e+01 6.202e+01 1.286e+02 1.053e+00\n", + " 5 1.69895e-17 4.568e+01 6.279e+01 1.085e+02 1.053e+00\n", + " 6 4.95366e-18 3.793e+01 6.295e+01 1.009e+02 1.053e+00\n", + " 7 -1.90506e-18 3.132e+01 6.285e+01 9.417e+01 1.053e+00\n", + " 8 -1.21610e-17 2.713e+01 6.271e+01 8.983e+01 1.053e+00\n", + " 9 -1.65677e-17 2.470e+01 6.259e+01 8.729e+01 1.053e+00\n", + " 10 -8.82639e-18 2.299e+01 6.252e+01 8.552e+01 1.053e+00\n", + "\n", + "Total time (s) = 17.28\n", + "---------------------------------------------------------\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# ProxGrad (Blockiness-promoting inversion with isotropic TV)\n", + "\n", + "# Learning rate\n", + "COp2 = Cop.H * Cop\n", + "L = np.real(COp2.eigs(neigs=1, ncv=5, niter=4, tol=1e-1))[0]\n", + "print(f\"Forward evaluations: {COp2.matvec_count}, L: {L}\")\n", + "tau = 1e0* 0.99/L\n", + "\n", + "# Cost\n", + "l2 = pyproximal.L2(Op=Cop, b=im_sb1.ravel(), x0=im_sb1.ravel(), niter=10, warm=True)\n", + "\n", + "# Prior\n", + "lbd = 1e-3\n", + "tv = pyproximal.TV(dims=im_s.shape, sigma=lbd)\n", + "\n", + "# Solver\n", + "maxiter=10\n", + "im_debl = pyproximal.optimization.primal.ProximalGradient(l2, tv, x0=im_sb1.ravel(), \n", + " tau=tau, niter=maxiter, \n", + " acceleration='fista', show=True)\n", + "im_debl = im_debl.reshape(im_s.shape)\n", + "\n", + "# Visualize\n", + "plt.figure(figsize=(20, 10))\n", + "plt.subplot(131); plt.imshow(im_s, vmin=0, vmax=1); plt.title('Ground Truth');\n", + "ax= plt.subplot(132); plt.imshow(im_sb1, vmin=0, vmax=1); plt.title('Blurred Image');\n", + "plt.subplot(133); plt.imshow(im_debl);plt.title(f'L: {L:.1e}, lambda: {lbd:.1e}, iter: {maxiter}'); plt.colorbar(fraction=0.035, pad=0.04)\n", + "\n", + "from matplotlib.offsetbox import OffsetImage, AnnotationBbox\n", + "im = OffsetImage(psf2_crop, zoom=.3)\n", + "artists = []\n", + "ab = AnnotationBbox(im, (3400, 450), xycoords='data', frameon=True, pad=.2)\n", + "artists.append(ax.add_artist(ab))\n", + "\n", + "plt.figure(figsize=(20, 3))\n", + "plt.plot(im_s[:, 2000],'b')\n", + "plt.plot(im_sb1[:, 2000], 'r')\n", + "plt.plot(im_debl[:, 2000], 'g');\n", + "plt.legend(['GT', 'Blurred', 'Deblurred'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Generalized Proximal Gradient" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Forward evaluations: 5, L: 0.9383816950647442\n", + "Generalized Proximal Gradient\n", + "---------------------------------------------------------\n", + "Proximal operators (f): []\n", + "Proximal operators (g): []\n", + "tau = 1.053191e+00\n", + "epsg = 1\tniter = 10\n", + "\n", + " Itn x[0] f g J=f+eps*g tau\n", + " 1 2.80413e-17 2.684e+03 5.184e+01 2.736e+03 1.053e+00\n", + " 2 1.58648e-17 8.356e+02 5.679e+01 8.924e+02 1.053e+00\n", + " 3 2.15554e-17 1.496e+02 6.084e+01 2.105e+02 1.053e+00\n", + " 4 2.56797e-17 7.767e+01 6.336e+01 1.410e+02 1.053e+00\n", + " 5 2.82839e-17 1.091e+02 6.433e+01 1.734e+02 1.053e+00\n", + " 6 1.09025e-17 8.038e+01 6.412e+01 1.445e+02 1.053e+00\n", + " 7 -1.97657e-18 4.006e+01 6.333e+01 1.034e+02 1.053e+00\n", + " 8 -2.02162e-17 3.236e+01 6.252e+01 9.489e+01 1.053e+00\n", + " 9 -2.40468e-17 3.949e+01 6.206e+01 1.015e+02 1.053e+00\n", + " 10 -4.14389e-17 3.656e+01 6.202e+01 9.858e+01 1.053e+00\n", + "\n", + "Total time (s) = 17.56\n", + "---------------------------------------------------------\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Generalized ProxGrad (Blockiness-promoting inversion with isotropic TV)\n", + "\n", + "# Learning rate\n", + "COp2 = Cop.H * Cop\n", + "L = np.real(COp2.eigs(neigs=1, ncv=5, niter=4, tol=1e-1))[0]\n", + "print(f\"Forward evaluations: {COp2.matvec_count}, L: {L}\")\n", + "tau = 1e0*0.99/L\n", + "\n", + "# Cost\n", + "l2 = pyproximal.L2(Op=Cop, b=im_sb1.ravel(), x0=im_sb1.ravel(), niter=10, warm=True)\n", + "\n", + "# Prior\n", + "lbd = 1e-3\n", + "tv = pyproximal.TV(dims=im_s.shape, sigma=lbd)\n", + "\n", + "# Solver\n", + "maxiter=10\n", + "im_debl = pyproximal.optimization.primal.GeneralizedProximalGradient([l2], [tv], x0=im_sb1.ravel(), \n", + " tau=tau, niter=10, epsg=1,\n", + " acceleration='fista', show=True)\n", + "im_debl = im_debl.reshape(im_s.shape)\n", + "\n", + "# Visualize\n", + "plt.figure(figsize=(20, 10))\n", + "plt.subplot(131); plt.imshow(im_s, vmin=0, vmax=1); plt.title('Ground Truth');\n", + "ax= plt.subplot(132); plt.imshow(im_sb1, vmin=0, vmax=1); plt.title('Blurred Image');\n", + "plt.subplot(133); plt.imshow(im_debl);plt.title(f'L: {L:.1e}, lambda: {lbd:.1e}, iter: {maxiter}'); plt.colorbar(fraction=0.035, pad=0.04)\n", + "\n", + "from matplotlib.offsetbox import OffsetImage, AnnotationBbox\n", + "im = OffsetImage(psf2_crop, zoom=.3)\n", + "artists = []\n", + "ab = AnnotationBbox(im, (3400, 450), xycoords='data', frameon=True, pad=.2)\n", + "artists.append(ax.add_artist(ab))\n", + "\n", + "plt.figure(figsize=(20, 3))\n", + "plt.plot(im_s[:, 2000],'b')\n", + "plt.plot(im_sb1[:, 2000], 'r')\n", + "plt.plot(im_debl[:, 2000], 'g');\n", + "plt.legend(['GT', 'Blurred', 'Deblurred'])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.1" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/pyproximal/optimization/primal.py b/pyproximal/optimization/primal.py index 8958637..601b440 100644 --- a/pyproximal/optimization/primal.py +++ b/pyproximal/optimization/primal.py @@ -404,7 +404,7 @@ def GeneralizedProximalGradient(proxfs, proxgs, x0, tau=None, x = np.zeros_like(x) for i, proxg in enumerate(proxgs): ztmp = 2 * y - zs[i] - tau * grad - ztmp = proxg.prox(ztmp, epsg * tau * len(proxgs)) + ztmp = proxg.prox(ztmp, epsg * tau) zs[i] += (ztmp - y) x += zs[i] / len(proxgs) From 38df3f763a914e33142d786caf24f2edd7a58729 Mon Sep 17 00:00:00 2001 From: mrava87 Date: Thu, 12 Oct 2023 22:12:29 +0300 Subject: [PATCH 5/6] test: added test to compare PG and GPG --- examples/pyprox_deconv_pgm_compare.ipynb | 346 ----------------------- pyproximal/optimization/primal.py | 2 +- pytests/test_solver.py | 49 ++++ 3 files changed, 50 insertions(+), 347 deletions(-) delete mode 100644 examples/pyprox_deconv_pgm_compare.ipynb create mode 100644 pytests/test_solver.py diff --git a/examples/pyprox_deconv_pgm_compare.ipynb b/examples/pyprox_deconv_pgm_compare.ipynb deleted file mode 100644 index 8d2d05f..0000000 --- a/examples/pyprox_deconv_pgm_compare.ipynb +++ /dev/null @@ -1,346 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Synthetic Data" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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3L7roIqqqqvif//mfXRaIh2FIKpUikUhs8phci4meSErTxTa59dZbaW5u5v77798kCAdwHIcrrriCoUOHZu/L7GdetGgRp556KiUlJZx77rlAdEL8zne+w9ChQ4nH44waNYqf/exnWGuzz1+yZAlKKR544IFN3m/jEvAbbrgBpRQLFy7kggsuoLy8nLKyMqZMmUJLS0vOc5PJJFdddRWVlZWUlJTwpS99iU8//XQn/4Zy1/H+++9zzjnn0K9fP44++mggym53FrB33G+0ZMkSKisrAbjxxhs3W+6+YsUKvvKVr1BcXExlZSXf/e53CYKgSz6DEEIIIURXKi8vp6CgAMfZcg5wc3uwM9dXHSmlmDZtGg8//DAHHngg8XicZ599Nlse/8orr/Ctb32LgQMHsscee2Sf99e//pVjjjmGoqIiSkpKOO2003jvvfc2ec8///nPHHTQQSQSCQ466CAef/zxHfvwG6330Ucf5YADDqCgoIBx48bx7rvvAvBf//Vf7L333iQSCcaPH8+SJUtynv/3v/+ds846i2HDhhGPxxk6dChXXXUVra2tm7xX5j06rr2zv9swDLnjjjs48MADSSQSVFVV8Y1vfIMNGzbs1GcV20Yy4mKbPPXUU+y9996MHTt2u57n+z4TJ07k6KOP5mc/+xmFhYVYa/nSl77ESy+9xEUXXcSYMWP4v//7P/7zP/+TFStW8POf/3yH1/m1r32NkSNHMnPmTN5++21+9atfMXDgQG655ZbsMRdffDEPPfQQ55xzDkceeSQvvvgip5122g6/Z2fOOuss9tlnH26++eacLxe2prKyklmzZnHZZZdx+umnc8YZZwC55e5BEDBx4kTGjh3Lz372M55//nn+3//7f+y1115cdtllXfo5hBBCCCG2V319PevWrcNay5o1a7j77rtpamrivPPO69L3efHFF/njH//ItGnTGDBgACNGjGDevHkAfOtb36KyspLrr7+e5uZmAH73u98xefJkJk6cyC233EJLSwuzZs3i6KOP5l//+lc2UH3uuec488wzOeCAA5g5cybr169nypQpOQH9jvj73//OX/7yF6ZOnQrAzJkz+cIXvsDVV1/Nvffey7e+9S02bNjArbfeyoUXXsiLL76Yfe6jjz5KS0sLl112Gf379+fNN9/k7rvv5tNPP+XRRx/NHvf000/z9a9/nYMPPpiZM2eyYcMGLrroIoYMGbLJer7xjW/wwAMPMGXKFK644goWL17ML37xC/71r3/x2muv4bruTn1esWUSiIutamhoYOXKlXzlK1/Z5LG6ujp838/eLioqoqCgIHs7mUxy1llnMXPmzOx9TzzxBC+++CI//vGPufbaawGYOnUqZ511FnfeeSfTpk1jr7322qG1fuYzn+HXv/519vb69ev59a9/nQ3E//3vf/PQQw/xrW99i3vuuSf73ueee26XNpsbPXo0jzzyyHY/r6ioiK9+9atcdtllHHLIIZ3+wmpra+PrX/86P/jBDwD45je/yaGHHsqvf/1rCcSFEEIIkXcTJkzIuR2Px/nNb36zyTa/nfXhhx/y7rvvcsABB2TvywTiFRUVvPDCCxhjAGhqauKKK67g4osv5pe//GX2+MmTJzNq1Chuvvnm7P3XXHMNVVVVvPrqq5SVlQFw3HHHcdJJJ+1UL6QPP/yQBQsWZAP+fv368Y1vfIMf//jHfPTRR5SUlABR0mXmzJksWbIke+wtt9ySc4196aWXsvfee/P973+fZcuWMWzYMABmzJjBkCFDeO2117KTdk444QTGjx+fs/ZXX32VX/3qVzz88MOcc8452fuPP/54Tj75ZB599NGc+0XXk9J0sVUNDQ0AnY7NGj9+PJWVldmfTHDb0cbB4TPPPIMxhiuuuCLn/u985ztYa3eqq+Y3v/nNnNvHHHMM69evz36GZ555BmCT977yyit3+D23ZR1drbPP+cknn+zS9xRCCCGE2Bb33HMPs2fPZvbs2Tz00EMcf/zxXHzxxTz22GNd+j7HHXdcThDe0SWXXJINwgFmz55NXV0dZ599NuvWrcv+GGMYO3YsL730EgCrVq1i3rx5TJ48ORuEQ9QraHPvta1OOOGEnPLwTKXpmWeemQ3CO97f8dquYxDe3NzMunXrOPLII7HW8q9//QuAlStX8u677/If//EfOdftxx13HAcffHDOWh599FHKyso48cQTc/4+DjvsMIqLi7N/H2LXkYy42KrMiaGpqWmTx/7rv/6LxsZGVq9e3Wn21nGcTcp4li5dyuDBg3NOOEC28/jSpUt3eK2ZbwMz+vXrB8CGDRsoLS1l6dKlaK03ybiPGjVqh9+zMyNHjuzS1+sokUhk95Fn9OvXT/bzCCGEEKJHOOKII3KatZ199tl85jOfYdq0aXzhC18gFot1yfts6Xpr48c+/vhjAD7/+c93enxpaSnQfh26zz77bHLMqFGjePvtt3dorbDpdWom0O/YY6nj/R2v7ZYtW8b111/PX/7yl02u+err63PWvvfee2/y3nvvvXfO2j/++GPq6+sZOHBgp2tds2bNNn0mseMkEBdbVVZWxqBBg5g/f/4mj2W+sdu4oURGPB7faif1zdm4KUfGlpqSdfzms6Pt2afdFTp+a5mhlOp0HdvbZG1zn1EIIYQQoifSWnP88cdz55138vHHH3PggQd2etz2Xvt1dr21ucfCMASifeLV1dWbHL+1RnJdYXPXcFu7fg2CgBNPPJHa2lquueYa9ttvP4qKilixYgUXXHBB9rNtjzAMGThwIA8//HCnj2+c9BFdTwJxsU1OO+00fvWrX/Hmm29yxBFH7NRrDR8+nOeff57GxsacrPiCBQuyj0N7Nruuri7n+TuTMR8+fDhhGLJo0aKcLPiHH364w6+5rfr169dp+fjGn2dzv4SEEEIIIXqrTE+hziosM/r167fJdR/s3LVfRqYacuDAgZvsYe8ocx2ayaB31B3Xi5159913+eijj3jwwQf5j//4j+z9s2fPzjkus/aFCxdu8hob37fXXnvx/PPPc9RRR23xCw2x68gecbFNrr76agoLC7nwwgtZvXr1Jo9vT8b51FNPJQgCfvGLX+Tc//Of/xylFKeccgoQlQgNGDCAv/3tbznH3XvvvTvwCSKZ177rrrty7r/jjjt2+DW31V577cWCBQtYu3Zt9r5///vfvPbaaznHFRYWApt+ASGEEEII0Rt5nsdzzz1HLBbLbkXszF577UV9fX1OA91Vq1bt9OgwgIkTJ1JaWsrNN9+M53mbPJ65Phs0aBBjxozhwQcfzJZ8QxT0vv/++zu9jh2RyZh3vN621nLnnXfmHDd48GAOOuggfvvb3+Z84fHKK69kx6RlfO1rXyMIAn70ox9t8n6+78t1aDeQjLjYJvvssw+PPPIIZ599NqNGjeLcc89l9OjRWGtZvHgxjzzyCFrrbRrr8MUvfpHjjz+ea6+9liVLljB69Giee+45nnjiCa688sqc/dsXX3wxP/3pT7n44os5/PDD+dvf/sZHH320w59jzJgxnH322dx7773U19dz5JFH8sILL3T6zWFXu/DCC7n99tuZOHEiF110EWvWrOG+++7jwAMPzDaTg6iU6oADDuAPf/gD++67LxUVFRx00EEcdNBBu3yNQgghhBA7669//Wu20nHNmjU88sgjfPzxx3zve9/L7sXuzKRJk7jmmms4/fTTueKKK7Ljxfbdd9+d2psNUYJn1qxZnH/++Rx66KFMmjSJyspKli1bxtNPP81RRx2VTRLNnDmT0047jaOPPpoLL7yQ2tpa7r77bg488MAtZvR3lf3224+99tqL7373u6xYsYLS0lL+93//t9P+QDfffDNf/vKXOeqoo5gyZQobNmzgF7/4BQcddFDO2o877ji+8Y1vMHPmTObNm8dJJ52E67p8/PHHPProo9x555189atf7c6P2edIRlxssy9/+cu8++67nHPOOTz33HN8+9vf5qqrruKJJ57gtNNO4+2332bSpElbfR2tNX/5y1+48soreeqpp7jyyit5//33ue2227j99ttzjr3++uu56KKL+NOf/sTVV19NEAQ71VUd4De/+Q1XXHEFzz77LFdffTWe5/H000/v1Gtui/3335/f/va31NfXM336dP7yl7/wu9/9jkMPPXSTY3/1q18xZMgQrrrqKs4++2z+9Kc/7fL1CSGEEEJ0heuvv57zzz+f888/n2uvvZYgCJg1axY333zzFp/Xv39/Hn/8cQoLC7n66qt58MEHmTlzJl/84he7ZF3nnHMOL7zwAkOGDOG2227j29/+Nr///e8ZM2YMU6ZMyR6XGd8VBAEzZszgscce4/77789pQNedXNflySefZMyYMcycOZMbb7yRffbZh9/+9rebHPvFL36R//mf/yGVSvG9732Pxx57jAceeIBRo0aRSCRyjr3vvvv45S9/yZo1a/j+97/PjBkzePHFFznvvPM46qijuuvj9VnKdncXKyGEEJs1c+ZMHnvsMRYsWEBBQQFHHnkkt9xyS05Pg/Hjx/PKK6/kPO8b3/gG99133za9R0NDA2VlZYznyzjK7dL1CyH6Bt96vMwT1NfXbzHDKYToGcaMGUNlZeUm+8pF/khGXAghepBXXnmFqVOn8vrrrzN79mw8z+Okk06iubk557hLLrmEVatWZX9uvfXWPK1YCCGEED2F53nZxngZL7/8Mv/+978ZP358fhYlOiV7xIUQogd59tlnc24/8MADDBw4kLlz53Lsscdm7y8sLOx0/EpnkskkyWQye7tjTwIhhBBC7D5WrFjBhAkTOO+88xg8eDALFizgvvvuo7q6mm9+85v5Xp7oQDLiQgjRg2U6tlZUVOTc//DDDzNgwAAOOuggZsyYQUtLy2ZfY+bMmZSVlWV/hg4dukvXLIQQQoj86NevH4cddhi/+tWvuPzyy3nggQc47bTTePXVV+nfv3++lyc66NF7xO+55x5uu+02ampqGD16NHffffdOz7AWQojeIgxDvvSlL1FXV8err76avf+Xv/wlw4cPZ/Dgwbzzzjtcc801HHHEETz22GOdvk5nGfGhQ4fKHnEhxA7r6XvE5RpSCNHT9djS9D/84Q9Mnz6d++67j7Fjx3LHHXcwceJEPvzwQwYOHJjv5QkhxC43depU5s+fnxOEA1x66aXZPx988MEMGjSIE044gUWLFuWM/8uIx+PE4/Fdvl4hhOgJ5BpSCNEb9NjS9Ntvv51LLrmEKVOmcMABB3DfffdRWFjIb37zm3wvTQghdrlp06bx1FNP8dJLL7HHHnts8dixY8cCsHDhwu5YmhBC9GhyDSmE6A16ZEY8lUoxd+5cZsyYkb1Pa82ECROYM2dOp8/ZuPQyDENqa2vp378/SqldvmYhxO7FWktjYyODBw9G6+77ztJay+WXX87jjz/Oyy+/zMiRI7f6nHnz5gEwaNCgXbw6IYTo2bb3GlKuH4UQXW1bryF7ZCC+bt06giCgqqoq5/6qqioWLFjQ6XMyw+2FEKIrLV++fKsZ6a40depUHnnkEZ544glKSkqoqakBoKysjIKCAhYtWsQjjzzCqaeeSv/+/XnnnXe46qqrOPbYYznkkEO6bZ1CCNETbe81pFw/CiF2la1dQ/bIQHxHzJgxg+nTp2dv19fXM2zYMI7mVBykGZEQYvv4eLzKM5SUlHTr+86aNQtgk1mf999/PxdccAGxWIznn3+eO+64g+bmZoYOHcqZZ57Jdddd163rFEKI3YFcPwohutq2XkP2yEB8wIABGGNYvXp1zv2rV6/e7NzczTUjcnClK7AQYvul50l0d2ni1gZZDB06lFdeeaWbViOEEL3L9l5DyvWjEKLLbeM1ZI9s1haLxTjssMN44YUXsveFYcgLL7zAuHHj8rgyIYQQQgjRU8k1pBCit+iRGXGA6dOnM3nyZA4//HCOOOKIbBnmlClT8r00IYQQQgjRQ8k1pBCiN+ixgfjXv/511q5dy/XXX09NTQ1jxozh2Wef3aT5hhBCCCGEEBlyDSmE6A16bCAO0RzdadOm5XsZQgghhBCiF5FrSCFET9cj94gLIYQQQgghhBC7KwnEhRBCCCGEEEKIbiSBuBBCCCGEEEII0Y0kEBdCCCGEEEIIIbqRBOJCCCGEEEIIIUQ3kkBcCCGEEEIIIYToRhKICyGEEEIIIYQQ3UgCcSGEEEIIIYQQohtJIC6EEEIIIYQQQnQjCcSFEEIIIYQQQohuJIG4EEIIIYQQQgjRjSQQF0IIIYQQQgghupEE4kIIIYQQQgghRDeSQFwIIYQQQgghhOhGEogLIYQQQgghhBDdSAJxIYQQQgghhBCiG0kgLoQQQgghhBBCdCMJxIUQQgghhBBCiG4kgbgQQgghhBBCCNGNJBAXQoge5IYbbkAplfOz3377ZR9va2tj6tSp9O/fn+LiYs4880xWr16dxxULIYQQQojtJYG4EEL0MAceeCCrVq3K/rz66qvZx6666iqefPJJHn30UV555RVWrlzJGWeckcfVCiGEEEKI7eXkewFCCCFyOY5DdXX1JvfX19fz61//mkceeYTPf/7zANx///3sv//+vP7663zuc5/r9PWSySTJZDJ7u6GhYdcsXAghhBBCbBPJiAshRA/z8ccfM3jwYPbcc0/OPfdcli1bBsDcuXPxPI8JEyZkj91vv/0YNmwYc+bM2ezrzZw5k7KysuzP0KFDd/lnEEIIIYQQmyeBuBBC9CBjx47lgQce4Nlnn2XWrFksXryYY445hsbGRmpqaojFYpSXl+c8p6qqipqams2+5owZM6ivr8/+LF++fBd/CiGEEEIIsSVdHoh3RaOhZcuWcdppp1FYWMjAgQP5z//8T3zf7+qlCiFEj3PKKadw1llnccghhzBx4kSeeeYZ6urq+OMf/7jDrxmPxyktLc35EUKInkSuH4UQfc0u2SN+4IEH8vzzz7e/idP+NldddRVPP/00jz76KGVlZUybNo0zzjiD1157DYAgCDjttNOorq7mH//4B6tWreI//uM/cF2Xm2++eVcsVwgheqzy8nL23XdfFi5cyIknnkgqlaKuri4nK7569epO95QLIURvItePIksplDFgDEqpfK+mR7FBiPU9sDbfSxE7aZcE4jvTaOi5557j/fff5/nnn6eqqooxY8bwox/9iGuuuYYbbriBWCy2K5YshBA9UlNTE4sWLeL888/nsMMOw3VdXnjhBc4880wAPvzwQ5YtW8a4cePyvNIusC0XW3LhIcRuS64fBUqB0ijXQRckUMXF2NIiwrgLRgLyDN3mo9dtIFi3HitVH73WLgnEM42GEokE48aNY+bMmQwbNmyrjYY+97nPMWfOHA4++GCqqqqyx0ycOJHLLruM9957j8985jOdvqd0Be4dTGUl607dG69ETqYduU2Wymc/wa+RedB93Xe/+12++MUvMnz4cFauXMkPf/hDjDGcffbZlJWVcdFFFzF9+nQqKiooLS3l8ssvZ9y4cZvtmN5rbGvGY+PjJDAXYrch1499nFIox0Ul4uiiQmy/UlIDi2kaHKd5sCZZYQkdQC4hAdDJfpR/tCcD/r4Cf9kKCIN8L0lspy4PxDONhkaNGsWqVau48cYbOeaYY5g/f/42NRqqqanJOYlmHs88tjkzZ87kxhtv7NoPI7qMisep++pnOGr6m9xc/Qxx5eZ7ST1K0nrc+O3DeP6Oo+j/h38RtrXle0kiTz799FPOPvts1q9fT2VlJUcffTSvv/46lZWVAPz85z9Ha82ZZ55JMplk4sSJ3HvvvXle9U7ambJDCcyF2C3I9WMfpxQqFouy4OVlBANKaRlSSONQh6ZhFj28iYMHr2RM2acMcBrRSs71AC1hjD+deyhtjx7BwCc+Ili3Pt9LEtuhywPxU045JfvnQw45hLFjxzJ8+HD++Mc/UlBQ0NVvlzVjxgymT5+evd3Q0CAjenoIPeYAll6neXns/2OgKQIkCN9YXLncXPUO0388hxPPuIiqHznYf87P97JEHvz+97/f4uOJRIJ77rmHe+65p5tW1A2s3blgvKOOryNBuRC9hlw/9nHp87VKJAj6l9A8rIj6EYamEQElwxo4vHo5Y8s+YUxiKYNNkhJtMJIaB2BK2Qf8e98CLjzhAkbOGoZ5/T2sl8r3ssQ22CWl6R1tb6Oh6upq3nzzzZzXyHTF3FIzong8Tjwe7/oPIHaYTiRYdemhTP/WHzmj+FPA0BRKpndLEsrw98Me4JlHqvjxf53LkFnzCFta8r0sIfJPbWHIhw038xwJyoXoreT6se+xySRhQyO6tBjtFaEsKF/R2hrj4/pKmoMY82LDKHHacFWAUSEaObdnnLn/PJ777n7EHz2Uir9+RLC+Nt9LEluxywPx7W00NG7cOH7yk5+wZs0aBg4cCMDs2bMpLS3lgAMO2NXLFV1IxWJUvJ/kN985nd/kezG90AAvhYq5IHG46Mu2FIBv6ZiNg/NMUC4BuRC9glw/9k1hSwtq8XKKW9qI11ZS/Gmctn6F1BcVURsfhNVgNbJPfAv8QRA/cm+K3lxCsGat/N7rwbo8EN/ZRkMnnXQSBxxwAOeffz633norNTU1XHfddUydOlW+sexlgoYG3Ofn5nsZvZq03RB9xg6Upyude7wNbccHN3r9dGAuWXIheiS5fuwjMmPJtvIla7B2HU5DI+VLirGFCYi5WKPSXdUlCt8qa6G0GNPaRtDYKL/veqguD8R3ttGQMYannnqKyy67jHHjxlFUVMTkyZO56aabunqpQggheqGNA/At3Z8Nzjte9ElQLkSPI9ePfUDHhmwlJVGA7ZgtPiVUCjQSgG8vpbBFCdTQQZh1CcL1tTLmrAdS1u6eVx8NDQ2UlZUxni/jSIfuXc4ZMYymg6ujciGxy6gQit9bg//JknwvZbfnW4+XeYL6+npKS0vzvZwu1aPPjxtfaG2UNdlcEL4tcjLm0R2dHLRb/koUosvtrufIHn1+7M20iWaDFxdBvzK86jIahydoqdb4Bcj14y5kktDv44DSOUujMbnye26X29bz4y7fIy52f+Fxn2H0HXP5fuUf0ciZdFe7o/Zgnp9+tJT9CwHbtoc8e2h74G1Du+UsuVyoCCFE11CqPQivKCc1pJz6kXEa9gb2buIze3zKnoXriGvJ2O4q670innz3EPZ8aAjuq/OxyWS+lySQQFzsDKVoOmss03/8CGcWNwCJfK+oT/j+gA8Zfd9SfvTDCyh75A0JGMTuZeO94jbcfLC98f1by5aH7ccrQ05G3IYbBeVSti6EEF0jM5osFsPvX0zTkBhNwxXByBYO3+NTTu4/n88mllJlQhJqy6XqYsfNGPgSPznoBOb86lCq/vShdFXvASQQFztGKdZd8jnu+d4v+FxCTprd7bTCNqp/fBcX97uSgfe+AaG0dRO7ke0JxjM2CsJVJ3sJNyl97BiYp7PlOZlyyZILIUSXyIwmMw2lGK8QFUCQNHzaWM7fzb4sLqikn9NMQnn5XupubVRhDcvOWczSxH7s8cdPpFQ9zyQQFztEx+O4zZbLfnZ5vpfSp8UaLToRl1njYvezmS7qNrRb3Ce+SQCuOwTbYe6e8JzAPB2US0AuhBC7RtjcjFq0lPLWJPG6ShpWxqjvX80/CqsJYlbGknUjpxzqjxpO6d9DGXGWRxKIix0StrVR9vDr+V6GADppNyXE7qdDVnxzwXhOEN4hAM8G0KZD9Y617dd7YQhGEfUuNRDanNL1zZaty4WLEEJsSilQuvMvTYOA4NNVJNZvoODDMmxxIWHCAa2xiq1vMRJdI7SoIISSInRTM2Fzc75X1CdJIC6EEKJn2lqJ+uZK1jNB+OYC842lj1OZwFqFWw/KJSAXQohNdeiOrgoLwXWwmwmurVLgB+jWzLlXgvBu5QeothQWQBvZ5pgHEoiLbaMUZp89sYXxfK9EbIFqTRF8tEgCA7H72FqJesdMubWd7g3PBOGdPgZgDNlJnmEIxkRBecdM+Sal650E5Jn1CiFEX9SxO3r/frQNLadxjxipMkUoEUePZFJQvGIPSt9eib98pQTj3Uz+WYht0nTWWH5w8/3s467P91LEFizxy/j+DZdS/rs5+V6KEF2nYzC+uSx4aNtLGsOwPQPeMQjvmJXZKLOuMoXqSrUH5Uq1l7BvnCXvLCDv8BwhhOhrlDHoeBxVWkJqUCn1I2LU7QdF+2zggMrVlLmt+V6i6MT6ZBFzPxjJiMeqSfz9fSlT70YSiIutCsYfyvQfP8LJhUmgON/LEVuwlxvwox/+ip+unoz73D/zvRwhuk4nwfj2ZcUzgbbe6LYCMsG0BQMqtO3vE9ooADcmavZmbTooVzll65IhF0IIwHUISwtpqYrTPESh92jmc4OXcFq/f3NwbA3lWqOlBL1HCa1l5VDFNfuewZqqQxjwlIw26y4SiIstMqP25rN3vJWeEy56g5MKPf59+0u8OOmzhPMX5Hs5QnSdrQXjoQYdZbRzGrFpnZsx16r9dTpmxjNP0unXR0cZ8dBmA2ybXoNKB+2EUVCuVPoYTNRxPbtG2UcuhOgbrO8TNjVjGlowyRJUoPE9w/Lmfrzu7k1Nopxy00xMReXPWtrN9hghmi9V/Zv/+moJG7x96fd/H0kw3g0kEBdb1LJXP/7w7NH8gaPzvRSxnQbtFVAwP9+rEKKLbSkYh/aAOxOAbynzonQ2ON84i25th9uZQDwTlAdBe/k60Vi0aBRae9l6dvyZlKwLIfoQm0wSLF9BScrDbRpE3bo4i6tG8FHJcMJ4CAassjKmrIdSgSIxUlN08AjcuR5hY2O+l7Rbk0BcbFH8mbfY85l8r0IIITrYbDCeLlEPo3m0KpsND3NHl0E2CFeqQ3a848zxjseGIVidbtpmweho7EuHLHmmbN0SACabIZcu60KI3VZ6TNnGbGgJVq8hVldP9cIKwn4lBIUu1miskQi8J4salYJp89HlZdi2JNZL5XtZuy0JxIUQQvQ+WwrGAUKdE4xHwTKgo/LxTWQC9Y2bukUPRpnuzPsGATjpveNBEF24BEE6SDfRn9UWStY7lmNKUC6E6I2UQhmDisdRxUUo1+38uNCi65tRzabDliAJxnssa1EpD9vUTNjaFt0nFV27jATiYhO6qAhdWpLvZYguFDY1S3mR2P1srUy9ozDEah11Rw+jhmuEGjpmZzJBeMcseTZbntn3HWXECW0UgGuNDcNoBqsNo0x5xyx5EGxbYze5yBFC9CZKo2IxdGkJweD+NA8rpq1cYx2wEmf3aiqEeIOldEEdauEyyYjvQhKIixy6pITlDw7j5oMfz/dSRBe6ccEXqDpfE9TV53spQnStLWXGN8qKA+k95GF0pag66bKu2gNx27GpW4f3U6GNAnPbsUw9vXdchVHJe2YvudaobIY8mkeeM/pM9pALIXqbDtlwW15CW3UhdXsbmvZPMWRwLeWJVrSS81lv1uq7fLRqAP1eGk3V/y3DX7FSfkftAhKIixzLv3Uwrx9xO8U6ke+liC404TMPcdgVVzLsR3PkRCp2P9sajANWKRQGVIes+MYXjEphjW4PyjcKyLN7xQHCsD0QD0305yCIsuShg/J9MBobhJtmyLVkx4UQvVDmHBVzCUoStFQ6tFaHDBlcy1eHvs34wg+pMh5GStB7rcBaavcy3DPqeF6uPpQRfyogXLQE6/v5XtpuRQJxkaUOO5BbLvmNBOG7oUIdY9bk+7h59vmoOf/O93KE6HqZC0OltpoZt0HQ3ozNRB3SVRBE+7s3DoK1ip6jVDTWbOMZ4WHmv9HMccIQ5af3jfsBOAYbhtHrp4N0gqD9OUE6I27VpnvIJSAXQvRQ1kthG5swTeVorwjlK1pSLp+0VlJuWhjsbCChPYyMKOvVTiqfz6LPD2BV/TAGJ1P4y1ZAGOR7WbsNCcRFVu3BpVz1z69xVb4XInaZkoMLGTAn36sQYhfKZMe3Foxbi7IhZK4nMqXhHcvO00F3NgjvGJBnZAJxm545HlisY6IA2zFRUO4H0XNNCH5U0kkQRF8IpLu6W6tQ6cVks+QSkAsherCwpQW1aCkVno+TrKRuQ3+eHtiPJ0vGoGIBKtNbQxLjvVOm8MvXxAZZmvevorCxiaB2g/xe6iISiIusfg/Mod8D+V6FEH3biBEjWLp06Sb3f+tb3+Kee+5h/PjxvPLKKzmPfeMb3+C+++7rriX2fNsSjCuFhXQDtQ7N1Ta3V1upKAg36f3jmQtLE12rKBu9rw0yTdpser64Tgfb6bJ1rbF+EO0t9xU23dxNWRtd83Q2h1xK1oUQPUEnpeY2lSJcvIzSdRsofW8AfkURfoHBOiY6T0oQ3rvZzO83D6clQJWWoJqasclkvle2W5BAXAghepC33nqLIGgv+5o/fz4nnngiZ511Vva+Sy65hJtuuil7u7CwsFvX2Ct0DMaJssw5wXi6PNzSfp1otYlKylU0X9xC9GdtsZmjlMKa9kZu0YVme/CuLNmO6iqwKC/aL678EPwA5TvtZeq+H/1kStbTr2ODQOaQCyF6FqVQjosuSEDMbR/52PGQDQ24Ta24rtN5s0vR+1gbfYnc2oZtayPMbKeSBqNdQgJxgU4k2jsKi74hDAnb2vK9CtGJysrKnNs//elP2WuvvTjuuOOy9xUWFlJdXb3Nr5lMJkl2+Pa6oaFh5xfaG2zUxC0bjAdgjWlv4EaHYBxQKmpGo9K30QpsOmttLVbpbFf1bFDe4QnK2ux/lR9lwlVgwQ9RXhAF4pmg3POjMnU/QIUBeH52Fnk2IIf2PeQSkAsh8kFpVMxFlZXi7dGf1uoEfkJtNuMtI8x2HyoEtyWkaEkjfPIpNpWS3z9dRALxPs7sPZLYr1s4oHRVvpciutEnLQNouHgowQcf53spYgtSqRQPPfQQ06dPzxmx9fDDD/PQQw9RXV3NF7/4RX7wgx9sMSs+c+ZMbrzxxu5Ycs/TaTAedS3P6aZOh2A8VNH9fjq2Num93yraOx6VkWeat0Xbw9GdZ8eVsahQR9nxIEQ7GuubKBj3MiXqAcoE4PtRV/d0uTpKpbust4892yRDLhdDQohuoIxBJeLY0iJaByVYf6AhuW8rFf2accymzbskDt+9NHkOy9eWUPHGQVQ/vwp/yXJp2tYFJBDvy5Tio29W8eHe92KUZMT7mj2nfoN9LpcL+Z7sz3/+M3V1dVxwwQXZ+8455xyGDx/O4MGDeeedd7jmmmv48MMPeeyxxzb7OjNmzGD69OnZ2w0NDQwdOnRXLr1n2VxmPNRki84ze8bTf84eH0bBMFpBoFDKYo0FA4RgTTTezGoV9WvTuZsilWNR6YZu2tdYN0T5FhWYKDuejLLf+AHKMygvnQ33/WgPudY5Y89yStYlOy6E6E6OQ1ASp7VC01YVcMDQGs4e9CZj4p+SUAFyJbn7CoGaoJBfHXgcrw86mBF/LsC+vwjrpfK9tF5NAvE+zOyzJ7d/+bcShPdRvznlv7nlwK8Rzl+Q76WIzfj1r3/NKaecwuDBg7P3XXrppdk/H3zwwQwaNIgTTjiBRYsWsddee3X6OvF4nHg8vsvX26NtNN4syiwHKK2wQfS4MulRY6Rnhadnf2dK1FVosTiodPANOpsdtyoKwq1DNihPv2G22Y0KM6XqFh1YtBeiU+lydS9Ep3zw/ChDHgSQ8qIRaJmS9fTos/aAXEaeCSG6R3ZcWWMSkyqCQNHsxfg0VUGlaWCgacJVMqpsd1aiU3x1wFssObqCmvVDGNQ8hHDJcpktvhMkEO/DNhxeyW9WHsNvtZSW9EWhVaz7bD8q5ud7JaIzS5cu5fnnn99iphtg7NixACxcuHCzgbjoYEsd1QmyTdqyZeo+KK2j25mg17RnzJWvwNgooCcadZbJjEf/7fjeCh2kA/IAtKfRsRDtGXQQYpMGlYyauSkviEpBvaihm9UG5bcH45IhF0J0t7ClBb1oKf2tRQUVrGwYzH3VA3FLkrhugNa2va+F2C1Zq0gmHdQgS9ue/UlsqJdxZjthuwPxv/3tb9x2223MnTuXVatW8fjjj/OVr3wl+7i1lh/+8If893//N3V1dRx11FHMmjWLffbZJ3tMbW0tl19+OU8++SRaa84880zuvPNOiouLs8e88847TJ06lbfeeovKykouv/xyrr766p37tCJH6f+8QdsfN+16KfqOiuD1fC9BbMb999/PwIEDOe2007Z43Lx58wAYNGhQN6xqN7G1jurWYoOwQzCu2ovNtUJ5uj0QNxodWAJjo47p2ew4hCZdqq7aGxeFYdT4RoWgXYX2FNq3KF9jjEY7Gu0bVDJAa53eQx4F5FYrCDQqMFHpehCAap9BLvvHRU8m14+91Eadz8NkEvXRJ1SsWU+/+QNJVhbiFycIzeYbt4ndjI36q2gvRJUUyziznbDdgXhzczOjR4/mwgsv5Iwzztjk8VtvvZW77rqLBx98kJEjR/KDH/yAiRMn8v7775NIJAA499xzWbVqFbNnz8bzPKZMmcKll17KI488AkT7F0866SQmTJjAfffdx7vvvsuFF15IeXl5Tlmm2EnWSjmJED1QGIbcf//9TJ48GcdpP00vWrSIRx55hFNPPZX+/fvzzjvvcNVVV3HsscdyyCGH5HHFvdAW940HUTl6GKLSWfBMllwRZb0VgDUorVBaoZUlVCrKdtvM6DOwJgrIs08m/UAmGPejQFz7ljCu0EmN9kJM3GBbNdo1UVM3z0elTHuJulbgpeefB0G627tkx0XPJdePvZBSqFgs+nE2ChmsRa1YQ8G6OMRcrJFtjn2BCkJIediUB2E03SN6QL783RHK2h3/W1NK5Xyjaa1l8ODBfOc73+G73/0uAPX19VRVVfHAAw8wadIkPvjgAw444ADeeustDj/8cACeffZZTj31VD799FMGDx7MrFmzuPbaa6mpqSEWiwHwve99jz//+c8sWLBt+1kbGhooKytjPF/GUe6OfsTdl8x2FB3JyXMTvvV4mSeor6+ntLS0W9/7ueeeY+LEiXz44Yfsu+++2fuXL1/Oeeedx/z582lubmbo0KGcfvrpXHfdddu1Rjk/biRzPkz3y1BagTFRp3qtowtQY6LstONAPIZ1o/tswiWMO4QxQxgzBAlNENeEDoSuwo9H+8ZDQ3rUGTmz0lS6VF0HoD0wKYv2QXsWpzXEJKP94yYZoJIeKhkF4irpgedFX6YGYfq/AYQhNgjTAXlm9JnsHxddb2fOkXL92Etogy4qRA+owBvcj1S5S+h0cv3Y4S4r15e7rcxoTtMWkljVhFqykqCpOfodI79fcmzr+bFL94gvXryYmpoaJkyYkL2vrKyMsWPHMmfOHCZNmsScOXMoLy/PnkQBJkyYgNaaN954g9NPP505c+Zw7LHHZk+iABMnTuSWW25hw4YN9OvXb5P37rNzcndAauLheFfV4mhpqiGiveLq7koST72Z76WItJNOOonOviMdOnQor7zySh5WtJvrbN84QTQvPP1YlAEP05ln1b5nXCt0hwvPbKCtojJ3HUCQ2QGUzpBnjrEq08RNEYSgfQhipANxRegqTEqhU5YwaTCtGh1zUF4QfVGQat9DjtHRXvIgROkOM8glQy56Abl+7JmUMaiYS1haSOOwBLUHKbyhSWIJT/I5fZS1EPiGYEMZ/d7pR9XLawkXLZEK2x3UpYF4TU0NAFVVVTn3V1VVZR+rqalh4MCBuYtwHCoqKnKOGTly5CavkXmssxNpn56Tuz2UYsUFHh8dsuUGUKJvOfiicxj8jJGZkKLv2kITN9Kl31iNwseqdPM2JwrEldbtY3uMwpqoVN0qCN0o0FYhOeXqGzdyUzb656d9hfKJStVdhUlqTAzCWPp1UwadivaPa6PBiUaeqaSK1qX8Dhl+2T8uege5fuzBHIegMEayTJEa6DN+34/5cv9/MdSpxSDnkb4oQLHCL+eh0eN4Z8i+DH+qAP3Ox4RtbfleWq+z23RN7/NzcreRM3I4P//sH/K9DNHD3H3I77l11JkEH3yc76UIkT/Z4DS3iVvn480clLUdRps56DB6ngMEFkBH5eiZ7HdgwU03b9NEo85MeyM3ZaO3VgHoQKFTRBlxz2KSBieucZIhOmVw4gbd5qDb/KjDuuug0uPObMqL1ur70QxypSBbrq5zPqME5KKvk+vHzbNeCtvUjGlJob1CCBSNXpyGIIHrhpRryYL2VRV6DZOrX2PmEWWsXlfN4MahqE+WSdO27dSlgXh1dTUAq1evzungu3r1asaMGZM9Zs2aNTnP832f2tra7POrq6tZvXp1zjGZ25ljNiZzcrdN/aFVzG8dysdJL99LET2IZw21h/anTAJxIXKy49l54+mZ3cro9pniQRjNGrc2mvftO2jSAXVgUYHJdHdDhQoflc2GKx0F8KGxWAPoTQPyTIm68hUmBaZVYZLRn502jdti0EkHkwwxrQ6qzUelPFTMjWaQp5vpkClfD9P7+IJAAnLRo8j1Y88VNjejP15KpVKgy/hXy968M3gwZcVtFLgeWsaV9VmhVdS3JkhVWdqGlJJYW0zg+VJduR26NBAfOXIk1dXVvPDCC9kTZ0NDA2+88QaXXXYZAOPGjaOuro65c+dy2GGHAfDiiy8ShmF2Hu64ceO49tpr8TwP140aZcyePZtRo0Z1WlYktl3xE//iledkzJHYVHnyX1JkJkTGZkrVbUB7FjxzqFbZ7DgqmjFubDTOLGrQprPHWcdG/1WAiYLuzLgza2xOuXoYEJWpBxB6iiBGNhAPYprQUZiUxmkLsY5CuyYqXW+L9owrrdtnkGsV7R+XDuuiB5Lrx54tbGlBzf+Iqpr+VMyvpq0qgVdYSNJR2S8QRd+jLBQCxX70e0MVFaLqG7ESiG+z7Q7Em5qaWLhwYfb24sWLmTdvHhUVFQwbNowrr7ySH//4x+yzzz7Z8RODBw/Odsbcf//9Ofnkk7nkkku477778DyPadOmMWnSJAYPHgzAOeecw4033shFF13ENddcw/z587nzzjv5+c9/3jWfug+zXorAS+V7GUII0fNtLRi3NipZ1+lsebpsPbMHWwMmfaGqQg3KEjoKq9PBuAM2bN+vbQ1Yx6YbuaUvbAJFGCiUb9ExRRhTBCkwMUXoRoF5EFOEjsJxNSapsa5Bm3THdy89gxza948rFWXFA6LPI/vHRTeQ68deRBt0zAU3t2u8bWnFWbCMkmUF0cgyx2zmBcRuz1qUn664SldbWc+LRmvK75Fttt2B+D//+U+OP/747O3MvprJkyfzwAMPcPXVV9Pc3Myll15KXV0dRx99NM8++2x2BiTAww8/zLRp0zjhhBPQWnPmmWdy1113ZR8vKyvjueeeY+rUqRx22GEMGDCA66+/XmZACiGE6F5b2zcepjupmwAbmigzni7/Vn6YvlhxCeImKmdXJmreFkQ5daujcT+hTgfj2oJp/7GAtdHc8cDX+J5Cp6Ifp0VhkmDaFF6Lwm3R0V7y1hA3btCtLjqVHnvmOuD5WM9D+X77PPIgkP3jolvI9WPvobRCFRXCwP54/YsI47kBdzYLriUd3pfpVIi7oRW1Yg1hXX37THH53bHNdmqOeE8mcyA3ohQ1V46j4UDJhovNK/4oxuDb5shJlPzOEd/V5Py4gzqbN640yuhonJgx4DrgOCjXBdfBJmLYuEuYcAgSDn6RwS/Q+AmFV6jwixR+AsI4+IWWoCDEuhbcEB0LUMa2l8DbKDtufQ0pjW7T6GTU1M1pUbjNYNosTivEmkNMa4jTFqDbAkxzEpX0o3FnKQ+bTGX3j9v0/vGc+eO2w3hLOR+ITuyu58g+f35UChWLYfqV4+1ZzfqDCqnf1xKU+6C3/nTRhwQK3WgoXaSp+kc96oNF0jk9LS9zxEXPZSr6MeXiZ7iy35J8L0X0YL89egC/f/BQgtVrtn6wEH3NNpSqZ4NmiLLj6eBdZ8rPMxkkq7FKRfvCM8e4EDoqatxm0vcpizYhWluUsoShJgwVQdwQxAxhSqOSGuuCdRQmoQjiEDoa11WE8ahkHa3QrodKOiijo3X5PlapqLTe81FaR/PHCQDTHpBLmaEQfUfm37oTfXmYKlM4w5qYtO88jihaRJGWrtgiEljN2qCUp9cdwht7jWL4sweRePNjgrr6fC+t15BAvI9IHTyCr5f8BSjO91JED3Zq0VLu/8zpxJ6VQFyITm2lVB3STdxCGwXqkC5VD9HWYpRCWRM9XRE1crM26spuoq7qgUo3dgvTwbi2uE6AY9ob4IShJhl38D2D7xm8uEMQ11EztxZF6EYBudNmcNON3ZyYRicDTIuO9o9nxpwlUygVzUtHqahpY+ZLBmnmJkSfY1MpbFMTptVHe3EC3+BZQ3/TxHCnhYSSknQR8ewGhlRvoO4zBSxdN4I96oah3/uEsLk530vrFSQQ7yNq94/zsV/MJ3649YNFH1ZA7f4u1c/mex1C9HBbGHFGGEal6kGADQNUEKA8B+UHqMASphx00kF7DipwMCmFnwLCaMyZKoAg0ATKwY8ieRwnwDUhMRNgdIijQ/xQ4wWGVGBoLXFpa43hpwxem8FrNNEe8jZwmxWxBoXTanDaQtwmB9Piott8dNJDtTpRubrvR/vHU+mgPAzT+8eVZMeF6EusJahvwFmwjIGxEdTECnk0dRivVu9J/4IWEkbGlol2oVU0JBMkK0LaqgooXlGGTSajbU9iiyQQ7yOqf7+AW579cr6XIXqBIXUfIIMnhNgGW8uOp0vVLWTnjStAh2HUrC39dO0bdJDed56eOa7CKDseKoNvIaUtrglwdEhchxQ4Hjr9Ar7VJBMOTYkYbSk3+onHCFoNplUTFCiCeNTczWlVBHGNG9c4rQbd5mBcg2pNZfePo01Utu77KB1E5erpOWs2tEgzNyH6AGsJNmzAvN7CsOWDaNlnAC1VVawogNBIRlxsqjxlUaGFeAzlOBKIbwMJxPuIYMMG2LAh38sQQojdz0bZcaVDCDU2/ZWWgmwHdKWimeOEFgOgFcoSdVTXJpojnm5JbB2Frwwh4BlLyo2y4qFVaCwJx8NRIVqF+KGhyInRGnNp9mI0uD4t8ThBwiGMGUJHE8SigDx0IDSGMKYwsfT+ca3RqfT8caWi2ehagZdpUBfmjjuTcnUhdj9KoYxBOQ7o9s5s4eq1FNQ3UFhYiE3EosekY7oIbfsYs/QIM0KLTaWi/49IBdVWSSAuhBBC7KzNlapnHg8ClA2xNkQFLioMIQwx1qI8B+1Hv45VaNBeND/cKgUWgsAQWEVbumGb0SFx41OskhQYj7j2cXRAaBXJ0KE1cKlNFNFQkKApGaOpMI4XjxMUGvzWdDAeU/gtCqdVE7oaN6aj7HirSe8fN1FHde1FzdyCsD07Ls3chNhtqVgMXdGPcEAZQUG6a3zHmFup9vFlos9TocW0eOh19YTr1hOmvHwvqVeRQLwPMAeOYsnp/aNMixBboSwMf7KOcN77+V6KEL1LZ6XqBFHAqtPBapDed+0H6T3jISrlopMOyouhPReT1DhJjfYVXlLhFyh8T+ERo8nXeJ5DaBWOjt4nrn2KTZKEbr8AaknEaPALaPDj1CaLWFNSTGNLgmSri1/q4jVonOaoXN0rUsSaNE5riNPs4DS7mJYUKuWj2lLQZsAPwPejH8+LOsRLuboQuxcVjWK0hQmaRpZQu5+hrTLEOvLvWnROhQqdLCSxtpwB7w6i4O2lBOvWye+CbSSBeB+w7Av9ef9b9+Z7GaIX2V9/i2Hz8r0KIXqpzkrVg/RIMzKjzdLZcYiy40EYlaoDynfQvsUqgwpB+yrKritDECjaAkW9shhlozJ1FVJgUiS0R1x7JJRPsWmjzGmlJYxREWuh2E2yIVHIhrYC6uMFpGJxggKD3xJlx4OYwm1RuHGNdTQ2ptGtPto10bizpAe+AS9dbhgEEAS55eqABORC9GI2/e/XMfgJRWt1yCFjFnNi5fv0N035XZvosRrCAuY1DeP/Ru9PxZC9GfhyEcGyT2WP+DaQQLwPaN5bykTE9knt05rvJQjRu21Sqk6UHScKvG1o2oPyMGrkBmAA5Yeo0I32aVuNCogyz0aB1QShQ5u2NDjRHnStLMVOikKTIo6Hq3xKtAcGUtahn9NMsUlSGyuiNlHI6lgJa91iWhMxvISL1YbQRDPHgxhYZaJxZ47GODr6gsCYaNyZjlrEKV9htUbhYa1KZ8c32j8uwbgQvYu12NZWdHMrTtKiUxrfaoa4Gzg8XkOJNlt/DdHnhNZyVMEiikySPzV+lkRdFaXJFP6q1RBK+98tkUB8d6cUAwbVsyaQeX5i2w0duEE6XgqxszZXqq50e1f10GIzpepBet+456K8qLO69hxMUmM8hQo1OqXwkwYvUDSGilSRQyowaGzURT0GCeVTrlpIaA+dfu9qp56GeAH1QQE1iTKWJipYX1JEbXMhjYUFBA0uXpPGbYr2kLtNCrdF4zYbYq7GtPiopINqNSitwfOiMvXNZcclGBeiV7K+T7BiFaXG4BVW8358GD9tOZm9y9dREWuWsWVis2raSlFFPq0VcUrKS9B19YQtLfJ7YAskEN/dWcuA72vOK5ma75WIXqSgKUkYyLeYQnSJDgG5DQBltzhznKSHTrmoIEB7MZxWg0k6aB9Mm8IvVOiUJuXFSLYZ1rW5eL6hLXBoKIjTEo+hVUh/migxrRSpFP1NE551aLMuQ91ahsTrWO2Vsq6kmGUl/agpKaGlOU5rk4tfZHAbolFnbqMiSCicFgen1cU0Rz+kPFTKAycVBeWenw3Ic2aPZ0rVc/4ehBA9mfV9/MVLqahvoPSTodTvVcm7FQMJY0i/IbFZykKxD05riHUNynWivgNWric3RwLxPiB8ZwHS4FJsj3Drhwghtlcne8dtkN433nHmeKZUXSl0GO0ZJwRUuqu6H80bB4UfGHxf0aAKAPBCgx8a4tqHWPS2rgko1EkSyqeENkp0K4U6SYXTxFq3hALjUeB4rC8oZEOikFZTQBgzBM3R/nG0xo2l548bhTU66q7umGgcm1JYbVC+j02l0p8nKlfPXn9JhlyInk8blDHZ0WRhUzPm3wsZ8EkxtqQIYm40zQFAAvK+rcOFYqbPSfb8bi0q5aW/jBVbIoG4EEII0V02E4znXMCEFhtGgbkKQmzgQhA9rgLQnkZZjVUKHSiUp/FUjAbADzVBqIkbH6OiK6WE9ii1bSS0h0tIifYo0VGWvNJpoES3Ueq0sipexqpYKStMSHMsQbIgmkFuVdTMzYlbrHGwRmEdjXENWimU1tFFl1ZREO77UYafAIWRveNC9AZKoVwH068c268UG3Oif69EMZdVCozKHisEEPUVCCy6uQ1q6wgbm6LKqOzjktrZEgnEd3OmspLaiXthtZw0xbZToaX/84vxa1bneylC7H62UKquwhAbpEeFhQHK91Gej/ai4FYnXZwCB5N0MCmD16xwihQmZUi1xWlqdmktjZEMDPWpBNUFJbQUxAhimkqngXLdRpHyKVE+FdpnsG1hiKlnRGwdNQVlrCzsx4KCKlaUlFPbXEhDaQEtBXHcJoXTpPALDfGEwm0xOC0Obsxgmp32UWdOClLeRqPONsqOS2d1IXokpRTEY7QOK6N2vxjJ/hYr/dnEVqgATGsZRSsHUvFOA+qjJYTN0ptqW0ggvptrPWwET838f/TTBfleiuhFmmySL077NgV/lkBciF2mY3Y8HZBn7ldhmC5Tt+D7UUAehCgvyM4cV4GLSRqcNoX2FdrTeK0KvzXBak/TXBajtrCIBi9BstilMZag2qknNA1UGI+EUhQpRZH2KdHrqTYNDHY2UOE0sThRyaqiUlYUlbMyXkZbYxyvyeAXaoKExm2yuM3pxm5xg2nzMS0OqsWgnPTc8WQyp5kbOvpzzqgzCcaF6Bmsxab/PVpH0VZpqfpsDcdXf0Q/R4IqsXmeNaxJlfLWuuEsPGgQQ145kKI3Fss88W0ggfhuzivSlOgYRslmHrHtComRKtLI1zdC7GKZYByyAXk0Mzw9GiwMUcZk95Ara8EPMOmLG+1btGcADRa0FwXlSR2jMVR4noMfarQKaQtd2mIuxECresq1j1ZQqAyuDilUHoW6jpgK0nvI+1HspNDKssYtpjmeIOW4oAxBeva41dGPE9PR3nGl0Om540qlP4fvdyhXJ3fUmWTHhegxbCqFbW7BaQ4wbS6BVeyfWMnRBcsp1xIyiM1rsQFvlX7A7fokVjbuwR6Ne+C+4xPU1cn5fQvkX9VuLlWsCazFQzoWim0XEuIVy3aGXeFvf/sbt912G3PnzmXVqlU8/vjjfOUrX8k+bq3lhz/8If/93/9NXV0dRx11FLNmzWKfffbJHlNbW8vll1/Ok08+idaaM888kzvvvJPi4uI8fCKx0zIXKVto5JY9JgxRvgvWYkLQXohOOajQQQUGLwk6Fc0b9zyXtqRhtRfVlrYFLk0FcYJ0l6XQNIDxSCgo1C6FQIkNKFQNlOtWqp16BjiNFOgUS2MVrCkoYY1bTFIXECQ0YVxjjSJ0NG5cETqKmAYcjXINqlVH69cKpRV4mf2loYw6E6InspZgfS2xDwwDykawqrSKuzmefwxYTnWsAVfLSFOxeS1BHFcHeCWWZD+XWGkxqqUFm0zme2k9lgTiu7nKlz9lwnevwEpMJbZT9esrkV+5Xa+5uZnRo0dz4YUXcsYZZ2zy+K233spdd93Fgw8+yMiRI/nBD37AxIkTef/990kkEgCce+65rFq1itmzZ+N5HlOmTOHSSy/lkUce6e6PI7pSJ3vHoyBVR6XdYYgy6exyeu+4TbromItOxjBtMWIFGq/ZYJIKr1njFWm8Js2KNofa0kJWFJexpqSEdcUl7BGrZai7nhFuHRU6oFC5FKgYBSZGuU4x2KljiNNAtVvHkoJKVhT3Y2FRJUuKKqhrLKCtMY5f6OAXKpyWDqPOmqNRZ06zi3adaO+4l+6onvKi9esAGwTp7PhGo84kIBcif6wlWL2Gohdb2evTYdS+V8WL1dUEBWC1letJsUUqVBQ2RPvGMSZdGSVftG6OBOK7OX/pckqWLs/3MkQvJEH4rnHKKadwyimndPqYtZY77riD6667ji9/+csA/Pa3v6Wqqoo///nPTJo0iQ8++IBnn32Wt956i8MPPxyAu+++m1NPPZWf/exnDB48uNs+i9hFNuqsDkFUrp55zNpo77i1KD/Ilqqr0Ebzxj2LCg0mpTGtCpPSJH2X1qQm2erSmnJp8WOsLSxhXaKEFruKoU4tFTpFufYp1nEKVAxXBcSVj6vWU6LbqHQaKHNaKXJSrEyUsaagmPpYIa3xGG5TFITbdHbcbdWEMY3jaEzMiUrVWzVoDZ5ON3JL7xm3CkWQmx3PfFYhRPdQCpSOqleUxrYlYf5CBiwthopybGEca5R0TBe5rIUwPcKsw33KCyCZyt+6egkJxIUQoodYvHgxNTU1TJgwIXtfWVkZY8eOZc6cOUyaNIk5c+ZQXl6eDcIBJkyYgNaaN954g9NPP32T100mkyQ7lIY1NDTs2g8idl6HYByIytVJ77EOw2jvuI06rKv03HFtLcoPoyAdUGF6z3gQzRzXgcFLaeoCjbWKVt+lOYiGjafihmanHo9mtEqRUA4OhkKlqdRJXJooUiliKtrmVGRSFDgey5SlXltSMZfQGEARGkXoWmymNYlWaEdHo87S486sMSilc/eO06GRm5SrC9HtdMxFl5dhiwvBdGiXrlUUWIUShItNqcCiWtqwDY3Y5haste3NRmV82RZJIL6bM5WVpA4cGm00FGI7xD9YIePLullNTQ0AVVVVOfdXVVVlH6upqWHgwIE5jzuOQ0VFRfaYjc2cOZMbb7xxF6xY7FKd7R0nwCqdzYyr0GKDMCpbD0LwfJyUj/ZDdMrFFBicpEYFGtOmMC0KLxmjztM0t8bY0FZAsx+jvqiAIfENNMbW4tkNVJoUhcpQoGKU6gRx5afnj6+mUCUZ4DRSGWuk0EmxNNaPDQWFtMYTWMchiGmCZkUQ01itCF2FaTU4WmGUAsegUl70uTJ7x5XatJGbBONCdL+CBC37DqB+pItXgpSii61SITgtULQ6pOy9DbB4OWFLS76X1StIIL6bW3/y3vz5J7fhSimR2A4hcOpN36X/f0sgvjuYMWMG06dPz95uaGhg6NCheVyR2C5bmDtOGILWUVbZ9yHloFwX7fm4yRhO3CVocTBtLl6xxitUpJoVqRYXr9iwtjhBQ3OCmrJSqosa+KSgkgMKVzLUXc9A08QA00K5dnCVoUTFSKiAhNrAQNPEEHcDA9xGBiaqWFlcxsriMlYnSmkrjuE1adwiHY03a1K4LZZYQuPGHUybj2r1UOn949bxUL4PqWgvvOwdFyIPMuPLwhBrFE1DLUMOXcUhFSuIS5M2sQWeNaxLFvPumkGse6+CQa+WUvjWJwTra+W8vRUSiO/m3NaQChMnrtx8L0X0Ip4NcFrl5NndqqurAVi9ejWDBg3K3r969WrGjBmTPWbNmjU5z/N9n9ra2uzzNxaPx4nH47tm0aL7bLR3PNNZPXuhk8mQh+lRZ0GI9QLwY8RC0L6DSWq0r1GBQic1fpsiFRSy0nOob02woaSQ1jDGukQJg9wNDHNrGew0UqJ8EkrjKk2hUmA8tKoHwBBSbJIUOdF+wPVuEW3xGKHrgtKEMUUQh9Ax2VFnxtWY9H5T5Zj2vYTp7HgUkHfSWR3kwk6IXcSmUtimZtxGH6fFwTUBE8vf5bPx9cSVxkh5pehEgKU+DHi5YgSz4sexpqWKwa3Dib1rCWo3yDl7CyQQ3805zSFt1pdAXGwXzwa4zXLi7G4jR46kurqaF154IRt4NzQ08MYbb3DZZZcBMG7cOOrq6pg7dy6HHXYYAC+++CJhGDJ27Nh8LV10l47Z8Y0auWX3jgcB1kb7xlUQoIPMnzOjzgwq1JiUwkspVKhJBTEakoaU5xBaRZMfozZRREsYJ2UNA01TujTd4qJIKCjXfjQCLQYJ7ZHQHl5ocHRIrVtAkykgFcYInag8HQXKakJX4TjRBb0BSEWddRVglUIFJto7jhc1clM2/YVDOjMu5epC7Bo2CpziC1wG9BvBov5DmGWOZ37/hVS59WhCjJJ/e2JTgVWs80spjqVYX2zxShzixUWopmYZX7YFEojv5oreXcnRd36HUP6XFttBBzDs7eXSOX0XaGpqYuHChdnbixcvZt68eVRUVDBs2DCuvPJKfvzjH7PPPvtkx5cNHjw4O2t8//335+STT+aSSy7hvvvuw/M8pk2bxqRJk6Rjel9i20u2bagh9KPmStZGo86shSAEx0H5QfSTimFiDiYZwyRd3BaN16wwbRrTavCLNckmw5KkQ21JISuKyllVVEptUTGDYxuoduqpNg2UaQ9XgQtUpDPjhTpJiW7DVQGlbhs1iRJWxUtZ65SQKogRFGhCVxM6CrfZ4sYV1ihco6NSddegjEa1maijuk5/uRAE0QZEaC9Vl73jQuw61uLXrKbkhVb2rhnJyg9G8JshIwgKOzRglMS42MzpV/mKglqFCqIKLhlftmXbHZ797W9/47bbbmPu3LmsWrWKxx9/PHuBCHDBBRfw4IMP5jxn4sSJPPvss9nbtbW1XH755Tz55JNorTnzzDO58847KS4uzh7zzjvvMHXqVN566y0qKyu5/PLLufrqq3fgI/Zt/qcrGHzbinwvQ/RCEoTvGv/85z85/vjjs7cze7cnT57MAw88wNVXX01zczOXXnopdXV1HH300Tz77LPZGeIADz/8MNOmTeOEE07InkPvuuuubv8sIs86ZMeBqJTbqnQzt1QUkPt+9kelPFTMRaV8dDKGU+DiFBqcNoPTovELFV6xIdWSoK7Upb6okDWlxawpK2FQYQOD4vUMi69naGw95bqFIuVRqH1cQsp1GzEnwKiQYtNGZayUslgbcROwLlFEa1GMtkSMIKbxmxVesyKIKYK4xml1cJodjDHR3PGkh0o5oKOgXOaO7x7k+rEXSI8wAwhbWtBvL6D6kzIY0I+gJI7VMr5MbMRasKA6nodDi27zZHzZNtjuQLy5uZnRo0dz4YUXcsYZZ3R6zMknn8z999+fvb3x3sRzzz2XVatWMXv2bDzPY8qUKVx66aU88sgjQFSKedJJJzFhwgTuu+8+3n33XS688ELKy8u59NJLt3fJQgjRY4wfPz5qiLMZSiluuukmbrrpps0eU1FRkT1fCtHp3HEMlqC9XB2ivePpcWeZUWfKd6PRM4GDn1SYlEKFCp0y+K2apqRhWaBpTMVZX1BEQ2EBjWGCSqeRCtNEf9NEQkVf22kVUqiS9DdNAARWkwwcjA6pNYU0KPBsDOtqQhONVLNKEzpgTfpyxCiUSWfHAatVNNfYS1/8q7DzveMSjPd4cv3YCyiNLipEFxdBPNZ+f2sS4/lg9OafK/qm0KJSHrapBdvS0n4uDkNCiJqIis3a7kD8lFNO4ZRTTtniMfF4fLNNgz744AOeffZZ3nrrrewc3LvvvptTTz2Vn/3sZwwePJiHH36YVCrFb37zG2KxGAceeCDz5s3j9ttvlxPpDnD2GIItkEZNYtupthT+8k/zvQwhxLbaeO54h+y4ImrCpIIAGzrRfnFrwQ9wvAAVxNCBxSQNJqUh1GhPYVqjPeStYSGppEtDYYJmL0ZzEGNgvJEqt4EWdwPlpoWE8nCVT0wFlJjWaE0xSIYOWllcHWWz60KF5zhYHc0cB0XoaKxRYMEahXE0WkefSSkFWqfnjBNlxTOfT4LxXkWuH3sHpRRhZTkNo8poHZD+t9mBjDMTGcoCFkzKktgQUryoCb1oOUFjo5yPt9Eu2Tn88ssvM3DgQPr168fnP/95fvzjH9O/f38A5syZQ3l5efYkCjBhwgS01rzxxhucfvrpzJkzh2OPPZZYrP3buIkTJ3LLLbewYcMG+vXrt8l7JpNJkh2aATQ0NOyKj9b7KMXSu8p58DP3b/1YIdK++d55VHzJQBjkeylCiG2Vc+HTPuoMG0b7xU0Qlat76VL1pAOui0l56LYYJuHiFqRHnTVFo868JkWq2cErNjQXx1hcmqC2rJDywlYqC5oYWlBOdbyeMtNKqW6lUEe/hxPaoz9NhHFNoUlR6raRMD6OCWlIJEgmYoQxlzCmcVoUQUIROuDGNU6rwXFNulQ9BZ6PMgarU9GYs3TJvZSq737k+jHPbBj9u/JDUiWaDYd77L/nSspjrWhp0iY64VtNQyrB8rpyahaWUfXWAZS/sQJ/+Uq5htwGXR6In3zyyZxxxhmMHDmSRYsW8f3vf59TTjmFOXPmYIyhpqaGgQMH5i7CcaioqKCmpgaAmpoaRo4cmXNMVVVV9rHOTqQzZ87kxhtv7OqP0/tZS/OGAg7rWGIkxFZsqC+iQk6gQvReWxp1lmnmltk77vtRM7ekj25zUKkQp9XBLTB4LRqTVLjNCq/R4DVp6locGooKWFtUzJriEqqLGqiItVDhNjPAbaRQp4ily9Vd5VNs2iD9KyhEETMBDTGfJl1AyrgE8WjEmTWawI0auYWuwjUK42p00o9mpRsNKQ/ree3l6kEQdVYnSJflR++S/TsQvYZcP/YA1mKTSXR9E4m6fqg2w4Flqzi/Yg6DTSDjy8QmAiyNoeWt5BAeKD+Kj+1wTGoQJUFIULNaStO3ossD8UmTJmX/fPDBB3PIIYew11578fLLL3PCCSd09dtlzZgxI9v0CKJvNIcOHbrL3q83KVwoQbjYPu7HBfleghBiZ3W2dzxbru5hQxPNHbfpueN+AIGLIZpBrn0H7Tsoa/BSoJMK7StUaAjaNM1tDp5naPFcNiQKqU0U0pSIU+a0UqhTxLWXXYqrAopMkvJYC2G6ttX3Da2hItAOqGi2OSisIVpjGM0dN47GpBtEKaVQHUvVtY5K7gFF9OWhlKv3TnL92DNY3ydYvYaSdxP0q6ziif4Ho0dZjij6hBLdmu/liR4oRNMWuhS7SYKCkFSRxpYWoeoLsE1Nch7egl0+1GrPPfdkwIABLFy4kBNOOIHq6mrWrFmTc4zv+9TW1mb3BVVXV7N69eqcYzK3N7d3KB6Pb9LUQ0SGPt/IyKGXyrgJsc32ea4530sQQnSFjTurby47Hlpwgig7HoQoL0AnHVQqhvIdTNLgtEWzx7Wn8AsVfqvCS2nWJR0aCxJsKCygqShORbyZUidJkZOkxLQBUeO2uPYpdZKEVqOVJbAKaxVJY/F1FPBbpQgdhdWgrMFxFDYzc9xaMBql0/velUYpvz0oh6hxkOwd3y3I9WP+WN8nWLSU6qYWimqG8eQhR/Jo1VhsLAQt/55EJ6wCX5FYZ3CSQbQdCqIu/FYqLDdnlwfin376KevXr2fQoEEAjBs3jrq6OubOncthhx0GwIsvvkgYhowdOzZ7zLXXXovnebiuC8Ds2bMZNWpUp2VFYsvsW++y71v5XoUQQoi86RCQZ/aOKxvN6s4G5H66K7IfRKPOXAfVmsK0xnGaXcKEwW1ycJs1fkEUjKcaDF6pJlUQY21hgrrSAooLSymOpyiNt1ERb6bAeMS1n91jWmCiTLmfiErJm90YrU4cT8UIXU3QqgjiKj1zXOHGdVSq7mp0q4+OOVFXdcdAygNPR2uXUvXdilw/5lG6AsVfvZai2Q2U/HsAfnU5fqHbPktc9HmZZm2R6A8q9HGaPVRbEhuG2QaionPbHYg3NTWxcOHC7O3Fixczb948KioqqKio4MYbb+TMM8+kurqaRYsWcfXVV7P33nszceJEAPbff39OPvlkLrnkEu677z48z2PatGlMmjSJwYMHA3DOOedw4403ctFFF3HNNdcwf/587rzzTn7+85930ccWQggh+qBNAnKdDlptNOos0FG5ehiA70Tl6mGI4wWEbQ46FaI9h6BA47VG+8dNUuEXKIJChZfUbCiM0VDgs6GggLqCAorcFAWOR6GTygbjvtXEdECh62HTmfGWUBEoB2tMOiOusEYRuqS7rBOVqbsmKlXX6ey4MdhkCqV0eyM3SDdyk+x4TyHXj72EUuh4HFVchEp/mYHn46zagGMM1miZJS6iqRZBGPXtaG3Fprych8MgwHqyP3xrtjsQ/+c//8nxxx+fvZ3ZVzN58mRmzZrFO++8w4MPPkhdXR2DBw/mpJNO4kc/+lFO2c/DDz/MtGnTOOGEE9Bac+aZZ3LXXXdlHy8rK+O5555j6tSpHHbYYQwYMIDrr79eRk/sBJ1IoApk36/YOtvaStjWlu9lCCF2pS01c0s/HgXk6VFnQRSAqzCE0GJSBp0y6MCgfKJgPKVQgcZPKoJkNIPc8wzN8RiJmEdxLEXc+DgqypCEKLSyODok5vh4MUMqUNEecqvxs7PDo9FmmT3jVgFhtJcdraJ949ZG+RitsruwLAFkPpsE43kn14+9hI36RuiSYlr3qaRloEPotAfeMr5MQJQNVyE4rSGFa1LEFq0hWL0W66XyvbReRVm7e/5GamhooKysjPF8GUe5+V5O3q2/aBwXf+cvMn5CbNWsu7/CwHv/ke9l5J1vPV7mCerr6yktLc33crqUnB9Fjkx2S+moG7lKdyjXGoxBxVxwHJTjQMzFFsQJ4y5hwiEojEab+YmoXD1VqvCKIEiAX2gJSgJUIsDEAhIFKQpiHjET4JoAR4f4oSYINanA0JJyaWtz8VMOtsXBNGlMq8JpVTjNEGu0OK0Wp83iNvo4LT466aPbfFRrMipT932s54EXjTcjCLBBmP7CIfMlg5Sqd4Xd9Rwp50dQjoOpHEDzoUNZcYxD8f4bqChqkWtIkRVaRdJ3qG9N0LS6mLL3HarebEK/t5iwsTHfy8u7bT0/7vI94qJnKFuc4svFHzLIKc73UkQPtiFo4ZEl3tYPFELsPjpmxzvOHs+UeochyvhYE+3JVp6PcR10zMW0xjCtLmHc4BcY3BaDV6jwE+AXKrxGh6DQEMQtTQUxmgt9HDfAcQNcJ8Ax7U18FOA4IdgAvwAC62C1xjpgtQKtCGIQxBTWOISuxmkz6JiDMQrVZlDZmePeZmaOS3ZciK2xvk/Y1Ex8bRux+hKqShqZPuw59ottQLaIi4ykhUVeP54ZNpqnSg/CqmKqwxGYBUsJGhvl/LoNJBDvI+LvLOGxpv2ZWr4830sRPdgzLUMp+tdyZFePEH1M5oKps3FnmceDAGVDrA1RgZvdP278EB036JSL9i0mpfHjGi8J2lMEbVHzNb9I4Sc1XjzEi4Wk4gHaBBhjoyAZCMP0mDJtsY7Fxi0BUQlkZrxZ1GhOR72BNJh0abpWKuqqrlR6tFnUxTdbSauiLxqyperRO+Z+fiEEAGFTE+bjT6nsvzcfDdqDR4uO4Cv951JpGjHIvxcRiamAAW4T8bgXVUKVxHBKS1DJJDaZzPfyejwJxPuIYH0td//pC/zu8LX5XorowWrfqWTk6jfzvQwhRL50yI5DetxZppmb0dHM8fTscfwAlW7YYz0H5QUQxtGeQScMxtNoX+MnIUhEY890CoK4IYxrgoQmiBl8J0R3CMazl/jaYo0FB0JXEcZJf0moUIFFhVEZPYAKo8sZnZk3bi1KqexrKYiy4tAhGLfp0TqSHRdiE9YSbNhAwd/eZ++6vXl92Wie3/tATGkKrUPp19aHbXyqDENNuD5OWSOYtmhLECDn1W0ggXhfYS3Dr58jnS7FFpXZhVs/SAixe9tMdjxbrh6GUXbcmKi7uuehXBeVioJxG3cxMUNY4GDaHPwCTRBXeIUKrygKqIN4utN6QmNdS+BacELQpGfiEEXkymIdCF1LkACrVDqqjn6XWa2izHf6z8ZotFHt2XGjIRkF5EorrNYook7tUqouxFYoRdjSgn7rPYZ+UkE4rIpk/wShq2SMWR+mQti4KELZENPm49S1YlMpCK2cT7eBBOJ9jfyjEEIIsS06jDoDcgPyIAQTpANyPxpd4zjRHu02B+U66DYX3eriFjgEcYNboPGaNX5CEcSjPeRBXBHGIIhbwlh6P7hJZ8KJRphFUTRYHQXkyip8C1iFNZbQKCDqqB66CsdRoBTK0ZA00YgzpbB+gDJBFHD7vpSqC7ElSqFiMXRBAhwHggC9bDWFNTFwnewXYKLvyY4tSyaj3wUd2RCb8qJmmWKrJBDva5RCOX2zC6jYMhsEEMqJUwixkc7K1TuOO0v/dLp/PIhK11XKiUrWfYNJaYKYQntRyXoQj8afBQlF6EaBtXVslHHLNHTPZGAUWG3TQXcUqKvQ4vsKrMJoHY3V8W3UVKpjqbr2sb6C0EqpuhBbY230b6W4mNReA2nrHyM06cekurLvshYdgNMckFjdgvp0NUFtXfs0ig7Hia2TQLyPaTvtswyZ8TGOloBLtPNDw7Lb96Xof9/I91KEED3RVpq5qTDEBjp3/3gYts8fj7nRf30XndSE8fT+8ZSOOqHH04F5TKVL0SF0AN0+t1hZwKZva6LjQlChIoil94wDKtSoIIoYdCagDkMURJnx9BgzRTa2l2BciE7YIMC2thIazbpDDMGoZgoKUjLGrA8LrMLzHNqaYriryuj3QRn9564nXLRUmrPtAAnE+5iiD9dxQdWrnFQoI6pEu9faQn6yYCDy9YwQYos6K1cPfUjPH8/sH0frqPw75aFiLiqZwiZdVFsMEzeEMQenJRp5FsSjDLlfEGXHQ1cRxKKS9dCANWwakBPdtk60FVEF0QWi1So9fg2sURhHoVW09RzHgOdHwXhKQaBRvmoPxmXfuBC5wiAaY7aqgfj6Sor6NfKfez3HPu5atHRO75NCFHVhnHfbhvLUmkN4v2wYodOfSqWwi5cTtrTke4m9igTifUywaClXvD2JBUf/Lt9LET3ItHfPYeAHH+d7GUKI3mJL+8czHcuDABUEWN+P9o+nZ5DbpIN2HcI2F510CGOGMKbx23QUlLuWIKYIEhA66Qy5EwXktkNFbMeGQdYoQie6EdjMqDONVe0XOlprlNbZwBvfxyqNUhrr++kMfiD7xoXowCaT2KUrGPjPQpYMquKxskO5cOCrDHZkjFlfVaHbGBFbR1WikffiAUFC45clcEqKUalUdM4X20QC8b4mDBj4cAHfGvk5HCX5TwGh1RQ+VCb7w4UQ229z486Ubg9cM/vHQxPt1fYD8AN0EKKCAB2LgnHlO2jPYmKKwNP4fnrPeGZ8WaZUPZ0dz5Sqd5xRZnXUPT100rPHrSJwNWRK1UmPOgst6PS8cRtGc8lVh5npmX3wUqouRNQ5/Z8fsFfjnvx79UFMGb0vpRXNxJwgO3ZQ9B3WKkILTS0JnHUusQaLafGiaigl7fS3hwTifVDBX97ik2djKGW2frDY7VlrKU7J7HAhxA7a0v7x0Gb3j2PCKAD2fZTvRAF54KKSPiruoL0QnTKEMYOJWUxCEcQ0oQOBS3upulZRuXomO95h77jKBOMmvcccDRZ0YDN5bXS6CVUmEFfWRgF4EO0jj75cCKNS9fQMdQnGRV9nvRT2/Y8ZsqqMQf8YQsuQEvyEzqlSEbuvzr5viQPaC0nUeqimVmwyJd3St5ME4n2RtVGpUb7XIYQQYvexcbl6QHq/dnr+eBCNO8OYaP+456E8NypbTxpszEXFXHB0VK5e4BC4mtDVhPF0UJ4OsEMnCrjpmHzpkB2PgnGFtTbacx6aqHFbutuzBpSnsSodjBsTlVP6qr2jejpA73TfeM7nFWI3lx5lpmKxaIzZJyso+TQGiTjWaOmivjtLn+dUEILnR1t6Nh5ZBuClovnhG3dPF1skgbgQQgghus42dljvmCHHGJQfRHvIHYNJOSgvRMcNoaMJkwYdt9FecDf9Y9pL0W06IN+4XN2qTAbdYh2FtQobmtzO6TYaZ6ban4bSCpvOkFuCDqXquv1CU7Ljoq9IV5Ho8jK8YQPwStzsvzkkBt/9WVCBxWn2cdc2weq1BA1NnQfdck7cLhKI92FtXzyCtZNbZH9PH2WtouL3RRT9SUaWCSF2ga3sH1dhiA1DlDFgov3YKghQjhONPbMWGxiUMWg/RAeG0Oh0IB79N1OGntk33nHueLRHPL0UFR0bGhUF2U57Kl0F6S8E0k/PCdLDMGo8p8kNxqMPJMG46DOs72FbWggShpqxLm0jkphY5ksp+TewW0rvO7AhhJ5BNcUpWFVIv4/6U/av1QTLV2K9VJ4X2btJIN6HFS3cwIwxf+HkQpn71xe91hby4x+dixQRda+//e1v3HbbbcydO5dVq1bx+OOP85WvfAUAz/O47rrreOaZZ/jkk08oKytjwoQJ/PSnP2Xw4MHZ1xgxYgRLly7Ned2ZM2fyve99rzs/ihBbt6XseKahW7pcXQUBNnSiGeS+HwXlxmAdAykHlXTQrsa6JgrEY5rQqKgE3UlnvjsE49goPlDpNViVznQ7qkMwbcFNXwpl9oyHITbd9Dc7a9zajTLjsm9c9DHWEtY3EF9aS2K/QVQeWcu0kS8yzKnN98rELpbCsNYv5V8tw3mpZh9qBgzET1RT4TrYpZ8StrXle4m9lgTifViwYCHfenoKH3/1Xox0Oexzznvum+z7zlv5Xkaf09zczOjRo7nwwgs544wzch5raWnh7bff5gc/+AGjR49mw4YNfPvb3+ZLX/oS//znP3OOvemmm7jkkkuyt0tKSrpl/ULskM3sH98kIM/MIDc62kPuOFHG3DHomAuOwRqDdg02brBGYx0Vla870R7wTLl6Ryq0G2XHVRSZGw1u+hjdPlNcaQ1B+x5yG0SZ8ex4M4PsGxd9jvV9wuUrqfpHIUuqqnm5Yn8uHfAKA4yHtP/dvVWbZjxreKdgCKsSFr9Q41cU4dSVonxfRpbtIAnE+zJr2e+etVx99OGMLVmU79WIbjSveTj7/aKBUC4au90pp5zCKaec0uljZWVlzJ49O+e+X/ziFxxxxBEsW7aMYcOGZe8vKSmhurp6l65ViC63DRlypaJ93Cq0UVMgo1GBE5WQO1FQrgIHG0RBOY5GuRptdJQd1yrbrK0jZYHQRhlyDYQKtIr+bNLt1o2BIATdPnqN9B7yzGizzL5y2Tcu+iKbTKLe/ZA9m4fzj3WHMvtz+7FH5QYKHC/fSxO7WDJwWL6unPhaQ2JDgGlMRj0+JJm3wyQQ7+OCjxbxwYR+fBAbm++liO7k+4TrF+R7FWIb1NfXo5SivLw85/6f/vSn/OhHP2LYsGGcc845XHXVVThO56f0ZDJJMtm+BaWhoWFXLlmIrets/7gOIdRYbDYAxlpUEHU/JwhRgUH56WDZN6hMhtyPAnJrVJQl11HJOirKgOe+N5nEfJTxTndTt0ahwuj5CsCPMuNWR7m+nGZuYRjtGw/SmXQJxkUfYn2f4ONPGLxmHcHrw2jccxBNhe1NE8VuopPTWJkFtzmkoCaJbmwmbEvKyLKdIIG4INiwId9LEEJ0oq2tjWuuuYazzz6b0tLS7P1XXHEFhx56KBUVFfzjH/9gxowZrFq1ittvv73T15k5cyY33nhjdy1biG2zcXY8M+4McmeQ62j0WTRizEQZct+JmroZ3b6P3DFREzYd7SO3RkVBeGbvePa90mXqNp0dV6o9INdRVjxToh6txbYH4GwUjBsTZdklMy76EqVQjotNeZgFSylfmkAVFUb/DsXuIQxRfhB96bnxuSy9lci2tWFTnows2wkSiAshRA/keR5f+9rXsNYya9asnMemT5+e/fMhhxxCLBbjG9/4BjNnziQej2/yWjNmzMh5TkNDA0OHDt11ixdie2wUkAPZkvXsDHKt2veRax2VQzoOKI0yGuW6UVCuNdZJZ8q1BqOy/40C7ty3zgTk2aWoqKs6VmebtGEdlAqwYfTkbDCuVNRgTjqqi77GWtAKXdkfv6qcsMCJvvTqrAJF9CrROQ+UH2LafMz6RsJ1tdjW1uxEiRy2k0BdbDMJxEVW61eOYMWxG9UVbc/5dHv/He7Ma2/8XLuNj23L+27pc2zv75ft+TvZVX8fmcctVM+xFD8q48p6ukwQvnTpUl588cWcbHhnxo4di+/7LFmyhFGjRm3yeDwe7zRAF6JH2TggVzrKiuswiskhylpbG40VC22UvQ7TWe50Njs7Fk3rdObOpMvUo6x3lCXv8L5h5uKzkxN2umwdraPMuFLp4L/DnvFMmbp0VBd9iE2lsE3NpParomZsjLZqP/fflei9QlCexm1SJNaU0u/jgRS9V0OwYpU0ZetiEoiLrIKVrfzyy49wQoHs9dgdvd4W8IPHL873MsRWZILwjz/+mJdeeon+/ftv9Tnz5s1Da83AgQO7YYVC7GIbd1hPZ5mzM8iDEGV0et94VLJOaLFGR+WUQRDtIzfpMvVMUK7TpeeZQLxj5s7a9oA8IxuEpzusKxU1c4Nob7hKB+ZaSzAu+h5rCTbUU/jhGhJ770H1MauZPHQOFaYJo6RUubcKrKbNuqz0+vFu4x68sXI4K6tKGVAyhPJ/xQiXfopNytjjriKBuGj35rtc/ptv8M/L7qBQx/K9GtGFktZj8sNXMOLV1/O9lD6vqamJhQsXZm8vXryYefPmUVFRwaBBg/jqV7/K22+/zVNPPUUQBNTU1ABQUVFBLBZjzpw5vPHGGxx//PGUlJQwZ84crrrqKs477zz69euXr48lRNfbzMiz6EaHkvX0HHJ0VKZulY7K1rVC6WgPeSYoj4Lp9J8hev7Go8c2Lr9U7UF4lBXXZGY1RaPNgm0LxnM+kxC7gTAg+HQlg16Ms6RiCPO+MoxvDXiFSr295YOiJwmwrIytxmD5uKiSFYkSvEJFUFGEqS8jXF8rmfEuIoG4yDHi7vmceMwkfrXfQ/leiuhCVyz6OnvdvoBALgLz7p///CfHH3989nZm7/bkyZO54YYb+Mtf/gLAmDFjcp730ksvMX78eOLxOL///e+54YYbSCaTjBw5kquuuipnD7gQu5XN7CHPlqx3HHsW6OzebYyJ5oVrgzK6PZjO/DnTLb1jMN7hPVXYSbl6JkMe6mjEmVUoTJSdhy0H49nPIOdhsfuwvk+wYCEjf5fklfVHMPuEURxcvYoik8r30sROCFGsbi3h09X9KFyjKVznYxra2seVybmsS2xXID5z5kwee+wxFixYQEFBAUceeSS33HJLzp7EtrY2vvOd7/D73/+eZDLJxIkTuffee6mqqsoes2zZMi677DJeeukliouLmTx5MjNnzswZvfPyyy8zffp03nvvPYYOHcp1113HBRdcsPOfWGxR0NBA2flxplddmO+liC7krq2V7vg9xPjx47MX7Z3Z0mMAhx56KK+/LpUNog/KjDyDDjPI2WTsmVKqff+2UmAs1uro4jEMUUF6Xng6qFZhh0B848x1J3vHo9dPr0Vp0CEEtn0vuQTjnZJryN2YtfhLllH94HrsW3vyyQGjSJXJOLNez0J5ylKwLqCgphVV30TY2hZVAfXBc9iusF2B+CuvvMLUqVP57Gc/i+/7fP/73+ekk07i/fffp6ioCICrrrqKp59+mkcffZSysjKmTZvGGWecwWuvvQZAEAScdtppVFdX849//INVq1bxH//xH7iuy8033wxEpZqnnXYa3/zmN3n44Yd54YUXuPjiixk0aBATJ07s4r8CsbFg7VpYuzbfyxBCCCFybaHDutJq0wy51tlZ5OgoI26VigLyDiXn2QC8s5LazjLjHbPiAe3v1ck83WjOuATjcg25m1MKm0yi3lvEgMUFqNISbNzdtNpE9DxBmP6ScjN7+62FtiRhUzM2lZJxZV1I2a2lX7Zg7dq1DBw4kFdeeYVjjz2W+vp6KisreeSRR/jqV78KwIIFC9h///2ZM2cOn/vc5/jrX//KF77wBVauXJn9hvO+++7jmmuuYe3atcRiMa655hqefvpp5s+fn32vSZMmUVdXx7PPPrtNa2toaKCsrIzxfBlHuTv6EYUQfZRvPV7mCerr67fatby3kfOj2K10vNBXmSx5JludHjmWzYDr9Lzw9ONGZ4/LBuZ6M2m8MH3xaW1UuRJaCIN0oB5GDeMymaIwbD8G0hn8DvvbM3pxML6z58ieeg0p58cdp9wYZkAF4cB+2JiDNUrGmfVwKogCcN3qoTY0ENY3RMF2J2zmXNeLz1vdZVvPjzu1R7y+vh6ImggBzJ07F8/zmDBhQvaY/fbbj2HDhmVPonPmzOHggw/OKTOaOHEil112Ge+99x6f+cxnmDNnTs5rZI658sorN7uWZDJJskMXv4aGhp35aCLNjhvN6iOKtn9sl8i7gf9sQb86L9/LEEKIXWtLWXIbBdyWIH1IOnOdCcqDdEZcdwgYOgbwGwUR2dxF5oJ0Yzoqf88tUY+y4VKmnqunXEPK9WPXsV6KsKkZf+9B1HyugLYBFmv65v+/ewWrUAGYFLiNisLV/Slb2ILz8UqC9bXRF41il9rhQDwMQ6688kqOOuooDjroIABqamqIxWKUl5fnHFtVVZXt/FtTU5NzAs08nnlsS8c0NDTQ2tpKQUHBJuuZOXMmN954445+HLEZTkMb51z8D67p/3G+lyK2w90bhvPMy0chxUNCiD5joz3kG88hR+koMM6MPAuCKPjO7CXPZtGjJmyQLnPv9L22cnbNZNaDIF3Gnm7mJmXqQM+6hpTrx64VNjbivr+U4qH7oo+q57y936TCNOd7WaITnjXUB4Usb6tg/oZBLF0+gOZBRQwoG0HR/DjBqhrpjr6L7XAgPnXqVObPn8+rr77alevZYTNmzMjpGtzQ0MDQoUPzuKLdQ/Deh/zfd45j9L3LOLlQ5gb2Bn9rgz9dM5HEvDfzvRQhhOhenWXH00F4ToY89NvL0W16HniUvs4Nygnb941vPHccckedaRU1bctkxUln4K1t31NuQwnG6VnXkHL92PWC9bX0e+5j/Pi+vHbB3tw64jGqjMZIeWWPEmCpDwPmJQbiWc3K2lKCRAyvxBBWlKBbWgg21EtmfBfaoUB82rRpPPXUU/ztb39jjz32yN5fXV1NKpWirq4u5xvN1atXU11dnT3mzTdzA4TVq1dnH8v8N3Nfx2NKS0s7zYYDxONx4vH4jnwcsRXuc//khhumUPGjuxnlyjdjPdliTzP9J1fS/6k5+V6KEELkT8egdmuN3YKwPSjXOuq43mGveDYwz75ehyx5x8z4xvPHs2+v2kvalQTjPe0aUq4fd41g3XoG/Gk+G9buz8lfu5wT9/uAylhTvpclNhJaxXqviLfXDCVYWUjJKkvB2hS6sRUbBOlzVb5XufvarkDcWsvll1/O448/zssvv8zIkSNzHj/ssMNwXZcXXniBM888E4APP/yQZcuWMW7cOADGjRvHT37yE9asWcPAgQMBmD17NqWlpRxwwAHZY5555pmc1549e3b2NUT3K3v4DX6w8CKS/eSXVU8Wq0vR/w3JhAshRNbGJetkAvL06DPYZPxZx+dFo9A6BOV0nh1q3z/e4aq1Q3a8Y4l6jj4SjMs1ZN8TNjaSeGYu+78/lHfGjqZxmCaU/nc9jwXtQ7/1ltJlHrGVDdj6hvZRZWKX2a5AfOrUqTzyyCM88cQTlJSUZPfjlJWVUVBQQFlZGRdddBHTp0+noqKC0tJSLr/8csaNG8fnPvc5AE466SQOOOAAzj//fG699VZqamq47rrrmDp1avYbyW9+85v84he/4Oqrr+bCCy/kxRdf5I9//CNPP/10F398sc2shdffQcJwIYQQvc4WM+SdBORaRXvJO+71zgTlm+uqDrlBeAdbzIpvevBuGYzLNWQfFQb4S5ZTvnotFQMqCEuKwCgZa9adbHoEYwhqM+eozHGqLYVtbMI2t2A9f7c8F/Uk2xWIz5o1C4Dx48fn3H///fdzwQUXAPDzn/8crTVnnnkmyWSSiRMncu+992aPNcbw1FNPcdlllzFu3DiKioqYPHkyN910U/aYkSNH8vTTT3PVVVdx5513sscee/CrX/1K5j8KIYQQYudstss6dCxbj7qtt88Qz8mUZ3QWTHR8fEsXvR11zIpn17Z7XQDLNWQfFgab/LuRsWbdRwEEFpXyUM2thA2N0YiyzWynyY5blL3hu9xOzRHvyWQO5K6lHAfvuNGkSndqAp7YSW6jT+yVd7Fe5zMfxY6TOeJC9BEbBwQd9oCrbKO29H0d9opvPNosJ1O+UQBuO2vulv0SYNP70k/a+trzaHc9R8r5cRdRCjOwkqbPjaB2P4cgke8F9REWVBCVnrvNkFgfUry8jdiiGoK166Qr+i7SLXPERd9lg4DaUXFmffduDonJN2b58IH3/9u7/+im6zzf48+ktKFAkxJrGioUi4xAB6gIWLoqB5bagtUVxbuiDFu04sim7IUqInf5ITOzpw7MrD8Rjnd3LHNn8Aezgyw44PaALXIpiHUZ+SG9wlSKtgEE29BC2zT53j8YIpHysyUpzetxTs5pvp9Pvvl83iRf3u98f8ETr8zCuVnxFxG5aufuIYdzztc2B4rkcw9dD7zsB0eot3bI5+Xs64i0Q9QlQhkGvqPHiPvEjCe5H72yDvM3CX8h2qQc5lrxGWaa/F3wtMTiboyjstaOu9pG98pu2BOS6bG3G8bhavyNjeEeasRSIS5XxzBwLC9jlsfFCy+8pVubhVjJaTNz/uWnOIt26NAhEZH2cCUFOQQV5XB+YX6eCx0Geq4IOERdIphh0FLjJmlVM27vAL570s08x0fEmVWOXCuNho9qXxQ7T99MsTmVT092oyU2mubuZnw9u9PlpA3juF9HVoaJPvly9QwD2++2s+ToVP7861KetVeEe0QR4Y3aFP7juSzsH+gWZSIi7e4CF3aDc88lh8D55Gf5L1WJn/seV3A/IBXj0sn4jp8gsei/2V2Zxt25P2bqjz8hIfokUeg+We3Nh5lT/hj21SfxeU0S5qpYehw26F7jJar2FIbXe+aUG21nwkKFuLRZ9H99SunDaawenYmha29cUyYDHP/3OJZ9O8M9FBGRzu9Ce8khaE/5maftVET8cK+4SCfkb2wk5r/KGbA3iY13j6Z2gBlfVwOVgteGyQ/RJ030/MbAeqiR6Oo6OFGrq6OHmQpxaRe+igPcUHEg3MOICDoQXUQkxH5YkEPQoetnnp5blF/+r9Ktnh/+Q9pbJZ2RYdDy9TfYVh/BnujAf2M8/piocI/qumMy+P4WZRfjB5PXh/lkA4anHv+pvxbhOsUxbFSIi4iIiFyO1m5d9oO95GcWnZ8Q/7A4v6wCXCQCGC0ttFTXYPacpEuCHSPWovuMXy7DgBYfJm8LnG7E33AKvN6LdDfO7NDx+TB8Pv3AF2YqxOWaMUXHYEq9BSNav25eDZPXh7H/LxhNuhCeiEiHc6miHIJuhdbmwlt7xaUzMwz89fWYLDGcHuCgtn80Pgs65bEVprMH6PjP3Josqsmgyyno+p2P2JoGzFVH8X/3nW5Ndh1QIS7XjtlE9ZieuJ5+n3u6/T+itDG9LD4DPj59M0v/7e/pXWHS+VIiIh1da4euQ+vnepsuclE3nRsukcww8H17nNgdfhrtA6h9sIG/6VOJJUoF5bl8holmfxdO+6L5rrEbxxq6c+xED6LcMfSoshGfEEu3ilh8NUe0M6eDUyEu14zR1ITzlW38R9k4/vfCu/ivtCJ6RnUL97A6tDr/aXL2TKHbz60kbSvDr70fIiLXj9b2kp/XR8W2yMX4vvsO2+rP6HH4x5TO6M9vRhUxJPoUZh2uDoDfMKj1+6n2dWN3Yx92ePpR7u9NvacLvq5RtHSPwtczDvPpRvwnanVrsg5Mhbhce5/sJuHhrmQ99gz3/c9S/lfCbqJNOlz9XD7Dz69ODOC91zNx/J8/4z/1l3APSURE2uJyinIRaZXhbcb88X9z6/4bmf3gDBIeOcyUm7bT3dxMlCmyf8zyGWa8RhTV3p58WteX/67ujbeqO9ZDZuIO++j2zSmivjuJ0axbk3V0KsQlJPyNjdh/U8YnH97MiL8fw2mHNgjnshw3kfzOIRK+LtNdNEVEOpsfJsEqzEUui+/YMRL+7QRRm5N5dcz/oHaggT9WOSQABpgbTXT91oztaz89vmkk5kg9pu88+OsbMBqbdEG2Dk6FuIRUyzfVOF+qDvcwOiSdASUiEiGupjBXMi2Ryu/Dd6CShK8Ok5jowOfsib9rtC7k9lcmn0HUySbMdfUY9Q34T5/G3+w9cxqMthsdmgpxERERkXBSsixySUZLCy3fVEN1DeaYGExROs3xXH6/H6OlRXvBryMqxEVEQmjLli0sXbqU8vJyampqWLNmDRMnTgy0T5s2jZUrVwa9Jjs7m40bNwaenzhxgpkzZ7Ju3TrMZjOTJk3ilVdeoUePHqGahoiISHgYBkZTk+4qI9e9i9xDQ0RE2ltDQwNpaWksW7bsgn3Gjx9PTU1N4PH2228HtU+ZMoW9e/dSXFzM+vXr2bJlC0899dS1HrqIiIiItBPtERcRCaEJEyYwYcKEi/axWCw4nc5W27744gs2btzIzp07GTFiBACvvfYa9957L7/61a9ISkpq9zGLiIiISPvSHnERkQ6mpKQEh8PBgAEDmDFjBsePHw+0lZWVER8fHyjCATIzMzGbzezYsaPV9TU1NeHxeIIeIiIiIhI+KsRFRDqQ8ePH89vf/pZNmzbxy1/+ktLSUiZMmIDP5wPA7XbjcDiCXtOlSxfsdjtut7vVdRYWFmKz2QKPPn36XPN5iIiIiMiF6dB0EZEOZPLkyYG/hwwZwtChQ7nlllsoKSlh3LhxV7XOefPmUVBQEHju8XhUjIuIiIiEkfaIi4h0YP369SMhIYEDBw4A4HQ6OXr0aFCflpYWTpw4ccHzyi0WC1arNeghIiIiIuGjQlxEpAP7+uuvOX78OL169QIgIyOD2tpaysvLA302b96M3+8nPT09XMMUERERkSugQ9NFREKovr4+sHcboLKykl27dmG327Hb7SxevJhJkybhdDo5ePAgzz33HP379yc7OxuAQYMGMX78eKZPn86KFSvwer3k5+czefJkXTFdRERE5DqhPeIiIiH06aefMmzYMIYNGwZAQUEBw4YNY+HChURFRfH555/zd3/3d9x6663k5eUxfPhwPv74YywWS2Adv//97xk4cCDjxo3j3nvv5a677uLNN98M15RERERE5Appj7iISAiNGTMGwzAu2P7hhx9ech12u51Vq1a157BEREREJIS0R1xEREREREQkhK6oEC8sLGTkyJHExcXhcDiYOHEiFRUVQX3GjBmDyWQKejz99NNBfaqqqsjJyaFbt244HA7mzJlDS0tLUJ+SkhJuv/12LBYL/fv3p6io6OpmKCIiIiJhpRxSRCTYFRXipaWluFwutm/fTnFxMV6vl6ysLBoaGoL6TZ8+nZqamsBjyZIlgTafz0dOTg7Nzc1s27aNlStXUlRUxMKFCwN9KisrycnJYezYsezatYtZs2bx5JNPXtYhmyIiIiLSsSiHFBEJZjIudrLiJRw7dgyHw0FpaSmjR48Gzvyaedttt/Hyyy+3+poNGzZw3333UV1dTWJiIgArVqxg7ty5HDt2jJiYGObOncsHH3zAnj17Aq+bPHkytbW1bNy48bLG5vF4sNlsjOEBupiir3aKIhKhWgwvJaylrq6u0913W9tHEWmrtm4jO2oOqe2jiLTV5W4f23SOeF1dHXDmwkHn+v3vf09CQgKDBw9m3rx5nDp1KtBWVlbGkCFDAhtQgOzsbDweD3v37g30yczMDFpndnY2ZWVlFxxLU1MTHo8n6CEiIiIiHU9HySGVP4pIuFz1VdP9fj+zZs3izjvvZPDgwYHljz32GH379iUpKYnPP/+cuXPnUlFRwR//+EcA3G530AYUCDx3u90X7ePxeDh9+jSxsbHnjaewsJDFixdf7XREREREJAQ6Ug6p/FFEwuWqC3GXy8WePXvYunVr0PKnnnoq8PeQIUPo1asX48aN4+DBg9xyyy1XP9JLmDdvHgUFBYHnHo+HPn36XLP3ExEREZEr15FySOWPIhIuV3Voen5+PuvXr+ejjz6id+/eF+2bnp4OwIEDBwBwOp0cOXIkqM/Z506n86J9rFZrq3vDASwWC1arNeghIiIiIh1HR8shlT+KSLhcUSFuGAb5+fmsWbOGzZs3k5KScsnX7Nq1C4BevXoBkJGRwe7duzl69GigT3FxMVarldTU1ECfTZs2Ba2nuLiYjIyMKxmuiIiIiHQAyiFFRIJdUSHucrn43e9+x6pVq4iLi8PtduN2uzl9+jQABw8e5Oc//znl5eV89dVX/Od//if/8A//wOjRoxk6dCgAWVlZpKamMnXqVP785z/z4YcfMn/+fFwuFxaLBYCnn36av/zlLzz33HPs37+fN954g/fee4/Zs2e38/RFRERE5FpTDikiEuyKbl9mMplaXf7WW28xbdo0Dh8+zE9+8hP27NlDQ0MDffr04cEHH2T+/PlBh/ocOnSIGTNmUFJSQvfu3cnNzeXFF1+kS5fvT1kvKSlh9uzZ7Nu3j969e7NgwQKmTZt22RPT7SdEpC10+zIRkQu70m3k9ZJDavsoIm11udvHNt1HvCPThlRE2kKFuIjIhXXWbaS2jyLSViG5j7iIiIiIiIiIXBkV4iIiIiIiIiIhpEJcREREREREJIRUiIuIiIiIiIiEkApxERERERERkRBSIS4iIiIiIiISQirERUREREREREJIhbiIiIiIiIhICKkQFxEREREREQmhLuEewLViGAYALXjBCPNgROS604IX+H5bIiIinZ/yRxFpq8vNITttIX78+HEAtvKnMI9ERK5nJ0+exGazhXsYIiISAsofRaS9XCqH7LSFuN1uB6CqqkpJ9A94PB769OnD4cOHsVqt4R5Oh6LYXFwkxccwDE6ePElSUlK7rnfLli0sXbqU8vJyampqWLNmDRMnTgy0m0ymVl+3ZMkS5syZA8DNN9/MoUOHgtoLCwt5/vnn23WsIiKRRvnjxUVSHnClFJsLi7TYXG4O2WkLcbP5zOnvNpstIv7Br4bValVsLkCxubhIic+1SMIaGhpIS0vjiSee4KGHHjqvvaamJuj5hg0byMvLY9KkSUHLf/aznzF9+vTA87i4uHYfq4hIpFH+eHkiJQ+4GorNhUVSbC4nh+y0hbiISEc0YcIEJkyYcMF2p9MZ9Hzt2rWMHTuWfv36BS2Pi4s7r6+IiIiIXB901XQRkQ7qyJEjfPDBB+Tl5Z3X9uKLL3LDDTcwbNgwli5dSktLywXX09TUhMfjCXqIiIiISPh02j3iFouFRYsWYbFYwj2UDkexuTDF5uIUn9BauXIlcXFx5x3C/k//9E/cfvvt2O12tm3bxrx586ipqeFf//VfW11PYWEhixcvDsWQRUSua/p/7uIUnwtTbC5MsWmdydC9eUREwsJkMp13sbZzDRw4kHvuuYfXXnvtouv5zW9+w09/+lPq6+tb/U+uqamJpqamwPOzF00ZwwN0MUW3aQ4iEplaDC8lrKWuri5izvkUEWlPnXaPuIjI9ezjjz+moqKCd99995J909PTaWlp4auvvmLAgAHntVssFv0KLSIiItKB6BxxEZEO6N///d8ZPnw4aWlpl+y7a9cuzGYzDocjBCMTERERkbbSHnERkRCqr6/nwIEDgeeVlZXs2rULu91OcnIycObQ8dWrV/PrX//6vNeXlZWxY8cOxo4dS1xcHGVlZcyePZuf/OQn9OzZM2TzEBEREZGrp0JcRCSEPv30U8aOHRt4XlBQAEBubi5FRUUAvPPOOxiGwaOPPnre6y0WC++88w4vvPACTU1NpKSkMHv27MB6RERERKTj08XaREQijMfjwWaz6WJtInLVdLE2EZG26ZTniC9btoybb76Zrl27kp6ezieffBLuIbW7LVu2cP/995OUlITJZOL9998PajcMg4ULF9KrVy9iY2PJzMzkyy+/DOpz4sQJpkyZgtVqJT4+nry8POrr64P6fP7559x999107dqVPn36sGTJkms9tTYrLCxk5MiRxMXF4XA4mDhxIhUVFUF9Ghsbcblc3HDDDfTo0YNJkyZx5MiRoD5VVVXk5OTQrVs3HA4Hc+bMOe9ezSUlJdx+++1YLBb69+8f2KPZUS1fvpyhQ4ditVqxWq1kZGSwYcOGQHukxkVERASUQ0Lk5pDKHy9OOWT763SF+LvvvktBQQGLFi3is88+Iy0tjezsbI4ePRruobWrhoYG0tLSWLZsWavtS5Ys4dVXX2XFihXs2LGD7t27k52dTWNjY6DPlClT2Lt3L8XFxaxfv54tW7bw1FNPBdo9Hg9ZWVn07duX8vJyli5dygsvvMCbb755zefXFqWlpbhcLrZv305xcTFer5esrCwaGhoCfWbPns26detYvXo1paWlVFdXB92r2efzkZOTQ3NzM9u2bWPlypUUFRWxcOHCQJ/KykpycnIYO3Ysu3btYtasWTz55JN8+OGHIZ3vlejduzcvvvgi5eXlfPrpp/zt3/4tDzzwAHv37gUiNy4iIiLKIc+I1BxS+ePFKYdsf53u0PT09HRGjhzJ66+/DoDf76dPnz7MnDmT559/PsyjuzZ+eC9iwzBISkrimWee4dlnnwWgrq6OxMREioqKmDx5Ml988QWpqans3LmTESNGALBx40buvfdevv76a5KSkli+fDn//M//jNvtJiYmBoDnn3+e999/n/3794dlrlfj2LFjOBwOSktLGT16NHV1ddx4442sWrWKhx9+GID9+/czaNAgysrKGDVqFBs2bOC+++6jurqaxMREAFasWMHcuXM5duwYMTExzJ07lw8++IA9e/YE3mvy5MnU1taycePGsMz1atjtdpYuXcrDDz+suEQIHZouIm3VGQ9NVw6pHPJcyh8vTTlk23SqPeLNzc2Ul5eTmZkZWGY2m8nMzKSsrCyMIwutyspK3G53UBxsNhvp6emBOJSVlREfHx/YgAJkZmZiNpvZsWNHoM/o0aMDG1CA7OxsKioq+O6770I0m7arq6sDzmwsAMrLy/F6vUHxGThwIMnJyUHxGTJkSGBDAWfm7vF4Ar/8lZWVBa3jbJ/r5bPm8/l45513aGhoICMjQ3EREZGIpRzyDOWQ31P+eGHKIdtHpyrEv/32W3w+X9A/MEBiYiJutztMowq9s3O9WBzcbvd59xzu0qULdrs9qE9r6zj3PTo6v9/PrFmzuPPOOxk8eDBA4NfZ+Pj4oL4/jM+l5n6hPh6Ph9OnT1+L6bSL3bt306NHDywWC08//TRr1qwhNTU14uMiIiKRSznkGcohz1D+2DrlkO1Lty+TTs3lcrFnzx62bt0a7qF0GAMGDGDXrl3U1dXxhz/8gdzcXEpLS8M9LBEREZEOQflj65RDtq9OtUc8ISGBqKio867Qd+TIEZxOZ5hGFXpn53qxODidzvMuPtLS0sKJEyeC+rS2jnPfoyPLz89n/fr1fPTRR/Tu3Tuw3Ol00tzcTG1tbVD/H8bnUnO/UB+r1UpsbGx7T6fdxMTE0L9/f4YPH05hYSFpaWm88sorER8XERGJXMohz1AOqfzxYpRDtq9OVYjHxMQwfPhwNm3aFFjm9/vZtGkTGRkZYRxZaKWkpOB0OoPi4PF42LFjRyAOGRkZ1NbWUl5eHuizefNm/H4/6enpgT5btmzB6/UG+hQXFzNgwAB69uwZotlcOcMwyM/PZ82aNWzevJmUlJSg9uHDhxMdHR0Un4qKCqqqqoLis3v37qD/aIqLi7FaraSmpgb6nLuOs32ut8+a3++nqalJcRERkYilHPKMSM4hlT9eOeWQbdPpDk0vKCggNzeXESNGcMcdd/Dyyy/T0NDA448/Hu6htav6+noOHDgQeF5ZWcmuXbuw2+0kJycza9YsfvGLX/CjH/2IlJQUFixYQFJSUuCqmIMGDWL8+PFMnz6dFStW4PV6yc/PZ/LkySQlJQHw2GOPsXjxYvLy8pg7dy579uzhlVde4aWXXgrHlC+by+Vi1apVrF27lri4uMB5JzabjdjYWGw2G3l5eRQUFGC327FarcycOZOMjAxGjRoFQFZWFqmpqUydOpUlS5bgdruZP38+LpcLi8UCwNNPP83rr7/Oc889xxNPPMHmzZt57733+OCDD8I290uZN28eEyZMIDk5mZMnT7Jq1SpKSkr48MMPIzouIiIiyiEjO4dU/nhxyiHbX6e7fRnA66+/ztKlS3G73dx22228+uqrgV/oOouSkhLGjh173vLc3FyKioowDINFixbx5ptvUltby1133cUbb7zBrbfeGuh74sQJ8vPzWbduHWazmUmTJvHqq6/So0ePQJ/PP/8cl8vFzp07SUhIYObMmcydOzckc7xaJpOp1eVvvfUW06ZNA6CxsZFnnnmGt99+m6amJrKzs3njjTeCDpc6dOgQM2bMoKSkhO7du5Obm8uLL75Ily7f/35VUlLC7Nmz2bdvH71792bBggWB9+iI8vLy2LRpEzU1NdhsNoYOHcrcuXO55557gMiNS6TR7ctEpK064+3LQDlkJOeQyh8vTjlk++uUhbiIiFyYCnERaavOWoiLiIRKpzpHXERERERERKSjUyEuIiIiIiIiEkIqxEVERERERERCSIW4iIiIiIiISAipEBcREREREREJIRXiIiIiIiIiIiGkQlxEREREREQkhFSIi4iIiIiIiISQCnERERERERGREFIhLiIiIiIiIhJCKsRFREREREREQkiFuIiIiIiIiEgIqRAXEQmRwsJCRo4cSVxcHA6Hg4kTJ1JRURHUp7GxEZfLxQ033ECPHj2YNGkSR44cCepTVVVFTk4O3bp1w+FwMGfOHFpaWkI5FRERERFpAxXiIiIhUlpaisvlYvv27RQXF+P1esnKyqKhoSHQZ/bs2axbt47Vq1dTWlpKdXU1Dz30UKDd5/ORk5NDc3Mz27ZtY+XKlRQVFbFw4cJwTElEREREroLJMAwj3IMQEYlEx44dw+FwUFpayujRo6mrq+PGG29k1apVPPzwwwDs37+fQYMGUVZWxqhRo9iwYQP33Xcf1dXVJCYmArBixQrmzp3LsWPHiImJueT7ejwebDYbY3iALqboazpHEemcWgwvJaylrq4Oq9Ua7uGIiFx3uoR7ACIikaqurg4Au90OQHl5OV6vl8zMzECfgQMHkpycHCjEy8rKGDJkSKAIB8jOzmbGjBns3buXYcOGnfc+TU1NNDU1nfe+LXhBP8WKyFVowQuA9ueIiFwdFeIiImHg9/uZNWsWd955J4MHDwbA7XYTExNDfHx8UN/ExETcbnegz7lF+Nn2s22tKSwsZPHixect38qf2joNEYlwJ0+exGazhXsYIiLXHRXiIiJh4HK52LNnD1u3br3m7zVv3jwKCgoCz/1+P4cOHeK2227j8OHDOqyUM4fr9+nTR/H4K8UjmOIR7Gw89u3bR1JSUriHIyJyXVIhLiISYvn5+axfv54tW7bQu3fvwHKn00lzczO1tbVBe8WPHDmC0+kM9Pnkk0+C1nf2qupn+/yQxWLBYrEELTObz1yr02q1qrA4h+IRTPEIpngEu+mmmwLbEhERuTLaeoqIhIhhGOTn57NmzRo2b95MSkpKUPvw4cOJjo5m06ZNgWUVFRVUVVWRkZEBQEZGBrt37+bo0aOBPsXFxVitVlJTU0MzERERERFpE+0RFxEJEZfLxapVq1i7di1xcXGBc7ptNhuxsbHYbDby8vIoKCjAbrdjtVqZOXMmGRkZjBo1CoCsrCxSU1OZOnUqS5Yswe12M3/+fFwu13l7vUVERESkY1IhLiISIsuXLwdgzJgxQcvfeustpk2bBsBLL72E2Wxm0qRJNDU1kZ2dzRtvvBHoGxUVxfr165kxYwYZGRl0796d3Nxcfvazn13RWCwWC4sWLVLx/leKRzDFI5jiEUzxEBFpO91HXERERERERCSEdI64iIiIiIiISAipEBcREREREREJIRXiIiIiIiIiIiGkQlxEREREREQkhFSIi4iIiIiIiISQCnERkQizbNkybr75Zrp27Up6ejqffPJJuIcUEi+88AImkynoMXDgwEB7Y2MjLpeLG264gR49ejBp0iSOHDkSxhG3ry1btnD//feTlJSEyWTi/fffD2o3DIOFCxfSq1cvYmNjyczM5Msvvwzqc+LECaZMmYLVaiU+Pp68vDzq6+tDOIv2c6l4TJs27bzPy/jx44P6dKZ4FBYWMnLkSOLi4nA4HEycOJGKioqgPpfzHamqqiInJ4du3brhcDiYM2cOLS0toZyKiMh1QYW4iEgEeffddykoKGDRokV89tlnpKWlkZ2dzdGjR8M9tJD48Y9/TE1NTeCxdevWQNvs2bNZt24dq1evprS0lOrqah566KEwjrZ9NTQ0kJaWxrJly1ptX7JkCa+++iorVqxgx44ddO/enezsbBobGwN9pkyZwt69eykuLmb9+vVs2bKFp556KlRTaFeXigfA+PHjgz4vb7/9dlB7Z4pHaWkpLpeL7du3U1xcjNfrJSsri4aGhkCfS31HfD4fOTk5NDc3s23bNlauXElRURELFy4Mx5RERDo2Q0REIsYdd9xhuFyuwHOfz2ckJSUZhYWFYRxVaCxatMhIS0trta22ttaIjo42Vq9eHVj2xRdfGIBRVlYWohGGDmCsWbMm8Nzv9xtOp9NYunRpYFltba1hsViMt99+2zAMw9i3b58BGDt37gz02bBhg2EymYxvvvkmZGO/Fn4YD8MwjNzcXOOBBx644Gs6czwMwzCOHj1qAEZpaalhGJf3HfnTn/5kmM1mw+12B/osX77csFqtRlNTU2gnICLSwWmPuIhIhGhubqa8vJzMzMzAMrPZTGZmJmVlZWEcWeh8+eWXJCUl0a9fP6ZMmUJVVRUA5eXleL3eoNgMHDiQ5OTkiIhNZWUlbrc7aP42m4309PTA/MvKyoiPj2fEiBGBPpmZmZjNZnbs2BHyMYdCSUkJDoeDAQMGMGPGDI4fPx5o6+zxqKurA8ButwOX9x0pKytjyJAhJCYmBvpkZ2fj8XjYu3dvCEcvItLxqRAXEYkQ3377LT6fLyhJBkhMTMTtdodpVKGTnp5OUVERGzduZPny5VRWVnL33Xdz8uRJ3G43MTExxMfHB70mUmJzdo4X+2y43W4cDkdQe5cuXbDb7Z0yRuPHj+e3v/0tmzZt4pe//CWlpaVMmDABn88HdO54+P1+Zs2axZ133sngwYMBLus74na7W/0MnW0TEZHvdQn3AEREREJhwoQJgb+HDh1Keno6ffv25b333iM2NjaMI5OOaPLkyYG/hwwZwtChQ7nlllsoKSlh3LhxYRzZtedyudizZ0/QNRRERKR9aY+4iEiESEhIICoq6ryrHB85cgSn0xmmUYVPfHw8t956KwcOHMDpdNLc3ExtbW1Qn0iJzdk5Xuyz4XQ6z7uoX0tLCydOnIiIGPXr14+EhAQOHDgAdN545Ofns379ej766CN69+4dWH453xGn09nqZ+hsm4iIfE+FuIhIhIiJiWH48OFs2rQpsMzv97Np0yYyMjLCOLLwqK+v5+DBg/Tq1Yvhw4cTHR0dFJuKigqqqqoiIjYpKSk4nc6g+Xs8Hnbs2BGYf0ZGBrW1tZSXlwf6bN68Gb/fT3p6esjHHGpff/01x48fp1evXkDni4dhGOTn57NmzRo2b95MSkpKUPvlfEcyMjLYvXt30A8UxcXFWK1WUlNTQzMREZHrhA5NFxGJIAUFBeTm5jJixAjuuOMOXn75ZRoaGnj88cfDPbRr7tlnn+X++++nb9++VFdXs2jRIqKionj00Uex2Wzk5eVRUFCA3W7HarUyc+ZMMjIyGDVqVLiH3i7q6+sDe3PhzAXadu3ahd1uJzk5mVmzZvGLX/yCH/3oR6SkpLBgwQKSkpKYOHEiAIMGDWL8+PFMnz6dFStW4PV6yc/PZ/LkySQlJYVpVlfvYvGw2+0sXryYSZMm4XQ6OXjwIM899xz9+/cnOzsb6HzxcLlcrFq1irVr1xIXFxc4p9tmsxEbG3tZ35GsrCxSU1OZOnUqS5Yswe12M3/+fFwuFxaLJZzTExHpeMJ92XYREQmt1157zUhOTjZiYmKMO+64w9i+fXu4hxQSjzzyiNGrVy8jJibGuOmmm4xHHnnEOHDgQKD99OnTxj/+4z8aPXv2NLp162Y8+OCDRk1NTRhH3L4++ugjAzjvkZubaxjGmVuYLViwwEhMTDQsFosxbtw4o6KiImgdx48fNx599FGjR48ehtVqNR5//HHj5MmTYZhN210sHqdOnTKysrKMG2+80YiOjjb69u1rTJ8+Pei2XIbRueLRWiwA46233gr0uZzvyFdffWVMmDDBiI2NNRISEoxnnnnG8Hq9IZ6NiEjHZzIMwwh9+S8iIiIiIiISmXSOuIiIiIiIiEgIqRAXERERERERCSEV4iIiIiIiIiIhpEJcREREREREJIRUiIuIiIiIiIiEkApxERERERERkRBSIS4iIiIiIiISQirERUREREREREJIhbiIiIiIiIhICKkQFxEREREREQkhFeIiIiIiIiIiIfT/AcCOlw2Z3kI+AAAAAElFTkSuQmCC", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import pyproximal\n", - "\n", - "from scipy.signal import fftconvolve\n", - "from scipy.sparse.linalg import lsqr\n", - "from pylops.basicoperators import Gradient\n", - "from pylops.signalprocessing import Convolve2D\n", - "from pylops.utils import dottest\n", - "\n", - "%reload_ext autoreload\n", - "%autoreload 2 \n", - "\n", - "plt.figure(figsize=(12, 6))\n", - "# Create Synthetic Horizontal Stripes Pattern Image\n", - "im_s = np.zeros((2748, 3840))\n", - "stripe_width, stripe_gap, stripe_start, stripe_end = 50, 50, 500, 500\n", - "for y in range(0, im_s.shape[0]-(stripe_start+stripe_end), stripe_width + stripe_gap):\n", - " im_s[stripe_start+y : stripe_start+y + 50, :] = .8\n", - "\n", - "xx, yy = np.mgrid[0:im_s.shape[0], 0:im_s.shape[1]]\n", - "im_ctr = (np.array(im_s.shape)/2).astype(int)\n", - "r = np.sqrt((xx - im_ctr[0])**2 + (yy - im_ctr[1])**2)\n", - "mask = np.zeros_like(im_s)\n", - "mask[r < 1000] = 1\n", - "im_s *= mask\n", - "\n", - "# Create Gaussian Kernel & Convolve\n", - "from scipy.stats import multivariate_normal\n", - "x, y = np.mgrid[0:im_s.shape[0], 0:im_s.shape[1]]\n", - "pos = np.dstack((x, y))\n", - "rv = multivariate_normal.pdf(pos, im_ctr, [[200, 0], [300, 500]])\n", - "psf2 = rv/np.sum(rv)\n", - "psf2_crop = psf2[im_ctr[0]-100:im_ctr[0]+101, im_ctr[1]-100:im_ctr[1]+101]\n", - "\n", - "# Convolve and Create Blurred Image\n", - "Cop = Convolve2D(im_s.shape, psf2_crop, offset=(psf2_crop.shape[0]//2, psf2_crop.shape[1]//2))\n", - "im_sb1 = Cop @ im_s\n", - "\n", - "plt.subplot(131); plt.imshow(im_s); plt.title('Ground Truth');\n", - "plt.subplot(132); plt.imshow(psf2_crop); plt.title('PSF zoomed in');\n", - "plt.subplot(133); plt.imshow(im_sb1); plt.title('Blurred Image');\n", - "\n", - "plt.figure(figsize=(20, 3))\n", - "plt.plot(im_s[:, 2000],'b')\n", - "plt.plot(im_sb1[:, 2000], 'r')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Proximal Gradient" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Forward evaluations: 5, L: 0.9385918950976766\n", - "Accelerated Proximal Gradient\n", - "---------------------------------------------------------\n", - "Proximal operator (f): \n", - "Proximal operator (g): \n", - "tau = 1.0531914893617023\tbeta=5.000000e-01\n", - "epsg = 1.0\tniter = 10\tniterback = 100\n", - "\n", - " Itn x[0] f g J=f+eps*g tau\n", - " 1 2.80413e-17 2.684e+03 5.184e+01 2.736e+03 1.053e+00\n", - " 2 1.47935e-17 8.356e+02 5.679e+01 8.924e+02 1.053e+00\n", - " 3 2.49254e-17 2.061e+02 6.016e+01 2.663e+02 1.053e+00\n", - " 4 1.69047e-17 6.661e+01 6.202e+01 1.286e+02 1.053e+00\n", - " 5 1.69895e-17 4.568e+01 6.279e+01 1.085e+02 1.053e+00\n", - " 6 4.95366e-18 3.793e+01 6.295e+01 1.009e+02 1.053e+00\n", - " 7 -1.90506e-18 3.132e+01 6.285e+01 9.417e+01 1.053e+00\n", - " 8 -1.21610e-17 2.713e+01 6.271e+01 8.983e+01 1.053e+00\n", - " 9 -1.65677e-17 2.470e+01 6.259e+01 8.729e+01 1.053e+00\n", - " 10 -8.82639e-18 2.299e+01 6.252e+01 8.552e+01 1.053e+00\n", - "\n", - "Total time (s) = 17.28\n", - "---------------------------------------------------------\n", - "\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# ProxGrad (Blockiness-promoting inversion with isotropic TV)\n", - "\n", - "# Learning rate\n", - "COp2 = Cop.H * Cop\n", - "L = np.real(COp2.eigs(neigs=1, ncv=5, niter=4, tol=1e-1))[0]\n", - "print(f\"Forward evaluations: {COp2.matvec_count}, L: {L}\")\n", - "tau = 1e0* 0.99/L\n", - "\n", - "# Cost\n", - "l2 = pyproximal.L2(Op=Cop, b=im_sb1.ravel(), x0=im_sb1.ravel(), niter=10, warm=True)\n", - "\n", - "# Prior\n", - "lbd = 1e-3\n", - "tv = pyproximal.TV(dims=im_s.shape, sigma=lbd)\n", - "\n", - "# Solver\n", - "maxiter=10\n", - "im_debl = pyproximal.optimization.primal.ProximalGradient(l2, tv, x0=im_sb1.ravel(), \n", - " tau=tau, niter=maxiter, \n", - " acceleration='fista', show=True)\n", - "im_debl = im_debl.reshape(im_s.shape)\n", - "\n", - "# Visualize\n", - "plt.figure(figsize=(20, 10))\n", - "plt.subplot(131); plt.imshow(im_s, vmin=0, vmax=1); plt.title('Ground Truth');\n", - "ax= plt.subplot(132); plt.imshow(im_sb1, vmin=0, vmax=1); plt.title('Blurred Image');\n", - "plt.subplot(133); plt.imshow(im_debl);plt.title(f'L: {L:.1e}, lambda: {lbd:.1e}, iter: {maxiter}'); plt.colorbar(fraction=0.035, pad=0.04)\n", - "\n", - "from matplotlib.offsetbox import OffsetImage, AnnotationBbox\n", - "im = OffsetImage(psf2_crop, zoom=.3)\n", - "artists = []\n", - "ab = AnnotationBbox(im, (3400, 450), xycoords='data', frameon=True, pad=.2)\n", - "artists.append(ax.add_artist(ab))\n", - "\n", - "plt.figure(figsize=(20, 3))\n", - "plt.plot(im_s[:, 2000],'b')\n", - "plt.plot(im_sb1[:, 2000], 'r')\n", - "plt.plot(im_debl[:, 2000], 'g');\n", - "plt.legend(['GT', 'Blurred', 'Deblurred'])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Generalized Proximal Gradient" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Forward evaluations: 5, L: 0.9383816950647442\n", - "Generalized Proximal Gradient\n", - "---------------------------------------------------------\n", - "Proximal operators (f): []\n", - "Proximal operators (g): []\n", - "tau = 1.053191e+00\n", - "epsg = 1\tniter = 10\n", - "\n", - " Itn x[0] f g J=f+eps*g tau\n", - " 1 2.80413e-17 2.684e+03 5.184e+01 2.736e+03 1.053e+00\n", - " 2 1.58648e-17 8.356e+02 5.679e+01 8.924e+02 1.053e+00\n", - " 3 2.15554e-17 1.496e+02 6.084e+01 2.105e+02 1.053e+00\n", - " 4 2.56797e-17 7.767e+01 6.336e+01 1.410e+02 1.053e+00\n", - " 5 2.82839e-17 1.091e+02 6.433e+01 1.734e+02 1.053e+00\n", - " 6 1.09025e-17 8.038e+01 6.412e+01 1.445e+02 1.053e+00\n", - " 7 -1.97657e-18 4.006e+01 6.333e+01 1.034e+02 1.053e+00\n", - " 8 -2.02162e-17 3.236e+01 6.252e+01 9.489e+01 1.053e+00\n", - " 9 -2.40468e-17 3.949e+01 6.206e+01 1.015e+02 1.053e+00\n", - " 10 -4.14389e-17 3.656e+01 6.202e+01 9.858e+01 1.053e+00\n", - "\n", - "Total time (s) = 17.56\n", - "---------------------------------------------------------\n", - "\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Generalized ProxGrad (Blockiness-promoting inversion with isotropic TV)\n", - "\n", - "# Learning rate\n", - "COp2 = Cop.H * Cop\n", - "L = np.real(COp2.eigs(neigs=1, ncv=5, niter=4, tol=1e-1))[0]\n", - "print(f\"Forward evaluations: {COp2.matvec_count}, L: {L}\")\n", - "tau = 1e0*0.99/L\n", - "\n", - "# Cost\n", - "l2 = pyproximal.L2(Op=Cop, b=im_sb1.ravel(), x0=im_sb1.ravel(), niter=10, warm=True)\n", - "\n", - "# Prior\n", - "lbd = 1e-3\n", - "tv = pyproximal.TV(dims=im_s.shape, sigma=lbd)\n", - "\n", - "# Solver\n", - "maxiter=10\n", - "im_debl = pyproximal.optimization.primal.GeneralizedProximalGradient([l2], [tv], x0=im_sb1.ravel(), \n", - " tau=tau, niter=10, epsg=1,\n", - " acceleration='fista', show=True)\n", - "im_debl = im_debl.reshape(im_s.shape)\n", - "\n", - "# Visualize\n", - "plt.figure(figsize=(20, 10))\n", - "plt.subplot(131); plt.imshow(im_s, vmin=0, vmax=1); plt.title('Ground Truth');\n", - "ax= plt.subplot(132); plt.imshow(im_sb1, vmin=0, vmax=1); plt.title('Blurred Image');\n", - "plt.subplot(133); plt.imshow(im_debl);plt.title(f'L: {L:.1e}, lambda: {lbd:.1e}, iter: {maxiter}'); plt.colorbar(fraction=0.035, pad=0.04)\n", - "\n", - "from matplotlib.offsetbox import OffsetImage, AnnotationBbox\n", - "im = OffsetImage(psf2_crop, zoom=.3)\n", - "artists = []\n", - "ab = AnnotationBbox(im, (3400, 450), xycoords='data', frameon=True, pad=.2)\n", - "artists.append(ax.add_artist(ab))\n", - "\n", - "plt.figure(figsize=(20, 3))\n", - "plt.plot(im_s[:, 2000],'b')\n", - "plt.plot(im_sb1[:, 2000], 'r')\n", - "plt.plot(im_debl[:, 2000], 'g');\n", - "plt.legend(['GT', 'Blurred', 'Deblurred'])" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.1" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/pyproximal/optimization/primal.py b/pyproximal/optimization/primal.py index 601b440..c6dc8bd 100644 --- a/pyproximal/optimization/primal.py +++ b/pyproximal/optimization/primal.py @@ -264,7 +264,7 @@ def ProximalGradient(proxf, proxg, x0, tau=None, beta=0.5, if show: if iiter < 10 or niter - iiter < 10 or iiter % (niter // 10) == 0: pf, pg = proxf(x), proxg(x) - msg = '%6g %12.5e %10.3e %10.3e %10.3e' % \ + msg = '%6g %12.5e %10.3e %10.3e %10.3e %10.3e' % \ (iiter + 1, np.real(to_numpy(x[0])) if x.ndim == 1 else np.real(to_numpy(x[0, 0])), pf, pg[0] if epsg_print == 'Multi' else pg, pf + np.sum(epsg * pg), diff --git a/pytests/test_solver.py b/pytests/test_solver.py new file mode 100644 index 0000000..b6ecfe9 --- /dev/null +++ b/pytests/test_solver.py @@ -0,0 +1,49 @@ +import pytest + +import numpy as np +from numpy.testing import assert_array_almost_equal +from pylops.basicoperators import MatrixMult +from pyproximal.proximal import L1, L2 +from pyproximal.optimization.primal import ProximalGradient, GeneralizedProximalGradient + +par1 = {'n': 8, 'm': 10, 'dtype': 'float32'} # float64 +par2 = {'n': 8, 'm': 10, 'dtype': 'float64'} # float32 + + +@pytest.mark.parametrize("par", [(par1), (par2)]) +def test_PG_GPG(par): + """Check equivalency of ProximalGradient and GeneralizedProximalGradient when using + a single regularization term + """ + np.random.seed(0) + n, m = par['n'], par['m'] + + # Define sparse model + x = np.zeros(m) + x[2], x[4] = 1, 0.5 + + # Random mixing matrix + R = np.random.normal(0., 1., (n, m)) + Rop = MatrixMult(R) + + y = Rop @ x + + # Step size + L = (Rop.H * Rop).eigs(1).real + tau = 0.99 / L + + # PG + l2 = L2(Op=Rop, b=y, niter=10, warm=True) + l1 = L1(sigma=5e-1) + xpg = ProximalGradient(l2, l1, x0=np.zeros(m), + tau=tau, niter=100, + acceleration='fista') + + # GPG + l2 = L2(Op=Rop, b=y, niter=10, warm=True) + l1 = L1(sigma=5e-1) + xgpg = GeneralizedProximalGradient([l2, ], [l1, ], x0=np.zeros(m), + tau=tau, niter=100, + acceleration='fista') + + assert_array_almost_equal(xpg, xgpg, decimal=2) From 91fdfef3f0755778c2b4c875f37a6b102f7f3fd5 Mon Sep 17 00:00:00 2001 From: mrava87 Date: Mon, 27 Nov 2023 00:01:44 +0300 Subject: [PATCH 6/6] feat: finalized PG and GPG --- pyproximal/optimization/primal.py | 79 +++++++++++++++++++------------ pytests/test_solver.py | 25 ++++++++++ 2 files changed, 75 insertions(+), 29 deletions(-) diff --git a/pyproximal/optimization/primal.py b/pyproximal/optimization/primal.py index c6dc8bd..bbb3462 100644 --- a/pyproximal/optimization/primal.py +++ b/pyproximal/optimization/primal.py @@ -102,8 +102,9 @@ def ProximalPoint(prox, x0, tau, niter=10, callback=None, show=False): return x -def ProximalGradient(proxf, proxg, x0, tau=None, beta=0.5, - epsg=1., niter=10, niterback=100, +def ProximalGradient(proxf, proxg, x0, epsg=1., + tau=None, beta=0.5, eta=1., + niter=10, niterback=100, acceleration=None, callback=None, show=False): r"""Proximal gradient (optionally accelerated) @@ -127,17 +128,19 @@ def ProximalGradient(proxf, proxg, x0, tau=None, beta=0.5, Proximal operator of g function x0 : :obj:`numpy.ndarray` Initial vector + epsg : :obj:`float` or :obj:`np.ndarray`, optional + Scaling factor of g function tau : :obj:`float` or :obj:`numpy.ndarray`, optional Positive scalar weight, which should satisfy the following condition to guarantees convergence: :math:`\tau \in (0, 1/L]` where ``L`` is the Lipschitz constant of :math:`\nabla f`. When ``tau=None``, backtracking is used to adaptively estimate the best tau at each - iteration. Finally note that :math:`\tau` can be chosen to be a vector + iteration. Finally, note that :math:`\tau` can be chosen to be a vector when dealing with problems with multiple right-hand-sides beta : :obj:`float`, optional Backtracking parameter (must be between 0 and 1) - epsg : :obj:`float` or :obj:`np.ndarray`, optional - Scaling factor of g function + eta : :obj:`float`, optional + Relaxation parameter (must be between 0 and 1, 0 excluded). niter : :obj:`int`, optional Number of iterations of iterative scheme niterback : :obj:`int`, optional @@ -161,9 +164,8 @@ def ProximalGradient(proxf, proxg, x0, tau=None, beta=0.5, .. math:: - - \mathbf{x}^{k+1} = \prox_{\tau^k \epsilon g}(\mathbf{y}^{k+1} - - \tau^k \nabla f(\mathbf{y}^{k+1})) \\ + \mathbf{x}^{k+1} = \mathbf{y}^k + \eta (\prox_{\tau^k \epsilon g}(\mathbf{y}^k - + \tau^k \nabla f(\mathbf{y}^k)) - \mathbf{y}^k) \\ \mathbf{y}^{k+1} = \mathbf{x}^k + \omega^k (\mathbf{x}^k - \mathbf{x}^{k-1}) @@ -187,7 +189,7 @@ def ProximalGradient(proxf, proxg, x0, tau=None, beta=0.5, Different accelerations are provided: - ``acceleration=None``: :math:`\omega^k = 0`; - - `acceleration=vandenberghe`` [1]_: :math:`\omega^k = k / (k + 3)` for ` + - ``acceleration=vandenberghe`` [1]_: :math:`\omega^k = k / (k + 3)` for ` - ``acceleration=fista``: :math:`\omega^k = (t_{k-1}-1)/t_k` for where :math:`t_k = (1 + \sqrt{1+4t_{k-1}^{2}}) / 2` [2]_ @@ -197,7 +199,7 @@ def ProximalGradient(proxf, proxg, x0, tau=None, beta=0.5, Imaging Sciences, vol. 2, pp. 183-202. 2009. """ - # check if epgs is a ve + # check if epgs is a vector if np.asarray(epsg).size == 1.: epsg_print = str(epsg) else: @@ -237,10 +239,15 @@ def ProximalGradient(proxf, proxg, x0, tau=None, beta=0.5, # proximal step if not backtracking: - x = proxg.prox(y - tau * proxf.grad(y), epsg * tau) + if eta == 1.: + x = proxg.prox(y - tau * proxf.grad(y), epsg * tau) + else: + x = x + eta * (proxg.prox(x - tau * proxf.grad(x), epsg * tau) - x) else: x, tau = _backtracking(y, tau, proxf, proxg, epsg, beta=beta, niterback=niterback) + if eta != 1.: + x = x + eta * (proxg.prox(x - tau * proxf.grad(x), epsg * tau) - x) # update internal parameters for bilinear operator if isinstance(proxf, BilinearOperator): @@ -297,8 +304,9 @@ def AcceleratedProximalGradient(proxf, proxg, x0, tau=None, beta=0.5, callback=callback, show=show) -def GeneralizedProximalGradient(proxfs, proxgs, x0, tau=None, - epsg=1., niter=10, +def GeneralizedProximalGradient(proxfs, proxgs, x0, tau, + epsg=1., weights=None, + eta=1., niter=10, acceleration=None, callback=None, show=False): r"""Generalized Proximal gradient @@ -317,24 +325,27 @@ def GeneralizedProximalGradient(proxfs, proxgs, x0, tau=None, Parameters ---------- - proxfs : :obj:`List of pyproximal.ProxOperator` + proxfs : :obj:`list of pyproximal.ProxOperator` Proximal operators of the :math:`f_i` functions (must have ``grad`` implemented) - proxgs : :obj:`List of pyproximal.ProxOperator` + proxgs : :obj:`list of pyproximal.ProxOperator` Proximal operators of the :math:`g_j` functions x0 : :obj:`numpy.ndarray` Initial vector - tau : :obj:`float` or :obj:`numpy.ndarray`, optional + tau : :obj:`float` Positive scalar weight, which should satisfy the following condition to guarantees convergence: :math:`\tau \in (0, 1/L]` where ``L`` is - the Lipschitz constant of :math:`\sum_{i=1}^n \nabla f_i`. When ``tau=None``, - backtracking is used to adaptively estimate the best tau at each - iteration. + the Lipschitz constant of :math:`\sum_{i=1}^n \nabla f_i`. epsg : :obj:`float` or :obj:`np.ndarray`, optional Scaling factor(s) of ``g`` function(s) + weights : :obj:`float`, optional + Weighting factors of ``g`` functions. Must sum to 1. + eta : :obj:`float`, optional + Relaxation parameter (must be between 0 and 1, 0 excluded). Note that + this will be only used when ``acceleration=None``. niter : :obj:`int`, optional Number of iterations of iterative scheme acceleration: :obj:`str`, optional - Acceleration (``vandenberghe`` or ``fista``) + Acceleration (``None``, ``vandenberghe`` or ``fista``) callback : :obj:`callable`, optional Function with signature (``callback(x)``) to call after each iteration where ``x`` is the current model vector @@ -353,16 +364,27 @@ def GeneralizedProximalGradient(proxfs, proxgs, x0, tau=None, .. math:: \text{for } j=1,\cdots,n, \\ - ~~~~\mathbf z_j^{k+1} = \mathbf z_j^{k} + \epsilon_j - \left[prox_{\frac{\tau^k}{\omega_j} g_j}\left(2 \mathbf{x}^{k} - \mathbf{z}_j^{k} + ~~~~\mathbf z_j^{k+1} = \mathbf z_j^{k} + \eta + \left[prox_{\frac{\tau^k \epsilon_j}{w_j} g_j}\left(2 \mathbf{x}^{k} - \mathbf{z}_j^{k} - \tau^k \sum_{i=1}^n \nabla f_i(\mathbf{x}^{k})\right) - \mathbf{x}^{k} \right] \\ - \mathbf{x}^{k+1} = \sum_{j=1}^n \omega_j f_j \\ - - where :math:`\sum_{j=1}^n \omega_j=1`. In the current implementation :math:`\omega_j=1/n`. + \mathbf{x}^{k+1} = \sum_{j=1}^n w_j \mathbf z_j^{k+1} \\ + + where :math:`\sum_{j=1}^n w_j=1`. In the current implementation, :math:`w_j=1/n` when + not provided. + """ + # check if weights sum to 1 + if weights is None: + weights = np.ones(len(proxgs)) / len(proxgs) + if len(weights) != len(proxgs) or np.sum(weights) != 1.: + raise ValueError(f'omega={weights} must be an array of size {len(proxgs)} ' + f'summing to 1') + print(weights) + # check if epgs is a vector if np.asarray(epsg).size == 1.: epsg_print = str(epsg) + epsg = epsg * np.ones(len(proxgs)) else: epsg_print = 'Multi' @@ -404,9 +426,9 @@ def GeneralizedProximalGradient(proxfs, proxgs, x0, tau=None, x = np.zeros_like(x) for i, proxg in enumerate(proxgs): ztmp = 2 * y - zs[i] - tau * grad - ztmp = proxg.prox(ztmp, epsg * tau) - zs[i] += (ztmp - y) - x += zs[i] / len(proxgs) + ztmp = proxg.prox(ztmp, tau * epsg[i] / weights[i]) + zs[i] += eta * (ztmp - y) + x += weights[i] * zs[i] # update y if acceleration == 'vandenberghe': @@ -417,7 +439,6 @@ def GeneralizedProximalGradient(proxfs, proxgs, x0, tau=None, omega = ((told - 1.) / t) else: omega = 0 - y = x + omega * (x - xold) # run callback diff --git a/pytests/test_solver.py b/pytests/test_solver.py index b6ecfe9..1577d90 100644 --- a/pytests/test_solver.py +++ b/pytests/test_solver.py @@ -10,6 +10,31 @@ par2 = {'n': 8, 'm': 10, 'dtype': 'float64'} # float32 +@pytest.mark.parametrize("par", [(par1), (par2)]) +def test_GPG_weights(par): + """Check GPG raises error if weight is not summing to 1 + """ + with pytest.raises(ValueError): + np.random.seed(0) + n, m = par['n'], par['m'] + + # Random mixing matrix + R = np.random.normal(0., 1., (n, m)) + Rop = MatrixMult(R) + + # Model and data + x = np.zeros(m) + y = Rop @ x + + # Operators + l2 = L2(Op=Rop, b=y, niter=10, warm=True) + l1 = L1(sigma=5e-1) + _ = GeneralizedProximalGradient([l2, ], [l1, ], + x0=np.zeros(m), + tau=1., + weights=[1., 1.]) + + @pytest.mark.parametrize("par", [(par1), (par2)]) def test_PG_GPG(par): """Check equivalency of ProximalGradient and GeneralizedProximalGradient when using