From f9db606f702b36f31fc54b88521ed82f3cd81718 Mon Sep 17 00:00:00 2001 From: Vladislav Golubev Date: Fri, 17 Nov 2023 11:46:46 +0100 Subject: [PATCH] Reproducer --- samples/cpp/bug_repro/CMakeLists.txt | 7 + samples/cpp/bug_repro/chart.ipynb | 345 ++++++++++++++++++++ samples/cpp/bug_repro/main.cpp | 62 ++++ samples/cpp/bug_repro/one_layer.bin | Bin 0 -> 38144 bytes samples/cpp/bug_repro/one_layer.xml | 163 +++++++++ src/plugins/intel_cpu/src/graph.cpp | 7 +- src/plugins/intel_cpu/src/infer_request.cpp | 22 +- 7 files changed, 592 insertions(+), 14 deletions(-) create mode 100644 samples/cpp/bug_repro/CMakeLists.txt create mode 100644 samples/cpp/bug_repro/chart.ipynb create mode 100644 samples/cpp/bug_repro/main.cpp create mode 100644 samples/cpp/bug_repro/one_layer.bin create mode 100644 samples/cpp/bug_repro/one_layer.xml diff --git a/samples/cpp/bug_repro/CMakeLists.txt b/samples/cpp/bug_repro/CMakeLists.txt new file mode 100644 index 00000000000000..3db815d9f36f08 --- /dev/null +++ b/samples/cpp/bug_repro/CMakeLists.txt @@ -0,0 +1,7 @@ +# Copyright (C) 2018-2023 Intel Corporation +# SPDX-License-Identifier: Apache-2.0 +# + +ov_add_sample(NAME bug_repro + SOURCES "${CMAKE_CURRENT_SOURCE_DIR}/main.cpp" + DEPENDENCIES format_reader ie_samples_utils) diff --git a/samples/cpp/bug_repro/chart.ipynb b/samples/cpp/bug_repro/chart.ipynb new file mode 100644 index 00000000000000..4f04ef35d118af --- /dev/null +++ b/samples/cpp/bug_repro/chart.ipynb @@ -0,0 +1,345 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import csv\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def get_rss_data(filename, start_with=0, max_iter=-1):\n", + " x_data = []\n", + " with open(filename, \"r\") as csv_file:\n", + " csv_reader = csv.reader(csv_file)\n", + " count = 0\n", + " for row in csv_reader:\n", + " count += 1\n", + " if count < start_with:\n", + " continue\n", + " elif max_iter != -1 and count >= max_iter:\n", + " break\n", + " x_data.append(float(row[0]) / 1024 ** 2)\n", + " return x_data\n", + "\n", + "def get_unique_words_count_data(filename, start_with=0, max_iter=-1):\n", + " unique_words = set()\n", + " count = 0\n", + " x_data = []\n", + " with open(filename, 'r') as file:\n", + " for line in file:\n", + " words = line.strip().split()\n", + " unique_words.update(words)\n", + " count += 1\n", + " if count < start_with:\n", + " continue\n", + " elif max_iter != -1 and count >= max_iter:\n", + " break\n", + " x_data.append(len(unique_words))\n", + " return x_data\n", + "\n", + "def print_chart(filename, start_with=0, max_iter=-1):\n", + " x_data = []\n", + " with open(filename, \"r\") as csv_file:\n", + " csv_reader = csv.reader(csv_file)\n", + " count = 0\n", + " for row in csv_reader:\n", + " count += 1\n", + " if count < start_with:\n", + " continue\n", + " elif max_iter != -1 and count >= max_iter:\n", + " break\n", + " x_data.append(float(row[0]))\n", + " \n", + " plt.plot(x_data)\n", + " plt.xlabel(\"InferIdx\")\n", + " plt.ylabel(\"RSS\")\n", + " plt.title(filename)\n", + " plt.show()\n", + "\n", + "def print_unique_words_count(filename, start_with=0, max_iter=-1):\n", + " unique_words = set()\n", + " count = 0\n", + " x_data = []\n", + " with open(filename, 'r') as file:\n", + " for line in file:\n", + " words = line.strip().split()\n", + " unique_words.update(words)\n", + " count += 1\n", + " if count < start_with:\n", + " continue\n", + " elif max_iter != -1 and count >= max_iter:\n", + " break\n", + " x_data.append(len(unique_words))\n", + " plt.plot(x_data)\n", + " plt.xlabel(\"InferIdx\")\n", + " plt.ylabel(\"Unique shapes count\")\n", + " plt.title(filename)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rss_data = get_rss_data(\"test_300.csv\")\n", + "unique_words_count_data = get_unique_words_count_data(\"shapes_300.txt\")\n", + "\n", + "fix, (ax1, ax2) = plt.subplots(2, 1, figsize=(6,8))\n", + "ax1.plot(rss_data)\n", + "ax1.set_title(\"Memory consumption\")\n", + "ax1.set_xlabel(\"Infer Index\")\n", + "ax1.set_ylabel(\"RSS, GB\")\n", + "\n", + "ax2.plot(unique_words_count_data)\n", + "ax2.set_title(\"Unique input shapes count\")\n", + "ax2.set_xlabel(\"Infer Index\")\n", + "ax2.set_ylabel(\"Count\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rss_data = get_rss_data(\"test_200.csv\")\n", + "unique_words_count_data = get_unique_words_count_data(\"shapes_200.txt\")\n", + "\n", + "fix, (ax1, ax2) = plt.subplots(2, 1, figsize=(6,8))\n", + "ax1.plot(rss_data)\n", + "ax1.set_title(\"Memory consumption\")\n", + "ax1.set_xlabel(\"Infer Index\")\n", + "ax1.set_ylabel(\"RSS, GB\")\n", + "\n", + "ax2.plot(unique_words_count_data)\n", + "ax2.set_title(\"Unique input shapes count\")\n", + "ax2.set_xlabel(\"Infer Index\")\n", + "ax2.set_ylabel(\"Count\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rss_data = get_rss_data(\"test_200_wo_brgemm.csv\")\n", + "unique_words_count_data = get_unique_words_count_data(\"shapes_200_wo_brgemm.txt\")\n", + "\n", + "fix, (ax1, ax2) = plt.subplots(2, 1, figsize=(6,8))\n", + "ax1.plot(rss_data)\n", + "ax1.set_title(\"Memory consumption\")\n", + "ax1.set_xlabel(\"Infer Index\")\n", + "ax1.set_ylabel(\"RSS, GB\")\n", + "\n", + "ax2.plot(unique_words_count_data)\n", + "ax2.set_title(\"Unique input shapes count\")\n", + "ax2.set_xlabel(\"Infer Index\")\n", + "ax2.set_ylabel(\"Count\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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0+9AbBFw0arjYWSI334DLaffhaKuCQiZDbRsVbt3PhbVKAa3u4X4bONsi6U4W7mTmwLO2NeytLPAgV4+0ezl4f10CDAYgPSsXtzJzkZtvMMrNQiFDnl4Uyrlvm7pIupMJSwsF9l+8BQBQymXINxjHhjR3hYeDFZb/kYhNIzvB39Ph6T/gCiATQhQ+ayoTOp0O9vb2yMjI4LPniKjKu5uZCwulHAqZDJm5+ch4kAcfRxvI5TJkPMhDbr4BtW1USM/Kxd2sXBgE4KqxhJWFAtn5emTn6qUvfuBhUZCZo0e92taQy2U49VcGatlY4JeEZJy9qYNSLsPvF2/B2U6NQJ/auJH+AGoLBa7fyUKqLgcO1ha4kpaJl1vXwZmbGTh9QwcA0FgqkZNvQM6/vuip8rryRW/p76IslNf3L3uaiIjKQGZOPu5k5sLZTo3bmblwsVPj4JXb8Ktjj9M3dOjYwBGJtzMxedNpHLh8GwBgrVIgK1df4n77t62LdUf/QqeGjsjTCxy+egf/aV0HG47fKDLeRqXA8C4NsO9iGm7fz4G9lQVO/JVhFKOQy/B8czdcSr2PlHvZSM/KK5uLUE5uZ+binPZeoXatLhsAsPbodaN2XXZ+heRFZScrTw9bdeUvSdjTVI7Y00RUOnl6A+7+/QU5/IejaOhiC6Vcjrq1rHDg8m3cycyVYm3VSrT1roXODZ1wJzMXSoUcznZqxP6ZgiZudvB11+ByWiYupd7D1lNaAEB9Jxu82MoDdpZKWCjkcLRV4dzNe7h6KxPZeXoEeNfC/xKSjb6gX+/gBb1BwN/TAeN/PgUAeK9HIxy/no7mHhos3nO5Yi8SUTV0+YveUFSBniYWTeWIRRPVZJk5D/9r31qlQOLtLCjlMugNArVsVA/Hjshk0FgpkZWrR/OpO8ycLRGZqpGLLTIe5CH1Xg4AoEUdjXRr1NFGhduZuahlbYEHeXq421sh6U4W9AYBb0drJN7OMtqXTAZsf68LmrjZlWmOvD1HRGZnMAjosvOgViqw86wW761JMHdKVMPJZYDBhP/0t1UrETfxWdhZWpR/UlRtVYqiadGiRZg9eza0Wi1atWqFBQsWoH379sXGr1+/Hh9//DESExPRqFEjzJw5E7179y4ydsSIEVi6dCnmzp2LsWPHSu19+vRBQkICUlNTUatWLQQHB2PmzJnw8PAAACQmJsLHx6fQ/uLi4tChQ4enO2EiMxJC4Oi1uxi6/Aju5+QjuJkLfvsz1dxp1VhF/bKoJCqFHAYhSrVNSeQyYPpLLRDeoV6Z7I+oOjN70bR27VpERkZiyZIlCAwMxLx58xASEoLz58/DxcWlUPyBAwcwaNAgREdH44UXXsDq1asRFhaGY8eOoUWLFkaxGzduxMGDB6VC6FHdu3fHpEmT4O7ujhs3buCDDz7AK6+8ggMHDhjF/fbbb2jevLm07OjoWEZnTlR2snLzoTcIWKuUEH9/oQoB/JJwAxM2nDLqPv83FkzFUynkyNWX/Aus+s422DG2CywUnPaOqLoz+5imwMBAtGvXDgsXLgQAGAwGeHp6YvTo0ZgwYUKh+AEDBiAzMxObN2+W2jp06AB/f38sWbJEartx4wYCAwOxY8cOhIaGYuzYsUY9Tf/2v//9D2FhYcjJyYGFhYXU03T8+HH4+/s/0blxTBM9rTy9ATvOaLF4z2W4aizxYit33M/R4/i1u9h86mahuVOqsud8XfF/g9uaOw0iqgaq5Zim3NxcxMfHY+LEiVKbXC5HcHAw4uLiitwmLi4OkZGRRm0hISHYtGmTtGwwGBAeHo6oqCijXqLi3LlzB6tWrULHjh1hYWF8v7tPnz7Izs5G48aN8eGHH6JPnz7F7icnJwc5OTnSsk5X9H/ZU/UnhIBBQPo1SHaeHtduZ+FMcga6NHbGT/F/IS/fgOx8PdRKBeo5WiOoviMEgPSsPMzZeR47z6YY7fNMsg67zlWuXqH/tKmDOf1aQSYru1+9EBFVVmYtmm7dugW9Xg9XV1ejdldXV5w7d67IbbRabZHxWq1WWp45cyaUSiXGjBlT4vHHjx+PhQsXIisrCx06dDDqvbK1tcWcOXPQqVMnyOVy/PzzzwgLC8OmTZuKLZyio6Mxffr0Eo9J1ZfBIDBzxzks3XvF3Kk8kS1jOqO5h7250yAiqrTMPqaprMXHx2P+/Pk4duzYY//rNyoqCsOGDcO1a9cwffp0DB48GJs3b4ZMJoOTk5NRj1a7du2QnJyM2bNnF1s0TZw40WgbnU4HT0/PsjkxqjQMfw/AzTMYIAQw5sfjhXqFKqv/tKmDr/r7mzsNIqIqyaxFk5OTExQKBVJSjL9wUlJS4ObmVuQ2bm5uJcbv378fqamp8PLyktbr9XqMGzcO8+bNQ2JiotHxnZyc0LhxYzRr1gyenp44ePAggoKCijx2YGAgYmJiij0ftVoNtVpd4jlT1bXt1E28s+qYudMw4qpRI25CD8hk4C0yIqJyZtaiSaVSISAgALGxsQgLCwPwcDxSbGwsRo0aVeQ2QUFBiI2NNRrUHRMTIxU64eHhCA4ONtomJCQE4eHhGDp0aLG5GAwPB9Q+Oibp3xISEuDu7m7KqVE1kp2nR9OPt5vl2Cem9IS9NeeVISKqDMx+ey4yMhIRERFo27Yt2rdvj3nz5iEzM1MqcAYPHow6deogOjoaAPDee++ha9eumDNnDkJDQ7FmzRocPXoU3377LYCHUwL8e1oACwsLuLm5oUmTJgCAQ4cO4ciRI+jcuTNq1aqFy5cv4+OPP0aDBg2k4mvlypVQqVRo3bo1AGDDhg1YtmwZvvvuuwq5LmQ+sX+mYNjKo0+8vbOdGocn9WDPDxFRNWP2omnAgAFIS0vDlClToNVq4e/vj+3bt0uDvZOSkiCX/zP/SceOHbF69WpMnjwZkyZNQqNGjbBp06ZCczSVxNraGhs2bMDUqVORmZkJd3d3PP/885g8ebLR7bVPP/0U165dg1KpRNOmTbF27Vq88sorZXfyVKm8tOgPnLie/kTb/vhWB7T2coClhaJskyIiokrD7PM0VWecp6lyupH+AOuOXMf82ItPtH3ijNAyzoiIiMpStZyniagipWflwv+T4gfyP85nYS3wOh81QURUY7FoompNl52H2/dz0f3LPaXedvcH3SCXAV61rTk+iYiIWDRR9ZOnN+D3i7cwdMWRUm9bt5YVloYHcJJHIiIqhEUTVWnLfr+KTzaffeLtf34nCG28arEniYiIHotFE1VJvyTcwHtrEp5o27kDWiHMvw4LJSIiKhUWTVSpCSEw4r/x2HHm6R9T0rdNXczp36oMsiIiopqIRRNVSvdz8pGvNzzVr90A9ioREVHZYdFElcaFlHvoOXffE23b288Nn4X5obaNqoyzIiIieohFE5ldVm4+fKfseKJtr0b3Zi8SERFVCBZNVOFS72XDykKB1Hs5WHUwCcv+uGrSdq4aNd7r0RivBnqVc4ZERESFsWiiCiOEgM/EraXerrWXAza+26kcMiIiIjIdiyYqV3qDwKBvD0Kry0bSnSyTtvnxrQ4IauBYzpkRERGVDosmKjenb2TghQW/mxw/p18r9A2oW44ZERERPTkWTVTmnuTBuIkzQsspGyIiorLBoonKlPeELY+NiXyuMcb0aFQB2RAREZUdFk1UJm7fz0HAZ7+VGGNpIcd3g9uhcyOnCsqKiIio7LBooqf2uN6l/R92h2dt6wrKhoiIqHywaKKnYjCIYtcp5DJc/KwX5HJOPklERFUfiyZ6Ynczc9H608IDvle/GYiODXkLjoiIqhcWTfTEiiqY/pjwLOo4WJkhGyIiovLFoolKrff8/Th7U1eo/coXvXkrjoiIqi25uROgqqXPwt+LLJg2vNuRBRMREVVr7Gkik+Tk69Fk8vYi1/Vo6oI2XrUqOCMiIqKKxZ4meqzrd7KKLZgA4NvBbSswGyIiIvNgTxOVSAiBZ2btLnLd4Y96wMXOsoIzIiIiMg8WTVSs1p/sxN2svCLXXf6iNxQcw0RERDUIiyYq0oWUe0UWTD+/0xEB9Th+iYiIah4WTVSknnP3FWq7Gt0bMhl7l4iIqGbiQHAq5JeEG4Xa1g7vwIKJiIhqNPY0kZGec/fiQsp9o7bEGaFmyoaIiKjyYE8TSXTZeYUKpq1jnjFTNkRERJULe5oIANBjzh5cTsss1O7roTFDNkRERJUPe5oI+XpDkQXTmekhZsiGiIiocqoURdOiRYvg7e0NS0tLBAYG4vDhwyXGr1+/Hk2bNoWlpSX8/PywdevWYmNHjBgBmUyGefPmGbX36dMHXl5esLS0hLu7O8LDw5GcnGwUc/LkSTzzzDOwtLSEp6cnZs2a9cTnWFll5+nR8KNthdoTZ4TCRs2OSCIiogJmL5rWrl2LyMhITJ06FceOHUOrVq0QEhKC1NTUIuMPHDiAQYMGYdiwYTh+/DjCwsIQFhaG06dPF4rduHEjDh48CA8Pj0LrunfvjnXr1uH8+fP4+eefcfnyZbzyyivSep1Oh549e6JevXqIj4/H7NmzMW3aNHz77bdld/KVQNOPCz8e5cCEZ82QCRERUeUmE0IIcyYQGBiIdu3aYeHChQAAg8EAT09PjB49GhMmTCgUP2DAAGRmZmLz5s1SW4cOHeDv748lS5ZIbTdu3EBgYCB27NiB0NBQjB07FmPHji02j//9738ICwtDTk4OLCwssHjxYnz00UfQarVQqVQAgAkTJmDTpk04d+6cSeem0+lgb2+PjIwMaDSVb2yQ3iDQYJJxLx1/KUdERFVdeX3/mrWnKTc3F/Hx8QgODpba5HI5goODERcXV+Q2cXFxRvEAEBISYhRvMBgQHh6OqKgoNG/e/LF53LlzB6tWrULHjh1hYWEhHadLly5SwVRwnPPnz+Pu3bulOs/KKuG68XmMebahmTIhIiKq/MxaNN26dQt6vR6urq5G7a6urtBqtUVuo9VqHxs/c+ZMKJVKjBkzpsTjjx8/HjY2NnB0dERSUhJ++eWXxx6nYF1RcnJyoNPpjF6VWd/FxoVpZM8mZsqEiIio8jP7mKayFh8fj/nz52PFihWPncE6KioKx48fx86dO6FQKDB48GA8zd3K6Oho2NvbSy9PT88n3ldFuxrd29wpEBERVWpmLZqcnJygUCiQkpJi1J6SkgI3N7cit3Fzcysxfv/+/UhNTYWXlxeUSiWUSiWuXbuGcePGwdvbu9DxGzdujOeeew5r1qzB1q1bcfDgwRKPU7CuKBMnTkRGRob0un79umkXooLl5hvgPWGLURsfkUJERFQysxZNKpUKAQEBiI2NldoMBgNiY2MRFBRU5DZBQUFG8QAQExMjxYeHh+PkyZNISEiQXh4eHoiKisKOHTuKzcVgMAB4eIut4Dj79u1DXl6e0XGaNGmCWrVqFbkPtVoNjUZj9KqMGk8uPMUAERERlczsE/FERkYiIiICbdu2Rfv27TFv3jxkZmZi6NChAIDBgwejTp06iI6OBgC899576Nq1K+bMmYPQ0FCsWbMGR48elaYCcHR0hKOjo9ExLCws4ObmhiZNHo7ZOXToEI4cOYLOnTujVq1auHz5Mj7++GM0aNBAKr5effVVTJ8+HcOGDcP48eNx+vRpzJ8/H3Pnzq2oS1Muirr9+FX/VmbIhIiIqGoxe9E0YMAApKWlYcqUKdBqtfD398f27dulQddJSUmQy//pEOvYsSNWr16NyZMnY9KkSWjUqBE2bdqEFi1amHxMa2trbNiwAVOnTkVmZibc3d3x/PPPY/LkyVCr1QAAe3t77Ny5EyNHjkRAQACcnJwwZcoUDB8+vGwvQAXzmVh4ItD/tKlrhkyIiIiqFrPP01SdVbZ5mhbvuYyZ243nmOK8TEREVN1Uy3maqGKxYCIiInpyLJpqiDy9wWjZ3d7STJkQERFVTSyaaoA8vQGN/vVQ3j/G8/lyREREpcGiqQb4d8F04bNekMs5LxMREVFpsGiq5k7fyCjUplLyYyciIiotfntWcy8s+N1omXMyERERPRkWTdXYtlM3jZafaeTEOZmIiIieEIumauydVceMln8YFmimTIiIiKo+Fk3V1L/nLD08qYeZMiEiIqoeWDRVU8eS7hotu2g4LxMREdHTYNFUTfVdHCe93/9hdzNmQkREVD2waKoBPGtbmzsFIiKiKo9FExEREZEJWDRVQxdS7pk7BSIiomqHRVM11HPuPun9wHaeZsyEiIio+mDRVM2N7N7Q3CkQERFVCyyaqjkOAiciIiobLJqIiIiITMCiqZrJzTeYOwUiIqJqiUVTNXNOq5Pe21kqzZgJERFR9cKiqZr57c9U6f2Rj4LNmAkREVH1wqKpmvk69qL03tJCYcZMiIiIqhcWTUREREQmYNFEREREZAIWTUREREQmYNFEREREZAIWTdXI7fs55k6BiIio2mLRVI2c096T3u8Y28WMmRAREVU/LJqqkde+OyS9b+JmZ8ZMiIiIqh8WTUREREQmYNFEREREZAIWTUREREQmYNFEREREZIJKUTQtWrQI3t7esLS0RGBgIA4fPlxi/Pr169G0aVNYWlrCz88PW7duLTZ2xIgRkMlkmDdvntSWmJiIYcOGwcfHB1ZWVmjQoAGmTp2K3NxcoxiZTFbodfDgwac+XyIiIqp6zF40rV27FpGRkZg6dSqOHTuGVq1aISQkBKmpqUXGHzhwAIMGDcKwYcNw/PhxhIWFISwsDKdPny4Uu3HjRhw8eBAeHh5G7efOnYPBYMDSpUtx5swZzJ07F0uWLMGkSZMK7eO3337DzZs3pVdAQEDZnDgRERFVKTIhhDBnAoGBgWjXrh0WLlwIADAYDPD09MTo0aMxYcKEQvEDBgxAZmYmNm/eLLV16NAB/v7+WLJkidR248YNBAYGYseOHQgNDcXYsWMxduzYYvOYPXs2Fi9ejCtXrgB42NPk4+OD48ePw9/f/4nOTafTwd7eHhkZGdBoNE+0j9LwnrBFep84I7Tcj0dERFQZldf3r1l7mnJzcxEfH4/g4GCpTS6XIzg4GHFxcUVuExcXZxQPACEhIUbxBoMB4eHhiIqKQvPmzU3KJSMjA7Vr1y7U3qdPH7i4uKBz58743//+Z9K+zM3f08HcKRAREVU7SnMe/NatW9Dr9XB1dTVqd3V1xblz54rcRqvVFhmv1Wql5ZkzZ0KpVGLMmDEm5XHp0iUsWLAAX375pdRma2uLOXPmoFOnTpDL5fj5558RFhaGTZs2oU+fPkXuJycnBzk5/zzKRKfTmXT8subtaG2W4xIREVVnZi2aykN8fDzmz5+PY8eOQSaTPTb+xo0beP7559GvXz+89dZbUruTkxMiIyOl5Xbt2iE5ORmzZ88utmiKjo7G9OnTn/4kntKmhGTMG9ja3GkQERFVK2a9Pefk5ASFQoGUlBSj9pSUFLi5uRW5jZubW4nx+/fvR2pqKry8vKBUKqFUKnHt2jWMGzcO3t7eRtslJyeje/fu6NixI7799tvH5hsYGIhLly4Vu37ixInIyMiQXtevX3/sPsvDZ2EtzHJcIiKi6sysRZNKpUJAQABiY2OlNoPBgNjYWAQFBRW5TVBQkFE8AMTExEjx4eHhOHnyJBISEqSXh4cHoqKisGPHDmmbGzduoFu3bggICMDy5cshlz/+UiQkJMDd3b3Y9Wq1GhqNxuhlDh4OlmY5LhERUXVm9ttzkZGRiIiIQNu2bdG+fXvMmzcPmZmZGDp0KABg8ODBqFOnDqKjowEA7733Hrp27Yo5c+YgNDQUa9aswdGjR6WeIkdHRzg6Ohodw8LCAm5ubmjSpAmAfwqmevXq4csvv0RaWpoUW9BjtXLlSqhUKrRu/fA214YNG7Bs2TJ899135XtBysCFlPt4tqnr4wOJiIjIZGYvmgYMGIC0tDRMmTIFWq0W/v7+2L59uzTYOykpyagXqGPHjli9ejUmT56MSZMmoVGjRti0aRNatDD9llRMTAwuXbqES5cuoW7dukbrHp2B4dNPP8W1a9egVCrRtGlTrF27Fq+88spTnnH5a+Bsa+4UiIiIqh2zz9NUnZlrnqb/jeqElnUdyv14RERElVG1nKeJyo7B8E/tW7cWpxwgIiIqayyaqolbmf/MD6UwYaoFIiIiKh0WTdWE7kGe9F6l5MdKRERU1vjtWk1YqZSPvFeYMRMiIqLqiUVTNZGbbzB3CkRERNUai6ZqYtvpm+ZOgYiIqFpj0VRNONqozJ0CERFRtcaiqZqwtOA4JiIiovLEoqmaiL9219wpEBERVWssmqqJtt61AQB1HKzMnAkREVH1xKKpmliy5zIA4Eb6AzNnQkREVD09ddF05coVnDlzBgYDf/JuTmdv6sydAhERUbVmctGUl5eHqVOn4sUXX8Tnn38OvV6PQYMGoVGjRmjZsiVatGiBxMTEckyViIiIyHxMLpomTJiAxYsXw83NDcuWLcN//vMfHD9+HKtXr8aaNWugVCrx0UcflWeuRERERGajfHzIQz/99BNWrFiB3r1748KFC2jatCm2bNmCXr16AQBcXFzw2muvlVuiREREROZkck9TcnIyWrVqBQBo3Lgx1Go1GjZsKK1v3LgxtFpt2WdIREREVAmYXDTp9XpYWFhIy0qlEgrFPxMqyuVyCCHKNjsyWX0nGwBAay8H8yZCRERUTZl8ew4AduzYAXt7ewCAwWBAbGwsTp8+DQBIT08v8+TIdO28a+PKrUwEN3M1dypERETVUqmKpoiICKPlt99+22hZJpM9fUb0RJLuZAEA8vSc+oGIiKg8mHx7zmAwPPal1+vLM1cqQdyV2wCAZb9fNXMmRERE1RNnBK9m+rX1NHcKRERE1ZLJt+f0ej3Onj0LPz8/AMCSJUuQm5srrVcoFHjnnXcgl7MOM4duTZyx53wamrrZmTsVIiKiasnkomnt2rVYsmQJ9u3bBwCIioqCg4MDlMqHu7h16xYsLS0xbNiw8smUSrTnfBoAICefY5qIiIjKg8ndQsuXL8fIkSON2vbu3YurV6/i6tWrmD17Nv773/+WeYJUOhuO/WXuFIiIiKolk4umc+fOoW3btsWu79q1K06cOFEmSdGTG9Tey9wpEBERVUsmF01paWlGy1euXIG3t7e0bGFhgczMzDJLjEqnkYstAKBOLSszZ0JERFQ9mVw0ubq64vz589Kys7Oz0aDvP//8E25ubmWbHZnsYup9AICFggPxiYiIyoPJ37A9evTA559/XuQ6IQSio6PRo0ePMkuMnsyfN3XmToGIiKhaMvnXcx999BHatGmDwMBAfPDBB2jcuDEA4Pz58/jyyy9x/vx5fP/99+WWKJmmvU9tc6dARERULZlcNDVo0AAxMTEYMmQIBgwYID0yRQiBpk2bYufOnWjYsGG5JUol01gqocvO5+05IiKiclKqZ8+1b98eZ8+eRUJCAi5cuAAAaNSoEVq3bl0uyZHpdNn5AAAFn/9HRERULkpVNBXw9/eHv79/GadCT0oIIb2/mZENbycbM2ZDRERUPfFeTjWgN/xTNPExKkREROWDRVM1kP9I0aRU8PYcERFReagURdOiRYvg7e0NS0tLBAYG4vDhwyXGr1+/Hk2bNoWlpSX8/PywdevWYmNHjBgBmUyGefPmSW2JiYkYNmwYfHx8YGVlhQYNGmDq1KlGDyAGgJMnT+KZZ56BpaUlPD09MWvWrKc6z/JyTntPes+B4EREROXD7N+wa9euRWRkJKZOnYpjx46hVatWCAkJQWpqapHxBw4cwKBBgzBs2DAcP34cYWFhCAsLw+nTpwvFbty4EQcPHoSHh4dR+7lz52AwGLB06VKcOXMGc+fOxZIlSzBp0iQpRqfToWfPnqhXrx7i4+Mxe/ZsTJs2Dd9++23ZXoCnNGfneYQt+kNaVsrZ00RERFQeZOLRUcRPKSkpCXXq1IFCoTB5m8DAQLRr1w4LFy4EABgMBnh6emL06NGYMGFCofgBAwYgMzMTmzdvlto6dOgAf39/LFmyRGq7ceMGAgMDsWPHDoSGhmLs2LEYO3ZssXnMnj0bixcvxpUrVwAAixcvxkcffQStVguVSgUAmDBhAjZt2oRz586ZdG46nQ729vbIyMiARqMxaZvS8p6wxWj5anRvaToIIiKimqi8vn/LtKfJ29sbvr6+2LBhg0nxubm5iI+PR3Bw8D8JyeUIDg5GXFxckdvExcUZxQNASEiIUbzBYEB4eDiioqLQvHlzk3LJyMhA7dr/TAwZFxeHLl26SAVTwXHOnz+Pu3fvFrmPnJwc6HQ6o1dFY8FERERUPsq0aNq9ezcmTJiAtWvXmhR/69Yt6PV6uLq6GrW7urpCq9UWuY1Wq31s/MyZM6FUKjFmzBiT8rh06RIWLFiAt99++7HHKVhXlOjoaNjb20svT09Pk47/pHrM2WO0/ONbHcr1eERERDVZmRZNXbt2xdChQ00umspDfHw85s+fjxUrVpjU63Ljxg08//zz6NevH956662nOvbEiRORkZEhva5fv/5U+3ucy2mZRstBDRzL9XhEREQ12VMXTXv37sXWrVuLvWVVEicnJygUCqSkpBi1p6SkwM3Nrcht3NzcSozfv38/UlNT4eXlBaVSCaVSiWvXrmHcuHHw9vY22i45ORndu3dHx44dCw3wLu44BeuKolarodFojF4V5c9Pnq+wYxEREdVEJhdNM2fOxMcffywtCyHw/PPPo3v37njhhRfQrFkznDlzplQHV6lUCAgIQGxsrNRmMBgQGxuLoKCgIrcJCgoyigeAmJgYKT48PBwnT55EQkKC9PLw8EBUVBR27NghbXPjxg1069YNAQEBWL58OeRyeaHj7Nu3D3l5eUbHadKkCWrVqlWq8ywP/ZcYj/myUpk++J6IiIhKz+Siae3atWjRooW0/NNPP2Hfvn3Yv38/bt26hbZt22L69OmlTiAyMhL/93//h5UrV+LPP//EO++8g8zMTAwdOhQAMHjwYEycOFGKf++997B9+3bMmTMH586dw7Rp03D06FGMGjUKAODo6IgWLVoYvSwsLODm5oYmTZoA+Kdg8vLywpdffom0tDRotVqjsUqvvvoqVCoVhg0bhjNnzmDt2rWYP38+IiMjS32O5eFw4h3p/co32psxEyIioprB5GfPXb16FS1btpSWt27dildeeQWdOnUCAEyePBn9+vUrdQIDBgxAWloapkyZAq1WC39/f2zfvl0adJ2UlGTUC9SxY0esXr0akydPxqRJk9CoUSNs2rTJqKB7nJiYGFy6dAmXLl1C3bp1jdYVzMBgb2+PnTt3YuTIkQgICICTkxOmTJmC4cOHl/ocy1vXxs7mToGIiKjaM3meJjs7O5w4cQL169cHADRt2hRjx47FiBEjADwsbpo0aYIHDx6UX7ZVTHnO0/To/EyJM0LLdN9ERERVmdnnaWrQoAH27dsH4GGBdOHCBXTp0kVa/9dff8HRkb/eIiIiourJ5NtzI0eOxKhRo7B//34cPHgQQUFB8PX1ldbv2rULrVu3LpckiYiIiMzN5KLprbfegkKhwK+//oouXbpg6tSpRuuTk5PxxhtvlHmCRERERJVBmT57joxVxJimb15rg95+7mW6byIioqqsvL5/Te5pys/Ph16vh1qtltpSUlKwZMkSZGZmok+fPujcuXOZJUamuXor8/FBRERE9NRKdXtOpVJh6dKlAIB79+6hXbt2yM7Ohru7O+bOnYtffvkFvXv3LrdkqTBON0BERFQxTP713B9//IG+fftKy99//z30ej0uXryIEydOIDIyErNnzy6XJMnYo3dUORM4ERFRxTC5aLpx4wYaNWokLcfGxqJv376wt7cHAERERJT6MSr0ZO7n5Evvr6Tx9hwREVFFMLlosrS0NJq48uDBgwgMDDRaf//+/bLNjor06DimVnXtzZgJERFRzWFy0eTv748ffvgBALB//36kpKTg2WefldZfvnwZHh4eZZ8hFfLbn6nSe2c7dQmRREREVFZMHgg+ZcoU9OrVC+vWrcPNmzcxZMgQuLv/81P3jRs3Ss+ho/LlYGUhvZfJZGbMhIiIqOYwuWjq2rUr4uPjsXPnTri5uRV6OK+/vz/at29f5glSYadvZJg7BSIiohrH5KIJAJo1a4ZmzZoVuW748OF8WG8FucK5mYiIiCqcyWOaSpKTk4OvvvoKPj4+ZbE7eoyE6+nmToGIiKjGMbloysnJwcSJE9G2bVt07NgRmzZtAgAsX74cPj4+mDt3Lt5///3yypOIiIjIrEo1EHzp0qUIDg7GgQMH0K9fPwwdOhQHDx7EV199hX79+kGh4ESLREREVD2ZXDStX78e33//Pfr06YPTp0+jZcuWyM/Px4kTJ/gLLiIiIqr2TL4999dffyEgIAAA0KJFC6jVarz//vssmIiIiKhGMLlo0uv1UKlU0rJSqYStrW25JEUlG9b54YD7F1q6PyaSiIiIyorJt+eEEBgyZAjU6oczUGdnZ2PEiBGwsbExituwYUPZZkiFKOUPe/fcNJZmzoSIiKjmMLloioiIMFp+/fXXyzwZMs3SfVcAACvjEjH5BV8zZ0NERFQzmFw0LV++vDzzoCeQpxfmToGIiKjGKJPJLali9WjqAgB46xlOJkpERFRRWDRVQZm5+QAAjaXFYyKJiIiorLBoqoIOXrkDAPhmz2UzZ0JERFRzsGiqwh7k6c2dAhERUY3BoomIiIjIBCyaiIiIiEzAoomIiIjIBCyaqjAblcLcKRAREdUYLJqqsMWvB5g7BSIiohqDRVMV5OP08Hl/VuxpIiIiqjAsmqqgq7cyAfzz4F4iIiIqf2YvmhYtWgRvb29YWloiMDAQhw8fLjF+/fr1aNq0KSwtLeHn54etW7cWGztixAjIZDLMmzfPqP3zzz9Hx44dYW1tDQcHhyK3lclkhV5r1qwp7emVqxvpD8ydAhERUY1h1qJp7dq1iIyMxNSpU3Hs2DG0atUKISEhSE1NLTL+wIEDGDRoEIYNG4bjx48jLCwMYWFhOH36dKHYjRs34uDBg/Dw8Ci0Ljc3F/369cM777xTYn7Lly/HzZs3pVdYWNgTnWd5uZuZa+4UiIiIagyzFk1fffUV3nrrLQwdOhS+vr5YsmQJrK2tsWzZsiLj58+fj+effx5RUVFo1qwZPv30U7Rp0wYLFy40irtx4wZGjx6NVatWwcKi8PPZpk+fjvfffx9+fn4l5ufg4AA3NzfpZWlp+eQnWw66NXExdwpEREQ1htmKptzcXMTHxyM4OPifZORyBAcHIy4ursht4uLijOIBICQkxCjeYDAgPDwcUVFRaN68+VPlOHLkSDg5OaF9+/ZYtmwZhBAlxufk5ECn0xm9ypOFwux3V4mIiGoMs33r3rp1C3q9Hq6urkbtrq6u0Gq1RW6j1WofGz9z5kwolUqMGTPmqfL75JNPsG7dOsTExKBv37549913sWDBghK3iY6Ohr29vfTy9PR8qhyKkpP/z/Pm0h/w9hwREVFFUZo7gbIUHx+P+fPn49ixY5DJnu6XZR9//LH0vnXr1sjMzMTs2bNLLMYmTpyIyMhIaVmn05V54aQ3/NPbZWdZ+NYjERERlQ+z9TQ5OTlBoVAgJSXFqD0lJQVubm5FbuPm5lZi/P79+5GamgovLy8olUoolUpcu3YN48aNg7e391PlGxgYiL/++gs5OTnFxqjVamg0GqNXeaplzaKJiIioopitaFKpVAgICEBsbKzUZjAYEBsbi6CgoCK3CQoKMooHgJiYGCk+PDwcJ0+eREJCgvTy8PBAVFQUduzY8VT5JiQkoFatWlCr1U+1n6eV/0hPk/wpe9OIiIjIdGa9PRcZGYmIiAi0bdsW7du3x7x585CZmYmhQ4cCAAYPHow6deogOjoaAPDee++ha9eumDNnDkJDQ7FmzRocPXoU3377LQDA0dERjo6ORsewsLCAm5sbmjRpIrUlJSXhzp07SEpKgl6vR0JCAgCgYcOGsLW1xa+//oqUlBR06NABlpaWiImJwRdffIEPPvigAq5KyQyPFE2c3JKIiKjimLVoGjBgANLS0jBlyhRotVr4+/tj+/bt0mDvpKQkyOX/dIZ17NgRq1evxuTJkzFp0iQ0atQImzZtQosWLUp13ClTpmDlypXScuvWrQEAu3fvRrdu3WBhYYFFixbh/fffhxACDRs2lKZHMLdHxzQpWDQRERFVGJl43O/o6YnpdDrY29sjIyOjzMY3pd7LRvvPYyGTAVejQ8tkn0RERNVJeXz/ApXgMSpUOgbDw38VHM9ERERUoVg0VTH6vzsG5bw1R0REVKFYNFUxBQPB2dNERERUsVg0VTEFA8Ef5OkfE0lERERliUVTFXP1Vqa5UyAiIqqRWDRVMa4aS3OnQEREVCOxaKpiCoYyOdmad2ZyIiKimoZFUxVTMKaJP54jIiKqWCyaqhjD31MOcDZwIiKiisWiqYr5p6eJRRMREVFFYtFUxbCniYiIyDxYNFUxBc/rZc1ERERUsVg0VTHS7TlWTURERBWKRVMVw8eoEBERmQeLpiom5V42AOBi6n0zZ0JERFSzsGiqYjYcu2HuFIiIiGokFk1VzGuB9cydAhERUY3EoqmKsVA8HMvUytPBvIkQERHVMCyaqpiCKQc4DJyIiKhisWiqYoTgs+eIiIjMgUVTFfPP5JasmoiIiCoSi6YqpqCniTUTERFRxWLRVMX83dEEGasmIiKiCsWiqYoxcEwTERGRWbBoqmL++fUcqyYiIqKKxKKpisnJ0wMAEm9nmjkTIiKimoVFUxXz4+EkAMDNjGwzZ0JERFSzsGiqYp7zdTN3CkRERDUSi6YqxtlODQDo1sTZzJkQERHVLCyaqph/fj3HgeBEREQViUVTFcPHqBAREZkHi6YqRppygD1NREREFYpFUxXDyS2JiIjMw+xF06JFi+Dt7Q1LS0sEBgbi8OHDJcavX78eTZs2haWlJfz8/LB169ZiY0eMGAGZTIZ58+YZtX/++efo2LEjrK2t4eDgUOS2SUlJCA0NhbW1NVxcXBAVFYX8/PzSnl6Z4wN7iYiIzMOsRdPatWsRGRmJqVOn4tixY2jVqhVCQkKQmppaZPyBAwcwaNAgDBs2DMePH0dYWBjCwsJw+vTpQrEbN27EwYMH4eHhUWhdbm4u+vXrh3feeafI4+j1eoSGhiI3NxcHDhzAypUrsWLFCkyZMuXpTrgMCA4EJyIiMg9hRu3btxcjR46UlvV6vfDw8BDR0dFFxvfv31+EhoYatQUGBoq3337bqO2vv/4SderUEadPnxb16tUTc+fOLXJ/y5cvF/b29oXat27dKuRyudBqtVLb4sWLhUajETk5OSaenRAZGRkCgMjIyDB5m8dZ/vsVUW/8ZjFyVXyZ7ZOIiKg6KY/vXyGEMFtPU25uLuLj4xEcHCy1yeVyBAcHIy4ursht4uLijOIBICQkxCjeYDAgPDwcUVFRaN68+RPlFhcXBz8/P7i6uhodR6fT4cyZM0+0z7LCgeBERETmoTTXgW/dugW9Xm9UmACAq6srzp07V+Q2Wq22yHitVistz5w5E0qlEmPGjHni3Io7TsG64uTk5CAnJ0da1ul0T5xDcf6umTgQnIiIqIKZfSB4WYqPj8f8+fOxYsUKs/TEREdHw97eXnp5enqW+TEExzQRERGZhdmKJicnJygUCqSkpBi1p6SkwM2t6Oerubm5lRi/f/9+pKamwsvLC0qlEkqlEteuXcO4cePg7e1tcm7FHadgXXEmTpyIjIwM6XX9+nWTj2mqgikHWDMRERFVLLMVTSqVCgEBAYiNjZXaDAYDYmNjERQUVOQ2QUFBRvEAEBMTI8WHh4fj5MmTSEhIkF4eHh6IiorCjh07TM4tKCgIp06dMvoVX0xMDDQaDXx9fYvdTq1WQ6PRGL3KGqccICIiMg+zjWkCgMjISERERKBt27Zo37495s2bh8zMTAwdOhQAMHjwYNSpUwfR0dEAgPfeew9du3bFnDlzEBoaijVr1uDo0aP49ttvAQCOjo5wdHQ0OoaFhQXc3NzQpEkTqS0pKQl37txBUlIS9Ho9EhISAAANGzaEra0tevbsCV9fX4SHh2PWrFnQarWYPHkyRo4cCbVaXQFXpnic3JKIiMg8zFo0DRgwAGlpaZgyZQq0Wi38/f2xfft2adB1UlIS5PJ/OsM6duyI1atXY/LkyZg0aRIaNWqETZs2oUWLFqU67pQpU7By5UppuXXr1gCA3bt3o1u3blAoFNi8eTPeeecdBAUFwcbGBhEREfjkk0/K4KyfjmBPExERkVnIRMHIYipzOp0O9vb2yMjIKLNbdVN/OY2VcdcwqL0Xov/jVyb7JCIiqk7K4/sXqGa/nqsJ1BYKAEDavWwzZ0JERFSzsGiqYqz+LpqsVWa9s0pERFTjsGiqYgrupjpYW5g5EyIiopqFRVMV88+M4BwITkREVJFYNFUxBo7bJyIiMgsWTVUMpxwgIiIyDxZNVUzBjOCsmYiIiCoWi6YqRvw9qok1ExERUcVi0VTVFNye43NUiIiIKhSLpiqmYCA4SyYiIqKKxaKpihHSmCaWTURERBWJRVMVw4HgRERE5sGiqYpZGZcIAFi857J5EyEiIqphWDRVMXoDJ7ckIiIyBxZNVUzXxs4AgEHtPc2cCRERUc3CoqmK8axtBQBwsbM0cyZEREQ1C4umKkZwIDgREZFZsGiqYgpGNMk4UxMREVGFYtFUxbCniYiIyDxYNBERERGZgEVTlcPHqBAREZkDi6YqhrfniIiIzINFUxXDZ88RERGZB4umKkaAM4ITERGZA4smIiIiIhOwaKpiOKaJiIjIPFg0VTGc3JKIiMg8WDRVMexpIiIiMg8WTVWM4DxNREREZsGiqarhj+eIiIjMgkVTFcXbc0RERBWLRVMVw4HgRERE5sGiqYoRf48EZ08TERFRxaoURdOiRYvg7e0NS0tLBAYG4vDhwyXGr1+/Hk2bNoWlpSX8/PywdevWYmNHjBgBmUyGefPmGbXfuXMHr732GjQaDRwcHDBs2DDcv39fWp+YmAiZTFbodfDgwac616fFIU1ERETmYfaiae3atYiMjMTUqVNx7NgxtGrVCiEhIUhNTS0y/sCBAxg0aBCGDRuG48ePIywsDGFhYTh9+nSh2I0bN+LgwYPw8PAotO61117DmTNnEBMTg82bN2Pfvn0YPnx4objffvsNN2/elF4BAQFPf9JPQbBqIiIiMguzF01fffUV3nrrLQwdOhS+vr5YsmQJrK2tsWzZsiLj58+fj+effx5RUVFo1qwZPv30U7Rp0wYLFy40irtx4wZGjx6NVatWwcLCwmjdn3/+ie3bt+O7775DYGAgOnfujAULFmDNmjVITk42inV0dISbm5v0+ve+Kpo0pon354iIiCqUWYum3NxcxMfHIzg4WGqTy+UIDg5GXFxckdvExcUZxQNASEiIUbzBYEB4eDiioqLQvHnzIvfh4OCAtm3bSm3BwcGQy+U4dOiQUWyfPn3g4uKCzp0743//+98TnWd5YMlERERUsZTmPPitW7eg1+vh6upq1O7q6opz584VuY1Wqy0yXqvVSsszZ86EUqnEmDFjit2Hi4uLUZtSqUTt2rWl/dja2mLOnDno1KkT5HI5fv75Z4SFhWHTpk3o06dPkfvNyclBTk6OtKzT6Yo58yfHgeBERETmYdaiqTzEx8dj/vz5OHbs2FPdwnJyckJkZKS03K5dOyQnJ2P27NnFFk3R0dGYPn36Ex/TFBzSREREZB5mvT3n5OQEhUKBlJQUo/aUlBS4ubkVuY2bm1uJ8fv370dqaiq8vLygVCqhVCpx7do1jBs3Dt7e3tI+/j3QPD8/H3fu3Cn2uAAQGBiIS5cuFbt+4sSJyMjIkF7Xr18vNvaJFTx7ruz3TERERCUwa9GkUqkQEBCA2NhYqc1gMCA2NhZBQUFFbhMUFGQUDwAxMTFSfHh4OE6ePImEhATp5eHhgaioKOzYsUPaR3p6OuLj46V97Nq1CwaDAYGBgcXmm5CQAHd392LXq9VqaDQao1dZk549x/tzREREFcrst+ciIyMRERGBtm3bon379pg3bx4yMzMxdOhQAMDgwYNRp04dREdHAwDee+89dO3aFXPmzEFoaCjWrFmDo0eP4ttvvwXw8Ndujo6ORsewsLCAm5sbmjRpAgBo1qwZnn/+ebz11ltYsmQJ8vLyMGrUKAwcOFCanmDlypVQqVRo3bo1AGDDhg1YtmwZvvvuuwq5Lo/DmomIiKhimb1oGjBgANLS0jBlyhRotVr4+/tj+/bt0mDvpKQkyOX/dIh17NgRq1evxuTJkzFp0iQ0atQImzZtQosWLUp13FWrVmHUqFHo0aMH5HI5+vbti6+//too5tNPP8W1a9egVCrRtGlTrF27Fq+88srTn/RTELw9R0REZBYyIThdYnnR6XSwt7dHRkZGmd2qG/FDPLaf0eLTl5ojPMi7TPZJRERUnZTH9y9QCSa3pNIR0khw9jURERFVJBZNVQxvzxEREZkHi6Yq5p/HqJg1DSIiohqHRVMVJWNfExERUYUy+6/nqHTm9G+F3HwDbNX86IiIiCoSv3mrGI2lhblTICIiqpF4e46IiIjIBCyaiIiIiEzAoomIiIjIBCyaiIiIiEzAoomIiIjIBCyaiIiIiEzAoomIiIjIBCyaiIiIiEzAoomIiIjIBCyaiIiIiEzAx6iUIyEEAECn05k5EyIiopqj4Hu34Hu4rLBoKkf37t0DAHh6epo5EyIioprn3r17sLe3L7P9yURZl2EkMRgMSE5Ohp2dHWQyWZnsU6fTwdPTE9evX4dGoymTfZIxXuPyx2tc/niNyx+vcfl6musrhMC9e/fg4eEBubzsRiKxp6kcyeVy1K1bt1z2rdFo+D/ScsZrXP54jcsfr3H54zUuX096fcuyh6kAB4ITERERmYBFExEREZEJWDRVMWq1GlOnToVarTZ3KtUWr3H54zUuf7zG5Y/XuHxVxuvLgeBEREREJmBPExEREZEJWDQRERERmYBFExEREZEJWDQRERERmYBFUxWzaNEieHt7w9LSEoGBgTh8+LC5U6pw+/btw4svvggPDw/IZDJs2rTJaL0QAlOmTIG7uzusrKwQHByMixcvGsXcuXMHr732GjQaDRwcHDBs2DDcv3/fKObkyZN45plnYGlpCU9PT8yaNatQLuvXr0fTpk1haWkJPz8/bN26tdS5VEbR0dFo164d7Ozs4OLigrCwMJw/f94oJjs7GyNHjoSjoyNsbW3Rt29fpKSkGMUkJSUhNDQU1tbWcHFxQVRUFPLz841i9uzZgzZt2kCtVqNhw4ZYsWJFoXwe93dvSi6VzeLFi9GyZUtp4r6goCBs27ZNWs/rW7ZmzJgBmUyGsWPHSm28xk9n2rRpkMlkRq+mTZtK66vl9RVUZaxZs0aoVCqxbNkycebMGfHWW28JBwcHkZKSYu7UKtTWrVvFRx99JDZs2CAAiI0bNxqtnzFjhrC3txebNm0SJ06cEH369BE+Pj7iwYMHUszzzz8vWrVqJQ4ePCj2798vGjZsKAYNGiStz8jIEK6uruK1114Tp0+fFj/++KOwsrISS5culWL++OMPoVAoxKxZs8TZs2fF5MmThYWFhTh16lSpcqmMQkJCxPLly8Xp06dFQkKC6N27t/Dy8hL379+XYkaMGCE8PT1FbGysOHr0qOjQoYPo2LGjtD4/P1+0aNFCBAcHi+PHj4utW7cKJycnMXHiRCnmypUrwtraWkRGRoqzZ8+KBQsWCIVCIbZv3y7FmPJ3/7hcKqP//e9/YsuWLeLChQvi/PnzYtKkScLCwkKcPn1aCMHrW5YOHz4svL29RcuWLcV7770ntfMaP52pU6eK5s2bi5s3b0qvtLQ0aX11vL4smqqQ9u3bi5EjR0rLer1eeHh4iOjoaDNmZV7/LpoMBoNwc3MTs2fPltrS09OFWq0WP/74oxBCiLNnzwoA4siRI1LMtm3bhEwmEzdu3BBCCPHNN9+IWrVqiZycHClm/PjxokmTJtJy//79RWhoqFE+gYGB4u233zY5l6oiNTVVABB79+4VQjw8DwsLC7F+/Xop5s8//xQARFxcnBDiYXErl8uFVquVYhYvXiw0Go10XT/88EPRvHlzo2MNGDBAhISESMuP+7s3JZeqolatWuK7777j9S1D9+7dE40aNRIxMTGia9euUtHEa/z0pk6dKlq1alXkuup6fXl7rorIzc1FfHw8goODpTa5XI7g4GDExcWZMbPK5erVq9BqtUbXyd7eHoGBgdJ1iouLg4ODA9q2bSvFBAcHQy6X49ChQ1JMly5doFKppJiQkBCcP38ed+/elWIePU5BTMFxTMmlqsjIyAAA1K5dGwAQHx+PvLw8o3Nr2rQpvLy8jK6zn58fXF1dpZiQkBDodDqcOXNGiinpGpryd29KLpWdXq/HmjVrkJmZiaCgIF7fMjRy5EiEhoYWug68xmXj4sWL8PDwQP369fHaa68hKSkJQPW9viyaqohbt25Br9cb/XEBgKurK7RarZmyqnwKrkVJ10mr1cLFxcVovVKpRO3atY1iitrHo8coLubR9Y/LpSowGAwYO3YsOnXqhBYtWgB4eG4qlQoODg5Gsf8+/ye9hjqdDg8ePDDp796UXCqrU6dOwdbWFmq1GiNGjMDGjRvh6+vL61tG1qxZg2PHjiE6OrrQOl7jpxcYGIgVK1Zg+/btWLx4Ma5evYpnnnkG9+7dq7bXV1mqaCKqcUaOHInTp0/j999/N3cq1U6TJk2QkJCAjIwM/PTTT4iIiMDevXvNnVa1cP36dbz33nuIiYmBpaWludOplnr16iW9b9myJQIDA1GvXj2sW7cOVlZWZsys/LCnqYpwcnKCQqEoNNo/JSUFbm5uZsqq8im4FiVdJzc3N6Smphqtz8/Px507d4xiitrHo8coLubR9Y/LpbIbNWoUNm/ejN27d6Nu3bpSu5ubG3Jzc5Genm4U/+/zf9JrqNFoYGVlZdLfvSm5VFYqlQoNGzZEQEAAoqOj0apVK8yfP5/XtwzEx8cjNTUVbdq0gVKphFKpxN69e/H1119DqVTC1dWV17iMOTg4oHHjxrh06VK1/Rtm0VRFqFQqBAQEIDY2VmozGAyIjY1FUFCQGTOrXHx8fODm5mZ0nXQ6HQ4dOiRdp6CgIKSnpyM+Pl6K2bVrFwwGAwIDA6WYffv2IS8vT4qJiYlBkyZNUKtWLSnm0eMUxBQcx5RcKishBEaNGoWNGzdi165d8PHxMVofEBAACwsLo3M7f/48kpKSjK7zqVOnjArUmJgYaDQa+Pr6SjElXUNT/u5NyaWqMBgMyMnJ4fUtAz169MCpU6eQkJAgvdq2bYvXXntNes9rXLbu37+Py5cvw93dvfr+DZdq2DiZ1Zo1a4RarRYrVqwQZ8+eFcOHDxcODg5GvzyoCe7duyeOHz8ujh8/LgCIr776Shw/flxcu3ZNCPHwZ/4ODg7il19+ESdPnhQvvfRSkVMOtG7dWhw6dEj8/vvvolGjRkZTDqSnpwtXV1cRHh4uTp8+LdasWSOsra0LTTmgVCrFl19+Kf78808xderUIqcceFwuldE777wj7O3txZ49e4x+TpyVlSXFjBgxQnh5eYldu3aJo0ePiqCgIBEUFCStL/g5cc+ePUVCQoLYvn27cHZ2LvLnxFFRUeLPP/8UixYtKvLnxI/7u39cLpXRhAkTxN69e8XVq1fFyZMnxYQJE4RMJhM7d+4UQvD6lodHfz0nBK/x0xo3bpzYs2ePuHr1qvjjjz9EcHCwcHJyEqmpqUKI6nl9WTRVMQsWLBBeXl5CpVKJ9u3bi4MHD5o7pQq3e/duAaDQKyIiQgjx8Kf+H3/8sXB1dRVqtVr06NFDnD9/3mgft2/fFoMGDRK2trZCo9GIoUOHinv37hnFnDhxQnTu3Fmo1WpRp04dMWPGjEK5rFu3TjRu3FioVCrRvHlzsWXLFqP1puRSGRV1fQGI5cuXSzEPHjwQ7777rqhVq5awtrYWL7/8srh586bRfhITE0WvXr2ElZWVcHJyEuPGjRN5eXlGMbt37xb+/v5CpVKJ+vXrGx2jwOP+7k3JpbJ54403RL169YRKpRLOzs6iR48eUsEkBK9vefh30cRr/HQGDBgg3N3dhUqlEnXq1BEDBgwQly5dktZXx+srE0KI0vVNEREREdU8HNNEREREZAIWTUREREQmYNFEREREZAIWTUREREQmYNFEREREZAIWTUREREQmYNFEREREZAIWTURUZWm1Wjz33HOwsbEp9ATzymLIkCEICwszdxpEVAZYNBFRpfAkxcXcuXNx8+ZNJCQk4MKFC2Waz549eyCTyQo95JOIai6luRMgInpSly9fRkBAABo1avTE+8jNzYVKpSrDrIioumJPExFVSt26dcOYMWPw4Ycfonbt2nBzc8O0adOk9d7e3vj555/x/fffQyaTYciQIQCA9PR0vPnmm3B2doZGo8Gzzz6LEydOSNtNmzYN/v7++O677+Dj4wNLS0uT8lmxYgUcHBywY8cONGvWDLa2tnj++edx8+ZNKUav1yMyMhIODg5wdHTEhx9+iH8/qcpgMCA6Oho+Pj6wsrJCq1at8NNPPwEAhBAIDg5GSEiItN2dO3dQt25dTJky5UkuIxGVIRZNRFRprVy5EjY2Njh06BBmzZqFTz75BDExMQCAI0eO4Pnnn0f//v1x8+ZNzJ8/HwDQr18/pKamYtu2bYiPj0ebNm3Qo0cP3LlzR9rvpUuX8PPPP2PDhg1ISEgwOZ+srCx8+eWX+OGHH7Bv3z4kJSXhgw8+kNbPmTMHK1aswLJly/D777/jzp072Lhxo9E+oqOj8f3332PJkiU4c+YM3n//fbz++uvYu3cvZDIZVq5ciSNHjuDrr78GAIwYMQJ16tRh0URUGZT6Eb9EROUgIiJCvPTSS9Jy165dRefOnY1i2rVrJ8aPHy8tv/TSSyIiIkJa3r9/v9BoNCI7O9touwYNGoilS5cKIYSYOnWqsLCwEKmpqSXms3v3bgFA3L17VwghxPLlywUAo6e4L1q0SLi6ukrL7u7uYtasWdJyXl6eqFu3rnRe2dnZwtraWhw4cMDoWMOGDRODBg2SltetWycsLS3FhAkThI2Njbhw4UKJuRJRxeCYJiKqtFq2bGm07O7ujtTU1GLjT5w4gfv378PR0dGo/cGDB7h8+bK0XK9ePTg7O5c6H2trazRo0KDIfDIyMnDz5k0EBgZK65VKJdq2bSvdart06RKysrLw3HPPGe03NzcXrVu3lpb79euHjRs3YsaMGVi8ePFTjdkiorLDoomIKi0LCwujZZlMBoPBUGz8/fv34e7ujj179hRa9+iUBDY2NmWWj/jXmKWS3L9/HwCwZcsW1KlTx2idWq2W3mdlZSE+Ph4KhQIXL158olyJqOyxaCKiaqNNmzbQarVQKpXw9vau0GPb29vD3d0dhw4dQpcuXQAA+fn50rgqAPD19YVarUZSUhK6du1a7L7GjRsHuVyObdu2oXfv3ggNDcWzzz5bIedBRMVj0URE1UZwcDCCgoIQFhaGWbNmoXHjxkhOTsaWLVvw8ssvo23btuV6/Pfeew8zZsxAo0aN0LRpU3z11VdG8zzZ2dnhgw8+wPvvvw+DwYDOnTsjIyMDf/zxBzQaDSIiIrBlyxYsW7YMcXFxaNOmDaKiohAREYGTJ0+iVq1a5Zo/EZWMv54jompDJpNh69at6NKlC4YOHYrGjRtj4MCBuHbtGlxdXcv9+OPGjUN4eDgiIiIQFBQEOzs7vPzyy0Yxn376KT7++GNER0ejWbNmeP7557Flyxb4+PggLS0Nw4YNw7Rp06TeqenTp8PV1RUjRowo9/yJqGQyUZob8kREREQ1FHuaiIiIiEzAoomIiIjIBCyaiIiIiEzAoomIiIjIBCyaiIiIiEzAoomIiIjIBCyaiIiIiEzAoomIiIjIBCyaiIiIiEzAoomIiIjIBCyaiIiIiEzAoomIiIjIBCyaiIiIiEzAoomIiIjIBCyaiIiIiEzAoomIiIjIBCyaiIiIiEzAoomoChsyZAi8vb3NnUaJpk2bBplMZu40ypVMJsOoUaPMnQYRlTMWTUTlrKBouHXrVpHrW7RogW7dulVsUjXYgQMHMG3aNKSnp5s7FSoDZ8+exbRp05CYmGjuVKgGYNFEVIX93//9H86fP2/uNEo0efJkPHjwwNxpSA4cOIDp06ezaKomzp49i+nTp7NoogqhNHcCRPTkLCwszJ3CYymVSiiV/L8aIqr62NNEVMns2bMHMpkM69atw+eff466devC0tISPXr0wKVLl4xiixrTlJ6ejiFDhsDe3h4ODg6IiIhAQkICZDIZVqxYIcV169atyNuCRe3TYDBg3rx5aN68OSwtLeHq6oq3334bd+/efez5FDWmqWAM0KZNm9CiRQuo1Wo0b94c27dvL3Lbc+fOoX///tBoNHB0dMR7772H7OxsKS4xMbHQ+T16rGnTpkn7i4qKAgD4+PhAJpNBJpOV2Etx8eJF9O3bF25ubrC0tETdunUxcOBAZGRkFIp93Plcu3YN7777Lpo0aQIrKys4OjqiX79+hY6/YsUKyGQy7Nu3D2+//TYcHR2h0WgwePDgIq/5tm3b8Mwzz8DGxgZ2dnYIDQ3FmTNnjGK0Wi2GDh2KunXrQq1Ww93dHS+99JJJPTQF19/Z2RlWVlZo0qQJPvroI6OY48ePo1evXtBoNLC1tUWPHj1w8OBBo5jixrcVnO+juXh7e+OFF17A77//jvbt28PS0hL169fH999/b7Rdv379AADdu3eXPs89e/Y89pyIngT/84+okpoxYwbkcjk++OADZGRkYNasWXjttddw6NChYrcRQuCll17C77//jhEjRqBZs2bYuHEjIiIiniqXt99+GytWrMDQoUMxZswYXL16FQsXLsTx48fxxx9/PFGP1++//44NGzbg3XffhZ2dHb7++mv07dsXSUlJcHR0NIrt378/vL29ER0djYMHD+Lrr7/G3bt3jb5ATfGf//wHFy5cwI8//oi5c+fCyckJAODs7FxkfG5uLkJCQpCTk4PRo0fDzc0NN27cwObNm5Geng57e/tSnc+RI0dw4MABDBw4EHXr1kViYiIWL16Mbt264ezZs7C2tjY6/qhRo+Dg4IBp06bh/PnzWLx4Ma5duyYV1gDwww8/ICIiAiEhIZg5cyaysrKwePFidO7cGcePH5cK4L59++LMmTMYPXo0vL29kZqaipiYGCQlJZX4Y4KTJ0/imWeegYWFBYYPHw5vb29cvnwZv/76Kz7//HMAwJkzZ/DMM89Ao9Hgww8/hIWFBZYuXYpu3bph7969CAwMLNXnVODSpUt45ZVXMGzYMERERGDZsmUYMmQIAgIC0Lx5c3Tp0gVjxozB119/jUmTJqFZs2YAIP1LVOYEEZWrqVOnCgAiLS2tyPXNmzcXXbt2lZZ3794tAIhmzZqJnJwcqX3+/PkCgDh16pTUFhERIerVqyctb9q0SQAQs2bNktry8/PFM888IwCI5cuXS+1du3Y1Om5x+9y/f78AIFatWmUUt3379iLbizv/RwEQKpVKXLp0SWo7ceKEACAWLFhQaNs+ffoYbf/uu+8KAOLEiRNCCCGuXr1a6PwePdbUqVOl5dmzZwsA4urVqyXmLYQQx48fFwDE+vXrS4wz9XyysrIKbRsXFycAiO+//15qW758uQAgAgICRG5urtQ+a9YsAUD88ssvQggh7t27JxwcHMRbb71ltE+tVivs7e2l9rt37woAYvbs2Y8953/r0qWLsLOzE9euXTNqNxgM0vuwsDChUqnE5cuXpbbk5GRhZ2cnunTpIrUV9bfw6Pk++pnUq1dPABD79u2T2lJTU4VarRbjxo2T2tavXy8AiN27d5f63IhKi7fniCqpoUOHQqVSScvPPPMMAODKlSvFbrN161YolUq88847UptCocDo0aOfOI/169fD3t4ezz33HG7duiW9AgICYGtri927dz/RfoODg9GgQQNpuWXLltBoNEWe38iRI42WC85n69atT3RsUxX0JO3YsQNZWVklxppyPlZWVtL7vLw83L59Gw0bNoSDgwOOHTtWaJ/Dhw836sV75513oFQqpfOOiYlBeno6Bg0aZPTZKBQKBAYGSp+NlZUVVCoV9uzZY9It1QJpaWnYt28f3njjDXh5eRmtK+jp0uv12LlzJ8LCwlC/fn1pvbu7O1599VX8/vvv0Ol0Jh/zUb6+vtLfPfCwR7BJkyYl/m+AqDyxaCKqBIoa5/HvL6latWoBQIlfeteuXYO7uztsbW2N2ps0afLEuV28eBEZGRlwcXGBs7Oz0ev+/ftITU19ov3++/yAh+dY1Pk1atTIaLlBgwaQy+Xl/ospHx8fREZG4rvvvoOTkxNCQkKwaNGiIsczmXI+Dx48wJQpU+Dp6Qm1Wg0nJyc4OzsjPT29yH3++7xtbW3h7u4unffFixcBAM8++2yhz2bnzp3SZ6NWqzFz5kxs27YNrq6u6NKlC2bNmgWtVlvi+RcUJy1atCg2Ji0tDVlZWUX+jTVr1gwGgwHXr18v8TjFKc3fCFFF4JgmonJmaWkJAMX+7D4rK0uKeZRCoSgyXghRJnnJZLIi96XX642WDQYDXFxcsGrVqiL3U9x4oMd5mvMramB5Uf59Lk9izpw5GDJkCH755Rfs3LkTY8aMkcZW1a1bV4oz5XxGjx6N5cuXY+zYsQgKCoK9vT1kMhkGDhwIg8FQ6twKtvnhhx/g5uZWaP2jv1ocO3YsXnzxRWzatAk7duzAxx9/jOjoaOzatQutW7cu9bGfRGk/p/L+3wBRabFoIipn9erVAwCcP38enp6eRuuysrJw/fp19OzZs8yOFRsbi/v37xv1NhU1l1OtWrWKvM1x7do1o+UGDRrgt99+Q6dOnYxuL1WkixcvwsfHR1q+dOkSDAaDNIC5oBfu33Mv/ftcgOK/uEvi5+cHPz8/TJ48GQcOHECnTp2wZMkSfPbZZ6Xaz08//YSIiAjMmTNHasvOzi52zqiLFy+ie/fu0vL9+/dx8+ZN9O7dGwCk24EuLi4IDg5+7PEbNGiAcePGYdy4cbh48SL8/f0xZ84c/Pe//y0yvuB22+nTp4vdp7OzM6ytrYv8Gzt37hzkcrn0d//o5+Tg4CDFFfU5maq6zzZPlQtvzxGVsx49ekClUmHx4sWFehO+/fZb5Ofno1evXmVyrN69eyM/Px+LFy+W2vR6PRYsWFAotkGDBjh37hzS0tKkthMnTuCPP/4wiuvfvz/0ej0+/fTTQvvIz8+vkEkiFy1aZLRccD4F102j0cDJyQn79u0zivvmm28K7cvGxgZA4QKrKDqdDvn5+UZtfn5+kMvlyMnJMTn/AgqFolAvyYIFC4rtafn222+Rl5cnLS9evNjo7yUkJAQajQZffPGFUVyBgs82KyvLaIoG4OHnb2dnV+J5ODs7o0uXLli2bBmSkpKM1hWch0KhQM+ePfHLL78Y3S5NSUnB6tWr0blzZ2g0GumYAIw+p8zMTKxcubLYHB6nNJ8n0dNiTxNROXNxccGUKVMwefJkdOnSBX369IG1tTUOHDiAH3/8ET179sSLL75YJsd68cUX0alTJ0yYMAGJiYnw9fXFhg0bihwv88Ybb+Crr75CSEgIhg0bhtTUVCxZsgTNmzc3GrjbtWtXvP3224iOjkZCQgJ69uwJCwsLXLx4EevXr8f8+fPxyiuvlEn+xbl69Sr69OmD559/HnFxcfjvf/+LV199Fa1atZJi3nzzTcyYMQNvvvkm2rZti3379uHChQuF9hUQEAAA+OijjzBw4EBYWFjgxRdflL58H7Vr1y6MGjUK/fr1Q+PGjZGfn48ffvgBCoUCffv2LfV5vPDCC/jhhx9gb28PX19fxMXF4bfffis0xUKB3Nxc9OjRA/3798f58+fxzTffoHPnzujTpw+Ah8Xi4sWLER4ejjZt2mDgwIFwdnZGUlIStmzZgk6dOmHhwoW4cOGCtB9fX18olUps3LgRKSkpGDhwYIk5f/311+jcuTPatGmD4cOHw8fHB4mJidiyZQsSEhIAAJ999hliYmLQuXNnvPvuu1AqlVi6dClycnIwa9YsaV89e/aEl5cXhg0bhqioKCgUCixbtkzK+Un4+/tDoVBg5syZyMjIgFqtxrPPPgsXF5cn2h9Ricz4yz2iGuW///2v6NChg7CxsRFqtVo0bdpUTJ8+XWRnZxvFFUw58O+fuRf1s/p/Tw8ghBC3b98W4eHhQqPRCHt7exEeHi79dP7fP8n/73//K+rXry9UKpXw9/cXO3bsKHKfQgjx7bffioCAAGFlZSXs7OyEn5+f+PDDD0VycnKJ513clAMjR44sFFuvXj0RERFRaNuzZ8+KV155RdjZ2YlatWqJUaNGiQcPHhhtm5WVJYYNGybs7e2FnZ2d6N+/v0hNTS005YAQQnz66aeiTp06Qi6Xlzj9wJUrV8Qbb7whGjRoICwtLUXt2rVF9+7dxW+//fZE53P37l0xdOhQ4eTkJGxtbUVISIg4d+5cobiCn+Dv3btXDB8+XNSqVUvY2tqK1157Tdy+fbvQcXbv3i1CQkKEvb29sLS0FA0aNBBDhgwRR48eFUIIcevWLTFy5EjRtGlTYWNjI+zt7UVgYKBYt25dkef9b6dPnxYvv/yycHBwEJaWlqJJkybi448/Noo5duyYCAkJEba2tsLa2lp0795dHDhwoNC+4uPjRWBgoFCpVMLLy0t89dVXxU45EBoaWmj7oqbK+L//+z9Rv359oVAoOP0AlSuZEBxRR1TdJSYmwsfHB8uXL8eQIUPMnY7Jpk2bhunTpyMtLU2aiLImKJhI9MiRI2jbtq250yGiv3FMExEREZEJWDQRERERmYBFExEREZEJOKaJiIiIyATsaSIiIiIyAYsmIiIiIhOwaCIiIiIyAWcEL0cGgwHJycmws7Pj85GIiIgqiBAC9+7dg4eHB+TysusfYtFUjpKTkws9oJWIiIgqxvXr11G3bt0y2x+LpnJkZ2cH4OGHVvDASiIiIipfOp0Onp6e0vdwWWHRVI4KbslpNBoWTURERBWsrIfGcCA4ERERkQlYNBERERGZgEUTERERkQlYNBERERGZgEUTERERkQlYNBERERGZgEUTERERkQkqddE0Y8YMyGQyjB07VmrLzs7GyJEj4ejoCFtbW/Tt2xcpKSlG2yUlJSE0NBTW1tZwcXFBVFQU8vPzjWL27NmDNm3aQK1Wo2HDhlixYkWh4y9atAje3t6wtLREYGAgDh8+XB6nSURERFVApS2ajhw5gqVLl6Jly5ZG7e+//z5+/fVXrF+/Hnv37kVycjL+85//SOv1ej1CQ0ORm5uLAwcOYOXKlVixYgWmTJkixVy9ehWhoaHo3r07EhISMHbsWLz55pvYsWOHFLN27VpERkZi6tSpOHbsGFq1aoWQkBCkpqaW/8kTERFRpSMTQghzJ/Fv9+/fR5s2bfDNN9/gs88+g7+/P+bNm4eMjAw4Oztj9erVeOWVVwAA586dQ7NmzRAXF4cOHTpg27ZteOGFF5CcnAxXV1cAwJIlSzB+/HikpaVBpVJh/Pjx2LJlC06fPi0dc+DAgUhPT8f27dsBAIGBgWjXrh0WLlwI4OHDdz09PTF69GhMmDDBpPPQ6XSwt7dHRkYGZwQnIqIyV9xXeHHf7MV94ZdUChS/TXHxpcsJANRKeZnO3l1e37+V8jEqI0eORGhoKIKDg/HZZ59J7fHx8cjLy0NwcLDU1rRpU3h5eUlFU1xcHPz8/KSCCQBCQkLwzjvv4MyZM2jdujXi4uKM9lEQU3AbMDc3F/Hx8Zg4caK0Xi6XIzg4GHFxccXmnZOTg5ycHGlZp9M98TUgoqcjhECeXiBPb0Ce3oBcvQG5+QY8yNXjQZ4e2XkGaV2+XiDfYECuXiBfb4DeIKA3COQ/8m/e39s/uq/cfAMMAjAYBPRCwCDE3+/xz3vD3+1/t+kNAqJg/d/t4pH1Bcv5eiHFCPHwi8vw9xuDENKyEPj79a+2v6+BeGS/RV2jYq9fKVdU1i/j0p9H2RQhD7cpZl/Fxpews2ruwme9oFKW7SNPykOlK5rWrFmDY8eO4ciRI4XWabVaqFQqODg4GLW7urpCq9VKMY8WTAXrC9aVFKPT6fDgwQPcvXsXer2+yJhz584Vm3t0dDSmT59u2okS1VBCCOTkG5CVq0d2nh45+Qbk5OtxLzsfugd5SM/KQ8aDPGTn66XCJCffgAd5euTkGZCdV1D0/FP85Py9n+y8h9vk/F3UEBGVpUpVNF2/fh3vvfceYmJiYGlpae50Sm3ixImIjIyUlgueskxUnQgh8CBPj7tZeUjPykXGgzxkZOXh1v0c3M3Kw/2ch8XPvZx83MvOR0ZWLu5l5yMzNx9ZuXpk5uQX2etREVRKOaxVClhZKGBpoYCFQgYLhRxKhRwWchmUBctyGRTyv/9VyP5elkGtVED1d4yFUg61Ug657OE6uUwGuQyF38tlUMge/lvQLpfJIPv734fbP3yw6KPr5fKHx5UBQME2AOR/t8lkD7eRwXh/+Hvdo20F2xWlpP+2L+52SXHbFHd3RVbCUUp7R6bYY5Swo7LKt/j4ElTAMSricyr2PEqZb3G5Wigqfy8TUMmKpvj4eKSmpqJNmzZSm16vx759+7Bw4ULs2LEDubm5SE9PN+ptSklJgZubGwDAzc2t0K/cCn5d92jMv39xl5KSAo1GAysrKygUCigUiiJjCvZRFLVaDbVaXfoTJzIzIQSy8wy4nZmD5PRs3Mx4gOT0bNy+n4M7Wbm4dT8XdzJzcPt+LtKz8vAgT18mx1UpHhYeags5bNRK2FtZSC8rCwVUSrn0Kih01H8XPpZ/L1v93aa2UMDSQv6wsFHKH+7bQg4LuRwWioeFTVk/8ZyIapZKVTT16NEDp06dMmobOnQomjZtivHjx8PT0xMWFhaIjY1F3759AQDnz59HUlISgoKCAABBQUH4/PPPkZqaChcXFwBATEwMNBoNfH19pZitW7caHScmJkbah0qlQkBAAGJjYxEWFgbg4UDw2NhYjBo1qtzOn6i8CCGQosvBn1od/rqThRvp2UjVZSPpThZuZmTj1v0c5JTydpZKIYe99T9FjpOtCrVtVLCztICdWglbSyVs1ErUtlbB7u/3VioF7P7+18pCAaWi0v6Al4iokEpVNNnZ2aFFixZGbTY2NnB0dJTahw0bhsjISNSuXRsajQajR49GUFAQOnToAADo2bMnfH19ER4ejlmzZkGr1WLy5MkYOXKk1As0YsQILFy4EB9++CHeeOMN7Nq1C+vWrcOWLVuk40ZGRiIiIgJt27ZF+/btMW/ePGRmZmLo0KEVdDWISk8IgZsZ2fjzpg6XUu8j8XYWLqfdx6XU+7iTmfvY7S0UMrjZW8Ld3gp1HazgbKeGg7UKjrYqONuqUdtG9bBAslPDRqVgzw0R1SiVqmgyxdy5cyGXy9G3b1/k5OQgJCQE33zzjbReoVBg8+bNeOeddxAUFAQbGxtERETgk08+kWJ8fHywZcsWvP/++5g/fz7q1q2L7777DiEhIVLMgAEDkJaWhilTpkCr1cLf3x/bt28vNDicyFzu5+Tj5PV0XEy9j8TbmUi8lYkzyTqk3sspMl4uA+o726K+kw08HKzgqrFEnVpW8KxlBUcbNWrbqlgIERGVoFLO01RdcJ4mKitCCFy7nYUjiXdw8q8MHLxyG5fS7hf5E2WFXIaGzrZo6PqwQGrgbAsfJxs0cbODpYWi4pMnIqpgNWqeJqKaTgiB8yn3cODSbfx+6RYSrqcXeXutjoMVfD008Ha0hreTDeo72aK1lwOLIyKicsCiiaiSSM/Kxe7zqThw6TYOXL6NG+kPjNarFHL4emgQUK8W2nnXQkC92nC24681iYgqCosmIjP6624Wfjubgj0X0nDg0m3k6v/5BZtKKUfberXQvYkL2nrXQjN3DXuQiIjMiEUTUQUSQuBCyn3sPp+KXxKS8edN40ftNHKxRfemLujU0AntvGvBWsX/iRIRVRb8f2SiCnAl7T62ndbifwnJOJ9yT2qXy4C29Wqje1MX9GjmgsaudmbMkoiISsKiiaic3Lqfg/8lJOPXk8k4npQutauVcrT3qY3nfF3xQksP1LZRmS9JIiIyGYsmojKUk6/H3vNp+O+hJPxx6Rb0fz9kTSGXIdCnNl5o6YHefm5wsGahRERU1bBoIioDeXoDNh6/ga9jL+Kvu//86q1VXXu85F8Hvf3c4WZf9R5CTURE/2DRRPQUsvP0WHM4Cf+3/6o0RYCjjQr/aVMHg9p7ob6zrZkzJCKissKiiegJ3MvOw9K9V/DDwWvIeJAH4GGxNLxLfYQH1eOv3oiIqiH+PztRKWTn6bHu6HUs3HVJesZbHQcrjOhaH30D6rJYIiKqxvj/8EQmEEJg6yktPtl8Bim6h8WSV21rTOzVFD2bu0Eh50NuiYiqOxZNRI+RcD0dX2z9E4ev3gEAeNhbYkS3BhjQzhNqJWfoJiKqKVg0ERXj9v0czN5xHmuOXAcAWChkeLtLA4x6tiEfZ0JEVAOxaCIqwpaTNzFp4ylpkPd/WtfBuJAmqONgZebMiIjIXFg0ET0iT2/AF1v/xPI/EgEATd3sMK1Pc3So72jexIiIyOxYNBH97VjSXUz4+SQupNwHAAzp6I2PQpvBQiE3c2ZERFQZsGiiGi8nX48Z285hxYFECAHYW1lgZt+WeL6Fm7lTIyKiSoRFE9Vof93NwvDv43H2pg4A0KeVB6b1ac6H6BIRUSEsmqjG2nFGi7FrEvAgTw8HawvM6dcKPZq5mjstIiKqpFg0UY1jMAgs3nsZX+48DyGAgHq1MKdfK3g72Zg7NSIiqsRYNFGNci87D2PXJCD2XCoAoH/buvjiZT8oOdibiIgeg0UT1Rh3MnPx+neHcPamDiqFHJ+81BwD2nlCJuMjUIiI6PFYNFGNcDZZhxH/jUfSnSw42arwf4PborVXLXOnRUREVUiluiexePFitGzZEhqNBhqNBkFBQdi2bZu0vlu3bpDJZEavESNGGO0jKSkJoaGhsLa2houLC6KiopCfn28Us2fPHrRp0wZqtRoNGzbEihUrCuWyaNEieHt7w9LSEoGBgTh8+HC5nDOVvwOXb+GVJQeQdCcLdRys8ONbHVgwERFRqVWqoqlu3bqYMWMG4uPjcfToUTz77LN46aWXcObMGSnmrbfews2bN6XXrFmzpHV6vR6hoaHIzc3FgQMHsHLlSqxYsQJTpkyRYq5evYrQ0FB0794dCQkJGDt2LN58803s2LFDilm7di0iIyMxdepUHDt2DK1atUJISAhSU1Mr5kJQmfn1RDIG/7/DyMrVI6i+I7aOeQaNXO3MnRYREVVBMiGEMHcSJalduzZmz56NYcOGoVu3bvD398e8efOKjN22bRteeOEFJCcnw9X14U/HlyxZgvHjxyMtLQ0qlQrjx4/Hli1bcPr0aWm7gQMHIj09Hdu3bwcABAYGol27dli4cCEAwGAwwNPTE6NHj8aECRNMzl2n08He3h4ZGRnQaDRPeAXoSa0+lIRJG08BAHr7ueGr/v580C4RUQ1QXt+/laqn6VF6vR5r1qxBZmYmgoKCpPZVq1bByckJLVq0wMSJE5GVlSWti4uLg5+fn1QwAUBISAh0Op3UWxUXF4fg4GCjY4WEhCAuLg4AkJubi/j4eKMYuVyO4OBgKaY4OTk50Ol0Ri8yj+V/XMVHmx4WTK8FemHBoDYsmIiI6KlUuoHgp06dQlBQELKzs2Fra4uNGzfC19cXAPDqq6+iXr168PDwwMmTJzF+/HicP38eGzZsAABotVqjggmAtKzVakuM0el0ePDgAe7evQu9Xl9kzLlz50rMPTo6GtOnT3/yk6cy8X1cIqb/ehYAEBFUD9P6NOcv5IiI6KlVuqKpSZMmSEhIQEZGBn766SdERERg79698PX1xfDhw6U4Pz8/uLu7o0ePHrh8+TIaNGhgxqwfmjhxIiIjI6VlnU4HT09PM2ZU8/wQl4gpvzzsVRzZvQE+6NmEBRMREZWJSlc0qVQqNGzYEAAQEBCAI0eOYP78+Vi6dGmh2MDAQADApUuX0KBBA7i5uRX6lVtKSgoAwM3NTfq3oO3RGI1GAysrKygUCigUiiJjCvZRHLVaDbVaXYqzpbK08kAipv7vYcH0ZmcfFkxERFSmKu2YpgIGgwE5OTlFrktISAAAuLu7AwCCgoJw6tQpo1+5xcTEQKPRSLf4goKCEBsba7SfmJgYadyUSqVCQECAUYzBYEBsbKzR2CqqXDYdvyEVTMM6++Cj0GYsmIiIqExVqp6miRMnolevXvDy8sK9e/ewevVq7NmzBzt27MDly5exevVq9O7dG46Ojjh58iTef/99dOnSBS1btgQA9OzZE76+vggPD8esWbOg1WoxefJkjBw5UuoBGjFiBBYuXIgPP/wQb7zxBnbt2oV169Zhy5YtUh6RkZGIiIhA27Zt0b59e8ybNw+ZmZkYOnSoWa4LlWz7aS2ifjoBABjS0RuTWTAREVF5EJXIG2+8IerVqydUKpVwdnYWPXr0EDt37hRCCJGUlCS6dOkiateuLdRqtWjYsKGIiooSGRkZRvtITEwUvXr1ElZWVsLJyUmMGzdO5OXlGcXs3r1b+Pv7C5VKJerXry+WL19eKJcFCxYILy8voVKpRPv27cXBgwdLfT4ZGRkCQKEcqeyc+itdNJm8VdQbv1mMWn1M5OsN5k6JiIjMrLy+fyv9PE1VGedpKl/Xbmdi4LcHcTMjG10aO2NZRFs+eJeIiGrePE1EJUnPykXEssO4mZGN+s42WDCwNQsmIiIqV/yWoSrHYBAYsyYBibf/eZacvbWFudMiIqJqjkUTVTn/PXQN+y6kwcpCgaXhAXDVWJo7JSIiqgFYNFGVcjntPj7b8icA4IOQJmhRx97MGRERUU3BoomqjDy9AZFrE5Cbb8AzjZwwtKO3uVMiIqIahEUTVRkLYi/ixF8ZsLeywIy+LSGXcy4mIiKqOCyaqErYfzENC3ZfAgB8GtYCdRyszJwRERHVNCyaqNK7k5mL99eegBDAoPZe6NPKw9wpERFRDcSiiSo1IQQ+3XwWt+7noJGLLaa84GvulIiIqIZi0USV2k/xf2Hj8RuQy4Av/uMHK5XC3CkREVENxaKJKq0rafcxedNpAMDY4MZo513bzBkREVFNxqKJKqU8vQGR604gJ9+ATg0dMbJ7Q3OnRERENRyLJqqUFu2+hITr6bBVKzGzb0soOL0AERGZGYsmqnTOa+9hwa6C6QWao24tazNnRERExKKJKhmDQeCjjaegNwiENHfFy63rmjslIiIiACyaqJJZH38dR6/dhY1KgY85vQAREVUiLJqo0tBl52Hm9vMAHv5ajrfliIioMmHRRJXGd/uu4E5mLuo722BIJ29zp0NERGSERRNVCtqMbHy7/woAIPK5xrBQ8E+TiIgqF34zUaUQve1PZOcZ0LZeLYT6uZs7HSIiokJYNJHZxV+7i18SkiGTAVNfbA6ZjHMyERFR5cOiicxKCIGZ288BAPoF1IVfXXszZ0RERFQ0Fk1kVnsvpOHw1TtQKeR4/7nG5k6HiIioWCyayGz0BoHPt/wJAAgPqgd3eyszZ0RERFS8SlU0LV68GC1btoRGo4FGo0FQUBC2bdsmrc/OzsbIkSPh6OgIW1tb9O3bFykpKUb7SEpKQmhoKKytreHi4oKoqCjk5+cbxezZswdt2rSBWq1Gw4YNsWLFikK5LFq0CN7e3rC0tERgYCAOHz5cLudck60/eh0XU+/D3soCY3o0Mnc6REREJapURVPdunUxY8YMxMfH4+jRo3j22Wfx0ksv4cyZMwCA999/H7/++ivWr1+PvXv3Ijk5Gf/5z3+k7fV6PUJDQ5Gbm4sDBw5g5cqVWLFiBaZMmSLFXL16FaGhoejevTsSEhIwduxYvPnmm9ixY4cUs3btWkRGRmLq1Kk4duwYWrVqhZCQEKSmplbcxajmcvMN+Dr2IgBg9LMNYW9lYeaMiIiIHkNUcrVq1RLfffedSE9PFxYWFmL9+vXSuj///FMAEHFxcUIIIbZu3SrkcrnQarVSzOLFi4VGoxE5OTlCCCE+/PBD0bx5c6NjDBgwQISEhEjL7du3FyNHjpSW9Xq98PDwENHR0aXKPSMjQwAQGRkZpdquJlh54KqoN36zaPdZjHiQm2/udIiIqBopr+/fStXT9Ci9Xo81a9YgMzMTQUFBiI+PR15eHoKDg6WYpk2bwsvLC3FxcQCAuLg4+Pn5wdXVVYoJCQmBTqeTeqvi4uKM9lEQU7CP3NxcxMfHG8XI5XIEBwdLMfR0dNl5+CrmAoCHvUyWFgozZ0RERPR4SnMn8G+nTp1CUFAQsrOzYWtri40bN8LX1xcJCQlQqVRwcHAwind1dYVWqwUAaLVao4KpYH3BupJidDodHjx4gLt370Kv1xcZc+7cuRJzz8nJQU5OjrSs0+lMP/Ea5P/tv4r0rDw0cLbBoPZe5k6HiIjIJJWup6lJkyZISEjAoUOH8M477yAiIgJnz541d1omiY6Ohr29vfTy9PQ0d0qVzv2cfKyMSwQAvP9cYyj5uBQiIqoiKt03lkqlQsOGDREQEIDo6Gi0atUK8+fPh5ubG3Jzc5Genm4Un5KSAjc3NwCAm5tboV/TFSw/Lkaj0cDKygpOTk5QKBRFxhTsozgTJ05ERkaG9Lp+/Xqpz7+6W7r3MtKz8uDjZINeLfi4FCIiqjoqXdH0bwaDATk5OQgICICFhQViY2OldefPn0dSUhKCgoIAAEFBQTh16pTRr9xiYmKg0Wjg6+srxTy6j4KYgn2oVCoEBAQYxRgMBsTGxkoxxVGr1dJ0CQUv+sf9nHysPJAI4GEvk0LOx6UQEVHVUanGNE2cOBG9evWCl5cX7t27h9WrV2PPnj3YsWMH7O3tMWzYMERGRqJ27drQaDQYPXo0goKC0KFDBwBAz5494evri/DwcMyaNQtarRaTJ0/GyJEjoVarAQAjRozAwoUL8eGHH+KNN97Arl27sG7dOmzZskXKIzIyEhEREWjbti3at2+PefPmITMzE0OHDjXLdaku1hxOgi47H/WdbPACH8pLRERVTKUqmlJTUzF48GDcvHkT9vb2aNmyJXbs2IHnnnsOADB37lzI5XL07dsXOTk5CAkJwTfffCNtr1AosHnzZrzzzjsICgqCjY0NIiIi8Mknn0gxPj4+2LJlC95//33Mnz8fdevWxXfffYeQkBApZsCAAUhLS8OUKVOg1Wrh7++P7du3FxocTqbTGwSW/5EIAHjzmfqQs5eJiIiqGJkQQpg7iepKp9PB3t4eGRkZNf5W3fbTWoz4bzzsrSxwaFIPTjNARETlpry+fyv9mCaqHgrGMr0a6MWCiYiIqiQWTVTujiTeQdyV21DKZXi9Qz1zp0NERPREWDRRuft/+68CAF4JqIs6DlZmzoaIiOjJsGiicqXNyMbOsw9nYx/aycfM2RARET05Fk1Urn48nASDANp710YTNztzp0NERPTEWDRRucnXG7DmSBIA4LUOfMYcERFVbSyaqNxsO61Fii4HtW1UfGQKERFVeSyaqNz8v98fDgAP71APKiX/1IiIqGrjNxmVi7PJOiRcT+c0A0REVG2waKJyserQNQBASHM3ONupzZwNERHR02PRRGXubmYufor/CwDYy0RERNUGiyYqcxuO30BOvgHN3DXoUL+2udMhIiIqEyyaqEwJIbD+6HUAD58zJ5PJzJwRERFR2WDRRGXq6LW7OKe9B7VSjhdbcpoBIiKqPlg0UZlae+RhL9NL/h5wsFaZORsiIqKyw6KJyowuOw9bTt4EAPRv62nmbIiIiMoWiyYqM9tO3cSDPD0aONsgoF4tc6dDRERUplg0UZlZf/ThNAN9A+pyADgREVU7LJqoTCTeysTRa3chlwF929Q1dzpERERljkUTlYl1f08z0KmhE1w1lmbOhoiIqOyxaKKnlq834OdjD2/Nvdrey8zZEBERlQ8WTfTU/rh8Gym6HNSytsCzzVzMnQ4REVG5YNFET+2X4zcAAC+28oBaqTBzNkREROWDRRM9lZx8PWLOpgAA+rTyMHM2RERE5YdFEz2VPefTcC8nH24aS7Tx4txMRERUfVWqoik6Ohrt2rWDnZ0dXFxcEBYWhvPnzxvFdOvWDTKZzOg1YsQIo5ikpCSEhobC2toaLi4uiIqKQn5+vlHMnj170KZNG6jVajRs2BArVqwolM+iRYvg7e0NS0tLBAYG4vDhw2V+zlXd/04kAwBeaOkOuZxzMxERUfVVqYqmvXv3YuTIkTh48CBiYmKQl5eHnj17IjMz0yjurbfews2bN6XXrFmzpHV6vR6hoaHIzc3FgQMHsHLlSqxYsQJTpkyRYq5evYrQ0FB0794dCQkJGDt2LN58803s2LFDilm7di0iIyMxdepUHDt2DK1atUJISAhSU1PL/0JUEfdz8vFbwa05f96aIyKi6k0mhBDmTqI4aWlpcHFxwd69e9GlSxcAD3ua/P39MW/evCK32bZtG1544QUkJyfD1dUVALBkyRKMHz8eaWlpUKlUGD9+PLZs2YLTp09L2w0cOBDp6enYvn07ACAwMBDt2rXDwoULAQAGgwGenp4YPXo0JkyYYFL+Op0O9vb2yMjIgEajedLLUGltPP4X3l97AvWdbBA7ritnASciokqhvL5/K1VP079lZGQAAGrXrm3UvmrVKjg5OaFFixaYOHEisrKypHVxcXHw8/OTCiYACAkJgU6nw5kzZ6SY4OBgo32GhIQgLi4OAJCbm4v4+HijGLlcjuDgYCmmKDk5OdDpdEav6mzH6Ye9TC+0dGfBRERE1Z7S3AkUx2AwYOzYsejUqRNatGghtb/66quoV68ePDw8cPLkSYwfPx7nz5/Hhg0bAABardaoYAIgLWu12hJjdDodHjx4gLt370Kv1xcZc+7cuWJzjo6OxvTp05/8pKuQ7Dw99l1MAwA85+tm5myIiIjKX6UtmkaOHInTp0/j999/N2ofPny49N7Pzw/u7u7o0aMHLl++jAYNGlR0mkYmTpyIyMhIaVmn08HT09OMGZWfPedTkZWrRx0HK7SoU/1uPRIREf1bpSyaRo0ahc2bN2Pfvn2oW7fkh78GBgYCAC5duoQGDRrAzc2t0K/cUlIe3kZyc3OT/i1oezRGo9HAysoKCoUCCoWiyJiCfRRFrVZDrVabdpJV3PbTD3vtevu58dYcERHVCJVqTJMQAqNGjcLGjRuxa9cu+Pj4PHabhIQEAIC7uzsAICgoCKdOnTL6lVtMTAw0Gg18fX2lmNjYWKP9xMTEICgoCACgUqkQEBBgFGMwGBAbGyvF1GT5egN2n+etOSIiqlkqVU/TyJEjsXr1avzyyy+ws7OTxiDZ29vDysoKly9fxurVq9G7d284Ojri5MmTeP/999GlSxe0bNkSANCzZ0/4+voiPDwcs2bNglarxeTJkzFy5EipF2jEiBFYuHAhPvzwQ7zxxhvYtWsX1q1bhy1btki5REZGIiIiAm3btkX79u0xb948ZGZmYujQoRV/YSqZQ1fvIONBHmpZWyCgHie0JCKiGkJUIgCKfC1fvlwIIURSUpLo0qWLqF27tlCr1aJhw4YiKipKZGRkGO0nMTFR9OrVS1hZWQknJycxbtw4kZeXZxSze/du4e/vL1Qqlahfv750jEctWLBAeHl5CZVKJdq3by8OHjxYqvPJyMgQAArlV9VN3HBS1Bu/WXy4/oS5UyEiIiqkvL5/K/U8TVVddZynKTffgIDPYnAvOx//HRaIzo2czJ0SERGRkRo5TxNVPoeu3sa97Hw42arQsYGjudMhIiKqMCyaqFS2/f2rued8XfmsOSIiqlFYNJHJ9AaBHX8XTb1auJs5GyIioorFoolMdizpLm5n5kJjqUQQb80REVENw6KJTFYwoWWPZq6wUPBPh4iIahZ+85HJdp97OGFoSHPXx0QSERFVPyyayCTX72Thyq1MKOQyBDXgNANERFTzsGgik+y58PCxKW28HGBvZWHmbIiIiCoeiyYyyd6/nzXXrYmLmTMhIiIyDxZN9FjZeXocuHwLANClkbOZsyEiIjKPMima6tevj9u3bxdqT09PR/369cviEGRGRxPvIitXD1eNGi3qVI/HwRAREZVWmRRNiYmJ0Ov1hdpzcnJw48aN/9/evUdFVe/9A38PlxlAnBkQmAHl5h3veaPpqF0kwTg9aT2VHk+HfMjSIx1vmXnK5NRZDz6WlhnpafUo1Tplek72dETpEIqk4g1FBRVvGKYMqMgMKPf5/v7A2T8nb6PMMBfer7X2Wu75fmbvz/5Gaz7ru7/7u21xCnKgvJOtt+ZG9QyGTMZVwImIqGPyasuXv//+e+nfP/zwA1QqlbTf0tKCnJwcREVFteUU5ATMSw080oe35oiIqONqU9E0YcIEAIBMJkNSUpJFm7e3N6KiorBs2bK2nIIcrMJYj5OVtZDJgNG9uNQAERF1XG0qmkwmEwAgOjoa+/btQ1AQf1Tdzc5TrRPAB4SpoPaTOzgbIiIix2lT0WRWWlpqi8OQE9pxsrVo+k1PFsRERNSx2aRoAoCcnBzk5OSgsrJSGoEyW7Nmja1OQ+1ICIGfTpmXGmDRREREHZtNiqa//OUveOeddzB8+HCEhobyCSs3UVJRg4s1DfDx9sDQyABHp0NERORQNimaVq9ejYyMDLzwwgu2OBw5ibzrr055sHsX+Hh7OjgbIiIix7LJOk2NjY146KGHbHEociJ5J1pvzY3mKuBERES2KZpeeuklfPXVV7Y4FDmJxmYT9v9cBYBLDRAREQE2uj1XX1+PTz/9FD/++CMGDRoEb29vi/bly5fb4jTUjgp+voL6JhOC/OXoFeLv6HSIiIgcziZF0+HDhzFkyBAAQFFRkUUbJ4W7ph2nzK9OCeJ/QyIiItioaNq2bZstDkNOZPeZ1ltzD3F9JiIiIgA2mtNkK2lpaRgxYgQ6d+6MkJAQTJgwASUlJRYx9fX1mDlzJrp06QJ/f38888wzqKiosIgpKytDYmIi/Pz8EBISgvnz56O5udkiJjc3F0OHDoVCoUDPnj2RkZFxUz7p6emIioqCj48PYmNjsXfvXptfszOqb2rB4V+qAQCx0YGOTYaIiMhJ2GSk6dFHH73jLZytW7dadZzt27dj5syZGDFiBJqbm/HnP/8Z48aNw9GjR9GpUycAwJw5c5CZmYkNGzZApVIhJSUFTz/9NHbu3Amg9UXBiYmJ0Gq12LVrF8rLy/GHP/wB3t7e+O///m8ArSuYJyYmYvr06fj73/+OnJwcvPTSSwgNDUV8fDwA4JtvvsHcuXOxevVqxMbG4sMPP0R8fDxKSkoQEhLSlu5yevvOVqGpRSBU5YOIQD9Hp0NEROQUZEII0daDzJkzx2K/qakJhYWFKCoqQlJSElasWHFfx7148SJCQkKwfft2jBkzBgaDAcHBwfjqq6/wn//5nwCA48ePIyYmBvn5+XjwwQexZcsW/Pa3v8WFCxeg0WgAtK4jtWDBAly8eBFyuRwLFixAZmamxfyrSZMmobq6GllZWQCA2NhYjBgxAh9//DGA1vfshYeH49VXX8Ubb7xhVf5GoxEqlQoGgwFKpfK++sAR3v+hBB9vO4WnH+iK5c8PcXQ6RERE98Rev782GWn64IMPbvl5amoqamtr7/u4BoMBABAY2HqLqKCgAE1NTYiLi5Ni+vbti4iICKloys/Px8CBA6WCCQDi4+MxY8YMFBcX44EHHkB+fr7FMcwxs2fPBtC67lRBQQEWLlwotXt4eCAuLg75+fn3fT2uIv/MZQBAbHfemiMiIjKz65ym3//+9/f93jmTyYTZs2fjN7/5DQYMGAAA0Ov1kMvlUKvVFrEajQZ6vV6KubFgMreb2+4UYzQaUVdXh0uXLqGlpeWWMeZj3EpDQwOMRqPF5mquNjTj0LlqAICuOyeBExERmdm1aMrPz4ePj899fXfmzJkoKirCunXrbJyV/aSlpUGlUklbeHi4o1O6Z4d+qUazSSBM5YOILpzPREREZGaT23NPP/20xb4QAuXl5di/fz8WLVp0z8dLSUnBpk2bkJeXh27dukmfa7VaNDY2orq62mK0qaKiAlqtVor59VNu5qfrboz59RN3FRUVUCqV8PX1haenJzw9PW8ZYz7GrSxcuBBz586V9o1Go8sVTvvPXgEAvqCXiIjoV2wy0nTj6IpKpUJgYCAeeeQRbN68GYsXL7b6OEIIpKSkYOPGjdi6dSuio6Mt2ocNGwZvb2/k5ORIn5WUlKCsrAw6nQ4AoNPpcOTIEVRWVkox2dnZUCqV6NevnxRz4zHMMeZjyOVyDBs2zCLGZDIhJydHirkVhUIBpVJpsbma/NOt85lGcqkBIiIiS8KJzJgxQ6hUKpGbmyvKy8ul7dq1a1LM9OnTRUREhNi6davYv3+/0Ol0QqfTSe3Nzc1iwIABYty4caKwsFBkZWWJ4OBgsXDhQinmzJkzws/PT8yfP18cO3ZMpKenC09PT5GVlSXFrFu3TigUCpGRkSGOHj0qXn75ZaFWq4Ver7f6egwGgwAgDAZDG3umfdQ1Noteb24WkQs2iZMVNY5Oh4iI6L7Y6/fXpkXT/v37xZdffim+/PJLceDAgXtPBrjltnbtWimmrq5O/PGPfxQBAQHCz89PTJw4UZSXl1sc5+zZs2L8+PHC19dXBAUFiXnz5ommpiaLmG3btokhQ4YIuVwuunfvbnEOs5UrV4qIiAghl8vFyJEjxe7du+/pelytaNp9+pKIXLBJDP9rtjCZTI5Oh4iI6L7Y6/fXJus0VVZWYtKkScjNzZXmGlVXV+PRRx/FunXrEBwc3NZTuCRXW6dpxY8n8cGPJ5A4KBTpvxvq6HSIiIjui71+f20yp+nVV19FTU0NiouLUVVVhaqqKhQVFcFoNOJPf/qTLU5B7WBPaet8pgc5n4mIiOgmNnl6LisrCz/++CNiYmKkz/r164f09HSMGzfOFqcgO2tuMeFgWTUAILZ7F8cmQ0RE5IRsMtJkMpng7e190+fe3t4wmUy2OAXZ2YmKWtQ1tcBf4YWewf6OToeIiMjp2KRoeuyxxzBr1ixcuHBB+uz8+fOYM2cOxo4da4tTkJ0dKGtdn2lwuAoeHrd/+TIREVFHZZOi6eOPP4bRaERUVBR69OiBHj16IDo6GkajEStXrrTFKcjO9p+tAgAMi+R8JiIioluxyZym8PBwHDhwAD/++COOHz8OAIiJibnppbjkvPb/3DrSNCKKK4ETERHdSptGmrZu3Yp+/frBaDRCJpPh8ccfx6uvvopXX30VI0aMQP/+/fHTTz/ZKleyk0pjPX65UgeZDBgSrnZ0OkRERE6pTUXThx9+iGnTpt1yDQSVSoVXXnkFy5cvb8spqB0cuP7UXO+Qzujsc/OEfiIiImpj0XTo0CEkJCTctn3cuHEoKChoyymoHRT8fH0+E2/NERER3VabiqaKiopbLjVg5uXlhYsXL7blFNQOzPOZhkeyaCIiIrqdNhVNXbt2RVFR0W3bDx8+jNDQ0LacguysobkFxeeNAIBhLJqIiIhuq01F0xNPPIFFixahvr7+pra6ujosXrwYv/3tb9tyCrKzY+U1aGwxIbCTHBGBfo5Oh4iIyGm1acmBt956C99++y169+6NlJQU9OnTBwBw/PhxpKeno6WlBW+++aZNEiX7KLh+a25wNxVkMi5qSUREdDttKpo0Gg127dqFGTNmYOHChRBCAABkMhni4+ORnp4OjUZjk0TJPg5cL5p4a46IiOjO2ry4ZWRkJDZv3owrV67g1KlTEEKgV69eCAjgj7ArML8+hSuBExER3ZlNVgQHgICAAIwYMcJWh6N2cLGmAeWGeshkwMBuKkenQ0RE5NRs8u45ck1HzlcDAKKDOsFfYbP6mYiIyC2xaOrAzJPAHwjnrVQiIqK7YdHUge0rbS2aRkazaCIiIrobFk0dVFOLCYev357jJHAiIqK7Y9HUQZXoa1DfZILSxwvdgzo5Oh0iIiKnx6Kpgzp4rhoAMDhcDQ8PLmpJRER0NyyaOqiDZeZJ4GrHJkJEROQiWDR1UIeujzQNiVA7NA8iIiJXwaKpAzLWN+H0xasAgMHd1I5NhoiIyEU4VdGUl5eHJ598EmFhYZDJZPjuu+8s2l988UXIZDKLLSEhwSKmqqoKU6ZMgVKphFqtRnJyMmpray1iDh8+jNGjR8PHxwfh4eFYunTpTbls2LABffv2hY+PDwYOHIjNmzfb/Hodpfi8EQDQVe2LLv4KB2dDRETkGpyqaLp69SoGDx6M9PT028YkJCSgvLxc2r7++muL9ilTpqC4uBjZ2dnYtGkT8vLy8PLLL0vtRqMR48aNQ2RkJAoKCvDee+8hNTUVn376qRSza9cuTJ48GcnJyTh48CAmTJiACRMmoKioyPYX7QCHf6kGAAzsylenEBERWcup3p0xfvx4jB8//o4xCoUCWq32lm3Hjh1DVlYW9u3bh+HDhwMAVq5ciSeeeALvv/8+wsLC8Pe//x2NjY1Ys2YN5HI5+vfvj8LCQixfvlwqrlasWIGEhATMnz8fAPDuu+8iOzsbH3/8MVavXm3DK3aMw78YALQ+OUdERETWcaqRJmvk5uYiJCQEffr0wYwZM3D58mWpLT8/H2q1WiqYACAuLg4eHh7Ys2ePFDNmzBjI5XIpJj4+HiUlJbhy5YoUExcXZ3He+Ph45Ofn3zG3hoYGGI1Gi80ZmRe1HMyX9BIREVnNpYqmhIQEfPHFF8jJycH//M//YPv27Rg/fjxaWloAAHq9HiEhIRbf8fLyQmBgIPR6vRSj0WgsYsz7d4sxt99OWloaVCqVtIWHh9//xdrJlauNOFdVBwDoH8aiiYiIyFpOdXvubiZNmiT9e+DAgRg0aBB69OiB3NxcjB071oGZtVq4cCHmzp0r7RuNRqcrnIoutN6ai+ziB5Wft4OzISIich0uNdL0a927d0dQUBBOnToFANBqtaisrLSIaW5uRlVVlTQPSqvVoqKiwiLGvH+3mNvNpTJTKBRQKpUWm7M5cr61aOIkcCIionvj0kXTL7/8gsuXLyM0NBQAoNPpUF1djYKCAilm69atMJlMiI2NlWLy8vLQ1NQkxWRnZ6NPnz4ICAiQYnJycizOlZ2dDZ1OZ+9LsrviC63zrAawaCIiIronTlU01dbWorCwEIWFhQCA0tJSFBYWoqysDLW1tZg/fz52796Ns2fPIicnB0899RR69uyJ+Ph4AEBMTAwSEhIwbdo07N27Fzt37kRKSgomTZqEsLAwAMDvfvc7yOVyJCcno7i4GN988w1WrFhhcVtt1qxZyMrKwrJly3D8+HGkpqZi//79SElJafc+sbXj5a1FU0yo842CEREROTXhRLZt2yYA3LQlJSWJa9euiXHjxong4GDh7e0tIiMjxbRp04Rer7c4xuXLl8XkyZOFv7+/UCqVYurUqaKmpsYi5tChQ2LUqFFCoVCIrl27iiVLltyUy/r160Xv3r2FXC4X/fv3F5mZmfd8PQaDQQAQBoPhnr9rD1cbmkT0G5tE5IJNosJY5+h0iIiI7MJev78yIYRwYM3m1oxGI1QqFQwGg1PMbyr4+QqeWbULwZ0V2Pdm3N2/QERE5ILs9fvrVLfnyL6Krk8CHxDm+AKOiIjI1bBo6kCkJ+f4kl4iIqJ7xqKpAzE/OdefI01ERET3jEVTB9HQ3IJTlTUAgH58co6IiOiesWjqII6X16CpRSDAzxvdAnwdnQ4REZHLYdHUQdy4qKVMJnNwNkRERK6HRVMHcbS8dRI4b80RERHdHxZNHcTR6yNN/TgJnIiI6L6waOoAWkwCx8pbJ4HzyTkiIqL7w6KpAzh7+Srqmlrg4+2B6CB/R6dDRETkklg0dQDHrr+kt49WCU8PTgInIiK6HyyaOoDj12/NxWg7OzgTIiIi18WiqQMwjzTF8Mk5IiKi+8aiqQMwF018co6IiOj+sWhyc9XXGnHBUA8A6Mvbc0RERPeNRZObO65vnc/ULcAXnX28HZwNERGR62LR5OaOX781x1EmIiKitmHR5OZKKmoBAH1YNBEREbUJiyY3d7Ki9fZcbw2LJiIiorZg0eTGhBAoYdFERERkEyya3Fi5oR419c3w8pChRzBfn0JERNQWLJrc2Inro0zRQZ0g9+J/aiIiorbgL6kbO8Fbc0RERDbDosmNnbj+5FwvDW/NERERtZVTFU15eXl48sknERYWBplMhu+++86iXQiBt99+G6GhofD19UVcXBxOnjxpEVNVVYUpU6ZAqVRCrVYjOTkZtbW1FjGHDx/G6NGj4ePjg/DwcCxduvSmXDZs2IC+ffvCx8cHAwcOxObNm21+vfbGJ+eIiIhsx6mKpqtXr2Lw4MFIT0+/ZfvSpUvx0UcfYfXq1dizZw86deqE+Ph41NfXSzFTpkxBcXExsrOzsWnTJuTl5eHll1+W2o1GI8aNG4fIyEgUFBTgvffeQ2pqKj799FMpZteuXZg8eTKSk5Nx8OBBTJgwARMmTEBRUZH9Lt7GhBA4VXl9pCmEI01ERERtJpwUALFx40Zp32QyCa1WK9577z3ps+rqaqFQKMTXX38thBDi6NGjAoDYt2+fFLNlyxYhk8nE+fPnhRBCfPLJJyIgIEA0NDRIMQsWLBB9+vSR9p977jmRmJhokU9sbKx45ZVX7ukaDAaDACAMBsM9fc8Wzl+5JiIXbBI9FmaKhqaWdj8/ERGRo9jr99epRprupLS0FHq9HnFxcdJnKpUKsbGxyM/PBwDk5+dDrVZj+PDhUkxcXBw8PDywZ88eKWbMmDGQy+VSTHx8PEpKSnDlyhUp5sbzmGPM53EF5lGmKD45R0REZBNejk7AWnq9HgCg0WgsPtdoNFKbXq9HSEiIRbuXlxcCAwMtYqKjo286hrktICAAer3+jue5nYaGBjQ0NEj7RqPR2suzOfOTcz25PhMREZFNcAjChtLS0qBSqaQtPDzcYbmYR5p688k5IiIim3CZokmr1QIAKioqLD6vqKiQ2rRaLSorKy3am5ubUVVVZRFzq2PceI7bxZjbb2fhwoUwGAzSdu7cuXu5RJsyF009OAmciIjIJlymaIqOjoZWq0VOTo70mdFoxJ49e6DT6QAAOp0O1dXVKCgokGK2bt0Kk8mE2NhYKSYvLw9NTU1STHZ2Nvr06YOAgAAp5sbzmGPM57kdhUIBpVJpsTmCEAInrxdNPVk0ERER2YRTFU21tbUoLCxEYWEhgNbJ34WFhSgrK4NMJsPs2bPx17/+Fd9//z2OHDmCP/zhDwgLC8OECRMAADExMUhISMC0adOwd+9e7Ny5EykpKZg0aRLCwsIAAL/73e8gl8uRnJyM4uJifPPNN1ixYgXmzp0r5TFr1ixkZWVh2bJlOH78OFJTU7F//36kpKS0d5fcl4u1DTDUNcFDBr5zjoiIyFZs+ixeG23btk0AuGlLSkoSQrQuO7Bo0SKh0WiEQqEQY8eOFSUlJRbHuHz5spg8ebLw9/cXSqVSTJ06VdTU1FjEHDp0SIwaNUooFArRtWtXsWTJkptyWb9+vejdu7eQy+Wif//+IjMz856vx1FLDuw4eVFELtgkHnlvW7uel4iIyBnY6/dXJoQQDqzZ3JrRaIRKpYLBYGjXW3UZO0uR+q+jiIvR4LOk4Xf/AhERkRux1++vU92eI9s4ySfniIiIbI5Fkxs6yRf1EhER2RyLJjd0srJ1YcteIXxRLxERka2waHIzl2sbcOVaE2R8co6IiMimWDS5GfN8pm4BvvCVezo4GyIiIvfBosnNmFcC5zvniIiIbItFk5s5fZErgRMREdkDiyY3I71zjiNNRERENsWiyc2cuXgVAF/US0REZGssmtxIXWMLzlfXAeBIExERka2xaHIjZy613poL8PNGYCe5g7MhIiJyLyya3Mhp8605jjIRERHZHIsmN3Lm+pNz3YM7OTgTIiIi98OiyY2UXmodaerOkSYiIiKbY9HkRsxPzkUHcaSJiIjI1lg0uQkhhDTS1IO354iIiGyORZObuFjbgNqGZnjIgPBAP0enQ0RE5HZYNLmJ0uu35roG+ELhxRf1EhER2RqLJjchTQIP4iRwIiIie2DR5CbOXOIkcCIiInti0eQmzE/OcY0mIiIi+2DR5CZKr79ChSNNRERE9sGiyQ00t5hQVnUNAIsmIiIie2HR5AYuVNejqUVA7uWBMJWvo9MhIiJySyya3EDp5db5TJGBfvDwkDk4GyIiIvfkckVTamoqZDKZxda3b1+pvb6+HjNnzkSXLl3g7++PZ555BhUVFRbHKCsrQ2JiIvz8/BASEoL58+ejubnZIiY3NxdDhw6FQqFAz549kZGR0R6Xd1/OXn9yLoq35oiIiOzG5YomAOjfvz/Ky8ulbceOHVLbnDlz8K9//QsbNmzA9u3bceHCBTz99NNSe0tLCxITE9HY2Ihdu3bh888/R0ZGBt5++20pprS0FImJiXj00UdRWFiI2bNn46WXXsIPP/zQrtdprVIuN0BERGR3Xo5O4H54eXlBq9Xe9LnBYMD//u//4quvvsJjjz0GAFi7di1iYmKwe/duPPjgg/j3v/+No0eP4scff4RGo8GQIUPw7rvvYsGCBUhNTYVcLsfq1asRHR2NZcuWAQBiYmKwY8cOfPDBB4iPj2/Xa7XG2eu356K6sGgiIiKyF5ccaTp58iTCwsLQvXt3TJkyBWVlZQCAgoICNDU1IS4uTort27cvIiIikJ+fDwDIz8/HwIEDodFopJj4+HgYjUYUFxdLMTcewxxjPsbtNDQ0wGg0Wmzt4efLrU/ORXXhO+eIiIjsxeWKptjYWGRkZCArKwurVq1CaWkpRo8ejZqaGuj1esjlcqjVaovvaDQa6PV6AIBer7comMzt5rY7xRiNRtTV1d02t7S0NKhUKmkLDw9v6+XeVXOLCeeuLzfAOU1ERET243K358aPHy/9e9CgQYiNjUVkZCTWr18PX1/HPm6/cOFCzJ07V9o3Go12L5x+uVKHZpOAwssDWqWPXc9FRETUkbncSNOvqdVq9O7dG6dOnYJWq0VjYyOqq6stYioqKqQ5UFqt9qan6cz7d4tRKpV3LMwUCgWUSqXFZm83zmficgNERET24/JFU21tLU6fPo3Q0FAMGzYM3t7eyMnJkdpLSkpQVlYGnU4HANDpdDhy5AgqKyulmOzsbCiVSvTr10+KufEY5hjzMZyJebmBSM5nIiIisiuXK5pee+01bN++HWfPnsWuXbswceJEeHp6YvLkyVCpVEhOTsbcuXOxbds2FBQUYOrUqdDpdHjwwQcBAOPGjUO/fv3wwgsv4NChQ/jhhx/w1ltvYebMmVAoFACA6dOn48yZM3j99ddx/PhxfPLJJ1i/fj3mzJnjyEu/pbOX+foUIiKi9uByc5p++eUXTJ48GZcvX0ZwcDBGjRqF3bt3Izg4GADwwQcfwMPDA8888wwaGhoQHx+PTz75RPq+p6cnNm3ahBkzZkCn06FTp05ISkrCO++8I8VER0cjMzMTc+bMwYoVK9CtWzd89tlnTr3cQCSXGyAiIrIrmRBCODoJd2U0GqFSqWAwGOw2v+mx93Nx5tJVfPVSLB7qGWSXcxAREbkSe/3+utztOfr/WkwC56603p6L4JwmIiIiu2LR5MLKDXVoahGQe3ogVOXY5RaIiIjcHYsmF2ZeCbxboC88udwAERGRXbFocmHmoikykLfmiIiI7I1Fkwv7uYpPzhEREbUXFk0urOz6SFMER5qIiIjsjkWTCzPfnosKYtFERERkbyyaXJQQAmVVHGkiIiJqLyyaXNSVa02obWgGAHQLYNFERERkbyyaXNS566NMGqUCPt6eDs6GiIjI/bFoclHmW3PhHGUiIiJqFyyaXJT0+hTOZyIiImoXLJpc1LmqOgBANxZNRERE7YJFk4s6xyfniIiI2hWLJhdlvj0XHsAX9RIREbUHFk0uqMUkcP5K6+25cI40ERERtQsWTS6o3FCHZpOA3NMDGqWPo9MhIiLqEFg0uSDzcgNdA3zh6SFzcDZEREQdA4smF/RLFW/NERERtTcWTS6Ik8CJiIjaH4smFyStBs6RJiIionbDoskFcY0mIiKi9seiyQWVmec08b1zRERE7YZFk4upa2zBpdoGABxpIiIiak8smu4iPT0dUVFR8PHxQWxsLPbu3evQfH65Pgm8s48XVH7eDs2FiIioI2HRdAfffPMN5s6di8WLF+PAgQMYPHgw4uPjUVlZ6bCcpEngvDVHRETUrlg03cHy5csxbdo0TJ06Ff369cPq1avh5+eHNWvWOCwnTgInIiJyDBZNt9HY2IiCggLExcVJn3l4eCAuLg75+fkOy0uaBB7INZqIiIjak5ejE3BWly5dQktLCzQajcXnGo0Gx48fv+V3Ghoa0NDQIO0bjUab52Ve2JIjTURERO2LI002lJaWBpVKJW3h4eE2P8fYviF4dlg3DOiqsvmxiYiI6PZYNN1GUFAQPD09UVFRYfF5RUUFtFrtLb+zcOFCGAwGaTt37pzN85o0MgLvPTsYD0QE2PzYREREdHssmm5DLpdj2LBhyMnJkT4zmUzIycmBTqe75XcUCgWUSqXFRkRERO6Bc5ruYO7cuUhKSsLw4cMxcuRIfPjhh7h69SqmTp3q6NSIiIionbFouoPnn38eFy9exNtvvw29Xo8hQ4YgKyvrpsnhRERE5P5kQgjh6CTcldFohEqlgsFg4K06IiKidmKv31/OaSIiIiKyAosmIiIiIiuwaCIiIiKyAosmIiIiIiuwaCIiIiKyAosmIiIiIiuwaCIiIiKyAhe3tCPzElhGo9HBmRAREXUc5t9dWy9FyaLJjmpqagAA4eHhDs6EiIio46mpqYFKpbLZ8bgiuB2ZTCZcuHABnTt3hkwms8kxjUYjwsPDce7cOa4ybifsY/tjH9sf+9j+2Mf21Zb+FUKgpqYGYWFh8PCw3UwkjjTZkYeHB7p162aXYyuVSv5PamfsY/tjH9sf+9j+2Mf2db/9a8sRJjNOBCciIiKyAosmIiIiIiuwaHIxCoUCixcvhkKhcHQqbot9bH/sY/tjH9sf+9i+nLF/ORGciIiIyAocaSIiIiKyAosmIiIiIiuwaCIiIiKyAosmF5Oeno6oqCj4+PggNjYWe/fudXRK7S4vLw9PPvkkwsLCIJPJ8N1331m0CyHw9ttvIzQ0FL6+voiLi8PJkyctYqqqqjBlyhQolUqo1WokJyejtrbWIubw4cMYPXo0fHx8EB4ejqVLl96Uy4YNG9C3b1/4+Phg4MCB2Lx58z3n4ozS0tIwYsQIdO7cGSEhIZgwYQJKSkosYurr6zFz5kx06dIF/v7+eOaZZ1BRUWERU1ZWhsTERPj5+SEkJATz589Hc3OzRUxubi6GDh0KhUKBnj17IiMj46Z87vZ3b00uzmbVqlUYNGiQtAaNTqfDli1bpHb2r20tWbIEMpkMs2fPlj5jH7dNamoqZDKZxda3b1+p3S37V5DLWLdunZDL5WLNmjWiuLhYTJs2TajValFRUeHo1NrV5s2bxZtvvim+/fZbAUBs3LjRon3JkiVCpVKJ7777Thw6dEj8x3/8h4iOjhZ1dXVSTEJCghg8eLDYvXu3+Omnn0TPnj3F5MmTpXaDwSA0Go2YMmWKKCoqEl9//bXw9fUVf/vb36SYnTt3Ck9PT7F06VJx9OhR8dZbbwlvb29x5MiRe8rFGcXHx4u1a9eKoqIiUVhYKJ544gkREREhamtrpZjp06eL8PBwkZOTI/bv3y8efPBB8dBDD0ntzc3NYsCAASIuLk4cPHhQbN68WQQFBYmFCxdKMWfOnBF+fn5i7ty54ujRo2LlypXC09NTZGVlSTHW/N3fLRdn9P3334vMzExx4sQJUVJSIv785z8Lb29vUVRUJIRg/9rS3r17RVRUlBg0aJCYNWuW9Dn7uG0WL14s+vfvL8rLy6Xt4sWLUrs79i+LJhcycuRIMXPmTGm/paVFhIWFibS0NAdm5Vi/LppMJpPQarXivffekz6rrq4WCoVCfP3110IIIY4ePSoAiH379kkxW7ZsETKZTJw/f14IIcQnn3wiAgICRENDgxSzYMEC0adPH2n/ueeeE4mJiRb5xMbGildeecXqXFxFZWWlACC2b98uhGi9Dm9vb7FhwwYp5tixYwKAyM/PF0K0FrceHh5Cr9dLMatWrRJKpVLq19dff13079/f4lzPP/+8iI+Pl/bv9ndvTS6uIiAgQHz22WfsXxuqqakRvXr1EtnZ2eLhhx+Wiib2cdstXrxYDB48+JZt7tq/vD3nIhobG1FQUIC4uDjpMw8PD8TFxSE/P9+BmTmX0tJS6PV6i35SqVSIjY2V+ik/Px9qtRrDhw+XYuLi4uDh4YE9e/ZIMWPGjIFcLpdi4uPjUVJSgitXrkgxN57HHGM+jzW5uAqDwQAACAwMBAAUFBSgqanJ4tr69u2LiIgIi34eOHAgNBqNFBMfHw+j0Yji4mIp5k59aM3fvTW5OLuWlhasW7cOV69ehU6nY//a0MyZM5GYmHhTP7CPbePkyZMICwtD9+7dMWXKFJSVlQFw3/5l0eQiLl26hJaWFos/LgDQaDTQ6/UOysr5mPviTv2k1+sREhJi0e7l5YXAwECLmFsd48Zz3C7mxva75eIKTCYTZs+ejd/85jcYMGAAgNZrk8vlUKvVFrG/vv777UOj0Yi6ujqr/u6tycVZHTlyBP7+/lAoFJg+fTo2btyIfv36sX9tZN26dThw4ADS0tJuamMft11sbCwyMjKQlZWFVatWobS0FKNHj0ZNTY3b9i9f2EtEdzRz5kwUFRVhx44djk7F7fTp0weFhYUwGAz4xz/+gaSkJGzfvt3RabmFc+fOYdasWcjOzoaPj4+j03FL48ePl/49aNAgxMbGIjIyEuvXr4evr68DM7MfjjS5iKCgIHh6et4027+iogJardZBWTkfc1/cqZ+0Wi0qKyst2pubm1FVVWURc6tj3HiO28Xc2H63XJxdSkoKNm3ahG3btqFbt27S51qtFo2NjaiurraI//X1328fKpVK+Pr6WvV3b00uzkoul6Nnz54YNmwY0tLSMHjwYKxYsYL9awMFBQWorKzE0KFD4eXlBS8vL2zfvh0fffQRvLy8oNFo2Mc2plar0bt3b5w6dcpt/4ZZNLkIuVyOYcOGIScnR/rMZDIhJycHOp3OgZk5l+joaGi1Wot+MhqN2LNnj9RPOp0O1dXVKCgokGK2bt0Kk8mE2NhYKSYvLw9NTU1STHZ2Nvr06YOAgAAp5sbzmGPM57EmF2clhEBKSgo2btyIrVu3Ijo62qJ92LBh8Pb2tri2kpISlJWVWfTzkSNHLArU7OxsKJVK9OvXT4q5Ux9a83dvTS6uwmQyoaGhgf1rA2PHjsWRI0dQWFgobcOHD8eUKVOkf7OPbau2thanT59GaGio+/4N39O0cXKodevWCYVCITIyMsTRo0fFyy+/LNRqtcWTBx1BTU2NOHjwoDh48KAAIJYvXy4OHjwofv75ZyFE62P+arVa/N///Z84fPiweOqpp2655MADDzwg9uzZI3bs2CF69eplseRAdXW10Gg04oUXXhBFRUVi3bp1ws/P76YlB7y8vMT7778vjh07JhYvXnzLJQfuloszmjFjhlCpVCI3N9ficeJr165JMdOnTxcRERFi69atYv/+/UKn0wmdTie1mx8nHjdunCgsLBRZWVkiODj4lo8Tz58/Xxw7dkykp6ff8nHiu/3d3y0XZ/TGG2+I7du3i9LSUnH48GHxxhtvCJlMJv79738LIdi/9nDj03NCsI/bat68eSI3N1eUlpaKnTt3iri4OBEUFCQqKyuFEO7ZvyyaXMzKlStFRESEkMvlYuTIkWL37t2OTqndbdu2TQC4aUtKShJCtD7qv2jRIqHRaIRCoRBjx44VJSUlFse4fPmymDx5svD39xdKpVJMnTpV1NTUWMQcOnRIjBo1SigUCtG1a1exZMmSm3JZv3696N27t5DL5aJ///4iMzPTot2aXJzRrfoXgFi7dq0UU1dXJ/74xz+KgIAA4efnJyZOnCjKy8stjnP27Fkxfvx44evrK4KCgsS8efNEU1OTRcy2bdvEkCFDhFwuF927d7c4h9nd/u6tycXZ/Nd//ZeIjIwUcrlcBAcHi7Fjx0oFkxDsX3v4ddHEPm6b559/XoSGhgq5XC66du0qnn/+eXHq1Cmp3R37VyaEEPc2NkVERETU8XBOExEREZEVWDQRERERWYFFExEREZEVWDQRERERWYFFExEREZEVWDQRERERWYFFExEREZEVWDQRERERWYFFExG5LL1ej8cffxydOnWCWq12dDq39OKLL2LChAmOToOIbIBFExE5hfspLj744AOUl5ejsLAQJ06csGk+ubm5kMlkN70ZnYg6Li9HJ0BEdL9Onz6NYcOGoVevXvd9jMbGRsjlchtmRUTuiiNNROSUHnnkEfzpT3/C66+/jsDAQGi1WqSmpkrtUVFR+Oc//4kvvvgCMpkML774IgCguroaL730EoKDg6FUKvHYY4/h0KFD0vdSU1MxZMgQfPbZZ4iOjoaPj49V+WRkZECtVuOHH35ATEwM/P39kZCQgPLycimmpaUFc+fOhVqtRpcuXfD666/j16/3NJlMSEtLQ3R0NHx9fTF48GD84x//AAAIIRAXF4f4+Hjpe1VVVejWrRvefvvt++lGIrIhFk1E5LQ+//xzdOrUCXv27MHSpUvxzjvvIDs7GwCwb98+JCQk4LnnnkN5eTlWrFgBAHj22WdRWVmJLVu2oKCgAEOHDsXYsWNRVVUlHffUqVP45z//iW+//RaFhYVW53Pt2jW8//77+PLLL5GXl4eysjK89tprUvuyZcuQkZGBNWvWYMeOHaiqqsLGjRstjpGWloYvvvgCq1evRnFxMebMmYPf//732L59O2QyGT7//HPs27cPH330EQBg+vTp6Nq1K4smImcgiIicQFJSknjqqaek/YcffliMGjXKImbEiBFiwYIF0v5TTz0lkpKSpP2ffvpJKJVKUV9fb/G9Hj16iL/97W9CCCEWL14svL29RWVl5R3z2bZtmwAgrly5IoQQYu3atQKAOHXqlBSTnp4uNBqNtB8aGiqWLl0q7Tc1NYlu3bpJ11VfXy/8/PzErl27LM6VnJwsJk+eLO2vX79e+Pj4iDfeeEN06tRJnDhx4o65ElH74JwmInJagwYNstgPDQ1FZWXlbeMPHTqE2tpadOnSxeLzuro6nD59WtqPjIxEcHDwPefj5+eHHj163DIfg8GA8vJyxMbGSu1eXl4YPny4dKvt1KlTuHbtGh5//HGL4zY2NuKBBx6Q9p999lls3LgRS5YswapVq9o0Z4uIbIdFExE5LW9vb4t9mUwGk8l02/ja2lqEhoYiNzf3prYblyTo1KmTzfIRv5qzdCe1tbUAgMzMTHTt2tWiTaFQSP++du0aCgoK4OnpiZMnT95XrkRkeyyaiMhtDB06FHq9Hl5eXoiKimrXc6tUKoSGhmLPnj0YM2YMAKC5uVmaVwUA/fr1g0KhQFlZGR5++OHbHmvevHnw8PDAli1b8MQTTyAxMRGPPfZYu1wHEd0eiyYichtxcXHQ6XSYMGECli5dit69e+PChQvIzMzExIkTMXz4cLuef9asWViyZAl69eqFvn37Yvny5RbrPHXu3BmvvfYa5syZA5PJhFGjRsFgMGDnzp1QKpVISkpCZmYm1qxZg/z8fAwdOhTz589HUlISDh8+jICAALvmT0R3xqfniMhtyGQybN68GWPGjMHUqVPRu3dvTJo0CT///DM0Go3dzz9v3jy88MILSEpKgk6nQ+fOnTFx4kSLmHfffReLFi1CWloaYmJikJCQgMzMTERHR+PixYtITk5GamqqNDr1l7/8BRqNBtOnT7d7/kR0ZzJxLzfkiYiIiDoojjQRERERWYFFExEREZEVWDQRERERWYFFExEREZEVWDQRERERWYFFExEREZEVWDQRERERWYFFExEREZEVWDQRERERWYFFExEREZEVWDQRERERWYFFExEREZEV/h/pg29DgIQUYAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rss_data = get_rss_data(\"test_200_wo_brgemm_wo_execution.csv\")\n", + "unique_words_count_data = get_unique_words_count_data(\"shapes_200_wo_brgemm_wo_execution.txt\")\n", + "\n", + "fix, (ax1, ax2) = plt.subplots(2, 1, figsize=(6,8))\n", + "ax1.plot(rss_data)\n", + "ax1.set_title(\"Memory consumption\")\n", + "ax1.set_xlabel(\"Infer Index\")\n", + "ax1.set_ylabel(\"RSS, GB\")\n", + "\n", + "ax2.plot(unique_words_count_data)\n", + "ax2.set_title(\"Unique input shapes count\")\n", + "ax2.set_xlabel(\"Infer Index\")\n", + "ax2.set_ylabel(\"Count\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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m2iSsik8HAHiqbfDhgNbo1dpT4srujIGJiIiIaoQQAsv/uYhZ608gp7AEchnwUrgf3olsAQeVZUcSy66OiIiI6oSzV/IweWUC9p+9DgAI9FJj9pBghPg4SVtYJTEwERERUbUp1hvxn11n8NX2FBTrjbCxlmNcRHOM6OwPK0XtaQfJwERERETV4tD5G5i04hhOZZY2oOzSzBUfDwqGr7OdxJXdOwYmIiIiqlK5RSX4bFMyftp/HkIAzvZKfPBEKwxs2xAymeW0CrgXDExERERUZbYmZWLKqkRkaIsAAEPa+WBK31ZoYK+UuLIHw8BEREREDywjpwgz1hzHhsQMAEBjFzvMGhiMzs1cJa6sajAwERER0X0zGgWWHDiPTzYmI0+nh5VchhFd/DEuojlsrBVSl1dlGJiIiIjovpzOzMXEFQk4dP4GAKCtrxM+HhSMQG+1xJVVvdrze74HsGDBAoSEhECtVkOtViM8PBwbNmwwLS8qKkJ0dDRcXFzg4OCAIUOGIDMzU8KKiYiILJdOb8DcrafQ56vdOHT+BuyVCszo3xp/vvZInQxLQD0JTD4+Ppg9ezYOHTqEf/75B48++igGDBiA48ePAwDGjRuHNWvWYPny5YiNjUV6ejoGDx4scdVERESW5+/U6+gzbzfmbj2NEoNAz5bu2DK+G6Ie8YPCgm6WW9VkQgghdRFScHZ2xqeffoonn3wSbm5uWLp0KZ588kkAwMmTJ9GqVSvExcXh4YcfrtT6tFotNBoNcnJyoFbXzXRNRET1V05hCWZvOIlf/04DALg6KDGtX2s8EeJVq1oF3O/ndb27hslgMGD58uXIz89HeHg4Dh06hJKSEkRERJjGtGzZEo0aNbprYNLpdNDpdKZprVZb7bUTERHVNCEE1idkYPqa47iSW/q5N7SDLyb1bgWNnbXE1dWcehOYEhISEB4ejqKiIjg4OGDlypUIDAxEfHw8lEolnJyczMZ7eHggIyPjjuuLiYnBjBkzqrlqIiIi6VzKLsTUVYnYdjILANDE1R4fDw7Gw01cJK6s5tWbwNSiRQvEx8cjJycHf/zxB6KiohAbG3vf65s0aRLGjx9vmtZqtfD19a2KUomIiCRlMAos3ncOn29ORkGxAdYKGV7r3hSvdw+oU60C7kW9CUxKpRJNmzYFAISGhuLgwYOYN28ennnmGRQXFyM7O9vsLFNmZiY8PT3vuD6VSgWVSlXdZRMREdWoxEs5mLQiAQmXcgAAHfwa4ONBwWjm4ShxZdKqN4HpdkajETqdDqGhobC2tsa2bdswZMgQAEBycjLS0tIQHh4ucZVEREQ1o7C4tFXA93tSYTAKONpYYXKfVnimvS/kdfjXb5VVLwLTpEmT0Lt3bzRq1Ai5ublYunQpdu7ciU2bNkGj0WDEiBEYP348nJ2doVarMWbMGISHh1f6F3JERES12e7TVzB5ZQIuXC8EAPQN9sK0/oFwd7SRuDLLUS8CU1ZWFl566SVcvnwZGo0GISEh2LRpEx577DEAwJdffgm5XI4hQ4ZAp9MhMjIS3377rcRVExERVa/r+cWYuS4JKw5fAgB4aWzw0YAgRAR6SFyZ5am3fZiqGvswERFRbSGEwIrDlzBzXRJuFJRAJgOiwv3wTmQLOKjq9rkU9mEiIiKiCp2/lo/3VyZiT8pVAEBLT0d8PDgY7Ro1kLgyy8bAREREVA+UGIz4vz2pmLv1FIpKjFBZyfFWRDO80qUJrBX14k5pD4SBiYiIqI47djEbE/5MwInLpXeleCTABR8PCoafq73EldUeDExERER1VL5Ojy+2nMKivakwCsDJzhpT+gZiSLuGter+b5aAgYmIiKgO2pGchSkrE3Epu7RVwMC23pjyRCBcHdh0+X4wMBEREdUhV3J1+HBtEtYcTQcA+DSwxcyBQejewl3iymo3BiYiIqI6QAiB5YcuYta6E8gpLIFcBozo7I9xjzWHnZIf9w+KR5CIiKiWS72aj8krEhB39hoAoLW3GrMHhyDYRyNxZXUHAxMREVEtVWIw4j+7zmLettMo1hthYy3H+Mea4+VO/rBiq4AqxcBERERUCx1Ju4FJKxJwMiMXANClmStmDQxGIxc7iSurmxiYiIiIapE8nR6fb07G4n3nIATgbK/E1CcCMaCtN1sFVCMGJiIiolpi+8lMTFmZiPScIgDA4IcaYsoTgXC2V0pcWd3HwERERGThsnKLMGNNEtYduwwA8HW2xayBweja3E3iyuoPBiYiIiILJYTA7wcv4OP1J6At0kMhl2FkZ3+MjWgOW6VC6vLqFQYmIiIiC3TmSh4mr0jAgdTrAIDghhrEDA5GUEO2CpACAxMREZEFKdYbsTD2DL7ZnoJigxG21gq83as5hj3ix1YBEmJgIiIishCHzt/ApBXHcCozDwDQrbkbZg4Mgq8zWwVIjYGJiIhIYtqiEny6MRm/HDgPIQAXeyWm9gtE/zZsFWApGJiIiIgktOl4BqauTkSmVgcAeCrUB5P7tEIDtgqwKAxMREREEsjUFmHq6kRsOp4JAPBzscPHg4LxSFNXiSuj8jAwERER1SCjUWDp32n4ZMNJ5Or0sJLLMKprE7zZsxlsrNkqwFIxMBEREdWQ5IxcTFpxDIfTsgEAbXydMHtwMFp5qaUtjCrEwERERFTNikoM+Hr7aXwXexZ6o4C9UoF3IlvgpXA/KOS8qLs2YGAiIiKqRnFnrmHSimM4d60AAPBYoAc+HNAaXhpbiSuje8HAREREVA1yCkoQs+EEfjt4AQDgoVZhRv8gPB7kKXFldD8YmIiIiKqQEALrEzIw7a/juJpX2irgubBGmNi7JdQ21hJXR/eLgYmIiKiKXM4pxAerErH1RBYAoImbPWYPDkFHf2eJK6MHxcBERET0gIxGgSUHzuOTjcnI0+lhrZDhte5NEd0jACortgqoCxiYiIiIHsDpzFxMXpmAg+duAADaNXLC7CEhaO7hKHFlVJUYmIiIiO5DUYkB83ekYGHsGZQYBOyUCrz3b6sAOVsF1DkMTERERPdob8pVTFmViNSr+QCAiFbumDEgCA2d2CqgrmJgIiIiqqTr+cWYuS4JKw5fAgC4O6owo39rPB7kCZmMZ5XqMgYmIiKiCgghsPLIJcxcdwLX84shkwEvPdwYb0e2YKuAekIudQE1ISYmBh06dICjoyPc3d0xcOBAJCcnm43p3r07ZDKZ2WP06NESVUxERJYi7VoBXvrhb4xfdhTX84vR0tMRK157BDMGBDEs1SP14gxTbGwsoqOj0aFDB+j1ekyePBm9evVCUlIS7O3tTeNeeeUVfPjhh6ZpOzs7KcolIiILoDcY8X97UvHl1lMoKjFCaSXHWz2bYVTXJrBW1IvzDXSLehGYNm7caDa9ePFiuLu749ChQ+jatatpvp2dHTw92bKeiKi+S7iYg4krjuF4uhYAEN7EBR8PDoa/q30Fz6S6ql5G5JycHACAs7N559UlS5bA1dUVQUFBmDRpEgoKCqQoj4iIJFJQrMfMtUkYMH8PjqdrobG1xpwnQ7D0lTCGpXquXpxhupXRaMTYsWPRqVMnBAUFmeY/99xzaNy4Mby9vXHs2DFMmDABycnJWLFiRbnr0el00Ol0pmmtVlvttRMRUfWJPXUF769MwMUbhQCA/m288cETgXBzVElcGVmCeheYoqOjkZiYiD179pjNHzVqlOnPwcHB8PLyQs+ePXHmzBkEBASUWU9MTAxmzJhR7fUSEVH1upqnw0drk7A6Ph0A0NDJFjMHBqFHS3eJKyNLIhNCCKmLqClvvPEGVq9ejV27dsHf3/+uY/Pz8+Hg4ICNGzciMjKyzPLyzjD5+voiJycHarW6ymsnIqKqJYTAn4cvYea6JGQXlEAuA4Y94o+3ezWHvarenU+oN7RaLTQazT1/XteLd4QQAmPGjMHKlSuxc+fOCsMSAMTHxwMAvLy8yl2uUqmgUvE0LRFRbXT+Wj4mr0zA3pRrAIBWXmrMHhyMNr5O0hZGFqteBKbo6GgsXboUq1evhqOjIzIyMgAAGo0Gtra2OHPmDJYuXYo+ffrAxcUFx44dw7hx49C1a1eEhIRIXD0REVWVEoMR3+9Oxdytp6DTG6GykmNsRHOM7OLPVgF0V/XiK7k7tatftGgRhg0bhgsXLuCFF15AYmIi8vPz4evri0GDBmHKlCmVPl13v6f4iIioZhy9kI2JKxJw4nLpj3Q6NXXBx4OC0diFv36rT/iV3F1UlAl9fX0RGxtbQ9UQEVFNytfp8fnmU1i8LxVGATjZWWNK30AMadeQ93+jSqsXgYmIiOqn7Scz8cGq47iUXdoqYGBbb0x5IhCuDrwGle4NAxMREdU5WblF+HBNEtYeuwwA8GlQ2iqgewu2CqD7w8BERER1htEosPzQBcxadwLaIj3kMmBEZ3+Me6w57JT8yKP7x3cPERHVCSlZuZi8IhF/n7sOAAhqqMbswSEIaqiRuDKqCxiYiIioVisqMeDbnWewYGcKSgwCttYKjH+sOYZ38oMVWwVQFWFgIiKiWmv/2WuYvDIBZ6/kAwB6tHDDRwOD4NPATuLKqK5hYCIiolonu6AYMetP4vd/LgAA3BxVmNYvEH2DvdgqgKoFAxMREdUaQgisOXYZH645jqt5xQCAZzs2wsTeLaGxtZa4OqrLGJiIiKhWuHC9AB+sTsTO5CsAgKbuDpg9OBjt/ZwlrozqAwYmIiKyaHqDEYv2nsMXW06hsMQApUKONx5tile7NYHKSiF1eVRPMDAREZHFOnYxG5NWJOB4eun93zr6OyNmcDAC3BwkrozqGwYmIiKyOHk6PT7blIyf4s7BKACNrTUm9W6Jp9v7Qi7nRd1U8xiYiIjIouw4mYUpqxJ5/zeyKAxMRERkEbJyizBjTRLW3XL/t1mDgtGtuZvElRExMBERkcSMRoHfDl5AzIYTyC3SQyGX4eVOfrz/G1kUvhOJiEgypzNzMWlFAv45fwMAENxQg5jBwbz/G1kcBiYiIqpxRSUGzN+RgoWxZ1BiELBTKvBOrxaIesQPCl7UTRaIgYmIiGrU/rPXMHlFAs5eLb3/W8+W7vhwYBAaOtlKXBnRnTEwERFRjcgpLEHM+hP47eD/7v/2Yf/WeDzIk/d/I4vHwERERNVKCIENiRmY9tdxXMnVAQCeC2uECY/z/m9UezAwERFRtbl4owBTVx/H9pNZAIAmbvaIGRSMsCYuEldGdG8YmIiIqMrpDUYs3ncOn28uvf+btUKG17oF4PUeTWFjzfu/Ue3DwERERFUq4WIOJq08hsRL/97/zc8ZHw8ORlN33v+Nai8GJiIiqhIFxXp8sfkUftibCqMA1DZWmNynFe//RnUCAxMRET2wHclZmLLyf/d/69/GGx88EQg3R97/jeoGBiYiIrpvV3J1+HBtEtYcTQcANHSyxcxBQejRwl3iyoiqFgMTERHdMyEElv1zAbPWnYC2SA+5DHi5kz/GPdYc9ip+tFDdw3c1ERHdkzNX8jB5RQIOpF4HALT2VmP24BAE+/D+b1R3MTAREVGlFOuNWBh7Bt9sT0GxwQhbawXGP9Ycwzv5wUohl7o8omrFwERERBX659x1TFqRgNNZeQCAbs3dMHNgEHyd7SSujKhmMDAREdEd5RaV4JONJ/HL/jQAgKuDElP7tUa/EC/e/43qFQYmIiIq17YTmZiyKhGXc4oAAE+398HkPq3gZKeUuDKimsfAREREZrK0RZixJgnrEi4DABo522H24GA80tRV4sqIpMPAREREAACjUeD3fy7g4/UnkFukh0Iuw8gu/hjbszlslbz/G9Vv9eJnDTExMejQoQMcHR3h7u6OgQMHIjk52WxMUVERoqOj4eLiAgcHBwwZMgSZmZkSVUxEVLNSsvIw9L/7MWlFAnKL9AhuqMHq6E6Y1LsVwxIR6klgio2NRXR0NPbv348tW7agpKQEvXr1Qn5+vmnMuHHjsGbNGixfvhyxsbFIT0/H4MGDJayaiKj6FeuNmLf1NPrM242/U6/DTqnAB08EYuXrjyCoIfsqEd0kE0IIqYuoaVeuXIG7uztiY2PRtWtX5OTkwM3NDUuXLsWTTz4JADh58iRatWqFuLg4PPzwwxWuU6vVQqPRICcnB2q1urp3gYjogd3eKqB7i9JWAT4N2CqA6q77/byul9cw5eTkAACcnZ0BAIcOHUJJSQkiIiJMY1q2bIlGjRrdMTDpdDrodDrTtFarreaqiYiqhraoBJ9sOIklB9gqgKiy6l1gMhqNGDt2LDp16oSgoCAAQEZGBpRKJZycnMzGenh4ICMjo9z1xMTEYMaMGdVdLhFRldqYmIFpfyUiU1v6D75n2vtiUp+WbBVAVIF6F5iio6ORmJiIPXv2PNB6Jk2ahPHjx5umtVotfH19H7Q8IqJqkZFThKmrE7E5qfTHLP6u9vh4UDDCA1wkroyodqhXgemNN97A2rVrsWvXLvj4+Jjme3p6ori4GNnZ2WZnmTIzM+Hp6VnuulQqFVQqVXWXTET0QIxGgSUHzuOTjcnI0+lhJZfhte4BiO7RFDbW/PUbUWXVi8AkhMCYMWOwcuVK7Ny5E/7+/mbLQ0NDYW1tjW3btmHIkCEAgOTkZKSlpSE8PFyKkomIHtjJDC0mr0jA4bRsAMBDjZwwe3AIWng6SlsYUS1ULwJTdHQ0li5ditWrV8PR0dF0XZJGo4GtrS00Gg1GjBiB8ePHw9nZGWq1GmPGjEF4eHilfiFHRGRJikoMmLftNP676yz0RgEHlRXee7wFng9rDIWcF3UT3Y960VbgTr/6WLRoEYYNGwagtHHl22+/jV9//RU6nQ6RkZH49ttv7/iV3O3YVoCILMHelKuYvDIB568VAAB6BXpgxoDW8NLYSlwZkWW438/rehGYagIDExFJ6UZ+MWauO4E/D18EAHiqbfDhgNbo1bpy/+gjqi/Yh4mIqB4SQuCvo+n4cE0SruUXQyYDXny4Md6NbAFHG2upyyOqM2pNYDp79iwKCwvRqlUryOX14o4uRER3deF6AaasSkTsqSsAgOYeDogZHILQxg0kroyo7rG45FFSUoJp06ahX79+mDVrFgwGA5599lk0a9YMISEhCAoKwrlz56Quk4hIMgajwPe7z6LXl7sQe+oKlFZyvP1Yc6wd04VhiaiaWFxgmjhxIhYsWABPT0/88MMPGDx4MI4cOYKlS5fit99+g5WVFd5//32pyyQikkRSuhaDvt2LmetOoLDEgDB/Z2x8qwvG9GwGpZXF/ZVOVGdY3Fdyf/zxBxYvXow+ffrg1KlTaNmyJdatW4fevXsDANzd3fH8889LXCURUc0qLDZg7rZT+H53KgxGAUcbK0zu0wrPtPeFnK0CiKqdxQWm9PR0tGnTBgDQvHlzqFQqNG3a1LS8efPmd7y/GxFRXbTr1BW8vyoBF64XAgD6BHtier/WcFfbSFwZUf1hcYHJYDDA2vp/v+ywsrKCQvG/9v1yuRzshEBE9cG1PB1mrjuBlUcuAQC8NDb4aEAQIgI9JK6MqP6xuMAEAJs2bYJGowEAGI1GbNu2DYmJiQCA7OxsCSsjIqp+QgisOHwJM9cl4UZBCWQyICrcD+9EtoCDyiL/2iaq8yyucWVlWgbIZDIYDIYaqKby2LiSiKrCuav5eH9VAvamXAMAtPR0xOwhIWjr6yRtYUR1RJ1pXGk0GqUugYioxpUYjPjv7rOYt/U0dHojVFZyjI1ojpFd/GGt4K/fiKRmcYGJiKi+OZJ2A5NWJOBkRi4AoHNTV8waFITGLvYSV0ZEN1lcYDIYDEhKSkJwcDAAYOHChSguLjYtVygUeO2119jtm4hqvTydHp9tSsaPcecgBNDAzhofPBGIQQ81vONNw4lIGhYXmH7//XcsXLgQu3btAgC8++67cHJygpVVaalXr16FjY0NRowYIWWZREQPZEtSJqauTsTlnCIAwOCHGuL9vq3g4qCSuDIiKo/FBaZFixYhOjrabF5sbCyaNGkCoPSM0y+//MLARES1Upa2CNP+Oo4NiaX95Bo522HWoCB0aeYmcWVEdDcWF5hOnjyJ9u3b33F5t27dMHny5BqsiIjowRmNAr8dvICYDSeQW6SHQi7DyC7+GNuzOWyViopXQESSsrjAdOXKFbPps2fPwsXFxTRtbW2N/Pz8mi6LiOi+pWTlYfKKBPx97joAIMRHg9mDQxDozRYkRLWFxQUmDw8PJCcnIyAgAADg5mZ+mvrEiRPw9PSUojQionui0xuwYOcZfLvjDIoNRtgpFXi7VwsMe8QPCt7/jahWsbjA1LNnT8yaNQt9+vQps0wIgZiYGPTs2VOCyoiIKu/gueuYtCIBKVl5AIAeLdzw0cAg+DSwk7gyIrofFheY3n//fbRr1w5hYWF455130Lx5cwBAcnIyPvvsMyQnJ+Onn36SuEoiovLlFJbgk40nsfRAGgDA1UGJqf1ao1+IF1sFENViFheYAgICsGXLFgwbNgzPPPOM6S8YIQRatmyJzZs3o2nTphJXSURkTgiBjYkZmPbXcWTl6gAAz7T3xaQ+LeFkp5S4OiJ6UBYXmACgY8eOSEpKQnx8PE6dOgUAaNasGR566CGJKyMiKutyTiE+WHUcW09kAgCauNpj1qBghAe4VPBMIqotLDIw3dS2bVu0bdtW6jKIiMplMAr8sv88Pt2UjDydHlZyGV7rHoDoHk1hY81WAUR1iUUHJiIiS3UyQ4tJKxJwJC0bANCukRNiBoeghaejtIURUbVgYCIiugdFJQZ8sz0FC2PPQG8UcFBZYcLjLfB8WGPI2SqAqM5iYCIiqqR9Z67i/ZWJSL1a2jy3V6AHPhwQBE+NjcSVEVF1Y2AiIqpAdkExZq07geWHLgIAPNQqzOgfhMeD2ESXqL6olYEpLS0NDRs2hELBiyqJqPoIIfDX0XR8tDYJV/OKAQAvPNwI7z3eEmoba4mrI6KaJJe6gPvh5+eHwMBArFixQupSiKiOunC9AC/98Dfe+i0eV/OK0czdAX+MDsfMgcEMS0T1UK08w7Rjxw6cPXsWv//+OwYPHix1OURUh+gNRizedw6fbz6FwhIDlFZyjOnRFK92C4DSqlb+G5OIqoBMCCGkLqIu0Gq10Gg0yMnJgVrNO5AT1UZJ6VpMXHEMxy7mAADC/J0RMzgYTdwcJK6MiKrK/X5e15ozTLGxscjPz0d4eDgaNGggdTlEVIcUFhswd9spfL87FQajgKONFd7v0wpPt/dlqwAiAmCBgemTTz5BXl4ePvroIwClF1327t0bmzdvBgC4u7tj27ZtaN26tZRlElEdsef0VUxemYC06wUAgN5BnpjRvzXc1WwVQET/Y3FfyP/+++8ICgoyTf/xxx/YtWsXdu/ejatXr6J9+/aYMWOGhBUSUV1wI78Yby87ihf+7wDSrhfAS2OD/77UHgteCGVYIqIyLC4wpaamIiQkxDS9fv16PPnkk+jUqROcnZ0xZcoUxMXF3dM6d+3ahX79+sHb2xsymQyrVq0yWz5s2DDIZDKzx+OPP14Vu0NEFkYIgVVHLqHnF7H48/BFyGRAVHhjbB7XFY8FekhdHhFZKIv7Sk6v10OlUpmm4+LiMHbsWNO0t7c3rl69ek/rzM/PR5s2bfDyyy/f8Vd1jz/+OBYtWmSavrUGIqobLlwvwJRViYg9dQUA0NzDATGDQxDamNdFEtHdWVxgCggIwK5du9CkSROkpaXh1KlT6Nq1q2n5xYsX4eLick/r7N27N3r37n3XMSqVCp6e7NpLVBeVaRWgkGPMo2wVQESVZ3GBKTo6Gm+88QZ2796N/fv3Izw8HIGBgabl27dvx0MPPVTl2925cyfc3d3RoEEDPProo5g5c+Zdg5lOp4NOpzNNa7XaKq+JiB5c4qUcTFqRgIRL/2sV8PHgYASwVQAR3QOLC0yvvPIKFAoF1qxZg65du2LatGlmy9PT0/Hyyy9X6TYff/xxDB48GP7+/jhz5gwmT56M3r17Iy4u7o63X4mJieHF50QWrLDYgLlbT+H7PeatAp7p4AuZjK0CiOje1LvGlTKZDCtXrsTAgQPvOObs2bMICAjA1q1b0bNnz3LHlHeGydfXl40riSzA7tNXMHllAi5cLwQA9A32wrT+gXB35K/fiOq7OtO4Uq/Xw2AwmF10nZmZiYULFyI/Px/9+/dH586dq7WGJk2awNXVFSkpKXcMTCqViheGE1mYa3k6zFp3AiuOXAIAeGts8NHAIPRsxV+/EdGDsbjA9Morr0CpVOK7774DAOTm5qJDhw4oKiqCl5cXvvzyS6xevRp9+vSpthouXryIa9euwcvLq9q2QURVRwiBFYcvYea6JNwoKPm3VYAf3olsAQeVxf01R0S1kMX9TbJ371588803pumffvoJBoMBp0+fhkajwYQJE/Dpp5/eU2DKy8tDSkqKaTo1NRXx8fFwdnaGs7MzZsyYgSFDhsDT0xNnzpzBe++9h6ZNmyIyMrJK942Iql7atQK8vyoBu0+Xthtp6emI2UNC0NbXSdrCiKhOsbjAdOnSJTRr1sw0vW3bNgwZMgQajQYAEBUVZdYvqTL++ecf9OjRwzQ9fvx407oWLFiAY8eO4ccff0R2dja8vb3Rq1cvfPTRR/zKjciC6Q1GfL8nFXO3nkJRiRFKKzne6tkMo7o2gbWCrQKIqGpZXGCysbFBYWGhaXr//v349NNPzZbn5eXd0zq7d++Ou13bvmnTpnsvlIgkc+xiNib+mYCky6XtPB4JcMGsQcHwd7WXuDIiqqss7p9hbdu2xc8//wwA2L17NzIzM/Hoo4+alp85cwbe3t5SlUdEEsrX6fHR2iQMnL8XSZe10Nha49MnQ7BkZBjDEhFVK4s7wzR16lT07t0by5Ytw+XLlzFs2DCzi69XrlyJTp06SVghEUlhR3IWpqxMxKXs0jPQ/dt4Y2q/QLg68KtzIqp+FheYunXrhkOHDmHz5s3w9PTEU089Zba8bdu26Nixo0TVEVFNu5qnw4drkvDX0XQAQEMnW8wcFIQeLdwlroyI6pNa2biysLAQtra2Updh5n4bYRFR+YQQWH7oIj5efwLZBSWQy4CXO/lj3GPNYc9WAUR0n+pM48q70el0mD9/PubMmYOMjAypyyGianL+Wj7eX5mIPSmlrQICvdSYPSQYIT5O0hZGRPWWxQUmnU6H6dOnY8uWLVAqlXjvvfcwcOBALFq0CO+//z4UCgXGjRsndZlEVA1KDEZ8v7u0VYBOb4SNtRxjI5pjZGd/WLFVABFJyOIC09SpU/Hdd98hIiIC+/btw1NPPYXhw4dj//79+OKLL/DUU0/d8Ya4RFR7Hb2QjQl/HsPJjFwAQKemLvh4UDAau/DXb0QkPYsLTMuXL8dPP/2E/v37IzExESEhIdDr9Th69CjvME5UB+Xp9Phi8yks3pcKowCc7KzxQd9ADG7XkP/PE5HFsLjAdPHiRYSGhgIAgoKCoFKpMG7cOP7FSVQHbT+ZiSkrE5GeUwQAGNjWGx88EQgXtgogIgtjcYHJYDBAqVSapq2srODg4CBhRURU1W5vFeDrbIuPBgShO1sFEJGFsrjAJITAsGHDTPdxKyoqwujRo2Fvb34dw4oVK6Qoj4gegBACKw5fwkfrkkytAkZ09sf4x1rAVslrE4nIcllcYIqKijKbfuGFFySqhIiq0u2tAlp5qfEJWwUQUS1hcYFp0aJFUpdARFVIbzDi//ak4sutp1BUYoTKSo63IprhlS5NYM1WAURUS1hcYCKiuuPYxWxM/DMBSZe1AIBHAlwQM5itAoio9mFgIqIql6/T4/PbWgW836cVngz14S9eiahWYmAioiq1NSkT0/46jkvZhQCA/m28MbVfIFzZKoCIajEGJiKqEpnaIkz/6zg2JJbe59GngS1mDQpGt+ZuEldGRPTgGJiI6IEYjQK/HkzD7PUnkavTQyGXYWQXf7zVsxnslPwrhojqBv5tRkT37XRmLiavTMDBczcAAG18NIgZHIJAb7XElRERVS0GJiK6Z0UlBny78wwW7ExBiUHATqnAO71aIOoRPyjkvKibiOoeBiYiuicHzl7DpJUJOHslHwDQs6U7ZgxoDZ8GdhJXRkRUfRiYiKhScgpKMHvjCfz69wUAgJujCjP6t0bvIE+2CiCiOo+BiYjuSgiB9QkZmPbXcVzN0wEAnu3YCBN7t4TG1lri6oiIagYDExHdUXp2IT5YlYhtJ7MAAAFu9ogZHIKO/s4SV0ZEVLMYmIioDINR4Ke4c/hsUzLyiw2wVsjwevemeL1HAFRWCqnLIyKqcQxMRGTmxGUtJq5IwNEL2QCA9o0bIGZwMJp5OEpbGBGRhBiYiAhAaauAedtO47+7zkJvFHBUWWFin5Z4tkMjyNkqgIjqOQYmIsLelKuYvDIB568VAAB6B3liev/W8FDbSFwZEZFlYGAiqsdu5Bdj1voT+OPQRQCAp9oGHw5ojV6tPSWujIjIsjAwEdVDQgj8dTQdH61NwtW8YshkwEsPN8Y7kS3gaMNWAUREt2NgIqpnLlwvwPurErHr1BUAQDN3B8weEoLQxg0kroyIyHIxMBHVE3qDEYv2nsMXW06hsMQApZUcY3o0xavdAqC0kktdHhGRRWNgIqoHEi/lYOKKY0i8pAUAdPR3RszgYAS4OUhcGRFR7VAv/lm5a9cu9OvXD97e3pDJZFi1apXZciEEpk6dCi8vL9ja2iIiIgKnT5+WpliiKlRQrMfH609gwPy9SLykhdrGCp8MCcbvox5mWCIiugf1IjDl5+ejTZs2mD9/frnL58yZg6+++goLFy7EgQMHYG9vj8jISBQVFdVwpURVJ/bUFUTO3YX/7DoLg1HgiRAvbH27G57p0Ig3yyUiukf14iu53r17o3fv3uUuE0Jg7ty5mDJlCgYMGAAA+Omnn+Dh4YFVq1Zh6NChNVkq0QO7lqfDR2uTsCo+HQDQ0MkWHw1sjUdbekhcGRFR7VUvzjDdTWpqKjIyMhAREWGap9FoEBYWhri4OAkrI7o3Qgj8cegien4Ri1Xx6ZDLgJc7+WPzuK4MS0RED6henGG6m4yMDACAh4f5B4qHh4dpWXl0Oh10Op1pWqvVVk+BRJVw/lo+Jq9MwN6UawCAlp6O+GRICNr4OklbGBFRHVHvA9P9iomJwYwZM6Qug+q5EoMR3+9Oxdytp6DTG6GykmNsRHOM7OIPa0W9P4FMRFRl6v3fqJ6epbeAyMzMNJufmZlpWlaeSZMmIScnx/S4cOFCtdZJdLujF7LR/5u9+GTjSej0RnRq6oLN47rite4BDEtERFWs3p9h8vf3h6enJ7Zt24a2bdsCKP167cCBA3jttdfu+DyVSgWVSlVDVRL9T75Oj882J+PHfedgFICTnTU+6BuIwe0a8tdvRETVpF4Epry8PKSkpJimU1NTER8fD2dnZzRq1Ahjx47FzJkz0axZM/j7++ODDz6At7c3Bg4cKF3RROXYmpSJaX8dx6XsQgDAoIcaYkrfVnBxYHgnIqpO9SIw/fPPP+jRo4dpevz48QCAqKgoLF68GO+99x7y8/MxatQoZGdno3Pnzti4cSNsbGykKpnITKa2CNP/Oo4NiaU/RPBpYItZg4LRrbmbxJUREdUPMiGEkLqIukCr1UKj0SAnJwdqtVrqcqiOMBoFlv6dhk82nESuTg+FXIaRXfzxVs9msFPWi3/vEBFVqfv9vObfuEQW6nRmLiauSMCh8zcAAG18nRAzKBiB3gzkREQ1jYGJyMLo9AZ8u+MMvt2ZghKDgL1SgXciW+ClcD8o5Lyom4hICgxMRBbk4LnrmLQiASlZeQCAni3d8dHAIHg72UpcGRFR/cbARGQBtEUl+GTDSSw5kAYAcHVQYVq/QDwR4sVWAUREFoCBiUhim45nYOrqRGRqS2+180x7X0zq0xJOdkqJKyMiopsYmIgkkp5diKmrj2PridIu8/6u9vh4UDDCA1wkroyIiG7HwERUwwxGgZ/izuGzTcnILzbASi7Dq92aYMyjzWBjrZC6PCIiKgcDE1ENOpWZi4l/HsPhtGwAQPvGDfDx4GA093CUtjAiIrorBiaiGlBUYsC3O1KwIPYMSgwCDiorTOzdEs91bAQ5WwUQEVk8Biaiarb/7DVMXpmAs1fyAQARrdzx4QC2CiAiqk0YmIiqSU5BCWI2nMBvBy8AANwcVZjRvzV6B3myVQARUS3DwERUxYQQWHvsMmasScLVvNJWAc+FNcKEx1tCY2stcXVERHQ/GJiIqtDFGwWYuvo4tp/MAgA0cbPH7MEh6OjvLHFlRET0IBiYiKqAwSjw475z+GxzMgqKDVAq5HitewBe7xEAlRVbBRAR1XYMTEQP6Hh6DiavSMDRizkAgA5+DRAzOBhN3dkqgIiormBgIrpPhcUGzN16Ct/vSYXBKOCossLEPi3xbAe2CiAiqmsYmIjuw+7TVzB5ZQIuXC8EAPQJ9sS0fq3hobaRuDIiIqoODExE9+B6fjFmrkvCisOXAADeGht8NDAIPVt5SFwZERFVJwYmokoQQmDlkUv4aG0SbhSUQCYDosL98E5kCzio+L8REVFdx7/piSpw/lo+3l+ZiD0pVwEALT0d8fHgYLRr1EDiyoiIqKYwMBHdQYnBiB/2pOLLradQVGKE0kqOt3o2w6iuTWCtkEtdHhER1SAGJqJyHLuYjYl/JiDpshYA8EiAC2YNCoa/q73ElRERkRQYmIhuka/T44stp7BobyqMAtDYWuP9vq3wVKgP7/9GRFSPMTAR/WtHchamrEzEpezSVgED2npjSt9AuDmqJK6MiIikxsBE9V5WbhE+XJOEtccuAwAaOtli5qAg9GjhLnFlRERkKRiYqN4yGgWW/XMBH68/AW2RHnIZMLyTP8Y/1hz2bBVARES34KcC1UtnruRh0ooE/J16HQAQ1FCN2YNDENRQI3FlRERkiRiYqF7R6Q1YuPMs5u9IQbHBCFtrBd7u1RzDHvGDFVsFEBHRHTAwUb1x8Nx1TFqRgJSsPABA9xZu+GhAEHyd7SSujIiILB0DE9V52qISfLLhJJYcSAMAuDqoMLVfIPqFeLFVABERVQoDE9VpGxMzMO2vRGRqdQCAZ9r7YnKfVtDYWUtcGRER1SYMTFQnXc4pxNTVx7ElKRMA4Odih48HB+ORAFeJKyMiotqIgYnqFINRYMmB85izMRl5Oj2sFTKM6toEYx5tBhtrhdTlERFRLcXARHVGckYuJq44hiNp2QCAdo2cMHtICJp7OEpbGBER1Xr8HfW/pk+fDplMZvZo2bKl1GVRJRSVGPDpppPo+9VuHEnLhoPKCh8OaI3lox9hWCIioirBM0y3aN26NbZu3WqatrLi4bF0e1OuYvLKBJy/VgAA6BXogRkDWsNLYytxZUREVJcwEdzCysoKnp6eUpdBlXAjvxgfrUvCisOXAACeahtM798ajwfx9SMioqrHwHSL06dPw9vbGzY2NggPD0dMTAwaNWpU7lidTgedTmea1mq1NVVmvSaEwOr4dHy4NgnX84shkwEvPdwY70S2gKMNWwUQEVH1kAkhhNRFWIINGzYgLy8PLVq0wOXLlzFjxgxcunQJiYmJcHQsex3M9OnTMWPGjDLzc3JyoFara6LkeufC9QJMWZWI2FNXAADNPRwQMzgEoY0bSFwZERHVFlqtFhqN5p4/rxmY7iA7OxuNGzfGF198gREjRpRZXt4ZJl9fXwamaqA3GPHD3lR8seUUikqMUCrkGPNoU7zaLQBKK/5ugYiIKu9+AxO/krsDJycnNG/eHCkpKeUuV6lUUKlUNVxV/ZN4KQcTVxxD4qXSrzzD/J3x8eBgBLg5SFwZERHVJwxMd5CXl4czZ87gxRdflLqUeqmgWI+5W0/j//akwmAU0Nha4/0+rfBUex/e/42IiGocA9O/3nnnHfTr1w+NGzdGeno6pk2bBoVCgWeffVbq0uqd2FNX8P7KBFy8UQgAeCLEC1P7BcLd0UbiyoiIqL5iYPrXxYsX8eyzz+LatWtwc3ND586dsX//fri5uUldWr1xLU+HmetOYOWR0lYBDZ1s8eGA1ujZykPiyoiIqL5jYPrXb7/9JnUJ9ZYQAiuPXMJHa5Nwo6AEMhkw7BE/vNOrBexVfIsSEZH0+GlEkkq7VoD3VyVg9+mrAICWno6YPSQEbX2dpC2MiIjoFgxMJInbWwWorOR4K6IZXunSBNYKtgogIiLLwsBENe7YxWxM/DMBSZdLWwV0auqCWQOD4edqL3FlRERE5WNgohqTr9Pjiy2nsGhvKowCpa0C+rbCU6FsFUBERJaNgYlqxM7kLLy/MhGXsktbBQxo640PngiEqwObfxIRkeVjYKJqdT2/GB+tTTJrFTBzUBB6tHCXuDIiIqLKY2CiasFWAUREVJfwk4uq3Plr+Xh/ZSL2pPyvVUDM4GA81KiBxJURERHdHwYmqjIlBiP+b08q5m79X6uAN3s2w6iubBVARES1GwMTVYmjF7IxcUUCTrBVABER1UEMTPRA8nV6fL75FBbvK20V4GRnjSl9AzGkXUO2CiAiojqDgYnu246TWZiy6n+tAga29cYUtgogIqI6iIGJ7llWbhE+XJOEtccuAwB8Gthi5sAgdGerACIiqqMYmKjShBBY9s8FzFp3AtoiPeQyYERnf4x7rDnslHwrERFR3cVPOaqUs1fyMGlFAg6kXgcABDVUY/bgEAQ11EhcGRERUfVjYKK7KtYb8V3sGXy9IwXFeiNsrRUY/1hzDO/kByu2CiAionqCgYnu6ND5G5i04hhOZeYBALo2d8OsgUHwdbaTuDIiIqKaxcBEZeQWleCzTcn4af95CAG42CsxtV8g+rfxZqsAIiKqlxiYyMyWpEx8sCoRGdoiAMCQdj6Y0rcVGtgrJa6MiIhIOgxMBADI1BZh+l/HsSExAwDQ2MUOswYGo3MzV4krIyIikh4DUz1nNAos/TsNn2w8idwiPRRyGV7p0gRjI5rBxlohdXlEREQWgYGpHjuVmYtJKxJw6PwNAEAbHw1mDwlBKy+1xJURERFZFgameqioxID5O1KwMPYMSgwC9koF3u7VAlGP+EEh50XdREREt2Ngqmf2n72GySsScPZqPgAgopUHPhrYGl4aW4krIyIislwMTPVETkEJPl5/Ar//cwEA4O6owocDWiOytSdbBRAREVWAgamOE0JgXcJlTP8rCVfzdACA58IaYcLjLaGxtZa4OiIiotqBgakOu3ijAFNXH8f2k1kAgKbuDogZHIwOfs4SV0ZERFS7MDDVQQajwE9x5/DppmQUFBtgrZDh9e5N8XqPAKis2CqAiIjoXjEw1THJGbmYuOIYjqRlAwA6+DVAzOBgNHV3lLYwIiKiWoyBqY64vVWAg8oKE3u3xHMdG0HOVgFEREQPhIGpDjhw9homrUzA2StsFUBERFQdGJhqseyCYsSsP2lqFeDmqMKH/Vvj8SC2CiAiIqpKDEy1kBACa45dxodrjuNqXjEA4NmOjTDx8ZbQ2LFVABERUVWTS12ApZk/fz78/PxgY2ODsLAw/P3331KXZObijQKM+PEfvPnrEVzNK0YzdwcsHx2OmMHBDEtERETVhGeYbvH7779j/PjxWLhwIcLCwjB37lxERkYiOTkZ7u7uktamNxixeN85fL75FApLDFAq5Hi9RwBe794USivmXiIiouokE0IIqYuwFGFhYejQoQO++eYbAIDRaISvry/GjBmDiRMn3vW5Wq0WGo0GOTk5UKvVVVpX4qUcTFxxDImXtACAjv7O+HhQMJq6O1TpdoiIiOq6+/285hmmfxUXF+PQoUOYNGmSaZ5cLkdERATi4uLKjNfpdNDpdKZprVZbLXV9uukkFuw8A6MA1DZWmNynFZ5u78tWAURERDWI3+X86+rVqzAYDPDw8DCb7+HhgYyMjDLjY2JioNFoTA9fX99qqauBnRJGAfRr442tb3fDUPZVIiIiqnE8w3SfJk2ahPHjx5umtVpttYSmYY/4IbihBmFNXKp83URERFQ5DEz/cnV1hUKhQGZmptn8zMxMeHp6lhmvUqmgUqmqvS4rhZxhiYiISGL8Su5fSqUSoaGh2LZtm2me0WjEtm3bEB4eLmFlREREJDWeYbrF+PHjERUVhfbt26Njx46YO3cu8vPzMXz4cKlLIyIiIgkxMN3imWeewZUrVzB16lRkZGSgbdu22LhxY5kLwYmIiKh+YR+mKlKdfZiIiIioatzv5zWvYSIiIiKqAAMTERERUQUYmIiIiIgqwMBEREREVAEGJiIiIqIKMDARERERVYB9mKrIze4MWq1W4kqIiIjoTm5+Tt9rVyUGpiqSm5sLANVyA14iIiKqWrm5udBoNJUez8aVVcRoNCI9PR2Ojo6QyWRVum6tVgtfX19cuHCBTTGrCY9x9eMxrhk8ztWPx7hmVNdxFkIgNzcX3t7ekMsrf2USzzBVEblcDh8fn2rdhlqt5v+c1YzHuPrxGNcMHufqx2NcM6rjON/LmaWbeNE3ERERUQUYmIiIiIgqwMBUC6hUKkybNg0qlUrqUuosHuPqx2NcM3icqx+Pcc2wtOPMi76JiIiIKsAzTEREREQVYGAiIiIiqgADExEREVEFGJiIiIiIKsDAZOHmz58PPz8/2NjYICwsDH///bfUJUli165d6NevH7y9vSGTybBq1Sqz5UIITJ06FV5eXrC1tUVERAROnz5tNub69et4/vnnoVar4eTkhBEjRiAvL89szLFjx9ClSxfY2NjA19cXc+bMKVPL8uXL0bJlS9jY2CA4OBjr16+/51osUUxMDDp06ABHR0e4u7tj4MCBSE5ONhtTVFSE6OhouLi4wMHBAUOGDEFmZqbZmLS0NPTt2xd2dnZwd3fHu+++C71ebzZm586daNeuHVQqFZo2bYrFixeXqaei935larFECxYsQEhIiKkZX3h4ODZs2GBazmNc9WbPng2ZTIaxY8ea5vE4P5jp06dDJpOZPVq2bGlaXiePryCL9dtvvwmlUil++OEHcfz4cfHKK68IJycnkZmZKXVpNW79+vXi/fffFytWrBAAxMqVK82Wz549W2g0GrFq1Spx9OhR0b9/f+Hv7y8KCwtNYx5//HHRpk0bsX//frF7927RtGlT8eyzz5qW5+TkCA8PD/H888+LxMRE8euvvwpbW1vx3Xffmcbs3btXKBQKMWfOHJGUlCSmTJkirK2tRUJCwj3VYokiIyPFokWLRGJiooiPjxd9+vQRjRo1Enl5eaYxo0ePFr6+vmLbtm3in3/+EQ8//LB45JFHTMv1er0ICgoSERER4siRI2L9+vXC1dVVTJo0yTTm7Nmzws7OTowfP14kJSWJr7/+WigUCrFx40bTmMq89yuqxVL99ddfYt26deLUqVMiOTlZTJ48WVhbW4vExEQhBI9xVfv777+Fn5+fCAkJEW+99ZZpPo/zg5k2bZpo3bq1uHz5sulx5coV0/K6eHwZmCxYx44dRXR0tGnaYDAIb29vERMTI2FV0rs9MBmNRuHp6Sk+/fRT07zs7GyhUqnEr7/+KoQQIikpSQAQBw8eNI3ZsGGDkMlk4tKlS0IIIb799lvRoEEDodPpTGMmTJggWrRoYZp++umnRd++fc3qCQsLE6+++mqla6ktsrKyBAARGxsrhCjdD2tra7F8+XLTmBMnTggAIi4uTghRGmzlcrnIyMgwjVmwYIFQq9Wm4/ree++J1q1bm23rmWeeEZGRkabpit77lamlNmnQoIH4/vvveYyrWG5urmjWrJnYsmWL6Natmykw8Tg/uGnTpok2bdqUu6yuHl9+JWehiouLcejQIURERJjmyeVyREREIC4uTsLKLE9qaioyMjLMjpVGo0FYWJjpWMXFxcHJyQnt27c3jYmIiIBcLseBAwdMY7p27QqlUmkaExkZieTkZNy4ccM05tbt3BxzczuVqaW2yMnJAQA4OzsDAA4dOoSSkhKzfWvZsiUaNWpkdpyDg4Ph4eFhGhMZGQmtVovjx4+bxtztGFbmvV+ZWmoDg8GA3377Dfn5+QgPD+cxrmLR0dHo27dvmWPB41w1Tp8+DW9vbzRp0gTPP/880tLSANTd48vAZKGuXr0Kg8Fg9mYCAA8PD2RkZEhUlWW6eTzudqwyMjLg7u5uttzKygrOzs5mY8pbx63buNOYW5dXVEttYDQaMXbsWHTq1AlBQUEASvdNqVTCycnJbOzt+3+/x1Cr1aKwsLBS7/3K1GLJEhIS4ODgAJVKhdGjR2PlypUIDAzkMa5Cv/32Gw4fPoyYmJgyy3icH1xYWBgWL16MjRs3YsGCBUhNTUWXLl2Qm5tbZ4+v1T2NJqJ6ITo6GomJidizZ4/UpdRJLVq0QHx8PHJycvDHH38gKioKsbGxUpdVZ1y4cAFvvfUWtmzZAhsbG6nLqZN69+5t+nNISAjCwsLQuHFjLFu2DLa2thJWVn14hslCubq6QqFQlLmSPzMzE56enhJVZZluHo+7HStPT09kZWWZLdfr9bh+/brZmPLWces27jTm1uUV1WLp3njjDaxduxY7duyAj4+Pab6npyeKi4uRnZ1tNv72/b/fY6hWq2Fra1up935larFkSqUSTZs2RWhoKGJiYtCmTRvMmzePx7iKHDp0CFlZWWjXrh2srKxgZWWF2NhYfPXVV7CysoKHhwePcxVzcnJC8+bNkZKSUmffxwxMFkqpVCI0NBTbtm0zzTMajdi2bRvCw8MlrMzy+Pv7w9PT0+xYabVaHDhwwHSswsPDkZ2djUOHDpnGbN++HUajEWFhYaYxu3btQklJiWnMli1b0KJFCzRo0MA05tbt3BxzczuVqcVSCSHwxhtvYOXKldi+fTv8/f3NloeGhsLa2tps35KTk5GWlmZ2nBMSEszC6ZYtW6BWqxEYGGgac7djWJn3fmVqqU2MRiN0Oh2PcRXp2bMnEhISEB8fb3q0b98ezz//vOnPPM5VKy8vD2fOnIGXl1fdfR/f0yXiVKN+++03oVKpxOLFi0VSUpIYNWqUcHJyMvtVQX2Rm5srjhw5Io4cOSIAiC+++EIcOXJEnD9/XghR+lN+JycnsXr1anHs2DExYMCActsKPPTQQ+LAgQNiz549olmzZmZtBbKzs4WHh4d48cUXRWJiovjtt9+EnZ1dmbYCVlZW4rPPPhMnTpwQ06ZNK7etQEW1WKLXXntNaDQasXPnTrOfChcUFJjGjB49WjRq1Ehs375d/PPPPyI8PFyEh4eblt/8qXCvXr1EfHy82Lhxo3Bzcyv3p8LvvvuuOHHihJg/f365PxWu6L1fUS2WauLEiSI2NlakpqaKY8eOiYkTJwqZTCY2b94shOAxri63/kpOCB7nB/X222+LnTt3itTUVLF3714REREhXF1dRVZWlhCibh5fBiYL9/XXX4tGjRoJpVIpOnbsKPbv3y91SZLYsWOHAFDmERUVJYQo/Tn/Bx98IDw8PIRKpRI9e/YUycnJZuu4du2aePbZZ4WDg4NQq9Vi+PDhIjc312zM0aNHRefOnYVKpRINGzYUs2fPLlPLsmXLRPPmzYVSqRStW7cW69atM1temVosUXnHF4BYtGiRaUxhYaF4/fXXRYMGDYSdnZ0YNGiQuHz5stl6zp07J3r37i1sbW2Fq6urePvtt0VJSYnZmB07doi2bdsKpVIpmjRpYraNmyp671emFkv08ssvi8aNGwulUinc3NxEz549TWFJCB7j6nJ7YOJxfjDPPPOM8PLyEkqlUjRs2FA888wzIiUlxbS8Lh5fmRBC3Ns5KSIiIqL6hdcwEREREVWAgYmIiIioAgxMRERERBVgYCIiIiKqAAMTERERUQUYmIiIiIgqwMBEREREVAEGJiKq9TIyMvDYY4/B3t6+zF3JLcWwYcMwcOBAqcsgovvEwEREFuV+gsWXX36Jy5cvIz4+HqdOnarSenbu3AmZTFbm5p1EVL9YSV0AEdGDOnPmDEJDQ9GsWbP7XkdxcTGUSmUVVkVEdQnPMBGRRevevTvefPNNvPfee3B2doanpyemT59uWu7n54c///wTP/30E2QyGYYNGwYAyM7OxsiRI+Hm5ga1Wo1HH30UR48eNT1v+vTpaNu2Lb7//nv4+/vDxsamUvUsXrwYTk5O2LRpE1q1agUHBwc8/vjjuHz5smmMwWDA+PHj4eTkBBcXF7z33nu4/S5URqMRMTEx8Pf3h62tLdq0aYM//vgDACCEQEREBCIjI03Pu379Onx8fDB16tT7OYxE9IAYmIjI4v3444+wt7fHgQMHMGfOHHz44YfYsmULAODgwYN4/PHH8fTTT+Py5cuYN28eAOCpp55CVlYWNmzYgEOHDqFdu3bo2bMnrl+/blpvSkoK/vzzT6xYsQLx8fGVrqegoACfffYZfv75Z+zatQtpaWl45513TMs///xzLF68GD/88AP27NmD69evY+XKlWbriImJwU8//YSFCxfi+PHjGDduHF544QXExsZCJpPhxx9/xMGDB/HVV18BAEaPHo2GDRsyMBFJ5Z5v10tEVI2ioqLEgAEDTNPdunUTnTt3NhvToUMHMWHCBNP0gAEDRFRUlGl69+7dQq1Wi6KiIrPnBQQEiO+++04IIcS0adOEtbW1yMrKums9O3bsEADEjRs3hBBCLFq0SAAwuzP7/PnzhYeHh2nay8tLzJkzxzRdUlIifHx8TPtVVFQk7OzsxL59+8y2NWLECPHss8+appctWyZsbGzExIkThb29vTh16tRdayWi6sNrmIjI4oWEhJhNe3l5ISsr647jjx49iry8PLi4uJjNLywsxJkzZ0zTjRs3hpub2z3XY2dnh4CAgHLrycnJweXLlxEWFmZabmVlhfbt25u+XktJSUFBQQEee+wxs/UWFxfjoYceMk0/9dRTWLlyJWbPno0FCxY80DVaRPRgGJiIyOJZW1ubTctkMhiNxjuOz8vLg5eXF3bu3Flm2a1tB+zt7ausHnHbNUp3k5eXBwBYt24dGjZsaLZMpVKZ/lxQUIBDhw5BoVDg9OnT91UrEVUNBiYiqnPatWuHjIwMWFlZwc/Pr0a3rdFo4OXlhQMHDqBr164AAL1eb7qOCgACAwOhUqmQlpaGbt263XFdb7/9NuRyOTZs2IA+ffqgb9++ePTRR2tkP4jIHAMTEdU5ERERCA8Px8CBAzFnzhw0b94c6enpWLduHQYNGoT27dtX6/bfeustzJ49G82aNUPLli3xxRdfmPVxcnR0xDvvvINx48bBaDSic+fOyMnJwd69e6FWqxEVFYV169bhhx9+QFxcHNq1a4d3330XUVFROHbsGBo0aFCt9RNRWfyVHBHVOTKZDOvXr0fXrl0xfPhwNG/eHEOHDsX58+fh4eFR7dt/++238eKLLyIqKgrh4eFwdHTEoEGDzMZ89NFH+OCDDxATE4NWrVrh8ccfx7p16+Dv748rV65gxIgRmD59uums1IwZM+Dh4YHRo0dXe/1EVJZM3MsX70RERET1EM8wEREREVWAgYmIiIioAgxMRERERBVgYCIiIiKqAAMTERERUQUYmIiIiIgqwMBEREREVAEGJiIiIqIKMDARERERVYCBiYiIiKgCDExEREREFWBgIiIiIqoAAxMRERFRBRiYiIiIiCrAwERERERUAQYmIiIiogowMBERERFVgIGJqA4YNmwY/Pz8pC7jrqZPnw6ZTCZ1GdVKJpPhjTfekLoMIqoGDExENeRmYLh69Wq5y4OCgtC9e/eaLaoe27dvH6ZPn47s7GypS6EqkJSUhOnTp+PcuXNSl0J1FAMTUR3w3//+F8nJyVKXcVdTpkxBYWGh1GWY7Nu3DzNmzGBgqiOSkpIwY8YMBiaqNlZSF0BED87a2lrqEipkZWUFKyv+lUNEtRPPMBFZqJ07d0Imk2HZsmWYNWsWfHx8YGNjg549eyIlJcVsbHnXMGVnZ2PYsGHQaDRwcnJCVFQU4uPjIZPJsHjxYtO47t27l/tVYHnrNBqNmDt3Llq3bg0bGxt4eHjg1VdfxY0bNyrcn/KuYbp5zc+qVasQFBQElUqF1q1bY+PGjeU+9+TJk3j66aehVqvh4uKCt956C0VFRaZx586dK7N/t25r+vTppvW9++67AAB/f3/IZDLIZLK7np04ffo0hgwZAk9PT9jY2MDHxwdDhw5FTk5OmbEV7c/58+fx+uuvo0WLFrC1tYWLiwueeuqpMttfvHgxZDIZdu3ahVdffRUuLi5Qq9V46aWXyj3mGzZsQJcuXWBvbw9HR0f07dsXx48fNxuTkZGB4cOHw8fHByqVCl5eXhgwYEClzszcPP5ubm6wtbVFixYt8P7775uNOXLkCHr37g21Wg0HBwf07NkT+/fvNxtzp+vZbu7vrbX4+fnhiSeewJ49e9CxY0fY2NigSZMm+Omnn8ye99RTTwEAevToYXo9d+7cWeE+EVUW/7lHZOFmz54NuVyOd955Bzk5OZgzZw6ef/55HDhw4I7PEUJgwIAB2LNnD0aPHo1WrVph5cqViIqKeqBaXn31VSxevBjDhw/Hm2++idTUVHzzzTc4cuQI9u7de19nuvbs2YMVK1bg9ddfh6OjI7766isMGTIEaWlpcHFxMRv79NNPw8/PDzExMdi/fz+++uor3Lhxw+zDszIGDx6MU6dO4ddff8WXX34JV1dXAICbm1u544uLixEZGQmdTocxY8bA09MTly5dwtq1a5GdnQ2NRnNP+3Pw4EHs27cPQ4cOhY+PD86dO4cFCxage/fuSEpKgp2dndn233jjDTg5OWH69OlITk7GggULcP78eVOoBoCff/4ZUVFRiIyMxCeffIKCggIsWLAAnTt3xpEjR0zhd8iQITh+/DjGjBkDPz8/ZGVlYcuWLUhLS7vrDweOHTuGLl26wNraGqNGjYKfnx/OnDmDNWvWYNasWQCA48ePo0uXLlCr1XjvvfdgbW2N7777Dt27d0dsbCzCwsLu6XW6KSUlBU8++SRGjBiBqKgo/PDDDxg2bBhCQ0PRunVrdO3aFW+++Sa++uorTJ48Ga1atQIA03+JqoQgohoxbdo0AUBcuXKl3OWtW7cW3bp1M03v2LFDABCtWrUSOp3ONH/evHkCgEhISDDNi4qKEo0bNzZNr1q1SgAQc+bMMc3T6/WiS5cuAoBYtGiRaX63bt3Mtnunde7evVsAEEuWLDEbt3HjxnLn32n/bwVAKJVKkZKSYpp39OhRAUB8/fXXZZ7bv39/s+e//vrrAoA4evSoEEKI1NTUMvt367amTZtmmv70008FAJGamnrXuoUQ4siRIwKAWL58+V3HVXZ/CgoKyjw3Li5OABA//fSTad6iRYsEABEaGiqKi4tN8+fMmSMAiNWrVwshhMjNzRVOTk7ilVdeMVtnRkaG0Gg0pvk3btwQAMSnn35a4T7frmvXrsLR0VGcP3/ebL7RaDT9eeDAgUKpVIozZ86Y5qWnpwtHR0fRtWtX07zy3gu37u+tr0njxo0FALFr1y7TvKysLKFSqcTbb79tmrd8+XIBQOzYseOe942oMviVHJGFGz58OJRKpWm6S5cuAICzZ8/e8Tnr16+HlZUVXnvtNdM8hUKBMWPG3Hcdy5cvh0ajwWOPPYarV6+aHqGhoXBwcMCOHTvua70REREICAgwTYeEhECtVpe7f9HR0WbTN/dn/fr197Xtyrp5BmnTpk0oKCi469jK7I+tra3pzyUlJbh27RqaNm0KJycnHD58uMw6R40aZXb27rXXXoOVlZVpv7ds2YLs7Gw8++yzZq+NQqFAWFiY6bWxtbWFUqnEzp07K/U16k1XrlzBrl278PLLL6NRo0Zmy26e4TIYDNi8eTMGDhyIJk2amJZ7eXnhueeew549e6DVaiu9zVsFBgaa3vdA6ZnAFi1a3PX/AaKqxsBEZEHKu67j9g+oBg0aAMBdP/DOnz8PLy8vODg4mM1v0aLFfdd2+vRp5OTkwN3dHW5ubmaPvLw8ZGVl3dd6b98/oHQfy9u/Zs2amU0HBARALpdX+y+j/P39MX78eHz//fdwdXVFZGQk5s+fX+71S5XZn8LCQkydOhW+vr5QqVRwdXWFm5sbsrOzy13n7fvt4OAALy8v036fPn0aAPDoo4+WeW02b95sem1UKhU++eQTbNiwAR4eHujatSvmzJmDjIyMu+7/zWASFBR0xzFXrlxBQUFBue+xVq1awWg04sKFC3fdzp3cy3uEqLrwGiaiGmJjYwMAd/xpfUFBgWnMrRQKRbnjhRBVUpdMJit3XQaDwWzaaDTC3d0dS5YsKXc9d7r+pyIPsn/lXURentv35X58/vnnGDZsGFavXo3NmzfjzTffNF1L5ePjYxpXmf0ZM2YMFi1ahLFjxyI8PBwajQYymQxDhw6F0Wi859puPufnn3+Gp6dnmeW3/jpx7Nix6NevH1atWoVNmzbhgw8+QExMDLZv346HHnronrd9P+71daru/weIKoOBiaiGNG7cGACQnJwMX19fs2UFBQW4cOECevXqVWXb2rZtG/Ly8szOMpXXq6lBgwblfrVx/vx5s+mAgABs3boVnTp1MvtKqSadPn0a/v7+pumUlBQYjUbTxco3z77d3lvp9n0B7vyhfTfBwcEIDg7GlClTsG/fPnTq1AkLFy7EzJkz72k9f/zxB6KiovD555+b5hUVFd2xJ9Tp06fRo0cP03ReXh4uX76MPn36AIDpK0B3d3dERERUuP2AgAC8/fbbePvtt3H69Gm0bdsWn3/+OX755Zdyx9/8ii0xMfGO63Rzc4OdnV2577GTJ09CLpeb3ve3vk5OTk6mceW9TpVV17vIk/T4lRxRDenZsyeUSiUWLFhQ5izCf/7zH+j1evTu3btKttWnTx/o9XosWLDANM9gMODrr78uMzYgIAAnT57ElStXTPOOHj2KvXv3mo17+umnYTAY8NFHH5VZh16vr5EGkPPnzzebvrk/N4+bWq2Gq6srdu3aZTbu22+/LbMue3t7AGXDVXm0Wi30er3ZvODgYMjlcuh0ukrXf5NCoShzduTrr7++4xmW//znPygpKTFNL1iwwOz9EhkZCbVajY8//ths3E03X9uCggKzNgxA6evv6Oh41/1wc3ND165d8cMPPyAtLc1s2c39UCgU6NWrF1avXm32FWlmZiaWLl2Kzp07Q61Wm7YJwOx1ys/Px48//njHGipyL68n0f3gGSaiGuLu7o6pU6diypQp6Nq1K/r37w87Ozvs27cPv/76K3r16oV+/fpVybb69euHTp06YeLEiTh37hwCAwOxYsWKcq+Pefnll/HFF18gMjISI0aMQFZWFhYuXIjWrVubXaTbrVs3vPrqq4iJiUF8fDx69eoFa2trnD59GsuXL8e8efPw5JNPVkn9d5Kamor+/fvj8ccfR1xcHH755Rc899xzaNOmjWnMyJEjMXv2bIwcORLt27fHrl27cOrUqTLrCg0NBQC8//77GDp0KKytrdGvXz/TB++ttm/fjjfeeANPPfUUmjdvDr1ej59//hkKhQJDhgy55/144okn8PPPP0Oj0SAwMBBxcXHYunVrmTYKNxUXF6Nnz554+umnkZycjG+//RadO3dG//79AZQGxQULFuDFF19Eu3btMHToULi5uSEtLQ3r1q1Dp06d8M033+DUqVOm9QQGBsLKygorV65EZmYmhg4deteav/rqK3Tu3Bnt2rXDqFGj4O/vj3PnzmHdunWIj48HAMycORNbtmxB586d8frrr8PKygrfffcddDod5syZY1pXr1690KhRI4wYMQLvvvsuFAoFfvjhB1PN96Nt27ZQKBT45JNPkJOTA5VKhUcffRTu7u73tT6iMiT8hR5RvfTLL7+Ihx9+WNjb2wuVSiVatmwpZsyYIYqKiszG3WwrcPtP2cv76fztLQCEEOLatWvixRdfFGq1Wmg0GvHiiy+afh5/+8/uf/nlF9GkSROhVCpF27ZtxaZNm8pdpxBC/Oc//xGhoaHC1tZWODo6iuDgYPHee++J9PT0u+73ndoKREdHlxnbuHFjERUVVea5SUlJ4sknnxSOjo6iQYMG4o033hCFhYVmzy0oKBAjRowQGo1GODo6iqefflpkZWWVaSsghBAfffSRaNiwoZDL5XdtMXD27Fnx8ssvi4CAAGFjYyOcnZ1Fjx49xNatW+9rf27cuCGGDx8uXF1dhYODg4iMjBQnT54sM+7mz+xjY2PFqFGjRIMGDYSDg4N4/vnnxbVr18psZ8eOHSIyMlJoNBphY2MjAgICxLBhw8Q///wjhBDi6tWrIjo6WrRs2VLY29sLjUYjwsLCxLJly8rd79slJiaKQYMGCScnJ2FjYyNatGghPvjgA7Mxhw8fFpGRkcLBwUHY2dmJHj16iH379pVZ16FDh0RYWJhQKpWiUaNG4osvvrhjW4G+ffuWeX557TD++9//iiZNmgiFQsEWA1TlZELwqjmi+uLcuXPw9/fHokWLMGzYMKnLqbTp06djxowZuHLliqnJZH1ws0nowYMH0b59e6nLIarXeA0TERERUQUYmIiIiIgqwMBEREREVAFew0RERERUAZ5hIiIiIqoAAxMRERFRBRiYiIiIiCrATt9VxGg0Ij09HY6OjrynERERkYUSQiA3Nxfe3t6Qyyt/3oiBqYqkp6eXuaEqERERWaYLFy7Ax8en0uMZmKqIo6MjgNIX4OYNJomIiMiyaLVa+Pr6mj63K4uBqYrc/BpOrVYzMBEREVm4e718hhd9ExEREVWAgYmIiIioAgxMRERERBVgYCIiIiKqAAMTERERUQUYmIiIiIgqwMBEREREVAGLCUyzZ8+GTCbD2LFjTfOKiooQHR0NFxcXODg4YMiQIcjMzDR7XlpaGvr27Qs7Ozu4u7vj3XffhV6vNxuzc+dOtGvXDiqVCk2bNsXixYvLbH/+/Pnw8/ODjY0NwsLC8Pfff1fHbhIREVEtZBGB6eDBg/juu+8QEhJiNn/cuHFYs2YNli9fjtjYWKSnp2Pw4MGm5QaDAX379kVxcTH27duHH3/8EYsXL8bUqVNNY1JTU9G3b1/06NED8fHxGDt2LEaOHIlNmzaZxvz+++8YP348pk2bhsOHD6NNmzaIjIxEVlZW9e88ERERWT4hsdzcXNGsWTOxZcsW0a1bN/HWW28JIYTIzs4W1tbWYvny5aaxJ06cEABEXFycEEKI9evXC7lcLjIyMkxjFixYINRqtdDpdEIIId577z3RunVrs20+88wzIjIy0jTdsWNHER0dbZo2GAzC29tbxMTEVHo/cnJyBACRk5NT+Z0nIiKiMopK9KKwWC/0BmOVr/t+P68lvzVKdHQ0+vbti4iICMycOdM0/9ChQygpKUFERIRpXsuWLdGoUSPExcXh4YcfRlxcHIKDg+Hh4WEaExkZiddeew3Hjx/HQw89hLi4OLN13Bxz86u/4uJiHDp0CJMmTTItl8vliIiIQFxc3B3r1ul00Ol0pmmtVnvfx4CIqocQAiUGgSK9AYXFpQ+d3ogSgxF6o4DeYESJQaDEYITBKKA3ChiMxn//K6D/d1mJwfjv8wR0egMM/y43CAEhYJoWonSeUQDGf9dn/HeM8eZ8UTrOaPzfPCGE6c96o9G0TPy7D0IAAjCtS5iWwWz9uHXeLePvdGzKnX/X43mH+Xd51p23f5cN3XFdd9nOPW6/9Dl3OAZ3fc69b+dOz7q/7VTxMbiP98GdFt79vXNvdRcUGwAALzzcCDMHBt+tmhojaWD67bffcPjwYRw8eLDMsoyMDCiVSjg5OZnN9/DwQEZGhmnMrWHp5vKby+42RqvVorCwEDdu3IDBYCh3zMmTJ+9Ye0xMDGbMmFG5HSUiAP8LMDp9aXApLDYgp7DE9MjT6VGsN5Y+DEYUlRhQVHLzv6WPwhIDCkuM0JUYUKQv/W+xvjTQ6PRGFOsNphCkN97HpzIRWYyQhk5Sl2AiWWC6cOEC3nrrLWzZsgU2NjZSlXHfJk2ahPHjx5umb979mKguK9Ybbwk4xbiaV4zr+cXIK9Ijt6gEuTo98nV63CgogbawBPnFehQUG5CvK/1vYbFBshAjlwG21gqorBWwkstgrZDDWiGDlUIOa4UcVnIZFHLZ//6rkEEhl0OpkEFpJf93fOlDqZBBLpdBISv9r1wmg0IOyGU3/yyDXAZYKeSQy0rny2Qy05/lMvw7LbtlOUzPVchLp2W4ObZ0vAz/G1vuvH/H4+Y6ASjkd77B6J3vPXrvz7nbbUzvdJPTuz/nTtu5n/2pme3cbft3Wt/dn3Pv27nTs+5vO3c5BneroIqOqY21Am6OqrtsqWZJFpgOHTqErKwstGvXzjTPYDBg165d+Oabb7Bp0yYUFxcjOzvb7CxTZmYmPD09AQCenp5lfs1281d0t465/Zd1mZmZUKvVsLW1hUKhgEKhKHfMzXWUR6VSQaWynBeS6H7p9AZk5BQhPbsI6dmFuJqnw/WCYlzPK8bVPB2u5Rcjp7AE1/KKkafTV7zCe2BjLYfG1hqONtZwsrWGo40VlFZyKK0UUCrksLGWQ2WlgI21HLbWCtgqSwOPrbXCbJnKSlH6PIUcSis5VKaAUxqIVP/Ou9e7kxMR3SRZYOrZsycSEhLM5g0fPhwtW7bEhAkT4OvrC2tra2zbtg1DhgwBACQnJyMtLQ3h4eEAgPDwcMyaNQtZWVlwd3cHAGzZsgVqtRqBgYGmMevXrzfbzpYtW0zrUCqVCA0NxbZt2zBw4EAAgNFoxLZt2/DGG29U2/4T1YRivRGns3Jx4XoBLmUXIVNbhEs3CnHxRgGu5hXjRkGx6VqBypLJAEeVFTR21nC2V8HVXgm1rTUcVFZwsLGCg8oKGltraGyt4WBjBVtrBRxUVrBTlgYeO2srqKxLw438Lmc/iIgsiWSBydHREUFBQWbz7O3t4eLiYpo/YsQIjB8/Hs7OzlCr1RgzZgzCw8Px8MMPAwB69eqFwMBAvPjii5gzZw4yMjIwZcoUREdHm87+jB49Gt988w3ee+89vPzyy9i+fTuWLVuGdevWmbY7fvx4REVFoX379ujYsSPmzp2L/Px8DB8+vIaOBtGDKSox4FRmLlKy8nD+WgFSsvJw5koeUrLyKvUVmMpKDi+NDRo2sIW7ow0a2CnhbG8NN0cVnO1VcLa3hpOdEi72SqhtrBl0iKjekfxXcnfz5ZdfQi6XY8iQIdDpdIiMjMS3335rWq5QKLB27Vq89tprCA8Ph729PaKiovDhhx+axvj7+2PdunUYN24c5s2bBx8fH3z//feIjIw0jXnmmWdw5coVTJ06FRkZGWjbti02btxY5kJwIqkZjQKns/JwOisX568VIPVqPk5maHE8XXvHX8KobazQxM0BDZ1s4aG2gbeTDRo528HFQQkXexU0ttZwsrPm11VERHchE3f7rR9VmlarhUajQU5ODtRqtdTlUB2RU1iCQ+ev49jFHOw/ew0JF3OQf4ev0JztlWjq7oAmrvYIcHOAn6s9Wnk5oqGTLcMQEdG/7vfz2qLPMBHVNxk5Rdh/9hp2n76K+As3cOZKfpkx9koFWng6orGLPfxc7NHEzR6hjRvAS2PDYEREVE0YmIgkVFRiQNyZa9h35ir2plxD0uWyDVB9nW0R2qgB2vs5o71fAzR1c4CVwiLuakREVG8wMBHVsBv5xdiRnIWdyVew42QWcm/7qX5LT0f0aOmO9o0boI2vE1wd2L6CiEhqDExENSA9uxDbT2bhr/h0/HP+Om794Zqn2gZdmrmiczNXPBLgalGN2oiIqBQDE1E1uZxTiPUJGVhzNB3xF7LNlrX0dET3Fu6IaOWOdo0a8Gf6REQWjoGJqArlFJRgXcJlrDmajriz10zzFXIZQnw0iGjlgf5tvOHrbCdhlUREdK8YmIgeUInBiH1nruGX/ecRm3wFxQYjgNKO2G18nPBEiBf6t/WGu2Ptu2ciERGVYmAiuk96gxErj1zCvG2ncfFGoWl+S09H9GvjzTNJRER1CAMT0T0qLDZg2T8X8H97UpF2vQAA4GRnjYFtG+Lp9r4I9GbjUiKiuoaBiaiScgpK8N2uM/j17zTcKCgBALjYK/FK1yZ4Kbwx7JT834mIqK7i3/BEFSgsNmDp32lYsDMFV/OKAQANnWwxqmsTPNXeh0GJiKge4N/0RHcghMDyQxfxyYaTuJZfGpQC3OzxbmRLRLRyZ7dtIqJ6hIGJqBz7zlzFp5uScSQtG0DpGaXoHk3xZKgPlFYMSkRE9Q0DE9EtLmUXYubaJGxIzAAA2For8GbPZhjZxR/WPKNERFRvMTARofTrtx/3ncOcTckoKDZALgOe7dgIb/ZsBg81+ycREdV3DExU7+UWlWDiigSsO3YZANC+cQNM798aQQ01EldGRESWgoGJ6rUtSZmY/tdxXMouhEIuw7uRLTCqSxPe242IiMwwMFG9lFNQgsmr/ndWyUtjg/nPt0O7Rg0kroyIiCwRAxPVO8cuZmPkj/8gK1cHmQwY/og/3u7VHPYq/u9ARETl4ycE1RtCCCyIPYPPNiXDKAA/Fzt8/Ww7BPvwWiUiIro7BiaqF/J0esz46ziWH7oIAOgT7ImPBwXDyU4pcWVERFQbMDBRnZd2rQAjfzqIU5l5kMmAKX0DMaKzv9RlERFRLcLARHVa4qUcvPh/B3CjoASuDkp8NfQhPNLUVeqyiIiolmFgojprQ8JlvPvHMeTp9AhuqMF3L4bC28lW6rKIiKgWkvReDwsWLEBISAjUajXUajXCw8OxYcMG0/Lu3btDJpOZPUaPHm22jrS0NPTt2xd2dnZwd3fHu+++C71ebzZm586daNeuHVQqFZo2bYrFixeXqWX+/Pnw8/ODjY0NwsLC8Pfff1fLPlP1E0Lgv7vO4rUlh5Gn06OjvzN+GRnGsERERPdN0sDk4+OD2bNn49ChQ/jnn3/w6KOPYsCAATh+/LhpzCuvvILLly+bHnPmzDEtMxgM6Nu3L4qLi7Fv3z78+OOPWLx4MaZOnWoak5qair59+6JHjx6Ij4/H2LFjMXLkSGzatMk05vfff8f48eMxbdo0HD58GG3atEFkZCSysrJq5kBQlTEaBT5aewKz1p8AAAx7xA9LR4ZBY2stcWVERFSbyYQQQuoibuXs7IxPP/0UI0aMQPfu3dG2bVvMnTu33LEbNmzAE088gfT0dHh4eAAAFi5ciAkTJuDKlStQKpWYMGEC1q1bh8TERNPzhg4diuzsbGzcuBEAEBYWhg4dOuCbb74BABiNRvj6+mLMmDGYOHFiperWarXQaDTIycmBWq1+gCNA98toFBj7ezz+OpoOmQyY8HhLvNq1CWQydu0mIqJS9/t5bTG3XzcYDPjtt9+Qn5+P8PBw0/wlS5bA1dUVQUFBmDRpEgoKCkzL4uLiEBwcbApLABAZGQmtVms6SxUXF4eIiAizbUVGRiIuLg4AUFxcjEOHDpmNkcvliIiIMI0hy6fTGzDmtyP462g6rOQyfPpkG4zuFsCwREREVULyi74TEhIQHh6OoqIiODg4YOXKlQgMDAQAPPfcc2jcuDG8vb1x7NgxTJgwAcnJyVixYgUAICMjwywsATBNZ2Rk3HWMVqtFYWEhbty4AYPBUO6YkydP3rFunU4HnU5nmtZqtfd5BOhBlRiMePPXI9h0PBNWchnmDm2LJ0K8pS6LiIjqEMkDU4sWLRAfH4+cnBz88ccfiIqKQmxsLAIDAzFq1CjTuODgYHh5eaFnz544c+YMAgICJKwaiImJwYwZMyStgYBi/f/CktJKjv+8GIruLdylLouIiOoYyb+SUyqVaNq0KUJDQxETE4M2bdpg3rx55Y4NCwsDAKSkpAAAPD09kZmZaTbm5rSnp+ddx6jVatja2sLV1RUKhaLcMTfXUZ5JkyYhJyfH9Lhw4cI97DVVhWK9Ea8vOYyNxzNgrZBhwfPtGJaIiKhaSB6Ybmc0Gs2+6rpVfHw8AMDLywsAEB4ejoSEBLNfs23ZsgVqtdr0tV54eDi2bdtmtp4tW7aYrpNSKpUIDQ01G2M0GrFt2zaza6lup1KpTO0Qbj6o5hiNAu8sP4qtJzKhVMjx3Yuh6NnKo+InEhER3QdJv5KbNGkSevfujUaNGiE3NxdLly7Fzp07sWnTJpw5cwZLly5Fnz594OLigmPHjmHcuHHo2rUrQkJCAAC9evVCYGAgXnzxRcyZMwcZGRmYMmUKoqOjoVKpAACjR4/GN998g/feew8vv/wytm/fjmXLlmHdunWmOsaPH4+oqCi0b98eHTt2xNy5c5Gfn4/hw4dLclzo7oQQeH9VIv46mg6FXIaFL7bDoy0ZloiIqBoJCb388suicePGQqlUCjc3N9GzZ0+xefNmIYQQaWlpomvXrsLZ2VmoVCrRtGlT8e6774qcnByzdZw7d0707t1b2NraCldXV/H222+LkpISszE7duwQbdu2FUqlUjRp0kQsWrSoTC1ff/21aNSokVAqlaJjx45i//7997QvOTk5AkCZ+qjqfbP9tGg8Ya1oPGGt+PPQBanLISKiWuR+P68trg9TbcU+TDVjdfwljP09HkIAHw1ojRfD/aQuiYiIapFa34eJqCKxp65g/LKjEAJ4KbwxwxIREdUYBiaqFc5dzcebvx6BwSgwsK03pvVrLXVJRERUjzAwkcUzGAXe/eMocgpL0NbXCZ88GQKFnB28iYio5jAwkcVbsDMFB8/dgJ1Sga+GPgSVlULqkoiIqJ5hYCKLlnAxB19tK21UOqN/azRysZO4IiIiqo8YmMhiFRTrMW5ZPIoNRvQK9MCToT5Sl0RERPUUAxNZrCkrE5GSlQc3RxU+GRICmYzXLRERkTQYmMgirTxyESuOXIJcBnz97ENoYK+UuiQiIqrHGJjI4mRqizBjTRIA4M2ezfBwExeJKyIiovqOgYksit5gxFu/HUF2QQlaeanxRo+mUpdERETEwESW5avtKdh/9jpsrRX49vl2sFLwLUpERNLjpxFZjMNpN/DtjtIWArOHBMPf1V7iioiIiEoxMJFFyNPp8fayo9AbBfoEe2JA24ZSl0RERGTCwEQW4dONJ5F6NR+eahvEDA6RuhwiIiIzDEwkuaMXsvHLgTQAwGdPtYHG1lriioiIiMwxMJGk9AYj3l+VAINRoF8bb3Ru5ip1SURERGUwMJGkfjt4AYmXtFDbWOGDJ1pJXQ4REVG5GJhIMkUlBszdegoAMP6x5nB3tJG4IiIiovIxMJFkvt15BlfzitHQyRbPP9xY6nKIiIjuiIGJJHHxRgEWxp4BAEzu0wrWbFBJREQWjJ9SJImP159Asd6Ih5s4o0+wp9TlEBER3RUDE9W4+AvZWJ+QAbkMmNavNWQymdQlERER3RUDE9UoIQQ+3XQSADDwoYZo5aWWuCIiIqKKMTBRjdp6Igt7U65BqZBjXERzqcshIiKqFEkD04IFCxASEgK1Wg21Wo3w8HBs2LDBtLyoqAjR0dFwcXGBg4MDhgwZgszMTLN1pKWloW/fvrCzs4O7uzveffdd6PV6szE7d+5Eu3btoFKp0LRpUyxevLhMLfPnz4efnx9sbGwQFhaGv//+u1r2uT4zGAVi1p8AAIzo4g9fZzuJKyIiIqocSQOTj48PZs+ejUOHDuGff/7Bo48+igEDBuD48eMAgHHjxmHNmjVYvnw5YmNjkZ6ejsGDB5uebzAY0LdvXxQXF2Pfvn348ccfsXjxYkydOtU0JjU1FX379kWPHj0QHx+PsWPHYuTIkdi0aZNpzO+//47x48dj2rRpOHz4MNq0aYPIyEhkZWXV3MGoB1YduYSzV/PRwM4ar3UPkLocIiKiyhMWpkGDBuL7778X2dnZwtraWixfvty07MSJEwKAiIuLE0IIsX79eiGXy0VGRoZpzIIFC4RarRY6nU4IIcR7770nWrdubbaNZ555RkRGRpqmO3bsKKKjo03TBoNBeHt7i5iYmErXnZOTIwCInJyce9vheqKoRC+6fLJdNJ6wVny7I0XqcoiIqJ66389ri7mGyWAw4LfffkN+fj7Cw8Nx6NAhlJSUICIiwjSmZcuWaNSoEeLi4gAAcXFxCA4OhoeHh2lMZGQktFqt6SxVXFyc2Tpujrm5juLiYhw6dMhsjFwuR0REhGkMPbjFe88h7XoB3B1VeCmcTSqJiKh2sZK6gISEBISHh6OoqAgODg5YuXIlAgMDER8fD6VSCScnJ7PxHh4eyMjIAABkZGSYhaWby28uu9sYrVaLwsJC3LhxAwaDodwxJ0+evGPdOp0OOp3ONK3Vau9tx+uRPJ0e3+4sbVL5bmQL2Kskf9sRERHdE8nPMLVo0QLx8fE4cOAAXnvtNURFRSEpKUnqsioUExMDjUZjevj6+kpdksX6Oe48cgpL0MTNHoPb+UhdDhER0T2TPDAplUo0bdoUoaGhiImJQZs2bTBv3jx4enqiuLgY2dnZZuMzMzPh6VnaGdrT07PMr+ZuTlc0Rq1Ww9bWFq6urlAoFOWOubmO8kyaNAk5OTmmx4ULF+5r/+u67IJifLer9OzS692bQiFnk0oiIqp9JA9MtzMajdDpdAgNDYW1tTW2bdtmWpacnIy0tDSEh4cDAMLDw5GQkGD2a7YtW7ZArVYjMDDQNObWddwcc3MdSqUSoaGhZmOMRiO2bdtmGlMelUplaodw80Fl/bL/PLILStDU3QED23pLXQ4REdF9kfRikkmTJqF3795o1KgRcnNzsXTpUuzcuRObNm2CRqPBiBEjMH78eDg7O0OtVmPMmDEIDw/Hww8/DADo1asXAgMD8eKLL2LOnDnIyMjAlClTEB0dDZVKBQAYPXo0vvnmG7z33nt4+eWXsX37dixbtgzr1q0z1TF+/HhERUWhffv26NixI+bOnYv8/HwMHz5ckuNSVxSVGLB43zkAwBs9msKKN9glIqJaStLAlJWVhZdeegmXL1+GRqNBSEgINm3ahMceewwA8OWXX0Iul2PIkCHQ6XSIjIzEt99+a3q+QqHA2rVr8dprryE8PBz29vaIiorChx9+aBrj7++PdevWYdy4cZg3bx58fHzw/fffIzIy0jTmmWeewZUrVzB16lRkZGSgbdu22LhxY5kLwenerI6/hKt5xWjoZIu+IV5Sl0NERHTfZEIIIXURdYFWq4VGo0FOTg6/nkPpPeN6z9uNkxm5mNS7JV7txkaVREQkvfv9vOZ3JFQt9p+9jpMZubC1VmBox0ZSl0NERPRAGJioWszbdgoAMLhdQ2hsrSWuhoiI6MEwMFGVS7yUg/1nr8NaIcPrPZpKXQ4REdEDY2CiKvfjv7+MezzICw2dbKUthoiIqAowMFGVyikswV9H0wEAUbxnHBER1REMTFSl/jh0ETq9ES08HBHauIHU5RAREVUJBiaqMgajwM9x5wAAL4Q3hkzG26AQEVHdwMBEVWbriUycu1YAJztrDH6oodTlEBERVRkGJqoySw6kAQCeae8Le5WkTeSJiIiqFAMTVYnz1/Kx69QVAMDzYbzYm4iI6hYGJqoS/7cnFQDQrbkbGrnYSVwNERFR1WJgogeWr9Nj5ZFLAICRXfwlroaIiKjqMTDRA9uQmIHcIj38XOzQKcBV6nKIiIiqHAMTPbCf958HAAxp5wO5nK0EiIio7mFgogdyMkOLoxeyYa2Q4dmwRlKXQ0REVC0YmOiB/PpvK4GeLT3g6qCSuBoiIqLqwcBE902nN5juG8ezS0REVJcxMNF925qUhRsFJfBU26BTgIvU5RAREVUbBia6b38evggAGNyuIawUfCsREVHdxU85ui8ZOUWI/bez95BQH4mrISIiql4MTHRflv9zAQajQEc/ZwS4OUhdDhERUbViYKJ7JoTAin87ez/dwVfiaoiIiKofAxPds6MXc5B6NR+21go8HuQpdTlERETVjoGJ7tnaf1sJRAR6wEFlJXE1RERE1Y+Bie6J0SiwLuEyAKBvsJfE1RAREdUMSQNTTEwMOnToAEdHR7i7u2PgwIFITk42G9O9e3fIZDKzx+jRo83GpKWloW/fvrCzs4O7uzveffdd6PV6szE7d+5Eu3btoFKp0LRpUyxevLhMPfPnz4efnx9sbGwQFhaGv//+u8r3ubb7+9x1XM4pgqONFbq3cJO6HCIiohohaWCKjY1FdHQ09u/fjy1btqCkpAS9evVCfn6+2bhXXnkFly9fNj3mzJljWmYwGNC3b18UFxdj3759+PHHH7F48WJMnTrVNCY1NRV9+/ZFjx49EB8fj7Fjx2LkyJHYtGmTaczvv/+O8ePHY9q0aTh8+DDatGmDyMhIZGVlVf+BqEVWx5de7N07yBM21gqJqyEiIqoZMiGEkLqIm65cuQJ3d3fExsaia9euAErPMLVt2xZz584t9zkbNmzAE088gfT0dHh4eAAAFi5ciAkTJuDKlStQKpWYMGEC1q1bh8TERNPzhg4diuzsbGzcuBEAEBYWhg4dOuCbb74BABiNRvj6+mLMmDGYOHFihbVrtVpoNBrk5ORArVY/yGGwWMV6I9rP3AJtkR5LR4bhkaauUpdERER0T+7389qirmHKyckBADg7O5vNX7JkCVxdXREUFIRJkyahoKDAtCwuLg7BwcGmsAQAkZGR0Gq1OH78uGlMRESE2TojIyMRFxcHACguLsahQ4fMxsjlckRERJjG3E6n00Gr1Zo96rr9Z69BW6SHq4MKYU14KxQiIqo/LOYnTkajEWPHjkWnTp0QFBRkmv/cc8+hcePG8Pb2xrFjxzBhwgQkJydjxYoVAICMjAyzsATANJ2RkXHXMVqtFoWFhbhx4wYMBkO5Y06ePFluvTExMZgxY8aD7XQts+l46fF8LNAdCrlM4mqIiIhqjsUEpujoaCQmJmLPnj1m80eNGmX6c3BwMLy8vNCzZ0+cOXMGAQEBNV2myaRJkzB+/HjTtFarha9v3W3iaDAKU2CKbM3eS0REVL9YRGB64403sHbtWuzatQs+Pne/L9n/t3f3YVHVef/A38PDDKDOAAIzoAj4LOZDPuFsaluSYGx3WveW5rpkZNlCq2Jq7lqydf9uvK1MM8vt6lara810N6tb1JbAh1J8IlFBRTENUwZUZAaU5/n+/sA5OaIC4wxnZny/rutc65nvZ875nG/sNZ/re77ne2JiYgAARUVF6NGjB3Q6XbOn2UpLSwEAOp1O+l/LZzfGqNVq+Pr6wtPTE56enreMsRzjZiqVCiqVqvUX6eIOnC3Hpao6+Pt54wHOXSIionuMrHOYhBBISUnBpk2bkJ2djaioqBa/k5eXBwAIDW1aA0iv1+Po0aNWT7NlZmZCrVYjOjpaisnKyrI6TmZmJvR6PQBAqVRi6NChVjFmsxlZWVlSzL3uu2NNxeTDfULg7elUU9+IiIgcTtYRpuTkZKxbtw5ff/01OnXqJM050mg08PX1xenTp7Fu3To8+uij6Ny5M44cOYLZs2djzJgxGDhwIABg3LhxiI6OxtSpU7FkyRIYDAYsXLgQycnJ0gjQjBkz8P7772PevHl47rnnkJ2djQ0bNiAjI0PKJTU1FYmJiRg2bBhGjBiBZcuW4erVq5g2bVr7d4yTEULg39cLpkeitS1EExERuSEhIwC33NasWSOEEKK4uFiMGTNGBAYGCpVKJXr27Cnmzp0rjEaj1XHOnj0rxo8fL3x9fUVQUJCYM2eOqK+vt4rZvn27GDx4sFAqlaJ79+7SOW60YsUK0a1bN6FUKsWIESPE3r17W30tRqNRAGiWmzs4cq5CRMzfLPos3CKqaupb/gIREZGTsvX32qnWYXJl7rwOU9o3BVi75ywSBoZi5TND5E6HiIjIZm6xDhM5HyEEMq/fjpswuIvM2RAREcmDBRPd0eFfjDhfUQ1fb0+M7sWn44iI6N7EgonuaMvREgBAbLSW744jIqJ7Fgsmui0hfl2sMp6LVRIR0T2MBRPdVmFpJX6+fA0qLw/8tk+w3OkQERHJhgUT3VbW8abFQB/oGYQOKqdYFJ6IiEgWLJjotr4/dREA8GBvji4REdG9jQUT3ZKxuh4Hzl4BAN6OIyKiex4LJrqlPUWX0GgW6B7cARGdO8idDhERkaxYMNEtbS9smr/E23FEREQ2Fkzdu3fH5cuXm31eUVGB7t2733VSJC8hBHaebJq/9HDfEJmzISIikp9NBdPZs2fR2NjY7PPa2lqcP3/+rpMieR0vqUSpqRY+3h4YHhkodzpERESya9Oz4t98843072+//RYajUbab2xsRFZWFiIjI+2WHMnDcjvugR5BXN2biIgIbSyYJkyYAABQKBRITEy0avP29kZkZCTeeecduyVH8rAsJ8Cn44iIiJq0qWAym80AgKioKBw4cABBQXwZq7u5VteAH3+uANC0YCURERG1sWCyOHPmjL3zICex76dy1DWa0cXfF1FBXE6AiIgIsLFgAoCsrCxkZWWhrKxMGnmyWL169V0nRvLYXXQJADCqZxAUCoXM2RARETkHmwqmv/3tb3jjjTcwbNgwhIaG8ofVjey6Pn9pVC/ejiMiIrKwqWBatWoV1q5di6lTp9o7H5KRwViDk6VVUCiaRpiIiIioiU3rMNXV1eE3v/mNvXMhmVlGlwZ29UdAB6XM2RARETkPmwqm559/HuvWrbN3LiSzPdfnL43m6BIREZEVm27J1dTU4KOPPsJ3332HgQMHwtvb26p96dKldkmO2o8QAntON73u5jc9OsucDRERkXOxqWA6cuQIBg8eDADIz8+3auMEcNdUVFaFsspaqLw8MCQiQO50iIiInIpNBdP27dvtnQfJzLKcwPDIQL4OhYiI6CY2zWGyl/T0dAwfPhydOnVCSEgIJkyYgMLCQquYmpoaJCcno3PnzujYsSOefPJJlJaWWsUUFxcjISEBfn5+CAkJwdy5c9HQ0GAVs2PHDgwZMgQqlQo9e/bE2rVrm+WzcuVKREZGwsfHBzExMdi/f7/dr9lZ5fzUdDtOz9txREREzdg0wvTQQw/d8dZbdnZ2q46zc+dOJCcnY/jw4WhoaMBf/vIXjBs3DseOHUOHDk2rTM+ePRsZGRnYuHEjNBoNUlJS8MQTT2D37t0Aml76m5CQAJ1Ohz179qCkpAR//OMf4e3tjf/+7/8G0LQyeUJCAmbMmIF//OMfyMrKwvPPP4/Q0FDExcUBAL744gukpqZi1apViImJwbJlyxAXF4fCwkKEhITY0k0uw2wW2HemHAAwsjsLJiIiopsphBCirV+aPXu21X59fT3y8vKQn5+PxMRELF++3KZkLl68iJCQEOzcuRNjxoyB0WhEcHAw1q1bh//8z/8EAJw4cQL9+vVDTk4ORo4cia1bt+J3v/sdLly4AK1WC6Bpnaj58+fj4sWLUCqVmD9/PjIyMqzmW02aNAkVFRXYtm0bACAmJgbDhw/H+++/D6DpvXnh4eF4+eWX8eqrr7aYu8lkgkajgdFohFqttun65VJwwYiE936An9IThxeNg7enrAOPREREDmPr77VNI0zvvvvuLT9PS0tDVVWVLYcEABiNRgBAYGAgACA3Nxf19fWIjY2VYvr27Ytu3bpJBVNOTg4GDBggFUsAEBcXh5deegkFBQW4//77kZOTY3UMS8ysWbMANK0rlZubiwULFkjtHh4eiI2NRU5Ojs3X4ypyrj8dNyIqkMUSERHRLdj11/EPf/iDze+RM5vNmDVrFh544AHcd999AACDwQClUgl/f3+rWK1WC4PBIMXcWCxZ2i1td4oxmUyorq7GpUuX0NjYeMsYyzFuVltbC5PJZLW5qr0/cTkBIiKiO7FrwZSTkwMfHx+bvpucnIz8/HysX7/enik5THp6OjQajbSFh4fLnZJNzGaBgz9fAdD0hBwRERE1Z9MtuSeeeMJqXwiBkpISHDx4EK+99lqbj5eSkoLNmzdj165d6Nq1q/S5TqdDXV0dKioqrEaZSktLodPppJibn2azPEV3Y8zNT9aVlpZCrVbD19cXnp6e8PT0vGWM5Rg3W7BgAVJTU6V9k8nkkkVT0cUqVFyrh6+3J+7ropE7HSIiIqdk0wjTjSMrGo0GgYGB+O1vf4stW7Zg0aJFrT6OEAIpKSnYtGkTsrOzERUVZdU+dOhQeHt7IysrS/qssLAQxcXF0Ov1AAC9Xo+jR4+irKxMisnMzIRarUZ0dLQUc+MxLDGWYyiVSgwdOtQqxmw2IysrS4q5mUqlglqtttpckeXpuMHh/py/REREdBs2jTCtWbPGLidPTk7GunXr8PXXX6NTp07SfCGNRgNfX19oNBokJSUhNTUVgYGBUKvVePnll6HX6zFy5EgAwLhx4xAdHY2pU6diyZIlMBgMWLhwIZKTk6FSqQAAM2bMwPvvv4958+bhueeeQ3Z2NjZs2ICMjAwpl9TUVCQmJmLYsGEYMWIEli1bhqtXr2LatGl2uVZntftU04KVnL9ERER0B+IuHDx4UHz22Wfis88+Ez/++GObvw/gltuaNWukmOrqavGnP/1JBAQECD8/PzFx4kRRUlJidZyzZ8+K8ePHC19fXxEUFCTmzJkj6uvrrWK2b98uBg8eLJRKpejevbvVOSxWrFghunXrJpRKpRgxYoTYu3dvq6/FaDQKAMJoNLapD+TU2GgWg//2rYiYv1kcPFsudzpEREQOZ+vvtU3rMJWVlWHSpEnYsWOHNLeooqICDz30ENavX4/g4GB71XMuwxXXYTphMCF+2ffw9fbEkTSuv0RERO7P1t9rm34hX375ZVRWVqKgoADl5eUoLy9Hfn4+TCYT/vznP9tySJLB3uvrLw2LDGCxREREdAc2zWHatm0bvvvuO/Tr10/6LDo6GitXrsS4cePslhw51oGzTcsJ8HUoREREd2bTsILZbIa3t3ezz729vWE2m+86KWofeecqAAD3d/OXNQ8iIiJnZ1PB9PDDD2PmzJm4cOGC9Nn58+cxe/ZsjB071m7JkeMYjDU4X1ENTw8FBnX1lzsdIiIip2ZTwfT+++/DZDIhMjISPXr0QI8ePRAVFQWTyYQVK1bYO0dygNzrq3v30XZCB5VNd2aJiIjuGTb9UoaHh+PHH3/Ed999hxMnTgAA+vXr1+wFt+S8Dv7ctGDl0IgAmTMhIiJyfm0aYcrOzkZ0dDRMJhMUCgUeeeQRvPzyy3j55ZcxfPhw9O/fH99//72jciU7+vH6CNOwSBZMRERELWlTwbRs2TJMnz79lusWaDQavPjii1i6dKndkiPHqKlvxLESEwBgSDcWTERERC1pU8F0+PBhxMfH37Z93LhxyM3NveukyLEOFVegvlEgpJMKXQN85U6HiIjI6bWpYCotLb3lcgIWXl5euHjx4l0nRY518GzT/KXhUYFQKBQyZ0NEROT82lQwdenSBfn5+bdtP3LkCEJDQ+86KXKsH4uvz1/ihG8iIqJWaVPB9Oijj+K1115DTU1Ns7bq6mosWrQIv/vd7+yWHNmfEAKHfzECAAaH+8ubDBERkYto07ICCxcuxJdffonevXsjJSUFffr0AQCcOHECK1euRGNjI/761786JFGyj58vX0P51TooPT0QHeYaLwkmIiKSW5sKJq1Wiz179uCll17CggULIIQAACgUCsTFxWHlypXQarUOSZTsw7Jg5X1d1FB5ecqcDRERkWto88KVERER2LJlC65cuYKioiIIIdCrVy8EBHA+jCvItcxfigyUORMiIiLXYfM7MQICAjB8+HB75kLt4MgvFQCA+zl/iYiIqNVsepccuaaa+kYUGioBAPd10cicDRERketgwXQPOfKLEfWNAkEduWAlERFRW7BguodYXrg7PDKAC1YSERG1AQume4jlhbtDuWAlERFRm7BgukcIIZB3rgIAcD9fuEtERNQmLJjuEb9cqcalqjp4eyrQnwtWEhERtQkLpnuE5f1x0aFq+HhzwUoiIqK2YMF0j+DtOCIiItuxYLpHHCquAMAX7hIREdlC1oJp165deOyxxxAWFgaFQoGvvvrKqv3ZZ5+FQqGw2uLj461iysvLMWXKFKjVavj7+yMpKQlVVVVWMUeOHMHo0aPh4+OD8PBwLFmypFkuGzduRN++feHj44MBAwZgy5Ytdr9euTQ0mnG8xAQAGNiVC1YSERG1lawF09WrVzFo0CCsXLnytjHx8fEoKSmRts8//9yqfcqUKSgoKEBmZiY2b96MXbt24YUXXpDaTSYTxo0bh4iICOTm5uKtt95CWloaPvroIylmz549mDx5MpKSknDo0CFMmDABEyZMQH5+vv0vWgYnS6tQ22BGJ5UXIjt3kDsdIiIil2Pzu+TsYfz48Rg/fvwdY1QqFXQ63S3bjh8/jm3btuHAgQMYNmwYAGDFihV49NFH8fbbbyMsLAz/+Mc/UFdXh9WrV0OpVKJ///7Iy8vD0qVLpcJq+fLliI+Px9y5cwEAb775JjIzM/H+++9j1apVdrxieRy+/v64geEaeHhwwUoiIqK2cvo5TDt27EBISAj69OmDl156CZcvX5bacnJy4O/vLxVLABAbGwsPDw/s27dPihkzZgyUSqUUExcXh8LCQly5ckWKiY2NtTpvXFwccnJybptXbW0tTCaT1easjvxiBAAM6OIvbyJEREQuyqkLpvj4eHz66afIysrC//zP/2Dnzp0YP348GhsbAQAGgwEhISFW3/Hy8kJgYCAMBoMUo9VqrWIs+y3FWNpvJT09HRqNRtrCw8Pv7mId6Oj5CgDAAL5wl4iIyCay3pJryaRJk6R/DxgwAAMHDkSPHj2wY8cOjB07VsbMgAULFiA1NVXaN5lMTlk01TY0otBQCYATvomIiGzl1CNMN+vevTuCgoJQVFQEANDpdCgrK7OKaWhoQHl5uTTvSafTobS01CrGst9SzO3mTgFNc6vUarXV5owKDZWobxQI8PNG1wBfudMhIiJySS5VMP3yyy+4fPkyQkNDAQB6vR4VFRXIzc2VYrKzs2E2mxETEyPF7Nq1C/X19VJMZmYm+vTpg4CAACkmKyvL6lyZmZnQ6/WOviSHyz/fNLfqvi4aKBSc8E1ERGQLWQumqqoq5OXlIS8vDwBw5swZ5OXlobi4GFVVVZg7dy727t2Ls2fPIisrC48//jh69uyJuLg4AEC/fv0QHx+P6dOnY//+/di9ezdSUlIwadIkhIWFAQCeeeYZKJVKJCUloaCgAF988QWWL19udTtt5syZ2LZtG9555x2cOHECaWlpOHjwIFJSUtq9T+zthKGpYIoOdc4RMCIiIpcgZLR9+3YBoNmWmJgorl27JsaNGyeCg4OFt7e3iIiIENOnTxcGg8HqGJcvXxaTJ08WHTt2FGq1WkybNk1UVlZaxRw+fFiMGjVKqFQq0aVLF7F48eJmuWzYsEH07t1bKJVK0b9/f5GRkdGmazEajQKAMBqNbe8IB3rig90iYv5msenHX+ROhYiISHa2/l4rhBBCxnrNbZhMJmg0GhiNRqeZz9RoFrhv0beorm/Ed6lj0DOkk9wpERERycrW32uXmsNEbXP6YhWq6xvhp/REVFBHudMhIiJyWSyY3NjR6wtW9g9Tw5MrfBMREdmMBZMbO3b9hbv9w7j+EhER0d1gweTGCi40jTBFhznHnCoiIiJXxYLJTZnNQlqDiSt8ExER3R0WTG7q7OWrqKptgMrLAz2DOeGbiIjobrBgclPHS5reH9dX1wlenvzPTEREdDf4S+qmOH+JiIjIflgwuan8C9dficIn5IiIiO4aCyY3deyCZUkBjjARERHdLRZMbqissgaXqmqhUDTNYSIiIqK7w4LJDVkmfEcFdYCf0kvmbIiIiFwfCyY3dPz6Ct/9Qnk7joiIyB5YMLkhy/ylaBZMREREdsGCyQ1ZRphYMBEREdkHCyY3U1PfiNMXqwDwlhwREZG9sGByM0VlVTALIMDPG1q1Su50iIiI3AILJjdTaGh6Qq63thMUCoXM2RAREbkHFkxu5mTpr++QIyIiIvtgweRmCq8XTL20LJiIiIjshQWTmzl5/ZZcH44wERER2Q0LJjdSWVOPC8YaAEDvEBZMRERE9sKCyY2cLG1aTkCrVkHj5y1zNkRERO6DBZMbOVX66xNyREREZD+yFky7du3CY489hrCwMCgUCnz11VdW7UIIvP766wgNDYWvry9iY2Nx6tQpq5jy8nJMmTIFarUa/v7+SEpKQlVVlVXMkSNHMHr0aPj4+CA8PBxLlixplsvGjRvRt29f+Pj4YMCAAdiyZYvdr9fRLCNMLJiIiIjsS9aC6erVqxg0aBBWrlx5y/YlS5bgvffew6pVq7Bv3z506NABcXFxqKmpkWKmTJmCgoICZGZmYvPmzdi1axdeeOEFqd1kMmHcuHGIiIhAbm4u3nrrLaSlpeGjjz6SYvbs2YPJkycjKSkJhw4dwoQJEzBhwgTk5+c77uId4FTZ9SfkQjrKnAkREZGbEU4CgNi0aZO0bzabhU6nE2+99Zb0WUVFhVCpVOLzzz8XQghx7NgxAUAcOHBAitm6datQKBTi/PnzQgghPvjgAxEQECBqa2ulmPnz54s+ffpI+0899ZRISEiwyicmJka8+OKLrc7faDQKAMJoNLb6O/YW8/++ExHzN4uDZ8tly4GIiMiZ2fp77bRzmM6cOQODwYDY2FjpM41Gg5iYGOTk5AAAcnJy4O/vj2HDhkkxsbGx8PDwwL59+6SYMWPGQKlUSjFxcXEoLCzElStXpJgbz2OJsZzHFZhq6mEwNY289dJyhImIiMievORO4HYMBgMAQKvVWn2u1WqlNoPBgJCQEKt2Ly8vBAYGWsVERUU1O4alLSAgAAaD4Y7nuZXa2lrU1tZK+yaTqS2XZ3dFZb8+Iaf24RNyRERE9uS0I0zOLj09HRqNRtrCw8Nlzafo+oTvXlx/iYiIyO6ctmDS6XQAgNLSUqvPS0tLpTadToeysjKr9oaGBpSXl1vF3OoYN57jdjGW9ltZsGABjEajtJ07d66tl2hXlgnfPTnhm4iIyO6ctmCKioqCTqdDVlaW9JnJZMK+ffug1+sBAHq9HhUVFcjNzZVisrOzYTabERMTI8Xs2rUL9fX1UkxmZib69OmDgIAAKebG81hiLOe5FZVKBbVabbXJ6dT1W3IsmIiIiOxP1oKpqqoKeXl5yMvLA9A00TsvLw/FxcVQKBSYNWsW/uu//gvffPMNjh49ij/+8Y8ICwvDhAkTAAD9+vVDfHw8pk+fjv3792P37t1ISUnBpEmTEBYWBgB45plnoFQqkZSUhIKCAnzxxRdYvnw5UlNTpTxmzpyJbdu24Z133sGJEyeQlpaGgwcPIiUlpb27xGanrt+S4zvkiIiIHMBBT+21yvbt2wWAZltiYqIQomlpgddee01otVqhUqnE2LFjRWFhodUxLl++LCZPniw6duwo1Gq1mDZtmqisrLSKOXz4sBg1apRQqVSiS5cuYvHixc1y2bBhg+jdu7dQKpWif//+IiMjo03XIueyApU19SJi/mYRMX+zqLha1+7nJyIichW2/l4rhBBCxnrNbZhMJmg0GhiNxna/PXeo+AomfrAHwZ1UOPDX2Ja/QEREdI+y9ffaaecwUeudkl6JwvlLREREjsCCyQ38+koUzl8iIiJyBBZMbqCIT8gRERE5FAsmN3BSuiXHESYiIiJHYMHk4q7WNuB8RTUAoBdHmIiIiByCBZOLO32xaXQpqKMSAR2ULUQTERGRLVgwuThLwdQjmKNLREREjsKCycWdLrsKAOjB23FEREQOw4LJxVmekOse1EHmTIiIiNwXCyYXZ7kl14tPyBERETkMCyYX1tBoxtnL12/JBXOEiYiIyFFYMLmwc1eqUd8o4OPtgTCNr9zpEBERuS0WTC7s9PX5S1FBHeHhoZA5GyIiIvfFgsmFnbnUdDuuO2/HERERORQLJhf20/WCqQefkCMiInIoFkwu7KfrT8hFcYSJiIjIoVgwuTDLLbmoIC5aSURE5EgsmFxUZU09yiprAQBRvCVHRETkUCyYXNTZS9cAAEEdVdD4esucDRERkXtjweSifrrEV6IQERG1FxZMLuqni1xSgIiIqL2wYHJRv074ZsFERETkaCyYXJSlYIpkwURERORwLJhckBACZy2rfLNgIiIicjgWTC7o8tU6VNY2QKEAwgP95E6HiIjI7Tl1wZSWlgaFQmG19e3bV2qvqalBcnIyOnfujI4dO+LJJ59EaWmp1TGKi4uRkJAAPz8/hISEYO7cuWhoaLCK2bFjB4YMGQKVSoWePXti7dq17XF5NrPcjuvi7wsfb0+ZsyEiInJ/Tl0wAUD//v1RUlIibT/88IPUNnv2bPzf//0fNm7ciJ07d+LChQt44oknpPbGxkYkJCSgrq4Oe/bswSeffIK1a9fi9ddfl2LOnDmDhIQEPPTQQ8jLy8OsWbPw/PPP49tvv23X62wLTvgmIiJqX15yJ9ASLy8v6HS6Zp8bjUb87//+L9atW4eHH34YALBmzRr069cPe/fuxciRI/Hvf/8bx44dw3fffQetVovBgwfjzTffxPz585GWlgalUolVq1YhKioK77zzDgCgX79++OGHH/Duu+8iLi6uXa+1taQJ351ZMBEREbUHpx9hOnXqFMLCwtC9e3dMmTIFxcXFAIDc3FzU19cjNjZWiu3bty+6deuGnJwcAEBOTg4GDBgArVYrxcTFxcFkMqGgoECKufEYlhjLMW6ntrYWJpPJamsvZ/mEHBERUbty6oIpJiYGa9euxbZt2/Dhhx/izJkzGD16NCorK2EwGKBUKuHv72/1Ha1WC4PBAAAwGAxWxZKl3dJ2pxiTyYTq6urb5paeng6NRiNt4eHhd3u5rfbrLTlO+CYiImoPTn1Lbvz48dK/Bw4ciJiYGERERGDDhg3w9fWVMTNgwYIFSE1NlfZNJlO7FE1CCPx8uek9crwlR0RE1D6ceoTpZv7+/ujduzeKioqg0+lQV1eHiooKq5jS0lJpzpNOp2v21Jxlv6UYtVp9x6JMpVJBrVZbbe2h1FSL6vpGeHoouKQAERFRO3GpgqmqqgqnT59GaGgohg4dCm9vb2RlZUnthYWFKC4uhl6vBwDo9XocPXoUZWVlUkxmZibUajWio6OlmBuPYYmxHMPZnL3cdDuua4AvvD1d6j8fERGRy3LqX9xXXnkFO3fuxNmzZ7Fnzx5MnDgRnp6emDx5MjQaDZKSkpCamort27cjNzcX06ZNg16vx8iRIwEA48aNQ3R0NKZOnYrDhw/j22+/xcKFC5GcnAyVSgUAmDFjBn766SfMmzcPJ06cwAcffIANGzZg9uzZcl76bZ3lE3JERETtzqnnMP3yyy+YPHkyLl++jODgYIwaNQp79+5FcHAwAODdd9+Fh4cHnnzySdTW1iIuLg4ffPCB9H1PT09s3rwZL730EvR6PTp06IDExES88cYbUkxUVBQyMjIwe/ZsLF++HF27dsXHH3/svEsKXLYUTLwdR0RE1F4UQgghdxLuwGQyQaPRwGg0OnQ+04zPcrGtwIBFj0Vj2gNRDjsPERGRO7L199qpb8lRcz+XNz0hF8ERJiIionbDgsmFNC0p0HRLLoJzmIiIiNoNCyYXcqmqDtfqGqFQND0lR0RERO2DBZMLsYwuhWl8ofLylDkbIiKiewcLJhdiWeGb85eIiIjaFwsmF8L5S0RERPJgweRC+IQcERGRPFgwuRDplhzfIUdERNSuWDC5kHPXR5j40l0iIqL2xYLJRVytbcDlq3UAgG68JUdERNSuWDC5iHNXmkaX/P28ofbxljkbIiKiewsLJhdRfH3+UngAR5eIiIjaGwsmF1F8ff5SN85fIiIiancsmFzEL1eqAQBdA/lKFCIiovbGgslFcISJiIhIPiyYXAQLJiIiIvmwYHIBQohf12DipG8iIqJ2x4LJBVysrEVtgxkeCiDMn3OYiIiI2hsLJhdguR0XqvGF0ov/yYiIiNobf31dgGXRynA+IUdERCQLFkwuoPhy05ICnPBNREQkDxZMLsAywsSCiYiISB4smFyAZQ5TOAsmIiIiWbBgcgHnWDARERHJigXTTVauXInIyEj4+PggJiYG+/fvlzWf2oZGGEw1AHhLjoiISC4smG7wxRdfIDU1FYsWLcKPP/6IQYMGIS4uDmVlZbLldP5KNYQAfL090bmDUrY8iIiI7mUsmG6wdOlSTJ8+HdOmTUN0dDRWrVoFPz8/rF69WracbnwlikKhkC0PIiKiexkLpuvq6uqQm5uL2NhY6TMPDw/ExsYiJydHtrzOXWlaUoDzl4iIiOTjJXcCzuLSpUtobGyEVqu1+lyr1eLEiRPN4mtra1FbWyvtm0wmh+T164RvLlpJREQkF44w2Sg9PR0ajUbawsPDHXKeoREBeCamG0Z27+yQ4xMREVHLWDBdFxQUBE9PT5SWllp9XlpaCp1O1yx+wYIFMBqN0nbu3DmH5BXXX4f/njgAcf2b50BERETtgwXTdUqlEkOHDkVWVpb0mdlsRlZWFvR6fbN4lUoFtVpttREREZF74hymG6SmpiIxMRHDhg3DiBEjsGzZMly9ehXTpk2TOzUiIiKSEQumGzz99NO4ePEiXn/9dRgMBgwePBjbtm1rNhGciIiI7i0KIYSQOwl3YDKZoNFoYDQaeXuOiIjISdn6e805TEREREQtYMFERERE1AIWTEREREQtYMFERERE1AIWTEREREQtYMFERERE1AIWTEREREQt4MKVdmJZzspkMsmcCREREd2O5Xe6rctQsmCyk8rKSgBAeHi4zJkQERFRSyorK6HRaFodz5W+7cRsNuPChQvo1KkTFAqFXY9tMpkQHh6Oc+fOcRVxB2EfOx77uH2wnx2Pfdw+HNXPQghUVlYiLCwMHh6tn5nEESY78fDwQNeuXR16DrVazf9zOhj72PHYx+2D/ex47OP24Yh+bsvIkgUnfRMRERG1gAUTERERUQtYMLkAlUqFRYsWQaVSyZ2K22IfOx77uH2wnx2Pfdw+nK2fOembiIiIqAUcYSIiIiJqAQsmIiIiohawYCIiIiJqAQsmJ7dy5UpERkbCx8cHMTEx2L9/v9wpyWLXrl147LHHEBYWBoVCga+++sqqXQiB119/HaGhofD19UVsbCxOnTplFVNeXo4pU6ZArVbD398fSUlJqKqqsoo5cuQIRo8eDR8fH4SHh2PJkiXNctm4cSP69u0LHx8fDBgwAFu2bGlzLs4oPT0dw4cPR6dOnRASEoIJEyagsLDQKqampgbJycno3LkzOnbsiCeffBKlpaVWMcXFxUhISICfnx9CQkIwd+5cNDQ0WMXs2LEDQ4YMgUqlQs+ePbF27dpm+bT0t9+aXJzRhx9+iIEDB0pry+j1emzdulVqZx/b3+LFi6FQKDBr1izpM/bz3UlLS4NCobDa+vbtK7W7Zf8Kclrr168XSqVSrF69WhQUFIjp06cLf39/UVpaKndq7W7Lli3ir3/9q/jyyy8FALFp0yar9sWLFwuNRiO++uorcfjwYfEf//EfIioqSlRXV0sx8fHxYtCgQWLv3r3i+++/Fz179hSTJ0+W2o1Go9BqtWLKlCkiPz9ffP7558LX11f8/e9/l2J2794tPD09xZIlS8SxY8fEwoULhbe3tzh69GibcnFGcXFxYs2aNSI/P1/k5eWJRx99VHTr1k1UVVVJMTNmzBDh4eEiKytLHDx4UIwcOVL85je/kdobGhrEfffdJ2JjY8WhQ4fEli1bRFBQkFiwYIEU89NPPwk/Pz+Rmpoqjh07JlasWCE8PT3Ftm3bpJjW/O23lIuz+uabb0RGRoY4efKkKCwsFH/5y1+Et7e3yM/PF0Kwj+1t//79IjIyUgwcOFDMnDlT+pz9fHcWLVok+vfvL0pKSqTt4sWLUrs79i8LJic2YsQIkZycLO03NjaKsLAwkZ6eLmNW8ru5YDKbzUKn04m33npL+qyiokKoVCrx+eefCyGEOHbsmAAgDhw4IMVs3bpVKBQKcf78eSGEEB988IEICAgQtbW1Usz8+fNFnz59pP2nnnpKJCQkWOUTExMjXnzxxVbn4irKysoEALFz504hRNN1eHt7i40bN0oxx48fFwBETk6OEKKpsPXw8BAGg0GK+fDDD4VarZb6dd68eaJ///5W53r66adFXFyctN/S335rcnElAQEB4uOPP2Yf21llZaXo1auXyMzMFA8++KBUMLGf796iRYvEoEGDbtnmrv3LW3JOqq6uDrm5uYiNjZU+8/DwQGxsLHJycmTMzPmcOXMGBoPBqq80Gg1iYmKkvsrJyYG/vz+GDRsmxcTGxsLDwwP79u2TYsaMGQOlUinFxMXFobCwEFeuXJFibjyPJcZyntbk4iqMRiMAIDAwEACQm5uL+vp6q2vr27cvunXrZtXPAwYMgFarlWLi4uJgMplQUFAgxdypD1vzt9+aXFxBY2Mj1q9fj6tXr0Kv17OP7Sw5ORkJCQnN+oL9bB+nTp1CWFgYunfvjilTpqC4uBiA+/YvCyYndenSJTQ2Nlr9MQGAVquFwWCQKSvnZOmPO/WVwWBASEiIVbuXlxcCAwOtYm51jBvPcbuYG9tbysUVmM1mzJo1Cw888ADuu+8+AE3XplQq4e/vbxV78/Xb2ocmkwnV1dWt+ttvTS7O7OjRo+jYsSNUKhVmzJiBTZs2ITo6mn1sR+vXr8ePP/6I9PT0Zm3s57sXExODtWvXYtu2bfjwww9x5swZjB49GpWVlW7bv3z5LhE1k5ycjPz8fPzwww9yp+KW+vTpg7y8PBiNRvzzn/9EYmIidu7cKXdabuPcuXOYOXMmMjMz4ePjI3c6bmn8+PHSvwcOHIiYmBhERERgw4YN8PX1lTEzx+EIk5MKCgqCp6dns5n8paWl0Ol0MmXlnCz9cae+0ul0KCsrs2pvaGhAeXm5VcytjnHjOW4Xc2N7S7k4u5SUFGzevBnbt29H165dpc91Oh3q6upQUVFhFX/z9dvah2q1Gr6+vq36229NLs5MqVSiZ8+eGDp0KNLT0zFo0CAsX76cfWwnubm5KCsrw5AhQ+Dl5QUvLy/s3LkT7733Hry8vKDVatnPdubv74/evXujqKjIbf+OWTA5KaVSiaFDhyIrK0v6zGw2IysrC3q9XsbMnE9UVBR0Op1VX5lMJuzbt0/qK71ej4qKCuTm5kox2dnZMJvNiImJkWJ27dqF+vp6KSYzMxN9+vRBQECAFHPjeSwxlvO0JhdnJYRASkoKNm3ahOzsbERFRVm1Dx06FN7e3lbXVlhYiOLiYqt+Pnr0qFVxmpmZCbVajejoaCnmTn3Ymr/91uTiSsxmM2pra9nHdjJ27FgcPXoUeXl50jZs2DBMmTJF+jf72b6qqqpw+vRphIaGuu/fcZumiFO7Wr9+vVCpVGLt2rXi2LFj4oUXXhD+/v5WTxXcKyorK8WhQ4fEoUOHBACxdOlScejQIfHzzz8LIZoe5ff39xdff/21OHLkiHj88cdvuazA/fffL/bt2yd++OEH0atXL6tlBSoqKoRWqxVTp04V+fn5Yv369cLPz6/ZsgJeXl7i7bffFsePHxeLFi265bICLeXijF566SWh0WjEjh07rB4VvnbtmhQzY8YM0a1bN5GdnS0OHjwo9Hq90Ov1UrvlUeFx48aJvLw8sW3bNhEcHHzLR4Xnzp0rjh8/LlauXHnLR4Vb+ttvKRdn9eqrr4qdO3eKM2fOiCNHjohXX31VKBQK8e9//1sIwT52lBufkhOC/Xy35syZI3bs2CHOnDkjdu/eLWJjY0VQUJAoKysTQrhn/7JgcnIrVqwQ3bp1E0qlUowYMULs3btX7pRksX37dgGg2ZaYmCiEaHqc/7XXXhNarVaoVCoxduxYUVhYaHWMy5cvi8mTJ4uOHTsKtVotpk2bJiorK61iDh8+LEaNGiVUKpXo0qWLWLx4cbNcNmzYIHr37i2USqXo37+/yMjIsGpvTS7O6Fb9C0CsWbNGiqmurhZ/+tOfREBAgPDz8xMTJ04UJSUlVsc5e/asGD9+vPD19RVBQUFizpw5or6+3ipm+/btYvDgwUKpVIru3btbncOipb/91uTijJ577jkREREhlEqlCA4OFmPHjpWKJSHYx45yc8HEfr47Tz/9tAgNDRVKpVJ06dJFPP3006KoqEhqd8f+VQghRNvGpIiIiIjuLZzDRERERNQCFkxERERELWDBRERERNQCFkxERERELWDBRERERNQCFkxERERELWDBRERERNQCFkxERERELWDBREQuz2Aw4JFHHkGHDh3g7+8vdzq39Oyzz2LChAlyp0FENmLBREROxZbC4t1330VJSQny8vJw8uRJu+azY8cOKBSKZm87J6J7i5fcCRAR3a3Tp09j6NCh6NWrl83HqKurg1KptGNWROROOMJERE7tt7/9Lf785z9j3rx5CAwMhE6nQ1pamtQeGRmJf/3rX/j000+hUCjw7LPPAgAqKirw/PPPIzg4GGq1Gg8//DAOHz4sfS8tLQ2DBw/Gxx9/jKioKPj4+LQqn7Vr18Lf3x/ffvst+vXrh44dOyI+Ph4lJSVSTGNjI1JTU+Hv74/OnTtj3rx5uPm1nWazGenp6YiKioKvry8GDRqEf/7znwAAIQRiY2MRFxcnfa+8vBxdu3bF66+/bks3EtFdYsFERE7vk08+QYcOHbBv3z4sWbIEb7zxBjIzMwEABw4cQHx8PJ566imUlJRg+fLlAIDf//73KCsrw9atW5Gbm4shQ4Zg7NixKC8vl45bVFSEf/3rX/jyyy+Rl5fX6nyuXbuGt99+G5999hl27dqF4uJivPLKK1L7O++8g7Vr12L16tX44YcfUF5ejk2bNlkdIz09HZ9++ilWrVqFgoICzJ49G3/4wx+wc+dOKBQKfPLJJzhw4ADee+89AMCMGTPQpUsXFkxEchFERE4kMTFRPP7449L+gw8+KEaNGmUVM3z4cDF//nxp//HHHxeJiYnS/vfffy/UarWoqamx+l6PHj3E3//+dyGEEIsWLRLe3t6irKzsjvls375dABBXrlwRQgixZs0aAUAUFRVJMStXrhRarVbaDw0NFUuWLJH26+vrRdeuXaXrqqmpEX5+fmLPnj1W50pKShKTJ0+W9jds2CB8fHzEq6++Kjp06CBOnjx5x1yJyHE4h4mInN7AgQOt9kNDQ1FWVnbb+MOHD6OqqgqdO3e2+ry6uhqnT5+W9iMiIhAcHNzmfPz8/NCjR49b5mM0GlFSUoKYmBip3cvLC8OGDZNurxUVFeHatWt45JFHrI5bV1eH+++/X9r//e9/j02bNmHx4sX48MMP72qOFhHdHRZMROT0vL29rfYVCgXMZvNt46uqqhAaGoodO3Y0a7tx2YEOHTrYLR9x0xylO6mqqgIAZGRkoEuXLlZtKpVK+ve1a9eQm5sLT09PnDp1yqZcicg+WDARkdsZMmQIDAYDvLy8EBkZ2a7n1mg0CA0Nxb59+zBmzBgAQENDgzSPCgCio6OhUqlQXFyMBx988LbHmjNnDjw8PLB161Y8+uijSEhIwMMPP9wu10FE1lgwEZHbiY2NhV6vx4QJE7BkyRL07t0bFy5cQEZGBiZOnIhhw4Y59PwzZ87E4sWL0atXL/Tt2xdLly61WsepU6dOeOWVVzB79myYzWaMGjUKRqMRu3fvhlqtRmJiIjIyMrB69Wrk5ORgyJAhmDt3LhITE3HkyBEEBAQ4NH8iao5PyRGR21EoFNiyZQvGjBmDadOmoXfv3pg0aRJ+/vlnaLVah59/zpw5mDp1KhITE6HX69GpUydMnDjRKubNN9/Ea6+9hvT0dPTr1w/x8fHIyMhAVFQULl68iKSkJKSlpUmjUn/729+g1WoxY8YMh+dPRM0pRFtuvBMRERHdgzjCRERERNQCFkxERERELWDBRERERNQCFkxERERELWDBRERERNQCFkxERERELWDBRERERNQCFkxERERELWDBRERERNQCFkxERERELWDBRERERNQCFkxERERELfj/9/EouduQJLEAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rss_data = get_rss_data(\"test_200_brgemm_wo_execution.csv\")\n", + "unique_words_count_data = get_unique_words_count_data(\"shapes_200_brgemm_wo_execution.txt\")\n", + "\n", + "fix, (ax1, ax2) = plt.subplots(2, 1, figsize=(6,8))\n", + "ax1.plot(rss_data)\n", + "ax1.set_title(\"Memory consumption\")\n", + "ax1.set_xlabel(\"Infer Index\")\n", + "ax1.set_ylabel(\"RSS, GB\")\n", + "\n", + "ax2.plot(unique_words_count_data)\n", + "ax2.set_title(\"Unique input shapes count\")\n", + "ax2.set_xlabel(\"Infer Index\")\n", + "ax2.set_ylabel(\"Count\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rss_data = get_rss_data(\"test_200_wo_brgemm_wo_execution.csv\")\n", + "unique_words_count_data = get_unique_words_count_data(\"shapes_200_brgemm_wo_execution.txt\")\n", + "\n", + "fix, (ax1) = plt.subplots(1, 1, figsize=(5,5))\n", + "ax1.plot(rss_data)\n", + "ax1.set_title(\"jit_avx512 implementation memory consumption\")\n", + "ax1.set_xlabel(\"Primitive creation iteration\")\n", + "ax1.set_ylabel(\"RSS, GB\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rss_data = get_rss_data(\"tmp.csv\")\n", + "unique_words_count_data = get_unique_words_count_data(\"tmp_shapes.txt\")\n", + "\n", + "fix, (ax1, ax2) = plt.subplots(2, 1, figsize=(6,8))\n", + "ax1.plot(rss_data)\n", + "ax1.set_title(\"Memory consumption\")\n", + "ax1.set_xlabel(\"Infer Index\")\n", + "ax1.set_ylabel(\"RSS, GB\")\n", + "\n", + "ax2.plot(unique_words_count_data)\n", + "ax2.set_title(\"Unique input shapes count\")\n", + "ax2.set_xlabel(\"Infer Index\")\n", + "ax2.set_ylabel(\"Count\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "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": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/samples/cpp/bug_repro/main.cpp b/samples/cpp/bug_repro/main.cpp new file mode 100644 index 00000000000000..361277e3e192af --- /dev/null +++ b/samples/cpp/bug_repro/main.cpp @@ -0,0 +1,62 @@ +#include +#include +#include "openvino/openvino.hpp" +#include "openvino/pass/serialize.hpp" + +size_t getSystemDataByName(char* name) { + auto parseLine = [](std::string line) -> size_t { + std::string res = ""; + for (auto c : line) + if (isdigit(c)) + res += c; + if (res.empty()) + throw std::runtime_error("Can't get system memory values"); + return std::stoul(res); + }; FILE* file = fopen("/proc/self/status", "r"); + size_t result = 0; + bool status = false; + if (file != nullptr) { + char line[128]; + while (fgets(line, 128, file) != NULL) { + if (strncmp(line, name, strlen(name)) == 0) { + result = parseLine(line); + status = true; + break; + } + } + fclose(file); + } + if (!status) + throw std::runtime_error("Can't get system memory values"); + return result; +} + +size_t getVmRSSInKB() { + return getSystemDataByName(const_cast("VmRSS:")); +} + +ov::Core core; +std::shared_ptr model; +std::string device_name = "CPU"; +auto xrand = []() -> size_t { + return (rand() % 200) + 100; +}; + +void StartThreadForRun() { + auto compiled_model = core.compile_model(model, device_name); + ov::InferRequest request = compiled_model.create_infer_request(); + for (;;) { + auto shape = ov::Shape{1, 3, xrand(), xrand()}; + std::cerr << shape << std::endl; + auto t = request.get_input_tensor(); + t.set_shape(shape); + request.set_input_tensor(t); + request.infer(); + std::cout << getVmRSSInKB() << std::endl; + } +} + +int main() { + model = core.read_model("/home/vgolubev/models/one_layer.xml"); + StartThreadForRun(); +} \ No newline at end of file diff --git a/samples/cpp/bug_repro/one_layer.bin b/samples/cpp/bug_repro/one_layer.bin new file mode 100644 index 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+ 64 + 3 + 7 + 7 + + + + + 1 + 64 + -1 + -1 + + + + + + + + 1 + 64 + 1 + 1 + + + + + + + + 1 + 64 + -1 + -1 + + + 1 + 64 + 1 + 1 + + + + + 1 + 64 + -1 + -1 + + + + + + + + 1 + 64 + 1 + 1 + + + + + + + + 1 + 64 + -1 + -1 + + + 1 + 64 + 1 + 1 + + + + + 1 + 64 + -1 + -1 + + + + + + + 1 + 64 + -1 + -1 + + + + + 1 + 64 + -1 + -1 + + + + + + + 1 + 64 + -1 + -1 + + + + + + + + + + + + + + + + diff --git a/src/plugins/intel_cpu/src/graph.cpp b/src/plugins/intel_cpu/src/graph.cpp index 33d32696499170..105cb70fdd8c84 100644 --- a/src/plugins/intel_cpu/src/graph.cpp +++ b/src/plugins/intel_cpu/src/graph.cpp @@ -1260,6 +1260,7 @@ void Graph::InferDynamic(SyncInferRequest* request) { } else { updateNodes.reset(new UpdateNodesSeq(executableGraphNodes)); } + updateNodes.reset(new UpdateNodesSeq(executableGraphNodes)); size_t inferCounter = 0; for (auto stopIndx : syncIndsWorkSet) { @@ -1269,9 +1270,9 @@ void Graph::InferDynamic(SyncInferRequest* request) { VERBOSE(node, getConfig().debugCaps.verbose); PERF(node, getConfig().collectPerfCounters); - if (request) - request->throw_if_canceled(); - ExecuteNode(node, stream); + // if (request) + // request->throw_if_canceled(); + // ExecuteNode(node, stream); } } } diff --git a/src/plugins/intel_cpu/src/infer_request.cpp b/src/plugins/intel_cpu/src/infer_request.cpp index 85d0e59ee96f49..52c97da1610c37 100644 --- a/src/plugins/intel_cpu/src/infer_request.cpp +++ b/src/plugins/intel_cpu/src/infer_request.cpp @@ -192,20 +192,20 @@ void SyncInferRequest::infer() { graph->Infer(this); - if (m_memory_states.size() != 0) { - pull_states(); - } + // if (m_memory_states.size() != 0) { + // pull_states(); + // } - throw_if_canceled(); + // throw_if_canceled(); - // update output control blocks, if any, in order to refresh internal buffers - if (Graph::Status::ReadyDynamic == graph->getStatus()) { - for (auto&& item : outputControlBlocks) { - item.second.update(); - } - } + // // update output control blocks, if any, in order to refresh internal buffers + // if (Graph::Status::ReadyDynamic == graph->getStatus()) { + // for (auto&& item : outputControlBlocks) { + // item.second.update(); + // } + // } - graph->PullOutputData(m_outputs); + // graph->PullOutputData(m_outputs); } std::vector SyncInferRequest::get_profiling_info() const {