blob: eaa26b642e9c18b6f989b91706c2bf63685eedd9 [file] [log] [blame]
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "j_IgB6_3npkE"
},
"source": [
"##### Copyright 2020 Google LLC.\n",
"\n",
"Licensed under the Apache License, Version 2.0 (the \"License\");"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"colab": {},
"colab_type": "code",
"id": "mIAGj4IcntD-"
},
"outputs": [],
"source": [
"#@title License header\n",
"# Copyright 2020 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
"# You may obtain a copy of the License at\n",
"#\n",
"# https://www.apache.org/licenses/LICENSE-2.0\n",
"#\n",
"# Unless required by applicable law or agreed to in writing, software\n",
"# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
"# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
"# See the License for the specific language governing permissions and\n",
"# limitations under the License."
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "h5s6ncerSpc5"
},
"source": [
"# Image edge detection module"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "hHCmr6iGjAJN"
},
"source": [
"## Setup"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"cellView": "both",
"colab": {},
"colab_type": "code",
"executionInfo": {
"elapsed": 693,
"status": "ok",
"timestamp": 1598547082775,
"user": {
"displayName": "",
"photoUrl": "",
"userId": ""
},
"user_tz": 420
},
"id": "s2bScbYkP6VZ"
},
"outputs": [],
"source": [
"#@title Imports\n",
"\n",
"import os\n",
"import tempfile\n",
"\n",
"from matplotlib import pyplot as plt\n",
"import numpy as np\n",
"import tensorflow as tf\n",
"from pyiree.tf import compiler as ireec\n",
"from pyiree.tf.support import tf_utils\n",
"from pyiree import rt as ireert"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {},
"colab_type": "code",
"executionInfo": {
"elapsed": 36,
"status": "ok",
"timestamp": 1598547092834,
"user": {
"displayName": "",
"photoUrl": "",
"userId": ""
},
"user_tz": 420
},
"id": "z5o-gbE30tmJ"
},
"outputs": [],
"source": [
"#@title Setup Artifacts Directory\n",
"\n",
"# Used in the low-level compilation section.\n",
"ARITFACTS_DIR = os.path.join(tempfile.gettempdir(), \"iree\", \"colab_artifacts\")\n",
"os.makedirs(ARITFACTS_DIR, exist_ok=True)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"colab": {},
"colab_type": "code",
"executionInfo": {
"elapsed": 77,
"status": "ok",
"timestamp": 1598547096882,
"user": {
"displayName": "",
"photoUrl": "",
"userId": ""
},
"user_tz": 420
},
"id": "hwApbPstraWZ"
},
"outputs": [],
"source": [
"#@title Define the EdgeDetectionModule\n",
"class EdgeDetectionModule(tf.Module):\n",
"\n",
" @tf.function(input_signature=[tf.TensorSpec([1, 128, 128, 1], tf.float32)])\n",
" def edge_detect_sobel_operator(self, image):\n",
" # https://en.wikipedia.org/wiki/Sobel_operator\n",
" sobel_x = tf.constant([[-1.0, 0.0, 1.0],\n",
" [-2.0, 0.0, 2.0],\n",
" [-1.0, 0.0, 1.0]],\n",
" dtype=tf.float32, shape=[3, 3, 1, 1]) \n",
" sobel_y = tf.constant([[ 1.0, 2.0, 1.0],\n",
" [ 0.0, 0.0, 0.0],\n",
" [-1.0, -2.0, -1.0]],\n",
" dtype=tf.float32, shape=[3, 3, 1, 1])\n",
" gx = tf.nn.conv2d(image, sobel_x, 1, \"SAME\")\n",
" gy = tf.nn.conv2d(image, sobel_y, 1, \"SAME\")\n",
" return tf.math.sqrt(gx * gx + gy * gy)\n",
"\n",
"tf_module = EdgeDetectionModule()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"cellView": "form",
"colab": {
"height": 238
},
"colab_type": "code",
"executionInfo": {
"elapsed": 582,
"status": "ok",
"timestamp": 1598547098698,
"user": {
"displayName": "",
"photoUrl": "",
"userId": ""
},
"user_tz": 420
},
"id": "Q2no8DO_s125",
"outputId": "3a964b3c-9719-47e5-8bf6-34a6f11c53dc"
},
"outputs": [
{
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birJQVCoVxzfihyXUcc3ruul2o/hpbBRaIW8hsPaO3IAZaKI5c6lUygnRnpyc\nxE/+5E/ac44ePQqgcyCp8kIFyh9QpPcOhUI4fvw4AODQoUN2QO3duxf9/f3YsmWL3evChQvrNlGF\nIPlvVjZQLk4/OzfD1oG1uc8+U6iYMLoGK+gBR0VI/Ur+nDK/P08PaOXEY4CBBmAoiziw3r+tfam/\n5aHC99DwfroKlB1F36ndbjsuFf0t9z7dMxUCZBoO20Vln+3QvuIedLlcLb90xQFFhxqwRm2kg8cO\npBNXkzgrlYo55ubm5gB0OKWAjsMul8vhTW96E4DOwNMxm0gkkM/n7V7Mt9ENUS0KCh35jHihtNtt\n8yvVajX09fVZ1JLfotLJqsESQGez5qZB0VpK/ugh1Wo0ko7P8Udm6eTWBci/a7+rH83zPIerz+//\nq9frNg7EtTVaTg9svqf6oHSRXS6aSjWzYrFov6V/i/NHLaZkMonl5WWHCofBIPwt28s2tVprZMP6\nHEZGKa1UN4pGTgFuTlkwuEYp5NdiqQHrdVqNQOfguOOOO2xTf/DBB83/eP3116Ovrw/T09MAOlaP\nRodxrvg3In4eHh7GuXPnAABnz55FOBzGa1/7WgDAxMQEtmzZgvPnz1s7/cm1nCtcC4qKeJ5na9af\n69jX12f5fACc+U1lTJNtg8G1Ui7qFwc688Ffw04PJLUgA4GAY/XQalHExW958NrGjRuxadMmDA4O\nAujsW5oHRauFvvKTJ0/izJkzdq9MJuNYjEqjxHHiXhSPxx20QedWMBh0yIi5DnX/0fmjBAtEkF6M\nuJvS80H1pCc96UlPulK6woLSPBbCEpqP44/uUp+OsgaTXZs09oFAAK9//esdDYth5N/61rfw9NNP\n49WvfjUAYHR01KHjUOiA99Iot5mZGbuXHwp63eteh69//etmptOS8bMxUJRiiXCYZncHg0FHC1RI\n0G/l0S9H0ZyIVCrl0LOQmBfomOuaQ0WoQCOLlP6FmqzSl7AdDOVVuOSGG24wC9MfTQXAsbAOHTpk\nGnMsFsPq6qpDpKmWLglw/VYn30H7m8/XvChNaaA1rpFqnFuJRMKKsnFMu1HUh8CIV9XcdZ0pzELr\nSSG9sbEx3HDDDQCAPXv2YGlpCQ8//DCAzryjP/bAgQOYmprCjTfeCKBjQSk8ROhcrYJoNOrA3Byb\nxcVFpFIpnDp1CgCwefNmDAwMmHVGqFBLqmjOlBKUktpHrV5tA0PBLxeppnsKsMYyoi4AhfXYJ8Da\nmlVXhP/9dY2Tzkz3C87RTCaD/fv3Y3JyEkDH96MwJd+B4xqLxZBMJm0PvPrqq239r66uYnp6GkeO\nHAEAzM/PIxQKOf3jh8t17yQhe/C4AAAgAElEQVTrOj+ru6XVajntAuAw4gBuTqHneU7h0CtJVxxQ\nWiGV0AB9Ln5ISvMc2GnqbE8mkzh48CAAYHx8HPl83jqNmwzQ2dgOHTqEe+65B8DapqrYfLvddg7H\n1dVV68xkMmmHxuDgINLpNC5dugQAmJqacpLWCKXoxuEP/VZzPx6PO0zbHHy+o4bah0IhOwj8TmDe\nT53Efv41zVNQJ3AwGHQOHZYXUMwZWMPxFS5KJBK46aabLOyY8KAqHRpw4HmdEhp89q233mrtbzab\nOHnyJJ577jkAsFLZGhRBfyHvzff1lwRpt9uoVCoOXZEfplV4TEN/A4GAlVBnm7tRqEgBsHmkfoEr\n5TWxLzTx9MCBAzZGjz76KM6ePWtzbWhoCPv37wcAbNiwAc899xx27twJoDMndC0xWInzg2Ot64Pw\nMA8rrn8qRhxfHrIaNKB5T5rnRiVI54oeHNw/tDoC0ztisZhDz8P26+GnkDgPQxWFsP2pIKpUMriA\nfRsIBCwk/9prr0UkEsGzzz4LoKMYK9s54T/O22KxiGq1irGxMQDA/v37sXnzZgAdv/HOnTtxyy23\nAADOnTuHJ5980nyJ/mCmgYEBJwClUqmYIkjWfHVb6Pzy5w0qxRrD9f2xApeTrjigVCNaXl522AC0\nE/wYciKRcHJVgsEgrr32WrvXM888g4mJCbuuxJ9f+MIXcPXVVzsWQK1Ws0XDoAlqH4VCYR0bAjuY\n0XMURgYpx5tuBrrgWNKBi5fJohpgoQuSvi4etO1227EYNWeI2pQ6zpnMDMA5+OjIVn8MxwboLATN\nPwqHww7Lh270N910E4rFokUi0hrVQ1jLQsTjcYfkVosKMtprz549Ng6PPvqoadSZTMY5VOLxuJPw\nqKwD7C8uQLJIcHNkuQE95NUnoRGC3SrK8Qa4Plw/p6Fq9bQkuEHfdtttKJfL+Md//EcAwL59+zA8\nPGz+3VgshptvvhkA8OUvfxlve9vb8O1vfxsALCBIIx0jkYgpLLSguZZWV1etX/v7+1Euly2QpVAo\noNVqGSrAQ0P9m5zfPHw4J6noar4R4PLttdttG3/1A7FUibLB6MHi94P5WTna7bbTLn2uPxCM/liO\nxeDgoOWYnTx5Elu3bsXLX/5yu1ehUHDWdLlctrXGoCuuidOnT+PYsWMAOnvrNddcg7179wLoWKdb\ntmzBxo0bAXRQpUqlYm3TtcN8Qg1e0ohRfwI1A984B6jwclz00H6xNdXzQfWkJz3pSU+6UrrCgtKI\nuNHRUXieZ5p6tVo17YlhoDzhyfxNC+KVr3wl2u224ddnz55FLpdz8nN46j/66KP4vd/7vXW+CzX3\nNRdpcXER2WzWNMrt27eblpPP55HL5SyyZnx8HM1m00pv0/JTBgfNJ4rH404bFUqgUGNkX1HT9VOV\n+HNdlLWCLAu8dzQaXceyrJBmIBBwIDzNi4nFYkin0w5/2LZt2wAA3/jGN9Buty3sPplMIpfLmVa8\nurqKXC5n40rrRC0ftjkUCiGVSlk7+/r68JM/+ZOGo585cwazs7MOR5jmk3ie57TR72/IZrMO7KWR\neqR+AdbDNN2aBwWsIQUM9/dbMsAaQqDhzO1222C7ubk5PPbYY+ajXV1dNesG6PQzYai/+7u/w+/8\nzu/gQx/6EIA1BnK1HBS2LhQK2LFjh1lUg4ODxjoxPz+PxcVFs9QSiYTjU2VblaVB4S4/ZRCjEfld\n9XXSoiSKkkqlDJngOlKfnMJf6p/kvXWuaL/7o/Toy1YfVSAQsDkfjUaNWePuu+/G4OCgReUx2lL9\npuo7YnQd9xNtYzKZxMLCAj7/+c8D6KylO++806yzTZs24dChQ/jOd75j31erJ5lM2tzi/dVnpT6n\nXC5n0bu8l7ZDIb8Xs6C64oAql8vOYEajUafksWLIKysr63IACDXMzc1heXnZDp3V1VXUajULsxwd\nHbXQ75e//OXOhGNnKlzUbrdtwo6NjeHZZ5+164cPH8Ztt90GAFbCgQsjl8s5IcoM3VQIgPcl2SN/\nyxIWGsaaTCbX5fbwUNKwznK57Bx2mqTL72rynIb++g8g5gfxwEqlUk7+Fv056v9iYMOxY8dQKpUs\nkbNcLuPixYsGpRCGuhz0AcApgUEeMo45E3WZ5Ll79248/PDDOHv2rPWfUhuxn/kc3cD8/GKETjQ5\nlxsB+0Y3w24UHTOGEHPu+J30wWDQNpwNGzbg+uuvtwTZS5cuYffu3aagTE9PI5fLWd9Vq1U89dRT\nAIC77roLzz33nI0B15Um1LdaLVMkBwYGMDw8jBMnTgCAc1jl83ns2LHDNmT6Y9jv5KlUOiGFlTQv\nzs+X2Gw2HV8n/XOqHPrzE/WA4vOANZJnigaYrKysOJyIvI/OMw1Yoe+MCnGr1TIf0jPPPIMTJ04Y\nDLdp0yZHqaKfh2NM/6xC81RmeYCzLyuVCj7zmc/g2muvBdDx/d5zzz22fv7pn/7J1iwJE3hf5naq\nIq215gi3+pU/jgPz7DjGV5KuWGW68BmRwgmoUTic+JoDdPDgQeuECxcuIJPJOJvH8vKyner5fN4m\n42tf+1qUy2XTAukE571KpRIGBgYsUqlarWJ5edkmXSaTceoMraysOJp3s9nE+Pg4gI5jUydGrVZb\nt0lq+XjivcCapsaNpK+vz4m+mp2dte9SK9GNX7VN+lD8ASnAGtmlLpp2u23O6sXFRScyT0k4AZeI\n95prrkG9Xjfse3Z2FrlczhZgKpVCPp+3TYl5HFq0Ut+hXC5jeHjYxjObzTqW3N13342HHnoIAHDx\n4kXboD3Pc+pDUavXujj+emOaqKiBLTyQ/UEi3SahUMg08VarhVqt5mzYnDdKkAsA27ZtQzAYNGd8\nJpPB9PS0rQ++98WLFwF03v9zn/scgM54P/roo+uClzRRPhKJmEX9ile8AsPDw6apBwIBOxh5oHK8\nZ2ZmcObMGWOwyOVymJ6edvysfgZ2zdVLJBLOIVMsFp2gKWDNqmQZc76vBnLwkNV7qSVTLBbtICDr\nhAbjAG5koJ+lQwMuWAyQ47N3717bw44dO4ZWq2XozPDwMLZs2WIRxel0GsVi0Tmg2B/VatV5h2Qy\nieHhYRvz6elpvPOd78Tdd99tfXD48GG7jwakcO/g/KFvkO1eXV11chJpgfO+xWLR8e9eSXo+qJ70\npCc96UlXSldYUOqTIY6p4ZyEGfzsDdTqCOMMDQ1heXnZCffetm2bE7vP03r79u2OD6ZcLjsm/fDw\nMNrttrFTTE1N4eTJk2bJ3HXXXaZF12o1i/IDOiXMX/GKV+DkyZMAOtpHtVo16DGXyznalEZTlUol\n5HI5B8bMZrMO9qt0SBoqXq1WUSgUzOqhRsl3Jszop/bhb5XahuOiOUOau0Q6FTX51dyPx+N42cte\nZm2MRCIWeddsNrGysmLjFovF0NfXZya/QhbhcKcWDjVs1pmh9ktN9w1veAMA4POf/7y1Y3l52Xlf\nhvMSamAujlb2zGQy5v9otVpm5ZFFWqMpu1GUi5IpGRoRq3REyuweCoUwNTWF7du3A4CxAigMk81m\nHdiM7A8TExP2b6BTqqZUKpnFFAgEcPvtt+Nd73oXgE6E4MzMDLZu3Qqgo7k//vjj1q58Pm9UR7lc\nbh0nnMJp+m+gs374/kQL1CepodPz8/PO2tM0EkLafH9lmaDoXqQpGfT9KmWQuhNoJeoexzwr/p5o\nw/HjxzE8PGz+3auvvhrz8/OOL/GZZ57BE088AaCzPjZt2mR7HiNVgTV4kvsD20HLb3FxEZ/+9Kfx\njne8A0DHDULf4JEjR9axd2j+Ktc/+5auBq5TppZQ1Nrq+jyoZrNpOUXnz5/H0NCQfc5kMnZA+XnZ\nMpkMFhYWzK+0srLiDAi5oGgOa4cNDg4iGAzaxkffAyd7sVhEvV7HRz7yEQCdzeuTn/ykcZHddNNN\n5mMpFAro6+uzRbq6uopvfvObjoNRoUnP85zABYW0otEoCoWCLQxu7lp0jlAUn8U2M9xd618ptEjn\nqcIYFFIo8Vomk3F8Y7FYzCHPHRgYcJKk1V+TSCQcv2Kj0cD09LT9Np1OY2hoyOFEO3funMM3SOhg\nZGQE09PTDnzkeZ7BpzzAODfe+MY34sEHH7RrmhdFHJxQA/nF1AehFCx9fX3Oc0nJBMD6v9vEHxSg\nG7DSHjHZWclOp6amzGHebDaxuLhofkVSV6lCR1ipWq3i/PnzdpgzQID9fuONN+LjH/+4wYXLy8v4\n2te+Zs8aGRlZxx3H8R8fH8c999xjwUnnz593UgXa7bYpb/39/UYYzWt6QLVaLZRKJduQqQiqT1ZT\nH5imAKyVcWe7qGwqPZHCp5ogzTmqnIi6WdN3o7RBet/z58/bQcEDm2OcTqeRTCYtYCsQCOD06dPW\nvpGREfNnkZqI871SqTgwXTabxezsrAVR3HPPPebfn56edsLbma6ih7TCh1ScNQBFg850L3kx6UF8\nPelJT3rSk66UrrCggDVH2fj4OKrV6mW1aX8p9VqthsnJSZw+fRpAxxmfzWbtel9fn8NAriHYs7Oz\nDrNvo9FAoVCwkNZms4mPfexjBtORBkeL3VELGhoachi4y+Uyfv/3fx8f/ehHAaxFzyjUpsEY1WrV\nLCpS+fC7yWTSAin4Tkp9pLCcZoADHU2tWCyaNsUsfWpBGtHHUG61atSp7ieT5dhQ/OUD/KziAwMD\nDsShkVhjY2OOU31+ft6sXkIJtJhWVlYwNDRkVjVLfih7AEOln3/+eYRCIaeUi0INhG38JVc0hF+h\n1kwmsw7m6TZRpgxC5X6SXgBWhoJjxNIL7Oevf/3rTnXmHTt2YGlpyXFs03KZmJhAKpWyAIpGo4HB\nwUGzmCYnJzEzM4PPfvazADpUSM8++6xRI8ViMQtGOnPmDPr7+y1Kc+fOnTh8+LBFsf3zP/+zo3kn\nk0lnfS8tLTkWkQbfVCoVh1aMycQa+MB7FwoFJzw/kUg4jDfZbBZLS0tO0IyuFYWACYVxHAYHB7Fx\n40azbPr6+hCNRp2IYrWg9HO1WrVQfGAtLJ/3HhgYwJYtWxxr7emnnwbQWWcbN250gjf8jB6xWMwI\ntQ8dOmSsPFu2bMGRI0fWsazzOaSR8hMV03q9XIUKjYi8knTFAUVoDlhjuuWGrRANDwV2wuLiIpaW\nlqzDV1dXnfLfO3fuRKlUssNO2XZnZmbMPAbWWAdIqbNhwwbceOONNvCf+9znsHXrVidUmhM4Fos5\nrOrf+MY3cODAAcdfw5pHQGchcHFrtA3Q2ZCz2ew6vwmFi0zhOfUxaFkPbkKcJKQz0josmvekTNCe\n5znM6n19fdizZw8mJibsXnw3Pltzu/SwO3/+PM6dO2fvsbCwgP7+flsYzWbTibaLxWK2qRw6dMhh\nnWAYtUJC9XrdyanYt28fAODo0aNotVoOYwH7mM9RGIchy1xMSinDMfpuIo9eSmH0FNDxo2qJhIWF\nBfOpkmGC8Hir1cLQ0JBTqkI3Ws/zcPbsWSeEnUoCIW4qc0wToJLxxBNP4KabbsLrX/96AB2oaefO\nnZiamrI2UykoFovIZDI2zwYHB9HX12dK18TEBFZWVgzy0jnKumo6nmw7/x8IrFV+zmazKJfLDnMC\nv8t8Oh7gXA+cs6xGre4GZaGIRCIGu1199dXYtGmTjQN9u3yHcrls1FOAy4HHcG22iywTnIeFQgEv\nvPCCHULnz5/HzMyMtXt4eNiYIxYWFnDy5EnzZ23YsAG1Ws0OO8CtDHz48GFjcDlw4ABOnz5tijH7\nRPtLy4SoLw9wfXice7yXKlB+6YoDSh3ZpVIJi4uLtuFks1kLOQ0GgxgeHnY0YpZABzqdpHkw/A41\nO/379PQ09u7da50zOzuLRqPhkFbedtttVhJ+cHDQFjHQ6XAehNTuqH2+/e1vx8WLF80a27t3Lw4d\nOuRYa/w3cxr4mQEQyvmXyWRsEZHnjBuFWkEM1+fAM69Dc5f8RfeUbqTRaNgh+/KXvxypVMqx+hKJ\nhOWnVKtV8+UAbnl0DS8FOpvKpk2b7KAMh8N46qmnzGfHfAm+B4uhAR3NPZ/P2xiurKyso1yh1e0f\n45tvvhnHjx+357LUhs6t5eVlx7epG55uWPwe31kPrm4SHQfmrnBOJxIJ20CKxaIlQQOdIKB0Om2H\nxqZNm3Du3DlbW7Ozs+u0Yw0p3r59u/VJNBrFpUuXrK/OnDmDBx54AL/wC78AADh48CCmpqYsb2pq\nasoJ7FhaWrLx3r59O7LZrAU+DQ8PY9++fbb22u21QoFzc3O4cOGCQ5OlJWjog9R0hkwm42yUXA9E\nMZQ2SQ8R+rO5XiYnJ62vstms+bD4XQ0rn52dxTPPPGPJuPQN+X1Y/K3mdrHUBvfEgYEB7N+/35Sy\nYrGIF154wULHqcSz70qlEp588kkAHd8gD3wApqDyHYvFoqWKvPKVr8R1112Hf/7nf7Y2qo+pVCqt\n49drtVp2b6WZo6KsgRxXkp4Pqic96UlPetKV0hUWVDgcdqCD8fFxJ0pHMVKWCwc6lsjp06etGueu\nXbtQKBQMzy6VSigUCo5P5nJsBUDHIkomkwY1NBoNLC8v27Pe+MY3Ynp62mjv1Vfhh6yuueYabN68\n2eCUVCqFl73sZQ6UwPc7ffo0lpeX7bf9/f1YWloyTXdxcdEhQPVTrCjVETPIlR1CLShCG7z33r17\nHe06Ho+btUFsWst6UJsDYCUQ2LeLi4uO/65er9u1crmM5eVl0zZLpRL2799vEUKtVgunTp3C17/+\ndWsnx4k+KPb12bNnrTIq2610Nyo7duzA4cOHnWRbEuiyXUq8S8tVSyxQG8/lck5IP6Pbuk3UlxeN\nRp3Kx4VCweY8I8VoLV68eBFbtmwx7Xr37t0IBoOmfRPu5BwmjRKwVpmYa3h5eRlbtmyxviqVSnj6\n6afx/ve/H0CHpHTjxo327LNnz9qcZrj2//7f/xtAJ5R9dXXVvjs9PY1KpWLWmUb8XXXVVdi8ebPN\n6VQqhVqtZmP1wgsvGAIBrEX1KWO3kueqH3X37t3YsGGDg9aoj5aQKK+Vy2Xzjb/wwgvrLCQtmcOU\nDfUzUWKxmNGOAR2ygfn5eWMg7+vrw6ZNmyw9oK+vD6961avMh3f48GHbh2ZnZx2m87Nnz2J8fNzW\nZbVadUhoPc+z5+zduxfbtm2zdAB+j/sFq/NqCLtGvfpJvskKBPwQMEkoTZCyiwOu85Fmo/JhtVot\nc+rRKUqTvVAoOPxR6XTaNuuzZ89i48aNji9jw4YNTn5RrVYzSCuTyWBsbMw24bm5OVs0xG1572w2\ni7m5OZvcLBHBiXH+/HkbuI0bN9pmAHQmmOd5ljM0NzeHmZmZdfRE/L4eIv5s73Q6jauvvtqZgGqG\n++tuKZMxa+so55fSNZ09e9YpOaKwHvud1xioor4wf/nxq666yvonn8/jK1/5CoA1bJuLf+fOnVZS\nAOjQVymtjj/0dXh42DYoZcrgGCvLNvtR82bUtxWLxRxFoRuFdYqAtXnHd1YqGvarBsVcvHjRFIGp\nqSksLS0ZlJTNZh3+tHA4bIcEQ7DZJ1T+CMMNDQ0hnU7bnF5YWMD58+dtXdZqNRsDbnT0bx05cgTD\nw8N2r3K5jKNHj9pcGxwctDk7MDCAXbt2OWsjEolYGZDdu3djZWXF1i2Da7RqrlaQ1f+TH1PzsTzP\nM5j64sWL1mYGRajbQnkgyZ+nz1DFG1jzmzWbTYf6jXltPITb7TbOnDlj0Gy5XMaePXuMeeMnfuIn\nbD587Wtfw/nz5+19E4kEpqenLV2mWCxicXHR1pZSsl26dAl79uwxN8YLL7zghMazz5UtX/2Byj2Y\nz+cdeJnvcjnpigOKpK/AWs4QJ1E2m7VJUywWHfJX/o0awpYtW5DP521jnJubw/DwsJ3q/jpLmgQ8\nNDTkRNqxkJfmJ2micDwetw7mxOZgDg8PY8OGDQ4RLaMEeS/NRRgaGnJKcwCwxT85OYl8Pu9QEGnN\nn3K5bJuK9guwxmuoeVFK9cNDCOhoV1qsj0SwanVp0icXoeLVWpBQfVCFQsHJsVpaWkI6nXYWYTab\ntbHIZrOWLPjQQw85Vo3mkwGdTSkSiTi5Pipbt241fwYTE7kxMthCrUYtpOcvT6FEsuy3bhPN1WG+\nDfsuFovZHGXtJ86NdDrtWAxnz57F1q1bbUwZFMS+mp+ft+9eunTJSZAdHh7G/Py8Y6mo5To+Po5y\nuWzX/YXvyuWyWSr1eh1zc3MOPZWWItcoxVKphFOnTtk84m84ZpOTkxgbG3PIZFWzZ+kb3lcDZhYW\nFjA/P78uUVuVZ41SVfJYf4E+v8WvCiO/r1FymrhOhV33C+W8i0ajeOaZZyxgZevWrbj99tsBAG9+\n85vxwgsvmEI/OzuLpaUls7ZisZj5LfkelOeffx579uyx5GrymyrNVLlcdkhhV1dXnaAJ9U81Gg3r\n2xeL4uv5oHrSk570pCddKV1hQWn2N0N/tTCaEoeWSiU7lWdnZ52CcyR4PX78OICOKVmpVCxUkqHU\nQCfEUksUEyZSGCoWi1moaDqdxoYNGwyTB9Y0HxZYpOZx6tQpTExMmEZVKpVQqVRMG1XNvNFo4NSp\nU+Y3Y/QQ359Z+fw+YSo+K51OG/xBf4xaJgqlRSKRdRg87xOLxZxMbzKV6zu0220HR1cMPhKJWNgs\noVZaKqQjUhhXc9D4bMI8WhjuTW96Ey5duuTAtouLizbmfkhGYYdQKISxsTGHRV7hJFJDUYrFIgYH\nB+37jUbDqZhKmItt7EbRirGEUTQiVP0biUTCoKN4PI75+XmLUt2yZQvGx8cNdn3iiSdwzTXXWL8z\nAo33IREpAGesgY5/MhqN2m/7+vowPT1tyIbC+J7noa+vzyyo0dFRg7GAjvVdqVTMoigWi4Y2sFy8\nUn0tLy+bRbWwsOBQcinrDNBZx2oRaORZKBRy6Li4HmkFKA0WkQnuU8w91PnOQqQALN/M/3s+l9Rg\nwBpDPX/rZ1VnBWLOW6Vn+7Ef+zFkMhmDbfv6+pwI4cXFReedFY24ePGi478ia4RCxslk0lkvZIFh\n31LIQqFMO1eSrjigisWiDebKyorjR1DHPMPIlQOPybtAx080Ojpqm9YXv/hFZ8KSEw/o+IF27Njh\n8Nhp3geTWjn4IyMjiMfjFu6qcf3EV3m4nTt3DmfPnrVDZ3JyEu122/xZygcGdOBFwoH0e3AT5SGg\ntEHAmvmtpjJzqDTAYGZmxmFvrtVq9ux0Om2Le3V11UmeIy+ZYu6avJjJZBy/mjp9mQxLf12pVEI6\nnbb3J/2UQi3qgPdXhR0fH3cSSm+55RYn10sTmwHXP6SJuf5yCwyN1VIv8/PzhrMrdyMPvhdbTN0g\nmirhb7NCskzRoNAfx/GenJzE0tISbr31VgCdftaQ9UAgYONL35Ru/LqW/KVbzpw5Y4cVsAYXAzCK\nJM5/smAzd2d+fh4DAwMONKnQGhNG2cZ4PO5UgVYqKG6y/D2TldkOz1urJcaAC61Fpz68aDS6rvaR\ncvzFYjHrL+ZiKYSmNd7C4bApwlSStBJCPB53GPu1tHomk3F8ss1m0yDuv/u7v8Pk5KTj8ykUCqaY\nsjKC0pdRlEeUY6aQaCqVclwCpJnjO+m99HD1X/NLVxxQ7XbbOPEYzaI1oNgp6qcAOhuX1lFZWVnB\n6OioDd7tt9+O48ePO5gqDxhGx+gE06zqTCaDbDbrOCOZt8G2cGJzk1TNvVAomHZOfJbXFxcXbcLR\ngUpeMzJlsM3UtBS/1sAP5ccitstrJNJUAkdNKFYyXE5ojaZSrW9lZcVJIF5aWkIikbAAhFqtZopA\nKpVyDuBUKoUzZ844G1p/f7+j2XIi8z10EmvJFTqmeTACL148UNvRaDRQKpVs3NLpNBYXFx3LVqMk\ni8Wiw4moJdG13HU3SbVadRIv0+m0cwCz/fl8HuFw2DbcQqFgVhQA3HDDDTh27JgV/6zVak5C/bZt\n2+wQIeehBhhpVBqTsGl19fX1YXh42CIGx8bGnFpIqVTK5ka9Xsd3vvMd86MwgZft1qAoBghxLi8s\nLDgRwvSDKmoCYJ3fBOis/2Aw6KAz6uj3W9DpdNosk2KxaCV3gPUHJ/+mCq7mNvL57Hd+h32nwQeN\nRgPlctm+xyArtjMWi9l9GVCmc5q5f0Bn71ELU0m7edCzXSx2qf2hPJaVSgXVatVJxqdQadT8zStJ\nzwfVk570pCc96UrpCgtqdHTUKfylTNeazU9rgdqWwllAB1q77rrrjL5ldXUV+/fvN20rm82aRhiP\nx50onaWlJWQyGafYm1LCX7p0yYGllLmXtB30wWzZsgVPPfWUae+nT5922IzpCwI6vrALFy4Y9k+L\nh1odfVdaJVe1rUwmY/h8IpHA6uqq9R19DtTU8vk8+vv7HbobWgJDQ0MGHwAdC0FZOTzPs/BxCkPT\n+U4UMoGof0t9Uul0GktLS047ldKpXq+b5pXL5QwiBNZYkbU0QaFQMMvAr40tLCyYD/KJJ55APp+3\n75LpXSGNgYEB00b7+/sdnxP7gO/UjRKJREyT1wg+wGW+J0+lnwZLy5Iz6hPocOD19/fbHL/uuuus\nH8fGxjAzM2M5guR1VEs+Go06Vu/p06cd6FVheoWgCLPyudTKCU9qEU1aF/RfLS4uOtFzOicBmAWp\nnHDKVq6sE+12G+Fw2KAuQlrsz3w+b/sS0yKUWUOLjhIO57OSySSKxaJdJ0UZsMaqTmGOoUYT6z5W\nq9Wc/CNSNPH9tOxPNptFPp93ODMjkYhTlFShVy3KOj4+jnPnzjlsGWqRkx1IfdZqball/2L8ll1x\nQKljl+HH7KSVlRXbuJaXlzE6OmrQQjKZdBbhzp07LTwaWHP0c+ArlYpt5ps3b8bU1JQ9hyGkHJBs\nNouzZ886h4o6yTXkmHk5/O5DDz2EnTt3OnQ8Kysr5u9RPwaTFAmtjI+PO4uq0Wg4gQ7E8vXQ4UbB\n99XqxDq5GVxB2EJLArPwxLEAACAASURBVFQqFXMq6734TvF4HLFYzOAjHpRKxMkFygXHCUjHrZYy\nUX49Vn3lZw39JX+iwqfqROah6i/FwvsMDAzgkUcesTYrrEvIR/tIE47VX0d49HLJlN0k8XjcGQdN\nxm02m/ZvrjE9rLlxUBiwBHTy9crlss3T4eFhg+WpXHENnzp1CoODg9aPi4uLDnQ6PT3t5O8BsDlZ\nLpdRLBYt8bRSqWByctI+79q1CysrK0bl8/Wvf93WCg8mrrPBwUHMzc3ZOxHeU+gtlUpZO7VSted5\nyGQyTu4Sq24Da2tH/Ui6rhXmXlxcdPgzo9Go5ajxWXp4Kqk1w741t1Fhe/IBqj+XewbbpGs4kUjY\nOsvn84jFYg4VmIbAM/UA6OwdExMT9hwehJpsDKxB6vSdaSl6hUUZT8C+vJJ0xQGlmjujeNhozVgf\nHR11nJH0/WjxLmaxUxqNhgUrHDlyxJLSotEoZmZmbDA2btzoaIw8/TkgHDhu4PV63drIujL87vT0\nNAYHB62uypkzZ3DLLbfY4v6N3/gNm8ylUsnJIanX60ilUnYQ+BMkqcVTg2w0Gk7BPdWAEokElpeX\nbXKHw2Enik+dqcCaMxfobE6a2Fyr1RzNjtaXWpGK9SeTSYdRmQucv1XLOBKJoK+vzyGTVH9GPp93\nnMBjY2OOL7FcLjv5a8ruvry8bFbz6Oioo33SR6cadjKZtL4dGRmxcalWq06OVLeymuvmVi6Xnbpc\nfp+aEhiTg5BjUiwWUalUzNoeHh5GPp8364z3B4CnnnoKAwMDNu/6+/uRTqdtPvBgpL+yr68PzWbT\nLKrV1VX7LqPyyG956NAhXH311XjjG98IoDPec3NzzqFy5MgRAGuWt0YE++eZjiE3dj0otRBmIBAw\npIMHOJVfPRQAONZUNBp1+DZZe4vWNyPvNBBM15LuOzy4NBlf/VuRSATpdNruxXFV/5oqd8onyP1C\nn6sBWcFg0PbadDqNXC5n7BgXL150Dnseolp0VANSlFgXWFtPvHYl6fmgetKTnvSkJ10pXWFBEaoD\nYDlAWmtGGRm0ZAY52/jbubk57N271+ACaj3UIHbt2mXa1fT0NBYWFuy7ly5dwo4dOyxTGuhoBbR6\nqJny96qpF4tF1Go1a3MoFMLRo0ctauncuXMYGBiwSD3FiMlYobCcZvTTXKflQrohaiMKFTAih5qb\nVhLVvlNuQ9VcVWMiJKPmv1oNzLHR/Cxqm4w81JD9VqvlQGcKh7BUAe+lFnU+n3fysRSyAjqaq2qF\ngUDAIJ1arYbZ2VmrD8XMdt6bocLs21wuZ7AHsD7SihY7+7obRSPNyI2mFZd1rgBrUCX54DgutVoN\nW7duNUYCciJqqDT/fejQIbRaLUMqxsfHEY/HDQUgyqHVezXniNGVgFsRGOhYY0ePHrV3+F//63/h\nne98J97whjcAAI4dO2bjPTc3t86nqFF7hLy1tI2/arRWGSiVSg5dmUKgzNVTC0Fz8tSSox+JEXCN\nRsOJiKTVohGniookEgmH+VstpEqlgnK5bHOaLhLNHfWnZPBaOp1GsVh0GMk1bUfHeHR0FKdPnzZq\np02bNhn6w3YBaxYoYXjuH0rBRmuTa6vr60Ep1YmWZQfgONNZnpvfjUajWFlZsUnEPB6l46GzF+gM\nAPFy1pQhZLd161ZcunTJymuwtpRSmUQiEcuRqdfrdiDFYjGMjIyY+T85OYnp6WnLIfnmN7+JhYUF\n/Pqv/zqADmZPGInl2/0Fyvhcwn+a96TEnNPT0zYJGJ7LRTY0NOTkJqTTaSc8Wv0oPBQ44eiPY9/n\n83nE43FbKFq8DVjLe9BxYv+QBoaHfTabdZQSwlCX2/RJG8Nx6u/vRygUsnGcmZlxSmgw7JZ9l8/n\nbfxzuZzj+OUi0VQCdaIrKS0DRnSz60bxcw22Wi1nw1aeNQ0LBtZ8IwCskCMhPpZAIUy1vLxsG+4t\nt9yCxx9/3O69detW7N69G4cPHwbQOTjGxsbsAKtUKo6SoRBbf3+/Mw+2bNmCSqViQRITExO46667\nrMbR7/7u767LO1LqqkQiYWsnk8kgn887989ms45vSAM3gsGgzbNGo+GsLYZJK48f1zD9tRwLrkFV\nsnS+0y/E32tKSrvdtlI//JzL5Rz4NJ/PO0ERGnCk70SIT+dIuVw2n93IyIgTsJJIJCzwJR6PY2pq\nyiC+ubk5p24VcyxVcaa/GFirt6dtejGSWEp3qoE96UlPetKTf/PSFRaUwnZMgGVEjkZwkSTRX2RP\nYabFxUXTAkdGRizBEuiEwyr7LpN1gbVS4koBPzAw4ETIaVJgq9UyzYNs3dTEG40Gnn76adP6Zmdn\nMTo6imuvvdY+831HRkawsrLiOC7V/GU5CGpM4XDYYYcA1pyMuVwOs7OzZrmsrKxYMTRgTSvUZ6nT\nnNV6+RxlxyB0oJWAadVwnHjf5eVlx5JJpVKYnZ11yjEoeWwsFnOimJT9gZqrsoGEw2Frx6VLl5yQ\n/1qtZvQqTHrmtUKh4DicU6mUU8ZcKyTz9/wtw4r90Fi3iVZMpqNa0QmFaf0OcSU8XV1dRb1eN4iH\nQUUco/7+fvvt+Pg4br75ZtOun332WbzsZS8ztGFkZATLy8tONG04HHZYBtivsVjMKa9x4MABpyTK\nsWPHcMcdd1jhvIWFBQeSLRQK1mYGAPCdmbSqhNGVSsVhpeA8q1QqiEQieP755+19/ekNGryUSCQc\nKi9lrWGAENcD26DWOEO8gU70oQb6aHg7g5MUelfEiQEWGgil0bEa2RsMBpHJZBxmmcXFRQsyq1ar\nlrIDdNwAbIcGbQBrofO6hnV+KdNIJBKx/uV3ryRdcUBp1jmwVsabwrDZgYEB89kAsIg1zULXCccw\nYTXhya3nr+dy7tw5zM3NGW39tm3bHHiMfiEtTa01gZaWlpzQz3w+78Bpd955px1uMzMzTrimsrcz\nek55qpRDLRKJIJPJWLtGR0ft/ev1ugORMGyUhxCjdJRlmfclJRSZjsPhMJaXlx1zXxUJwmEaKsr3\nZZl5Pmd2dhaDg4MOLYq/OitZ3dm3utj1gDp37hw2btxo7bjhhhvwyCOPWFRff3+/E024tLRk709a\nGz67WCw61Xv5HvSdKOM6w+qplHAT7EZRHwuruVI4N+gTUl+GQjaLi4tOVBbhMvbNhQsXbBMcHx9H\nLBazUPCZmRk8+eSTdkDt378fs7OzBhcyl0lLeRD+5abPdmzYsAFHjx7FN7/5TQCd8hHZbBb/9//+\nXwBrjCdsoyo+5Kmkb7Tdbjt+OM4Hvc41OjQ0hHK57Iyz+omYnqApCxqZm0wmnb7Vz/Sd69zyU6fR\nXcAxU/Z0bYeyzACwaEC/34n3USZ07mdMF9i6dSs2bNhgeyAjJvm+Cj2y7brnqR8ZWIOY+Wzd87Q/\nut4HValUHJJGUm4AnRcjvQkdtXwh0rooTc709LRpACz3zHuxvDrQCSvPZDI2WAMDA4jH4xbYQMJT\nWnIjIyMIhUI2GZT8le0mf9bp06dRLBZx4403AgCefPJJyyMBOj4qTgJSzHDR8ABVPDsaja7zHXEC\nM+eIv+EBR1FrhOGu6vjVXC5y+QEdpSCTyTiWjAYoMFeL7dL6LqQTYruCwSDOnz/vBCeo5sdQWN5L\ny3DXajUMDw87tXa0yFy9Xsfo6KhZTSsrK07y6fDwsGP1qo+SlphqweFw2EKcy+Wyae7hcNh8emxX\nN4qfuiYSidgYM4GW15SHjdc04GjHjh02D0+ePImJiQlTFJaXl508v1QqZeM5MTGBF154wRzqBw8e\nRDKZxFVXXQWgc/g9+eSTToqDbl5KybS4uIjz588bGrFr1y6cPXsWhw4dAuAWIZ2fnzerGeisd63h\n1Wq1MDQ05Ch7zG8EXGqfdruNYrHo8BUyLYH3Ul+PP1dJlV+Wn9HPanGx7If6v/zP0RQNDelvNptO\n2DnzRtVq4juQlFtD50OhkO0XZ86cwY//+I/bPjY1NWVBZLVazQnZVz8/26F9T/+t7ic8zJnHpSH7\nV5KeD6onPelJT3rSldIVFtTw8LBpvSSEpcaQSCTstKYfgBqAZkUDa+U4CB3k83lcunTJTMmRkRE7\n0UulEgYHB80i8Ee4Pf7443jFK16Bv/3bvwUA3HXXXRgfH7fn9ff3m7ZQq9UwNzdnWnylUsG+ffvw\nuc99DgBw44034tprr3WgJWpPyWRyXcFGDZUmrERGYpIwUubn550QU03cJYSn1qlqyf7ihQp/ZbNZ\nLC0tOVaPMmP7Q1YBmFU4NDSEQqHghLNXq1XT1gcHBx34hJGMHKd6vW6aejabRTabNS2Q1C5K679r\n1y6D+KLRqI1poVBwwnvz+byVbgfWcHRlw1Cm7FKp5JRyUD/Bi8ESL6VoIjsjMf0MHrzmD8FWWpxK\npYLR0VGD3iYmJtBoNAzNoOYOrI27+nrvuOMOg/hSqRROnjxp8/Ad73gHTpw4gT/+4z8G4DLh9/X1\nYcuWLYZcPP30004S60033YTZ2Vk89dRTANbmEgBDONS3qVWEy+UyMpmMWRsXLlxw/Ej1et1ZK2q5\nkKHdz5zg/z6whiCob1wtKDK08DP921xrqVTK+pJWC+d0tVrF8vKyrQdaZwrdKsymjC3xeNwpp0FX\nCvdX+nuJIJw+fdp8UP6kdvrvlYJNoUVGhPIdNZqQicr+4o+Xk65ZZVw4Fy9eRCgUcspA8EBi7oSa\nlRr6S2oNHlCnTp1CLpczqOHcuXPrqGt475mZGXz729826GBoaAirq6vGPPGe97wHP/3TP43Xv/71\nADqdzENkcXER9Xrd/DdLS0tYWVnBnXfeCQA4fvw4Nm3aZAeYhqumUimHnZyUKP5wZ8WctcSAHhL+\n7HYGLugiKhaLDrOE5pTxfvys2e4s3aCVfEulksFnOtFnZmac2lFsh/JyJRIJgw+CwSD6+/sdZUHh\nH62+ysWsdE2ELoG1cFf2rZZIyOVyDotypVJBu922sSCbt+brcPPzV03moddtEgwGnTwXzeVSJzaZ\nI5QJRH0GQAf2ZpDAwMAAjhw5YuM9OTlpod4TExMYHh52cvfm5ubw13/91wA6/R4IBPDMM88AAB57\n7DH8zM/8DO677z4AHSWL867dbiOfzxvUPj8/jwMHDuC2224DAAt91wALBuvQt6EHFGui8Z39dYj8\ndEW6aerGr/mPwJoPRh3/yulXrVaddamKNH1KqqQq5Oev5qD0ZSsrK84YpVIpR7HOZrMOR6YGldHP\nqG2JxWK27vh89q1WXOb7KNMOXQrsL83Bo6uG+2skErF9m+Pi7/PLSVccUJVKxYn+UNLBYDDokF9q\nQTqluAHWsHD1z6hFFQgE8J3vfAdAp+BaqVSyEhqpVAqpVApvectbAHQGQB2wv/7rv45jx47h4Ycf\ntmcRq61WqxgaGrJD9pZbbsHu3bvx+OOPA+hYbnNzc7aJJpNJczaPjY2hUCjYe1Aj0mTTRCJh1gax\nXN3Mebj19fVBy3JriWU+119kTOs7aWADowm1lAEAm3D+HCN1EpMMln3Hd9SESFqO7B9dsKurq9YO\nBk7w+f5SDiw1QOtsYWHBuBpJYEotkM5l3puUWlqHSrnJJicnHX9WNBrtei4+JnICaz5GTdxVbjnA\nVUiULNZfCI8BFVqWhdbVpUuX0Gw2TRH0PA833XQTDh48CKDjzzp69Kgd7p7n4S//8i/xqle9CkBn\nXpIj86mnnkJfX58pd3fffTdSqZQ998yZM3j++edtXAYGBqzN5A7UMuN6yHDdqHNeKcqU0NRfGJR1\nw7gh06rjdT0o/CU56DvXiDalgqKFxP5st9v2W27sGvhUqVRsPyAnIudjqVQya59jTmWKCiavcY9T\nJbVerztKqBLaMlmZ7aAPC+ggShqpyLmk60TpmDR46cUsqJ4Pqic96UlPetKV0hUWlJrDhHo0l0O1\ndDU7ac7zMyEcnszMoVLqDlpTpL/fvXs3ADihycAaizAtiGeeeQYnTpwwDWHDhg2WGb9nzx6nxHMu\nl8Pq6qpp8gx915BMZWRQpnOWc1atV38bCoWcsh/lctmJyiMECKxpkHx/flZIQ8Nm/VFKSk9Di4kW\nFLVzjS5Sn5xqmzMzMxbyTtmwYYPDjqGRRwpbxuNxLC0tORqhv2hluVzGzp07AXT8Cryey+UstJjP\n0ShGWtgK+2quUKFQcKIp5+bm1s2TbhMl4aRwHJSNnRF+GjasFoSf+Z6WmEI6nO8sQ06LiTlTf//3\nfw+gA0stLCyYb+P666/H9PQ0/umf/glAB80gceyrXvUqI/kFOtRGpVLJGA3a7TYOHz7sVJGmNUGN\nnf4rws7KBqOh9JlMBsvLyw6rhfaP7i2ErPw+b83J1BQUf7Vc9fcR0uM7rK6uOqS+Cq1zL2AbFxYW\nkMlkbE5zPDT3UUvBkCoJWCuU6q9uy/nieR7y+bzRvV177bU4ceKEPYfwOrCWy8bfLiwsOCXfyUyj\n4fIKtapVrCiYX7rigALWfCD0K12pHLD6I4D1HE+NRsNhAp+amsKOHTsArGHOAIxzipOCdYZ0wumz\njh8/7pjaSplTr9ed0O58Pu+wd7PEu4asEpIiTKChzsrg7s+38G+QejDQB6V0NvF43K7z8OYGrjWa\nBgYG1vm9dJGRcshfH4mTv1qtGtcg6zPxcKfvgwc6v8OFxARoLXnNzY85JXwHQnj8TIbuAwcOAOj4\nHflb5sGof8OfBOw/0JWVXZ3kLGui/qtuFA1R5kavDPXaF1pexr/OmH/Gg2FxcRHDw8PWV0tLS+Zz\njcVieO6558xf5XkeRkZGbBwSiQTGxsZsrhw6dAiNRsNSKoaGhkxBO3PmDC5cuGD9yw3wscceA9AJ\nimg0GnYv9bv600rK5bIdnsBaqoRWKGCfsZ267zC1gN/xQ1zq6C8UCk4AjfpcSDGklY01yIT5lqos\naPUCMrzz3iMjI6ZkLSwsOFydntepCq4+Wq5DKh1a86pUKtm6SyaTOHnyJK6++moAnVQcBsDk83mr\nc8V38EOc5OAE1nLd9LD0l7nhwdT1ibqaccy4f27gmqTmT0SlZaI5FO122xJot23bhna7bQtJy0cM\nDg4aswDQCaCoVCqmuVWrVbTbbfNfpNNpTExMONgwJwEdt5o/oxntJFql9TY9PW3W1dzcnHPIMvJF\nnbGqtc3OzjqknvrdVCqF5eVlJ8JNncAkd1UKfY3Si0QiNpnZ98oZqHlS/kWl2jg539QXoL4f+qQ0\nt0mZKNRv4mdDYB6LMjxoralyuWwHJXFuTVRNp9MOQaqWwM5kMo7ll8/nTbPXUgrs924UPYA9z3MS\nIvk3fq+vr8+ZR0pi7Hkezp49i3379gHo+IZYmBDoKAZcGxMTExgYGLBDheXgOZdWVlZQq9XM3xuJ\nRDA4OGhrb2hoyNqxuLhoSAnQGV/1K66srCAQCDhrT309RFGANSWO64eJpvzt8vKyQ0SsxMGAW8Mo\nGo06my3/7d90eR/1BdIH5S/PocEJGsziRzg0R4r7I/fES5cuOawMfJbeg+NCv5DWh1IfEQ9SijJY\n0GfM9yZ5ABVcJuLzel9fH1ZXVx0eSP+a8Sf7Xk56Pqie9KQnPelJV0pXWFAaGgzAye5Xunjm4ai/\nRgvdMfeAOUPj4+PYtGmT0XWoBpROp5FIJCxyBuhkyysj9+rqquVyAB0tidjvhg0b7N/VahUDAwP2\nnJWVFfT19Tk5E8oErdAarSdlxxgYGLDrzPvR0FktNJfL5ex9h4aG1kW4KQTy7LPPor+/36AFDbEm\nY7JyojWbTbP6zp8/b5VxgQ58qhARmcKBNdiS18rlslPmYmFhAaFQyCnTPjg4aFaz+qsIwbHv1E8G\ndKCV0dFRe9aWLVscuJjh8myj+htKpZLDQr+6uurAq0r9xCx89YV1o2jkKVEApbpRi1er3DabTYf6\nKBQKYWpqynx7lUrFgYcV3mJOG+fVwsIC5ufnDR4i3Zj6/prNpjP+zGOjT5ZWzvz8PFKplFPcT3Pm\n1JqmFa4lIJQ2iFC55sEpe0S9Xrf3Y7FKPlcj2vhbZf4mrMdryvbCeaNcj8o3yDByRT4o7COF/JRi\njIw3/G0ul3Po3nTOxuNx+z7fV+nOmEfJ/WTnzp3G/vH88887EF6hUEAgEHD8m8pqw/QW9sHw8LDt\nl57nYXFx0cmTvJJ0xQHVarUc3Dgej9tkIH8c0NkwtOy4VnME1ri4iJMzbl8Hl5Pz9OnTjlOP4eyK\nxQ8MDNjnWCyGXC5nmLT6SThRNdlYoTXi+Vofidj+zMyMTTred3V11Rad53lYWFhw6s5UKhUHaqJT\nOJfLIRgMGvTS19fn1KzJZrMGAQBuqHQ+n3dq9DB/RA8zwkJ8B02iVs4vBjno5CwWi06+xtjYmOMU\nrtVqBomqc5Whw0rtEo1G7TqTC9nu173udfjUpz5l/aFO4aWlJSeRkUESvDcrk7LvlXi3WCxiYGDA\n3l95GLtJ/CVBotGok1+jh7vCwf5SDAxBZj8zgVlDuqkocmPXDTyRSNiBxERc5Z7L5XI255eWlpwy\nHso9SR+swmWaz6Vh4qTB0gNKIVsqexpkoz5IraitgUrAGr8kD3/mE2peENuhJNMAbE9S/7Um7pLm\nyx/Mw75jfwJrML4qcH19fba2eG9V6imE8JUEQCmH6P9nKs7+/ftx/fXXA+gEH+k+HYlEsLq66vAg\nKuUS+1uhce7b3JO1RM6VpAfx9aQnPelJT7pSusKCUvOYmc2amKZVGgkXUZTahOSE/D6j6wjT8P78\nfzAYdKLvFMIgrKZZ1UNDQ5e17FKpFKanpx3LhOSywFpSH9ut5K/UJJR0UqGFUqmEaDRqScF0iLJd\n9XrdKWOhpJ2saMn+YfirssErTKMRf6p1833VAc9yAXRekyoJWINO1ApkmQCgA59oWC3bpNnzCseq\nRsjQX03yCwaDzrioFjw/P+9Y52NjYzZujUYDq6urZhWREYSWAS12oAP/sWgbAGcOdpNopCWTMnUe\nakSnCq1h9jMRAC0yWa1WjepIrYlwOIyFhQXHEq1UKg4djzI48Fmc0/V63TRvJk/TgiKUrCHKGhSj\nbN5M+FeGfbWwlNoLWENeuPZ0zpJhXJlSVOvnbzUSjfOK6ALnFRPxNYFayZXL5TKy/x97b/LbeHpd\nDR+RoihxnknNU6mkGrqrem64ncbrIU7gTWwkSBZZBAkCBEj+kayCrLLJJtkFMBA7iBMgbRtuu92D\ne6geqrpGSVWlgaRIcR5FUtS7IM7lvSx349uFLz4+my62yN/wjHc495xA4BnmfGA47/j+LJ5n6F0r\nG7BdXFwYMAyfUYsrclw0ErfZbJrwuhZ4ZdSGIDKOoaYy0iAbFrbzc6VSkb2i3++jUCjIuGiPdrSN\nxQEFwHCthcNh6UQdM26324ZhmwgljdLRobbd3V0899xzhl5f09hkMhmButbrdezt7YlkQLvdFpcX\nGPL+aV0inb/SyDNS53MSU9JBV+Hr+iH+ns/V6/UktOT3+5FOp43kO+GzfA5NRzI1NSXPmM/nTa0S\nFwFzZVpB1el0CvoQGGwyuuaMujoMB7DuSyOXNCuBjoNTeVSziMdiMVk4DOnq7+tqf725ORwOQ5VC\ntBAXe6lUkjqO4+Njs/BTqRS63a5ca3p6GvF43IRpgsGgYTXhd0OhkGFn1gfoODVt3IzCeFdWViT8\n2263DaKx0WhIKYH+LefKxsYGPv/8c2xvbwMY5GvZT+vr66b+7NVXX5V8JwDJN3FedjodtNtt+b5W\n52XtoTYANLMCJd01bRYbawh1KYDm+eMa1DLk/B37iXP49PRUmFmAwRzVhz2bzp/wOkQHc+/w+/3G\nuGu1WgZB6ff7DWKu3W7LfaLRqAm1k6Fdpz10qJ61bFpGR0umaDQhD2ytWxWPx+WdDw4OJAe5s7Mj\nCGI21opyTGdnZ+VeZG3RBpHeh7VauQ6ljraxOKB03J/FoaQ+0bFuimsx53J8fGzkzwlG0HmRmZkZ\ngQqTew0YinPp+iKPxyMbT7vdhtfrlXsx3jxauAcMC0L1YGkvp1KpIBAIyACxBovPoS035m605e50\nOgVAwMnKHJaGhROIoA+ZSqUii71QKMDj8YgVzI0CGMpnaLCGBmPMzs4iHo/LwckkuYa36jg4ZTL4\nTiSQ5ed2u2341LSwHHV6gMGC1PkpLn4uMoo9arAH5VbK5TI8Ho/RC9P5C/azLj3Qi0pvRrSeR2tn\nxq1pElLmn9ivOjJBqRldf6cBBjQomDC/du0aAIgVrIuY6Q0wGhEOhw2wpV6vY3V1Vb6fy+XMc5FG\nB8AzhhvzmZoAV3sIuoiVOWjtUREMwr+7XC4DDNFlHBqyzugC1yFrrHROh+8GDD0GYCgMyXnFOj7N\niafpywhWGuWu5LW0AUYpIhr0oVAILtdQ7JORHR4kes7SuNTac6Q34vt3Oh357Z07d7C5uQlgYAju\n7u4aI/z8fCjaSp5D7TWPljxw7+A76MjXV7VJDmrSJm3SJm3SxrKNhQel0V31el1cTWBIcAoMiRI1\nGkRb/QwTaZZxv99vZB1o8QQCAaOwS9VXVsMvLCyYPBIwdM2BIfwVGFI10RJhPoaWAa1VPpdmrGBY\ngZZGtVo13hnRT3zn+fl51Ot1Ux3OdyIdvs6xsCgWgBRPsthSV7ufnJzA5/OJtwEMPDBNM6Xj5ixq\nHKVK4jjoUAq9Fo5Do9GQynPeR0uMaKojxut1SFMzo5Okk/1ZKpXEY2bhIN+BHjWvncvlsLi4aEKv\nmrVCj1mr1UKz2TTif+PYdASBYWZNCMyWzWaN1c/5q5m+tZwC2SA4X5LJpMzJ09NT4/Wen59jfn5e\n1tLly5dxfn4uUHIqGfPaZOzm8+uyk7OzM/j9fiMToqHSLpfLQJv7/b5Y6iy54H3oqfP7fEdNFsvv\nEimqVaK12CXpyvRzaei3joJ0Oh2USiXzWy20Oj09bXJ6qVRK5juLzfWa7veHyr/BYNB4oLVazVAS\nMUfLf+v+oBTJBCgnMQAAIABJREFUqGq2jlDR61pYWMBnn31miHB1rjifzxu2EIZE9f6g916dK/y6\ncPlYHFB6cnPDpeuocxuUqeDfjo+PTfKdIRq6mU6n08hW6xwKN1vtXurDkLBbTT/i9XolsauT+sBQ\nX4rvo2uMGJ/l4Ho8HplgDBvwPsVi8Rk58Xa7bQAY+p11FTmZ2zVE9ejoSDZZ5hM0N5/OT2kmb9aX\n6FoVHVrzer1GmqJUKsnhFg6H4ff75X39fj8qlYpsaMlk0uj48Dm42DWbfTgcNvyKrO3RMXZteKRS\nKXkml8sl8Hn2h4ZSx+NxoxLK+aXDGBoK3O125Rl1/nGc2tzcnCS2+a5aBoV9zhwI+5FJfs5/MpRw\n8wgEAmajTCaTAj6iscYNp9PpIBKJSL8vLCzg8ePHpu5Fj6E27qizptV6tUQMmfLZNMP8xcUFfD6f\nOSj0oTKq8aS5BPl3nfvWJQpTU1OG6oos+Ho/0MATLZ/BEhYNMNIhbYa7NWsJD9lkMmmYdsi6QlYO\ngmI06EozlrMf+F0NpWeNpA5x8hAHBnWV7KtYLGbej6FRfYCT4o1zQB9+VBHmfXX92deF+MbigPJ4\nPDJZWq0WUqmUDLwWyWLMnIPH+KsmOO10OtJpPp9P0GbAEBEEDOOgHIBQKIRwOCzS0pFIBLFYzGyi\n/X5fDsd6vS7Xzefz8Pl8MtA86PQkmZmZkedmvofPqK06DhY3+3g8jlKpZGoVqtWqHIajFlK1WjXJ\nV10wyyJf9rXWghktpgyFQsaDYk5Oc491Oh0Zp2azKd5lNBo1XiHrITRaqlwuGw68eDxuakw4mUf1\nnriwuXFq6hb2ATecWq2GYDBouNh0YSKRSPw98yS8l/YmaWSMglrGrZFcFxjmoDi3/H6/RAwoVcN3\nZ55UG056s6e3pYvNOY/6/T5mZ2flPtVq1axpejKcW+St4yGkPeZ6vS6bMjCkAuMYulwuA+bQtV0E\nWNFT6/V6xpOhxzBKRK0JcjXoQtdjNhoN40HTO9UeFNek0+k0tYusvdJeoaYoC4VCCAaD8vfHjx8L\nxdTFxYUhSy6Xy0bap1wuS70j32Fubk72Gp1n5Hhr8lxgmO/jPqRBNhrN6/V6jXfe6XQMIlBHQbxe\nrylk1tRnumaSz/xVbZKDmrRJm7RJm7SxbGPhQWlI8szMDMrlsqnm1ye9RmzRstY5Ay2nXq1WjZAe\nrwEMTnxNmcIQEy2AaDRqQhxUtdW1PRq/PzU1ZUKJWsIZGCrUAjAINlolrC+g1cr7ZjIZE/IijH4U\n0g1ArFj+jZYqc06JRAKlUsnAf+kx+v1+BINB6R+i+DTxppbHJhu2hr8yRMGYOEOV09PTqFQqxoLW\nXiClPPh9LTqp78XxG/WaNVKJNSgcI01YGY/HhbgXGNLHaCisZgOfnp4WbyQUCqFWq0n/0Fsct6ar\n/RmiHGUhAYZ1Ttoz1RYxUXi06ul9amQe70OkJUPrxWIRPp/PeMhaapz35/pZX183aykcDov3StSe\n3gO096o9BEYHdC5Me8iEZGuSUu1B6XQC0Zw6tKhD3KNqCL1eT96fuTp+ZqhVs+Q7nU7pn0gkgkql\nImtxa2tL7vP06VPUajVZswBM7dLTp0/h8/kMma7OLWp6MlJZjdZnagSgTh/oyE4oFDJ7K1Mc2uPU\nbCHEB2hEqcYaaE927GHmelEVi0XhZgOGNEHAYJKwowAIk7keDB3PZChN11BwE+R/WRdChUhCsBcW\nFowKbLvdliQiMBgMHabTLOtMAHMxc9Fouhadv9K1GqR60fFqDRVn+EKzKPPf1IrhwiCVkw6XOBwO\nE6bhxOcC1O+nefxarRYcDodsNMViEfV6Xaj5yQzNZ9MbI+/BdyLDOCHMZB9nn2iNGiZ8tS7TqM6M\n5jnUG1gikUAmkxE+xXa7jXK5bIp62+223LdUKkldFTDY0DkfqJo8qr8zbk3X0JH/TYdh2I/BYNDM\nb+YMuNExXK6LOH0+nxQqn5ycmNCZzg2fnZ1JeBUY5Ip1npW1TNo45HiurKyYYmNKZOg6OHJuAsM8\nMzDMz+qaKk0CwHCZ3iM0JFuvJYao9aaqn5kF45xLnU7HcHOSgojjoI1kHgT8O4Fh169fBzBYt1qt\nm2E7joOmEIpEIshkMmIc0iCnAXx6emr6in3Ia+u6KNaJam4+7o/xeNyU9LRaLVHCZl9ryD/5RTW2\nQIcHNTR+7HNQfr/fIDwqlYrZcNjZc3NzKJfLMnldLhcajYZITYdCIUMeeXx8jKOjI1MrpAkrdfKx\n1Wphfn7ebNA6v6GLh4Eh+wH/Njs7KxO0UqkY3Rla5vqzttrdbrfJQTkcQ0l3/j+N+mu1WpIk9fl8\nplBXFxvSW9BWDWPD7HdOGorZaU9N12Mw9q8RgBsbG3JwbmxsGHJYp9MpC5CIJ943nU6b/BcLefVz\na0lyrUPDuDbHuFarodFoyMaqJz75zrSHrdFSRANq7sZ8Pi/jmE6nZTEvLCxI8TafYxybtuq52dBA\n0Xx5p6enCIfDZm5oAMmoRMr+/j6SyaRwEDYaDRlfSmDQ0GABMEEx6XTajOnohq11g5ivoZHF2iQN\nAuD3AMtgwv+nBfpGc8Fa0NHtdkutHK+lgU2jxcI6p0LQE6/t9Xpl72D9IOedx+MxRe/0eGhsLi8v\nY2Njw9Sr6XpDfZ9sNoupqSlTG0ovivdiv+nfc4y14UgQmOb1PDs7Mywt9GSZ69bvS25LYKgXx88k\nXtZ5Ru0xaTShngujbZKDmrRJm7RJm7SxbGPhQWkLilT8mpJI5xtarZZYKmSWYLiOFjN/u7S0hMeP\nHws9S7PZFCuFVPFagE9T7BDnz1OfbORaQVJbm7pWh6EUWuoM2WkZBFqfZGum1XJ+fo5isShQ4XQ6\nLRxZfEfdP/pao9QhdLs1R1632xXrtNVqyfuFQiETF+Z3dQX/wcGBeBTXr1830FqN2qM1xfsWCgXx\nyIBBeIk0TMAg9KhlQHTtEuHdHGPmHLSH5Xa7xUvWHtHCwoJY0QCEp1Fb3MfHx9L3DCfqOjv26dHR\nkVBY8drj2rSnToZvfubzx2IxQ6/DPOco9J9tf3/f8DzqvBAwzPcCQw7Ihw8fAhiKWWq2FF1jpvMz\njCRoSLMO8WlFAn5P16Tpa7GGiu/I3CafgyE8vrMuK6D8jJZu0eFEfl+LXfK5NKM6MJSe55qmCOPK\nygoAYHt7GycnJ8bj5N7CvBFz1KFQyDDgJBIJVKtVCQlGo1ETMtNQcCLxNCxfy4Dw/2mPiyE+h8OB\ncDgs/dFoNAyPKaM+epxGOUU1dsDr9UpfFgoFoScbbWNxQJHuh03ToOgEGut4NPeejrEzScfJEQgE\nDGhAgxy42XCCUaNFh950/Hpubk7i8HxGXTOiFw7de26qJKXVh6MugNSUQgz5cYMmQEDnr6huyd/z\nEIlGo8/EervdruGP0xtLvV6XfxP2rROmuk6G3GQMpfn9fqlZAWDCHwzZ6vizlszg3/Vznp2dGVJX\nDY3VIR6GVngvTnyOI7nI+N1Op/NMuFS/I2HXAIR+hc9RqVRMElxvmuNaB6XzTKTU0TRC3ECYJ2I4\nkzyWmotPc88xT8JNdn9//xmlXvazpi4DBn2nQ0nM9/IgaTabJhemqY1Yp6PzTDQIAWvAEuTA65J+\nSYeQNKiIBguNGx0OJMkyD0xqNnEOU+KFz3F0dCR9wxpLfchoOfn9/X1sbm7K3Ds+PsbDhw9/Jxcf\nofEaVj41NSUHByVg+I6kQdOlFDr0qI1SbTDw7xwvNs3TR6kP/Tf+1ufzwe12m5pMTZCt6d2Y69NS\nPl/VxuKA0mi3drtt4sq6eJQiYhxYrWcDDA82LY+si2L1fWq12jOChdpj0iy8wLCCWx8MbCws1ASW\nusaEuQ1dbKuLcfWBTA+H1yIgYLRAVnOR8VkoGqYTu5rRQQv3AUOePz6z1qhhRbomsd3c3DTWFb1O\n9oGuxzo+PjbV7r1ez+R+dE5vd3fXkOuGQiGjp6Pj6PTU9DjNzc0ZHkS+Qz6fx8bGhikg1e9ULpdR\nrVZNjtPpHAopJhIJcxCmUikZ/1FOtnFp+oBmPo7joo0ocivqQ1cfwizE1JtstVqV3IfeYDgmnIf0\npnRux+v1GsNyVKSTY6SteTbNUsLDTCP59GFIFnLeV6sf0OjkoUMtKM5LnQtmX/Ba7DcNBMrn8wLm\n0uuO+4Fmx2i322Jg37hxA4FAQPLI1WrVkMvqg5JzUAs0alBJNptFPB6XKFEmkzH5QG0Msy/1/NDz\nmLVM2uPUxNN6X2GeWXujOkrComY+Zz6fl+8S/af3+K9qkxzUpE3apE3apI1lGwsPiozUbKTVAQan\nrdYv0ppFjHtqfiitD8Waofv37wMAvv3tb4uL2u12TZU9IZa04HK5nEEb6RwZYJU8NaIIGFhZpVLJ\nKMzqHNXvql6n9cQYOlE8rEpnaI3xey3lQQuQ7rymBSIbMjCwmnXNkJZboMyBrpnQ7/3iiy8aL7Hf\n7xutKSIq+cyVSkX4FDWKks8ZDAbFO00mk9jb25Nr6VAjWcS1HpRGRFErR3un/C0ZKXgfyp7wHan3\npMOnc3NzwiEXDAbFm2LIgrF+HX8fp6aRd6xx0Ugqrh1KbrMvWPfHOcw6Qa0HlslkhEU/lUoJopO/\no4VcKpVMOIxzlGEpehdae0zXOWnk4Wg+UzOS8LcadaYVkr1eL3K5nEQMZmZm4PF4TM5Rh940NQ/v\nq8PWOudGKiPuJ3qOxuNxo+FUrVbhcrmEHWJmZgYHBweCPqb8DBtlX4DB2tCQdb/fb9hiCoUC6vW6\n5EQXFxfx85//XNjndQ5ulJ7N4XCgXC4b6iONPmw0GlKiwVy57gPSKgFDJV8ditdMG8vLy4alREv9\njGqT6TYWB5QO0TAUpIttOYE4+XTdj4ZN06XkC3Nz4eDq5KXOPQGDRUYyVT5TtVo1bjdddf5e50l0\nvJ76RTpxz9ofYLARsgYolUrB7XYbmQ9N1xSJREyYjnB2LvZyuWwmiY7Pk6OO/cXEt/7MlslkTH+Q\n6FEvHH0wMKFOFz6RSAgE+eLiAqVSCT/60Y8AAN/97ndRKpVksk9PT8Pn80kYgjIJPEgorMjv6jox\nbUTwtxo6q/u91+vh/v37Ust0fn6ORqMh12J4RHMk6tzIxcWFwGxJ8zPuZLE6jMd5OSo6CUAosHQh\nuubA43zn90OhEEqlkpFE0fLfOjx8enqKRCJhtNNOT09NjlH/nuSqfC7ArktNT8UaKh46rBMCBuNX\nrVbNgaQNOIbK+JyUWddCgpzv5+fnEubmO2ghReqDadogHWovl8uGi3JpaUnW6dHREY6Pj6V2KRqN\nIhAIyHPr9AFBLpzzL7/8sskVlstl3Lt3D59++imAgRbXyy+/LJ93dnZkrlYqFVPLREi/ThdoKLnO\n19Ho5juw1lPL8czNzZlcmQZr1Go1Me64t+i95qvaJMQ3aZM2aZM2aWPZxsKDGmUh0Mgj0tMAQxio\nrnSenp6WRGU2mxUFWmCgCLm8vGwsc1qArCgntDMcDhuUH9Ffmgm70+mINQ4MK7NZZDoqN6Epc2q1\nmngQ9+/fN6quv8tV1hZSPB43rnWv1xPr1OFwSPKVTNa0COlBMsRXqVQEPgvAJJCJgOJvI5EIksmk\nIfzUAJT9/X1z7w8//FBgs/fu3YPT6ZQQ349//GNEo1GBHScSCTz33HMStpyZmUEikZBrHx0dYXV1\nFcDAutSEv5VKBYlEwiDTRgv92O/Xr1+X8AowsLA1Uz6vo73kL774As8//7z0MxPZDAVpho9xbBqc\nUK/XEQwGn6HcAoYF3pruSatCh8Nhw6oxNTVl0GPAEPXlcrmwtLQk3ke73TYs+gzB6lC9hoNrCDJg\nhSLp5Wn2AyrUAjDs/Yx68G9erxflctmgx7SAIftDzy2ObzAYNLRYzWYTkUhE6Iii0ShmZ2flWpqU\nmc/JsBvXBfclsr9TDDAUCmFubs5I2Wg292KxaAp3w+GwrJ2rV69iZ2cHb7/9NgDg448/xtbWloxF\nNpsVUFmxWBQJImBQaqAVG4i01JEVRhD8fj+2t7cl0sKIjvaS9f8fVTvQLCVM0+jUxFe1sTigpqam\nTAjL5/OZuLJGC2mkCPMNPLBSqRRcLpcs0HA4bODOrLcBBi5nvV7HF198AWAQI43H4zIgxWIR8/Pz\nMgClUgm1Ws3AO/XkrNfr4qKz3kDHsykLAQzl1fldDW32+XwGpss8ga7YZo0BAONWU2NF1/loFgYi\nJHXsVx+y3W5XwqGRSATRaNRUe/f7fXn/fD6PYrEoEzYajeLXv/619JWWX2BuTEPWK5UKXnzxRQCD\nTcbv9xtjQNOg8GDhHBgN+WkmbR2yWVxcfEbWYTSHyX4CBvQ9a2trklfodDoShgyHw0KFBHx9WOJ/\ns2lKoVHdnX6/b1jwy+WygfprRdl6vW7kwqemplAulyWMu7CwICGbRqOBa9euyZikUilUq1WZ48Vi\nEZFIRIyZRCKBQqFgEHKaUbvf78ucLpVKBnlGtKBGgOl1Va/XTRje7XabkFa5XDZzRbdRtKCm3OLf\n9VrS3IW6HpGHE/N1U1NT2N3dFWN4YWEB6+vrQhPGED7XFvn0AJgDFhgY3RcXF/Lsly5dwurqqtAk\nnZ2d4ejoSA6Dhw8fYmtrC8CQcox9Sa01zn/CxDXfplbhXV1dFaor7nmjtZf8LTkPNQpWlzho5OXX\n8VqOxQE1Nzf3DLxUb8C0vP1+v4kpEyaqDzAtqdHv9yVRCgw2JFozpVLJEImyoJMTf3V11SSRy+Wy\nsTCBoTXKuLjudJJxsvEg4rvpglh96LJGiFbFKHluuVw2PIBaMoSeGN+J+Qf+loekFiGjRUiROXqI\nusCP/VMoFEQD6OHDh+j1enKg64NRe2J8Dl1DRr44Ggdra2sIhUIGDs2JzSLmUSJebY3ra2tafx5e\nvBYtVz5bvV6H3++XPmBf8tDd3t6W92P8nX05rlx8ozV0sVjMUD3pfIuumQNgIPaMRHBMmNTm3Ll8\n+bLRe2q1WuIhMD/ByMXc3JwQyLLpInA9niR41cbDqAinHofRgl7mf4CBkdVoNMRw9Pl8mJmZkYOV\nXJ1ci3Nzc+Yw0wAs3kvXjY3mWTj/PR4P1tfXZf3s7u4aY8fj8SAWi8m1Hj16hN3dXXlulnAAg3nG\nseL4atBEq9UyNVi8Jg87bezF43Gcnp4+Q4DN+cHSG10nqMFHwWBQ1goBV5pfUdev0dPlHPD7/fJO\noVBIQFn87Ve1SQ5q0iZt0iZt0sayjYUHpenkq9UqGo2GWCapVArr6+sAIKEueheNRgO5XO4Z5gBa\nLqenp8Yq1EV8DocDn332GV5//XUAwJ07dwRaCwzZDLTo2Kg1NQqFpYVAa3PUpdWFu1pNU8fUeR8+\nB4tUtYx1r9fD8vIygIEFxVwPaXq0oqpW3CXaSlMMaaQRBSD5frp4lu/w5ZdfAhjmLHitVqtlWAg0\nfRVDNrovdV6k0+kYuY1AICBhNiKtOOadTsd4oxRV03k2zf6gQ3469wYMLDdCovm53W5LrlAjSIl2\n0nD/cWw6t0O0KJ+ZxebAsCyA60wL0wFDGh9axAwH0cNOJpOS29je3sbHH38sVnur1cLy8rJY20Rt\n6SJwDWmnZAowJK3VBeHaoyJyTkOhdXhQEyCzJIOfSQRMT44IQY6xLjzv9XqGjolzltdi6YcOgRKZ\ne/nyZXS7Xdy5c0f6KpFIiOeWzWbxjW98Qz6//fbbphi/0WjIc5BoVu8PHo/nGUoy7j0nJyfIZrPS\nt5FIRMgIrl27hkwmI8/Jchc9XzTtmiaDrdVq8Hg8Jq9NWDowZJXgtQiz515E5QmOgybi/Tri5bE4\noLxer8RnY7EYfD6fbEjtdht7e3sABguh2WyKa0g4ulZ5JZsCMKT2Ydz86dOnsrFzojGmyvyTDh1V\nKhXD+6c3e838Tc42nZOamZkx7M2aNkWHOjhJOCn29vYQDoflt6Q90YtKMzLrEB7pV7SL7vP5jNrm\n2dmZhDx9Pp+ECigJwk3k+PjY0CQlEgnk83mjy6S56ggdB4a0KKMgEq2B5fP5JEa/vb2Np0+fSq7E\n5/PJAVWpVLCysmImsQ4BMqHM+aMVdKlfw40zEAigWq1KX5Nyh2NMYAvnXjgclsVNrkJeW1NzjVOr\n1Wqmti0QCBhWbY691+s1Gx2/z9Zut9FqtZ6Ro2HfHB8fy3gy78s6n2w2i36/L+wG9XodnU5HrkU2\nehoOGkZNA0qvLQAm2Q4MjYyzszN5DubRNMBgtKZSG4o0qjT/pl7vOl9LSDb3ltXVVaO43Ww2xVA8\nPz9HqVSSzwx58jmz2SyCwaBRINbvFgqFzJrVHKIEVXEcXC4XIpGI3KvT6eDSpUvY39+Xzwy9Xr9+\nHYlEQj4z38f3DwaDJpfmdDplr9V9AUAOa10XqkElxWIRiURC9oRSqWRUKHQdKfv8d7WxOKC0Ndpo\nNExcuFaryUSnZaE3SU1VxEWngRDBYFCK1q5duyZWHeutHj9+DGCQB6nVahIzJQWKRttprSGN/tGT\nBRjy1umi33A4bJAu/G00GjUDRM9Fo4kCgYDkRTqdDqanp81g89/BYNAkvtmXmqqfXiUAY8U0m03U\n63XZRGiZ0cqjF0PvgqARvqNGNFHoUNff6IOUxZI0FhwOB3Z2dvD+++/Lc2vkEXWuOG78DTDIjSUS\nCfl+tVqVRRWPx41WzsHBgclBkcpFAwceP34sm2M0GpW/nZ2dIZvNyuG2s7ODcW1as0fXQVFPDRgi\nWvldFjHrAlBgWO9FklV+v9fryVzx+XyIxWJiCIbDYVOf1Gq1kMlkZIMmt6KeL9q71sTDtLw1TZIu\neudvgGHdGkEB/I7OUWuNKxqSus5SF6KPys0EAgEj61IsFsWQisfjBhSlCQMePnwIl8slfZ9MJvHo\n0SOZ/5cvX8be3p55Z41w04YRPShu/LOzs8ZL+uCDD7C9vY21tTUzjsBgLQWDQVlLxWLRiDSGw2EU\ni0Wz5vl+RFrrdakRk6wT1PJEOs+kc1sE8vAg/LpC3fGMU0zapE3apE3a/+/bWHhQupaJlglP5qWl\nJbECqtWqIGSAgVW7vr4uFiIr3Xkix+NxPH78WKyPSCQilsnGxgaOjo7Eerpz5w6ef/55sbY6nQ7m\n5+cNCSmly4GBt6JrYqamhqquoVDIMJCTCZ3vpBEtlARgvc2olUeGBe3ia4kADaNliFOHJdrttsnn\neDwew1qsw2pnZ2fyeX5+3kDFK5UKSqUSXn75ZQDAf/7nfxrmAf3MhKtqy2hmZsaoGa+uropFXSqV\n0Gg0xPM9Ojp6hqRUsyb3+31DMXNycmIUmPm3arWKN954Qyx7srHfunVLrj09PS3hkHA4DJfLJZZt\nrVaTfg6Hw1hZWTFS3OPYQqGQkTzQOalutyuWd71eRzKZFI+Bism0an0+HwqFgpE10Uzwt2/fFmu6\n0+lgeXlZQkcnJydIJpOyVpxOp0GMjlLmAEPPmJ46n7NQKBgKHdYqarYUzWbAUBcwiFxoGDrDUBrJ\nqOsXQ6GQKdnQ8HfmW/ncmUwGxWJRap2mp6eN6GKr1TL7ztTUlEETf/zxx/KO165dw8OHD+XeOudG\nZnRei2Ul9GyDwSD6/T4++ugjABDhQ80GwXXHnCPHmJEOrtN6vY5IJGKUrhl+3N3dNWoG6XRavCZ+\nd3Z21qCew+Gw8VZ1SYPP5zOitF/VxuKACgaDshA4iJxE+XxeQgnJZFKK8YDBonn48KFoiTDezg4v\nFAq4du2aYQrnpHC73YjFYhIHDoVC+PDDDyV0c3JyYsIFGtYNDCaOlnHQiygUCpl8zuzsLA4PD2UT\n1Wq8DCNqShEm6/ldDUtnqIWDraGuzPtwMmezWczMzMhznp2dGYqhWCwm78McCwtkyWFGvrWlpSUD\nhKBODe+tE6SsPdK1KrouLBgMIhaLmcWuqU/C4bDA2a9cuYJisWiYkEOhkKFn0eGUubk56RvenwdW\nu91GJpORMWZ+gv3BvADn2+rqqowplVe5CfM349Z0zZjf75fCbwBGLmF+fh7dblc+ezwetNttIxev\nC2QJLtAwY4aKvvzyS4TDYSk8Ze0S5xLrxzhXTk5OMDs7ayDdmiasWCwa8A5pmICh2jI3ylwuJ2uT\nGyzfP5fLmbo3Htg6f6lZ2XVhPp9La9Gx0BUYzNHXX39d+oDUSMCwjITPcXJyYmiRWPrAdZlMJqW4\nn9fSwB7NGs5icd0/t2/floPy7OwM6XRajIelpSVzuNdqNel37g28NlUSCIQplUqyXzK0yv4hTx/X\nAcOFXMM8rNgHWm2XoWRd2/ZVbSwOqMPDQ9OhjUbDAB3YSdx8dKGulkDgBs0JOT8/b+LVlUrFSCJf\nunRJclCnp6fC3QYMCuBarZYsYMZ+eW+HwyGTgoKCnFSnp6dYWFgwDA+jYmeadSKfz8tAMn6vCRwb\njYa8I+U3RqvyAcj3NI+dRp45nU5cvnzZiC6yTU1NIZVKyQYcCoWQz+dlslLCnfdKJpM4Pj42sXIt\nW691p0isScttZmYGPp8Pv/rVr+RaPp9PACunp6cGjKAXbDwel0Jo3X+0+vx+v8TfW62WQWYFg0GE\nQiEjjlcqlQyjgV5Io0TF9IyBr5ep/t9uOsGu5UfOz8/Fa6UXyu8yisEDqtFoSLElAMmDas+GczIS\nieCzzz7DzZs3AQzycx988IHx3EYLczVQSBfIco3rNavrj0ZzkFq8cn5+HqlUStYsjSqte6SLkQko\n0rkRen2RSAQOh8MwOPj9fslncl3wwE6n02LYeL1egzQkIEQblYyqAIP5f/36ddy9exeA5UwkwEqD\nWRqNhmGSefDgAV566SUAQ6OU7eTkRObw6enpMzLsBDCx7zWadm5uzsjSBwIB7O7uAoBoUBHVy7oo\nXeQbiUSMt6p5DXU+/+vaJAc1aZM2aZM2aWPZxsKDikajJhdSrVaN1UerdTT/kEwmDdURvQeGC0bp\n9AOBgHgT25oFAAAgAElEQVRQmUzGwDNrtRrS6bRYTOVyWaDmwKBavtfriYXAXBAwFCujxRQMBtFs\nNsVCqNVqojgJDCxGWpCffPKJ8FbxmTWrBmHofIdarSaKlPxMz4QoGr5/JBJBr9cTD4o5Hn6/UqmY\nmpHbt2+LZ6LplICB+6/pnX74wx/in/7pn0z4RHuIuhEKPiqOR2u0Wq0KMz0Agxa8ffs2tra2DPuD\nrr86Pz+H3+8Xb1XT0zDsolkpNNzV6/UiFArJfavVqtDwAAPLn/OSPGWjTPnj2DTyLBwOy1wpFovG\nqtdebrPZxNnZmawlso1rT2WUVohhWDIDcA5vbGxge3tbrOu1tTWcnp7KuPj9ftRqNVOfyPuSMZ6f\niQ5lLiOfz2NpackgeYnyXV9fF8+Pf9MeMZG7XLeMauiaK+1tVSoVWTvRaBSpVEru+/HHHxvoNcPn\nAIT/UNcm6fpDv9+Pi4sLfPbZZwAGfHovvPCCMJDrHBvZ6bXcj+bKo+go34n0Q7x3MBiU0OPR0RFu\n3rwpHpTf75faUY5xMBgU5p7NzU2JRng8HnS7Xdkf+VzaK9Yqwo1Gw/Bg9vt9GUNKrWjG+q9qY3FA\n6dqTWq1m6iJ0GGqU5iaTyUh4DRhOfA6Ox+MxoYWLiwtT16Jl2SmJQTf96OgI169fl0nn8/lwenoq\nEExeA4DIl3NwvF6vqc2hVDYHQmvFlMtlo1nTbreNthIBFTpMpeGbOik+CkGdmprC2tqa9OXBwQE6\nnY4c0vF43NQbeTweeT/yEHJCcnHz2gcHByaMqcMwXDB67Bhe47+pRwQMDk6/3y9hOq/XK8AFr9eL\np0+fykbJ2gpuDKzH4uFbr9cFks8NVkOjdQJ+amoKgUBAKGYuLi7kvvys63NorAADwt8/+qM/wrg1\nXbvmcDhwcnJiSFzZWEzODZlhWV0KMSoZo2v/NNCBeUHmK6enpxEOh01OZm1tzeRGNU2Oz+eT6xKs\nofkStUw5a+g4Fr1eD5cuXQIwCDt+8sknRlqeBh2/q4EO3GB1sTKf0e12Y2try4SDnzx5IiGvcDgM\nj8cjB9jx8bH03ePHj+FyuWT+U2uOc5aGMz/fu3cPV65cEXBOPp8376/lNRwOh4HGP3nyBOfn54Yj\nVPMxVioVw2vabreN/Ewul5N9iv3OXPnu7q7MnXq9jvn5eVk7tVpN8r/AsCxFly3ovibIir/t9/uS\n1vm6A2oS4pu0SZu0SZu0sWxj4UHlcjkTLtPyEtqa6nQ6xg3naa+ZEzRU1OPxGAVZDbkkjQ9/G4vF\ncP/+fbEeSqUS7ty5I7Dqubk541FoZmO6ybxWqVRCLBYTy4xgCp2gZviDleBsDJfQqqhUKojFYmLl\nsJ94LYZmgKH0ANFTlUoFh4eH8s5khaaXpOmHpqenjWAjw5Z8J3oe9ECDwSC2t7fFg9JhSTJh63CS\nVtgloS3LBYrFIsrlslhn0WhUxjidThtkXSwWM4z1FCvU4BV6CkQG6lDLysqKsaApu8I5oT1fJsbZ\nyKzOa49jK5VK8swMl+kCUo2kCofDJsyi1XcJP9bkuGRHB4beKABBZGly4dnZWWEKuXv3Lr75zW8a\nZom7d+/KuOioiKbLAoaAD4ahVldXDeXYpUuXxLt+/PgxIpGImYu6gJyK0fw7JXV0mE6Dk+LxuKwH\nLTPC56xUKgIMIokrn310roxSpel7ZbNZXLp0SQgF/vu//9uQ4Wo2DMqpcJyePHmCbrcrz0nYPPuW\n7O/AwPu8d++e7A+JRALxeNx8t1wui8cVCAQkkuNwOOB0OiX0Xi6XEYvFDCVTp9MRlWAqTWhFcg04\nmp6eNn33VW0sDigAJqdycXEhIRstj07FXH5uNBp48OCB0NYDVlG01+vh6OhIBp48bsCQ1oMu7Onp\nKZaWlkTumxLPH3/8MYDBJFteXn5GP4f3oesNDJFI3CgYltO1DXyHYDBoQmekJ9KsCxqyXSgUsLS0\nJAeDZoPodrvmcD8/P0ckEjG1HYQeA4NJpOlXCoWCTE6fz/dMSKdQKMgmQ20phle+/PJLwyqh+QbJ\n2aXZrd1ut4SEcrmcORwrlYqMUywWM/VZlG7gZsiwlGYa4Dsxn6cXwuPHj2VuFYtF+P1+WbC9Xk/C\nEHxuPlOtVhOuN77DOLazszOTQ9PoUo1w1SE1YDC+rVZL8oIMM+sDQ/PFMYQDDIyI2dlZGROWIxCC\nXKlU8Jvf/Ebm1ne+8x3U63UZfx0KJuMAjSqWKOhDRnNEEtUJDMZeHwKjcGaHwyGKCMBgLZH+CxjM\nNc4N5u40Elfnfihdwt/qXGcymUSn0zHUZgxF87t6XDKZDL788ktBQW5tbUkokSrYugyl2WxK/8Ri\nMZO/PTs7M1LrWiKHOXcil69fvy55KGDIc6gRhGxnZ2emTKHdbuPhw4eyxl0uF2KxmBjwRPBp/TH2\nHw/Rr+PgYxuLA8rv95u6oGAwKFa+pggiXxwX4MbGhhG6A4abIzCYoDdu3DAy5bSuqXXEgXQ4HKYw\nrVAomHu99dZb+Iu/+AvxsDRnFROvmuBVF0jS69N5Nb5Tv983fGmlUsnE50lrxIVCzRsusrm5OVlU\nMzMziEaj4uXE43FDOUOPQG8k7I+1tTXEYjGTqF1bWzPeBDWEgMGh4vF4cOPGDQCDeDU3cwJCNFRc\nS4Rks1m88sorku+5fPky7t+/bzjwOP4zMzOYn5/HgwcPAAzIg1kECAz507TECsdwYWHBwH2vX79u\nDijSyHDzY7kD+6fb7YrFSOltjrHerMap+Xw+I2syCiXXa8Xj8RjOO5/PJ4aA0+k0tXz0tjU3G8fX\n4/EY2RJqrXG+sy7wnXfeATBYez/84Q/xL//yLwCs6CTBBVwfU1NTJjdULBZNTopky8CwRpDvFIvF\nsLGxIUZoo9FANpuV5/T5fAIMAGCIZqn9xgOZfHjcVOv1uhH8ZP/ymXV9VTKZRKFQMLV7FxcXhnDg\nnXfekXrOF198USDnyWQSpVLJeFTtdlvWzvb2tomSMArE+el0OuUZK5UKVldXxQhfXl5GMBgUo+Tk\n5MRIwGsapH6/b4BhPp/PgGjoQemcraZ30h7jqObXJAc1aZM2aZM2af/PtbHwoHQMmgWfPF010oii\neMxlHB8fS2wUGLKX08oLBAKoVCpi9c/Pz4uVTuScVm6l98bPlUrFKLf++7//O/78z/8cwJAMkX9j\nfgwYFuppiO5ooRqtvmw2i0gkYqyrUqkkiLaZmRkEAgEjJEhlYQAmZHd+fo58Pi+f9/b2kEwmDSmn\nRmalUilDP7O/vy/WVKPRwN7enhmHXq+He/fuSd8CkDDGxsaGFPG1Wi2Ew2H5TjweN1RGt27dwg9+\n8AP88pe/BABBFjF8MDs7a5Rru92uWJf5fB4ul0vCFgy7clz7/b48E/uLuZBqtWoq+mlp0npnKFjD\nlJkrXF1dNXNxXCXfWbgMDN5dh1YuLi6kXzn3dWGu9phcLheSyaTJ9+q1pgUbCdXXLOq6+BwYrBd6\nnz/5yU/wd3/3d/izP/szAMCPf/xjeWa32/2MJa7RYq1WC8FgUOaSDtu73W7JFQODtVMqlcQbIXxb\n54I5v4BBmJ/hXlIuca2cn5+b4lp6QVzTOodKL5Re3uHhoekfFs9r1o7p6WmR57h69aqE+wqFgqEz\no9fHovbr169jfX1d9s9kMmlKc3TRf7PZNKrQ9+/fx8rKinwmUlfL8+i1oJG3R0dHcLvdRi5eM8vM\nzs7i5ORE9jWd8qB0C9esLkIebWNxQGldEcpp6HCYDkmdnJxIHmRxcVESncDAtT46OjIhPm7KwGBi\nMP66s7Nj6ny4+WhdGmpCARCABGsXvv3tb8vfSqUSHA6HLEC61ZqupNvtyqTSk/X8/BzZbNYcdvl8\nXuh4kskkDg8P5aCoVqvodrsCrCBMndcFhvD3S5cuYW9vT8KSlFvQcXWdY9DhUWC4cIAhHYmmOpqe\nnpaD9Nq1a8J5x3Agf+tyuQxHWqPRwO3btyV8xv5lWE9vOvV6Haurq5KvqNVqwmDO/lheXjbxbL5/\ntVo1kH6/328S351OB4VCQTaDXC6Hw8NDuXar1RIFZrJIMATEsNE4Nk05xdIMYJhHAgbj2Ov1ZFwK\nhQKCwaCMLyUydNiWuRNgKMcBDEsdtJFQrVZlA45GowiFQiZs+9Zbb+Gv/uqvAAxCWpyTNCB0LaOu\n14tEInjttdfkXZvNpnmOer0uB2MqlZIwP5+5Xq9LLrRerxtlgOXlZaP3VKvVxGjy+Xyo1+sytwAY\nxV09z8j5p3XGdM0QlWZ1znp2dlYMPJfLhTfffBPA4DDXEiG8DvfA9957D2+++aaE5pvNpsm7OZ1O\nE+LN5XJCSXV4eIjZ2VkZ81QqhZmZGdmnNI0a8+Y0DOLxOI6Pjw19UyQSMdyNGvxAiRX2OzDMn38d\nK8tYHFD7+/uyWblcLqysrIjVwwQjMNiANYqHtBxaDnxlZUW8AlLdsNis0+mIJV6r1YylwUJSbvwX\nFxdGCKzVaqFarUrs9w/+4A+MzEatVjPUPjpG7/V68emnn8rALy8viwdAaRGCDc7OzmQSAIOFEo1G\nDeWMLiDWA08EHw/sdDqNlZUVeeatrS04nU5ZsCwgBobFhDrhrOtTOInITUj0kyYb/du//VsAwD/8\nwz8YEEGj0cDi4qJs/Ds7O3jnnXfwN3/zNwCAH/3oR3A4HDIHstmsLOb5+XkcHR2ZheJ0Ok1Nxfn5\nufSZz+czJL4Oh0OQRdFoFPF4XP6+sLCA5eVlg8i7fv269NfMzIwsJkqo0NLPZrP41re+hXFrmjy1\n3+8bwmOdyJ+bm0MoFJIcI/OLmnMyEAgYUUGfzyebsEatMZdLz4QIN71Jzs3NGXqvg4MDmcNLS0vm\nvpVKxUgx6BzUjRs38Nxzz+Hdd98FMCDt5Ry9uLhANBoV44EHw+3btwEMEZ56w9ZAoWq1anj6gsGg\nzDOiFmksJxIJ1Go1s/dwQ6Yxw74aJZrmoTBaq6SNY873P/7jP8Y///M/y3qihhv3uJ2dHZMP5Zgx\naqQBWKOCnZTToGdDkBXHqVwuG0O60+kYxJ+OzrDIm31br9fNoa2fkYYE9xSN/hxtkxzUpE3apE3a\npI1lGwsPKpVKSSiBVsj169cBDKxvnrQMVdHiOTg4MLkdYGBh6NyHPtU1fJk0L7SeKY/BezidTlQq\nFbEm6La/8sorAAZen4av6zoQt9ttaOwB4LPPPhMr6Pz83MB5tac2OzsLt9stVj+tOL5Tr9dDpVIR\nD6PZbEp+6v79+3A4HOIx9vt9wyTw5MkTrK6uivVFyhVgKKqo4/NayZdoOY4TFUTpFS0uLoq38dd/\n/df413/9V7GCW62WYX5fW1vDz372MyGLXVxchNPpFKtPI9Ha7bbU7LCvj4+PJTTl8/lQLBZlHIvF\noiEizeVyQqTJuhW+PyvwmXcgu7dmiqasxs7OjhkHPuu4NR2GdLvdSKfTBl3Gf5dKJTx58sTQS2mP\nmTViGqJOrxqACWETDapRq6enpzIvR+XAKfXBkHCxWJSwE5ntuZboudDKf/755w2Tiq7NmpmZQblc\nlt/qsBqbXvMMJ2rZBy1HEo1GxZMhwakWJU0kErKmNW0UJe61yrOW0OC99X3Jlg8M9jXSDf3whz/E\nm2++id/85jcABvvD5uamzMuNjQ289dZbePXVVwEM1vjJyYk8CyV3OB80nRXZP3QYXxPNjtKdlUol\nw04ODNcBCbG1zIfD4Xgmt87vTk1NGTaYr2pjcUBp3D7rKTi4y8vLJgx3eHgoVDYzMzPIZrOSBM/l\ncnC5XJIXId8XY+GaQXdrawu3b982bqaGReqQHZ+RNETAkJoeGFIM6foaHe+/e/eu4e3SSp10nTnR\nmc8iDQjronQtj97so9GohAuvXr2KTCZjWJU1f1g0GsXjx49lc79165bUkJXLZTidTvntxsYG/H6/\n5NyWlpaM/EIoFEI6nZZDaH9/38i/v/LKK0bjKpfLiST49PQ0VldX5R2vXLmC9957zyjZMud0fn6O\nhYUFef98Po9YLCahNo/Hg0ajIRtRKBSSfvb7/Tg9PZV34vjwkJmfnxcQCsdc18Zls1k57Hd3d+Hz\n+Qyd0zg2TbEDwFDq6ILmZrNplACazaape2HCW+dNHj16ZOrNaJw0Gg1UKhWZl6Ps2y6Xy0g1UPKc\nY9zv92UenZycwOPxyJgR2MTDLhwO4/3335e5UygUZC4wr8YN1+12o16vG9VXgjCAYe0X14OWoQ8E\nAigUCoa9XVP3TE1NIZ1OG448TRhAbTG+X7FYNJRDOp1AMgJtHHIfevfdd7G4uCj9SX0s5qiPj4+R\nSqVkXj548ADf+MY3JCel6zXb7TZ8Pp8Jv2vV3NXVVZTLZUN3paVaZmdnjWE2Nzcnh1273RZtO2Co\np8Vr6TnR7XYNyOzragrH5oDigMzMzJiiNm3R9vt9xGIxI8uuOZ5YdEcrIBgMIplMmk6jdZXJZBAO\nh43VR8uHnzVrRb1el8QgMDgMuKj4fDwIS6USzs/PZWM4PT3F/fv38b3vfQ8ATOEt/6s1qyKRiJGr\nJlEtMNTD0fLRuq/C4bC8P7m3NFloKBSShaMLfq9fv47Z2VlZkO+99x62t7flAKP3yTxRrVaD0+kU\nY2Fzc1OKCwOBgNkYut0ugsGgfPfy5cu4evUq/uM//gPAsBiX45pIJEz9Ta/Xk77e3NxEt9sV6zuX\ny2Ftbc0kXjXSrNFoGKtP63JlMhlDNsyqem7UGi25sLBgal5oFI1bu7i4MHUvmjNPF0/Pzs6KlwwM\n1kqj0TCbua6J0XkawApD1ut1bG5uikcAwBwElIThvKxUKvD5fLIWY7GYKa6v1Woyz5xOJ/L5vHmn\nDz/8UEAEX375peHaJEAHGOZRtWChPgz5XDw4Dg4O5D7ky9O1Ox6Px9RjUUaGz8m+XV9fN7mwhw8f\nGtLq8/Nz9Pt9eX/Kz2jCaE2sy3whMAA2FItFOVR/8pOf4Pvf/76Av1599VVzOGqCY2pwsX9yuZzh\npuQBxvUQiUQM9yjHAnhWyoVyG1qKXvMgav0vt9tt6uY088dom+SgJm3SJm3SJm0s21h4UGdnZ9jb\n2wMwyEfoUFoymRS38vj42MB73W43QqGQySnoeoTZ2Vk8fPhQXNxgMCgWI6lGaCFRBFDXW2ierunp\naVy7ds3ILGh4u1bUpfXIkFKz2cTOzo6pHdLXyefzYjGS009DhTW66PDwUGiHgIF3xnwWYeKa8+rs\n7Ew8l6tXr+L09NS47RqevbS0JF7Q66+/jlKpZJBHTqdTwnZOpxMbGxtiURUKBQNnr1ar8k4ff/wx\nEomEfDeRSMDtdkslfaVSwQ9+8AP827/9G4BB/RYtxtPTU1Obsbe3h8uXL0uO8s6dOyZnReQiMPCw\ndWzf5XIZS5+Cl0TtMTykWbZ53VKpZBCAzBGOW9My9cAwzwIM0WQA5D01M4BmZSkWiyacXKlUTJ5R\nizkuLi4aii0t+w0AKysrQlMGDEK4brdbxEF1iId8mpyX9AK1LMyLL74oHnS5XDYw81arJe/EHIh+\nf537oGev4e+8D3NVOq+k+4MhKl0Co/M1+/v7RtxSe6+sx6I3xhpDzjXNGRqJRIwskNfrxYMHD2Qf\nfOONN9But2Xdvvbaa3j77bfFw3zrrbdknEg9RNZ01gwSmfv555/j+eefFy/Z4/FIKJXe1gsvvABg\nEKZtt9syxpRI4TplaQFDtZozNBgMwuv1yn7xdawsY3FARaNR2UQYm2Z8tt1uy98KhYJQAQGDgdYu\na7lcxurqqmzejx49QjKZNHklTvzj42O4XC5cvXoVAKQYjp3FQ0FDxXW9VrvdFje80+kIyAIYknJy\ncs/Pz+OFF16QSbS2tiZudCaTEXVKYAhc4DvwvjxIL126BLfbLeGVcDgsGz+T+NTpYRGePhhDoZAc\nMposdG9vzxDeMmHMvnv06BECgYCEQxwOB548eWIS4dy81tfXMTc3J8/1zW9+E5988onhU9ve3pZ3\n+p//+R/Mzc1JbceHH34oEz+VSsHr9UpolTBbblB+vx/1et3Q+/A5gsEg1tfXJQH/xRdfGJJfAlT4\n21wuh36/Lwe+x+OR0InL5cLbb78tOSldDzNObXp62hSKlstl2WQymYzR5Mlms5JHIt8bjSqGh7XE\n99zcnAHrcA6TiofjybCx1ger1+sypqFQCJVKRYzS7e3tZzggOYYMtXEcPv30U8zMzMj46+JiFt7y\nHaamptBoNMzhpktLOHf43GdnZ7LxsyhZG8qZTMZItyQSCfn7xcWFHCIXFxfY2NiQzXlqakoOfDZN\nakxSXq75WCwme97R0ZFRNp6fn4fX6xXDcXl5GT/96U/lQNrb28PNmzdlHWteP5a+aP28YDAoa2t1\ndRUHBwdm72V/eDwelMtlOdzK5bI4BuwPTa788OHDZ4gRdF59enparp3JZORvo20sDiiN4rh16xYW\nFxfNQuLAffe738WvfvUr2cxjsZhBJjFmyo0wHo+jUCiItRuJRGSBJRIJgwDqdDqipQIM9W9GZcvZ\ntDXabrdRKpXk76wy1+J2iUTCMHRzo3M4HMhms7LRk0GYk/3k5ATBYFB+W6lUjPVaLpcNp92TJ09k\n4Hu9Hk5OToy3pmsZNGrr4uICR0dHsridTqcwErMvqdUFDA4hnXMIBAKGa+/s7MwcFO12Wzyq4+Nj\nzM7OyqR0u93C2g4MNgOOf6PRQD6fl0Xl8Xhw69YtqWdbWVnBu+++K2O+tLQkVm0ul8MLL7wgz/nk\nyROjS+T1epHJZGT+ud1urK2tSd+2Wi3ZKLrdrnyfvx3H5nK5DBlqKpWS9aINLLfbjXg8bjTNNMq1\nXC7j4uJC/h4Oh1EqlcT40SzpFA6l5Z3NZqUmiU0X/errAzCCnYFAAMfHx4apgu8FDABHa2trJlfG\nA4igGM6rw8NDxGIxmQ963fCdWbPEe2sEoJ7/brcb29vbsl5yuZwhPNb70N27d43OFFkUuKEvLCwY\nYA+5PNnX5XLZrJ2LiwvpD+qq8VDx+/14+eWX5bmJKL516xaAwR6pgWAzMzNyrbOzM6mrBIZ8kxqZ\nyOteu3YNDx48wIsvvghgsC4fP35sUM6dTkeuvbi4aAReNfdmoVAwShJaZ220TXJQkzZpkzZpkzaW\nbSw8KB2DvHz5sqBrgEH4gCGad955BxcXF2KJR6NRpNNpsVRY2a2tK005QikPABLzHQ0l8PPFxYWp\neyCtDz2beDxuLA2fz2dQS7VaTb7Lug4N59T8eLom5Nq1a3j8+LHRktL6R1TBZJ80m02h6imVSuJq\nA4M4eCwWEwqVV155BY8ePTK5IlovKysrpu6FeSSt0eR0OsWDIns76zVSqZT0M0ON/JzL5XDlyhWx\nIImGogX5ne98Bw8fPjTUSJpfkKE6YBA60BDvWq2GaDQqHlahUJC+Ileapr6p1+sy3zKZjNEPopX/\n+eefAxiEV/7P//k/8r5Xr141bO7j2LQGTyQSMXWEOkQbCoXw+eefy1p68OABUqmUoRwCIPkZ8lRq\nuRla1wwzs54sk8kgFApJuMfhcBgPamlpCa1WyzBPaDbzi4sLg3K9uLgweVXWAgJD3TK+XzAYNIhA\nrXTNPBA9JpYr/C5pn9nZWeRyOfluJBIx5R+tVstwM+ocNMPwjPzkcjk0Gg2jvptKpcT7isfjqNfr\n4n34/X7p50ajIYhZXiuVSsmaXl5eRigUwvvvvw9gUCf2zjvvGIVp3T8aIex0OhEKhWS/5F7EdRqP\nx2X8p6enkUgkZF2Sf5TPSbYQvgP5VIl2PTk5MZyA1WrV6Ol9VRuLA4p8W8DAlU4kEtJJsVhMNJkI\nT+TiKRQKBsjATZADQogt49ebm5sSF04kElhcXJQB8Hq9EmcFbCgMGAy8Lk48PT01IQpdE0Epca3L\nVCqVJIyXz+efKTRl0W+r1cLm5qZcq1qtivAcMFhky8vLspEkk0npn3A4LMSswGBC3r9/X+LG6XQa\n8/Pz8s664DcUCplQIOshuEAp28BN5/79+9ja2pJQZa1Wk6T3a6+9ZsQOObF5mDEcyHELBAJIJpMS\nK5+ampJx2traQiAQwHvvvSd9nUql5L7pdBoej0dCb5T6AAahFS15fX5+jpmZGSPxvbe3J6FFjhk3\nkvn5eVmAlUoFBwcHhptxHFu1WpX39/l8UoANDMJDHM+7d+8iHA7LXLlx44YURfM6oyTGpPsCYMo5\n1tbWcHBwIJvRkydP0Gq1xLghpZAO2+twog6Xjxa0jgIblpeX0W63Ta5Y/xsYiguS9owbIeXiuT8Q\nVs93nJubk0M2l8sZQ8jn8xkBUxp3OozHuXFycmLKFYCh5A4wmFcMewODfczv95uCWr5TOBxGrVaT\nw73VamFpaUkMC8L3+dz7+/t44YUXRJ6m3+/LfKahTJj97u6uWXfUsWK4NRwOyxhSykTnDbe2tiR9\nQt065m/L5TJcLpcY5alUSp6p1+vB7XablMhXtUmIb9ImbdImbdLGso2FB6WTa5ubm6hWq8ZS57/n\n5+dx//59Qxbb7XbFQ9jb20M6nRaJ9WKxiOnpaQNn1qGypaUlk+TM5/NiQWoIOTBI/G5sbEi4KBAI\nPEProSHrWn0yEokYZmCK7rGtrq7ik08+ATCwNi8uLsTbyuVyiMViphixVCqJlaw9gnQ6jfX1dbFk\n2Rf8rdfrNQqivV7P0CBFo1GxkObn51EulwVWWq1W8dZbb8nn7e1t9Ho9039EhFGGmqHEarUqiEt+\nPj4+FktubW0Nly5dMiJtfK5Wq4VHjx4Z4bNHjx6JV1StVg36KpfLyZgxlKqJN//rv/5LvHUWSLIv\n6VHSel1YWJDELpk0aG3+f1ED/d9orVZL5p3D4cDU1JTM08PDQ1lL/X4fjUZD3kOL0QGDd69Wq+KN\nUHSQXrYuNg+FQvjss89kHRLCrmHVtVpNxv/8/BwnJyfSz5qeCRjMJX6X7A662FYTKudyOSPHo9cK\nQ3utKEIAACAASURBVFZca+fn5/B4PEZOQjN0d7tdeb/Hjx8bJKrX68VLL730DGSbc57M4MAQWagF\nO/1+v0RkvvGNbyCTyUh/3bt3TyIDwGD9aDZ3zWDBa/KZDw8P4fP5TERBizhSFoO/mZubkzF1OBwG\nAUtIP9dSuVyW6zLsSvDF2toaLl++LKmJTqeDeDwu16Y3Ts8vl8sZgUtNCKxVrEfbWBxQ3W7XqF62\n223pVL/fbybB6uqqbBKUU+DkzmQyiEajsnnV63XUajVhEWeIEBjE3H/v937P8L+xwhsYdGKtVpOJ\nQOZn/v709NRQ4PN5gMHm5fV6DfdeIpEwrBGaBkXDeePxOLLZrHze2dkxm2G320U2mxVINjAIP/L+\nh4eHMin8fj+2trZM+IS5FAD44IMP5IBh+Ofy5csABhOKOT72PeuKgMGE1awMvV5Prnv//n3E43HZ\n8BYXF1GtVmWMeUAQ7s5Ng/3DUCAwmLypVEoMBrLXc1Izr8KDdWZmxtBIZTIZA9nVOamlpSXEYjHz\nHM1mU36/u7trQjiNRkM2Xc04P05N13GRgZzzUB9AnU4HgUBAwr2sxeNaIZxfa5ppw0jXpgEDI4zX\nJ2Rd1xBqlVyGw7V6r9aSmpmZkTnPXKX++9TUlMnXaJ21cDgsYScqKvPQyefzKJfL8k6cz/qgpN6Z\nx+NBOp2WOfv48WPs7e1JKI3rRufhtFYUD0OOg9PplHcqFApmL+l2u6jX67LW5ufnJWQ9Pz9vws5E\n4mkqpGg0KnWBb7zxBt5++20xUqempmT88/m8MeCoisD3bzQaSCQScu29vT1By3JfpPG/u7uLK1eu\nSE6u1+sZGD61uHj4aSqtQCCA5eVlMf6+TlttLA4ov98vA3J+fo7l5WV88MEHAAZwZj0JyuWyyZvM\nz8/LwJK6iJN5ZmYG7XZbOlVbjCRKZGPtEhcND0lO5nw+D7/fL7mfGzduyEY2PT1tNnNygHFyU8aC\nm90onHtvb8/w2G1tbckmSionWlfn5+d46aWXREjv4uJCJkm5XDbx65WVFbz33nsyuZ977jmUSiXZ\nzFOplDxHNptFPB6X3B8LfrmpxONxrK+vi4Xk8/lw8+ZNsaA0VcvFxQXu3bsnEiLcRLggi8Ui0um0\n9O3c3BxeeuklObgKhYK8g9frNSAaeqec1J1OB+VyWQ7sL7/80niurIVhv//lX/4l/v7v/x7A4CAM\nhULyjk+fPsXKyoo8FzXAOHfS6bQYS+Oag/J6vbLBUFeLB0kqlTKikFqza3NzE0dHR7JWTk9Pja4Q\n5SO42evrZrNZY7CxYFzD27Xxd3h4aIiIWeTJpg8+ekt6Duh6G0rCA1ZTjO/QbDblHRKJhKHnyefz\nptRC1xR2u10kEglZh7FYDOFwWAwyggD4zrlcTvYlCmjyM2Hj9Bi++OILRKNRI/bp8XjMmtfcg/V6\nXdZ/Pp/H8fGxrK319XXhLwQGBi1lM4DBnNbvRN03YHAIezweU8icz+dlnFKplCEfaLVaUmbQbrex\ns7ODP/mTPwEA/OM//qPJq/V6PczPz4tBowmxyY/Kw34i+T5pkzZpkzZp/8+1sfCg8vm8uKiEWFMM\nTheWEQ1E6yAWi4nyJTCwapaWlsQSIQU8rfyNjQ1D89NoNAz5JcXvAEgxHPNXJD6k5VKr1QzkUudF\n6C3p+L6W0PB4PPIclIPmO6XTaUP42ul0TLFdtVo1DNWJRMKELFKplIRpbt26ZQhg0+m0kTifnp4W\nizqfz2N5eVnQQcViEaVSSSxS5mZofdECp0Xt8XjEuqLyKsflF7/4BV599VV550ajAbfbLZ5dsVhE\nr9cTl7/b7UqIolwu4/DwUCzI/f19+P1+sQq3trbQ7XaNjD3HnyJwtBBv3ryJJ0+e4E//9E8BAL/8\n5S/RaDQMGs3lcolXMTMzI569Zp4GIP9/3Fo8HhdrmtY35yGlLACId8A5e+/ePaytrRlhvF6vJ1Dp\nZrOJ2dlZw7it81GdTkf6nXOFnivDjrSgCaPW60Vb9Q6Hw0itU24eGHgnevzb7bbch7Lkms3c7/dL\nUStJWGnlz8/PG+YNMsIAQ+kVehP8jp5nFxcXsj4WFxcNm3sikTDkwpp5YRRd6vP5kM1mZR5qQmeG\nQrk2WMKi+6Ner8s41et1+P1+8dY0wS1RuYxUdLtdVKtVue/Z2Rn6/b5EglZXV+X9qc7AkF+z2cQH\nH3yAH/zgBwCA733ve/joo48M00y73Zb91e12G0Ybt9v9tUKFbGNxQGnG6e3tbZM38vl8ElZiUpOT\ngguIGy6lGOgysnqbG7QOB7zyyiu4e/euUb3U8hqsl+HgZjIZQzlC95jPrycNef4028Pp6amRKuCG\nd+PGDTx48EAOL27smi1bK5/W63XZpIFBOEC7/++//76E7TiZGJbMZrOGvmV2dlYmVDKZxGeffWYO\npCtXrsjGkUgkcOvWLQkB/frXv8bq6qroYx0eHgpUfnp6Gk+ePJH+WF9fx+HhodyXBwfHglB7Ln6n\n04k7d+4AGBxAmlX5W9/6Ft59913Ju7F+jU3XjJHKiBtWNBpFsViUxZvL5RCPxyUUe3BwgLW1Nakx\nSSaTRsrl5s2bUrLAPh+3phlPjo6OEAqFZF5rjrtisWhCdsFg0NSQPX36FJcuXZK/j+qnUXEWGBiV\nL7zwAn77298CGPI2arXVUdqgZrMp4TKfzyfzLBAImJoZ1kTqcKGm2JmampI5OSopXi6XDTM+QQB6\nXWjNo2g0KgfU888/j0ajIWkAl8slhyUw2A/q9bphsdDqw8fHxzIOVDbgczCkybFoNptYX18XAy+b\nzQqfJGut+F2GUmkgTU9Pw+VyGUWDZrMpm79mqMhkMojH4zIuFxcXiMVisraopcVrZbNZeV9SwbE9\nePAA4XBY9qWZmRmR1eG1NS+orgM7Pz9HpVKR/vg6wNFYHFCLi4vyIg8fPhRiTmDw8FwknOCcCNVq\nFdFo1CRj0+m0TMAnT56IOBa/Tyz+tWvX8OTJE5lEnDTs8IuLCyNYNzU1Ba/XK4vj5s2bhnSUKCdg\nSG3C583lclheXhYLUtdQkdOMB87Z2RnW1tZkgrXbbfHAgGFOhs+ZSCRkEr333nuSZ2K/FotFmXC9\nXg/Xrl2TheDxeMzBqOuL6vW66PwAQ4QbN7ClpSVsbW3hZz/7mfQnJ9rBwYGhmKGAGvuDgAxNSeXz\n+eSzpnqi58lD5OTkBNevX5eNg/UUHAuXyyX3SafTpoD4zp072NzclELchYUFTE9PG0RluVyWA49g\nF2CwMb777ruCvBql4hmXpjWMFhcX8eTJE7GI9UamkZ7AcB5y7dy4cUM0woAh6azmVtMWMXXLgMHh\nl0qljLdJoAQwBBhoCXg26grpIk6n0ynzodPpYH9/XzbddrstBlk+n8fW1pYgYpeXl1GtVo03Agy9\nII/HY2RA2u225BgfPXqEVColBiwBJdrrIbE134lrg8KJzA1PT0+jWCzKtXO5nDk4WH+phQT1/H/0\n6JH8jZyHjAoFg0HUajUjLKoLsiuViuEI5L4GDAqGdaSDuUOdG6QRQgAKAUzBYBC9Xk9yZa1WSw5V\nALLHsGnpmpWVFRwdHUm/a09ztE1yUJM2aZM2aZM2lm0sPKhKpSI1MOFwGH6/34QHePLGYjFEo1H5\n7vT0NPL5vLiOW1tbqFQq8tv19XX89re/ld//3u/9nmHj7XQ6Ykm2223kcjmxag4ODrC1tWXUOpvN\npiBPDg8P8c1vfhMAxJvRqD7d+v0+MpmMWHCxWEysyOeeew7b29ti1VO2gHHznZ0dPH36VMIhLpcL\nqVRKrKJutyvu/rVr1/Dyyy+LmuaDBw+wtbUlbvfm5iba7bZYOhrxdH5+jo8++khUb3d2dvDxxx+L\nhX316lVTQxKNRk2dVCwWE/Xdzz77DH/4h38oz5zL5VCr1cQqDoVCyOfz0l/pdBqbm5tGwE2rIG9s\nbIi1HQgEUCqVZA689NJL8Pv9YkW/++67YuWnUqlnKKj8fr9Y7Ldu3UK5XBa5bNbFMQ/35MkTg4AK\nh8PiYYxaiOPSjo+PxSsm4lEzM9DrIW0V50Kz2USlUpExYA6G403BPa4lr9crlvejR49EugIYrC0N\nQ6cMwygTONeNlmlgPksjcR0Oh5Fm0B6XZjvhs9NDmJubw8nJicwzipLye6enp0LGCgy8M/52fX1d\nctrAcA4zWhGNRoVaDBiE05mWYK6Le8nDhw9x9epVPHr0CMBgrTgcDlnjfD6d3+N8vnPnDhYWFmQd\nkjWF3yUKUedzRiXUtcJ0oVCQqAgZa7gXzc/PG7LdfD4vYxwKhTA7OyvXIsEvPSgyxXA+EfXJvJxG\nxJ6fn2N1dVU+c//+XW0sDiiHwyEbfzweF0Va/o0uIClSuEk4nU6ziMh8rWPK0WhUBvP09FRADyzy\n1RxgZBIHBgfS3t6eKeJ88803ZfMPhULmGQOBgHzWUhz87dLSkkzgbrcrm2Amk8H5+blRyD09PZVN\ntlarYWdnBz//+c8BDHJnmnJndnZWFlGz2cTBwYGENAnL15IJq6urEqPX8fxXXnkFm5ubcmiRK41a\nMYeHh7h+/bqET+LxuIEGEzoOAN///vfRbDalL9PpNGZnZ6XGirF89hf5v3iw0xgABmEJPS4ffvgh\ntre3ZRybzSZyuZxRWWZ+qNfrmbAMpUj422AwaOitqGnFAz8YDEq4lMrFWh9rHJvH45EwbSaTQa1W\nk/VTLpdlnjUaDRQKBTFeWJ7BDdfj8SAcDpuDolAoyO+DwaDMo7W1NWSzWckFkWFcS8hoCY1wOIyn\nT5/KtXT+pt1uG4oxquTqtXVxcSFzRed+CcTgXKHEgy6u7/V6Mt7xeNwwuvd6PUkB8Pk4l/ju7B/W\nxXFz7ff7JrTa6/UkPRCPx3Hnzh251tnZGbLZrMnZ0iBg/9DY29zcxEcffSTK1gwVall2rWOXTqcx\nNzcn9VykhgIGa5qSG8CA7srpdMo4ZbNZBINBMXCmpqZM0a7P55MDnIc3S1bi8Tg6nY7MJ+YOOTY6\nf99ut5HJZMT4+zqY+VgcUJpIlDUDnFSbm5smD9Lr9WTBnZ6ewufzmVN+amrK8FTdvXsXv//7vw8A\nJgEIWKADDywulM3NTdy9e1cmYCwWw6effirWRjKZlIOA0th6AKanpw3RqkamPX361MSri8Wi3Pfs\n7Aynp6eGrLPZbAo57OPHjxGNRvGLX/wCwMBr5LUobshJdefOHaysrMhC2d7extHRkTxnNpsVL9Dp\ndCKXy8kzvvvuu4bwM5VK4eDgQKzkd955By+++KIc/rlcTqj4+/0+er2eTFb2MzcGxrr1Invy5Il4\nhdTpYf9QJgMYLLjDw0PDLNDpdAQFqlFcLP7VhYhat+qNN97AgwcPZKEsLi6i2+0aTSz2LTd6Hkxf\nV/3+v9lCoZB4d06nEwsLC/I+mltvZmYG8Xhc+qZQKMDhcMi8c7lcyOfzJk9ycHBgwAucs0T86ULd\nqakp2Xjm5+dRq9UMajMajZqaOp3U7/V6pmZubm7O1Nc0Gg15Li0iCVgPiyAQfUBpIlrWedGzuXbt\nmqyzs7MzVCoVo7s0PT0t867f7xuEbCaTkWfe29szxfi60BaAsGrw/+3t7WFra0vGgmTLwED/Sntn\nzNWyv9ivnPP37t3D5cuXZQ4Eg0FZV5Qu4n0JjOGBlM/n0Wq1ZP8EYPLVGoBGpDIPUhI2s7/C4bA5\nDDURb61Ww8zMjGEW+ao2yUFN2qRN2qRN2li2sfCgaMECEGg3raJHjx6Z2HUwGJRTfWdnB81mUyyk\ndDotrA3AwIK8fPmyQINXV1fF8mJIaZSxmJbxe++9J54QMIi5xmIxyaN0u10JJczNzcHhcIhF6Ha7\n4fF45O+s06G1denSJXnmarVqBNuuXr2Ker1upOe19UEaGdIKuVwusa60pcm/ffHFFxLS0iwZ7E/+\nFhhYiXT3t7a2UCwWJdezsbFh8giBQAC1Ws3ExonwuXLliqmvIM2TtmRDoZC8UzKZRLvdlrDEzZs3\nxcojIwfHgdYlLbVEIoFisSje2dramoQpydPGftchXWBgbRYKBcNzSColYDAv6UGRgZl9Ry913Jqm\neqInqyVluDb8fr9IkQPDcCajAsVi0UhVzM7OGloxho95T4fDIXPY5/Oh2+3KWmPkg83hcKDRaJgw\nnb6vLkFgWJ85KMo66NwwxyuVSol1DsCgM4EhgwvfuVarodlsSp9ozsdisYhQKCTXOjg4QLfbNXWA\nTqdT1s/MzIzxAqPRqBFo5PXYdwy3AYN1mclkxJObmpqS0Do5MXWOrlwuG6qtbrcr83RlZQWpVEr2\nPE0LRkQjn6tUKmFhYUG8xnQ6bZg3isWipFNmZ2eRSCSkT09PT40cD1kktOqCZnTXnKGcC5oT9Kva\nWBxQmvPK4XBgYWFBXNyZmRlZYE6n0/Djvf/++3j99dclX0MpaS238PDhQ9H0yefzphBPa8dUq1UE\nAgFZNNeuXZPQBTBImLvdbqMYyefqdrtGd4pqkZyw/X7fbG5+v1+kKa5evYqjoyN873vfAzAIy2ly\nzJdffhk//elPJflIyXZea2pqShbc4uIi7t69Kwf4/Pw8XnnlFUnGNptNnJ2diQu/trYm7n+hUMDp\n6amh+T87O5ONoVAoYGlpSRYR64cIOqnVatJXu7u7cLlckmyt1WpotVpyOCwuLqLZbMq4MSnMGH2r\n1cLt27cBDA67fr8vz1ypVLCzsyMTP51OI5lMyve9Xq8k3+/evYtkMmkKRLV+UCwWMyGPRqOBhYUF\nOZQ9Ho+Enp1Opzw3/zaOrdfryebtdrtN/VG325WDgAABjkEkEjEbCuHLHDPmELQ0AtcSddg4J6nn\nxb5iUS4NBx5OmhCVz8icKech/6YJkVkPCQzGkOPbbrdNTurKlSsoFouyX5CeSZddkIyV9+IcbrVa\niEQiRgVX1x9dXFyYA1xTOfHduGZJwMrNnWSymmhZk6c6nU6pxWNJhuYI1YrTPp8PDx48kBx+rVbD\n1taWkfph6L1er0s9JzDYD8rlsjynw+FAqVSS50wkEtLvDx48wOXLl03tIjXC+A46jxaJRAwZdTab\nlX4PhUImRP51BbtjcUCxcBMYTDKHw2EGU1uxnU5HNsmVlRWUSiVTKe12u6VGIB6P4/nnn5dDRUtF\nE+/PA4knPicouaM0I/Ps7Kyx9LSODIvx+MwamZTL5fDcc8/JxMhkMpJQJnklk7P7+/tYWVmRzX1/\nfx8LCwuyiEgUy0Xp9XpFrKxYLBpm72g0akQYw+GwIa3s9XoyUZaXl7G7uyubdTqdxu7urqD6mJ+j\ntRqLxbC/vy8oHqJ2gIFRcXZ2JpYaNbu0XDYAqQvhwmBft1otOcBZ5/TLX/4SwGDBvv/++xI3n52d\nRb1ex2uvvQZggMyjgCM9Qh03H9XtuXz5suToWKzN+eb3++V9c7kcOp2OHH5aO2ucWrvdNgeu/qzF\nDBOJBFqtlnj9FArk+uDhxjE8OTnBzMyMjKG+FuXLRzcrbcB1u115Dp/PB6/XK95Io9GQteRwOBAO\nh2WO+ny+Z2TsI5GIrHFdx0Y+Tc5/Gp08CMgew+bz/d/23jRIzqs6H3967+npvad79k2zarRamxfZ\nEhgbBwIFmAQIZKtAFhIKKvmQVCqVfE5CgStLUalQFSqVBBfELLExYGOEjGUtaPFIGkmj2fdepqe7\np9fp/ffhrfPovYJQ/2/pqv97vtij6Xn7vveec+5Zn+NWLHspogBANHbBeBREE71Bp/dcgAfVg1ar\nFdlsltGFvr4+BWg3k8nAZDIpVYxOp5Me1srKCt9X0C3kQgoEAkSTAUDjTfhUj8YveyIVwiaTCfV6\nXcEMDYVCvCDW19cRDAZ5buVymd8zODioNHKLZ6vvISuVSgqunyBmyLrkvEulEprNJvdaH9V4mIwc\nlEEGGWSQQS1JLeFBJZNJWvJTU1PY2dnhzR2LxVihtba2hnw+T6tdutPF6pufn0c+n6dLq0fmBqB0\nd7e1tdHqkJ/1sElOpxOBQIDWl1iIgsXX09NDq0+q5yS0IiWXegtpZWWF4TCLxUJvq7OzEysrK/So\nYrEY2traGFq7ffs2urq6+Ky+vj5ks1m+0+zsLHELJaYs8etoNIp0Oo3JyUkAmoeVSqWUaqqHx4fI\n905PT2NkZESBdtrZ2VEmDttsNlpjo6OjtNyazSaRKADNgl5bW6M3pg9PyH40m01a4ADwR3/0RwCA\n69evIxwOs8z21q1bCAaDXHc0GkVbWxu9soMHDzLcIaM1xEL0+/1oa2tjuCQSiWBjY4Me1eTkJO7c\nuUPPTj9VWfhDwpC/zOr7vySBzQG0/hs9Flu5XFYw78rlMsM7uVxO8S6sVqtSTSp7KHw3Pj6uVNrp\n/zs0NIS9vT3Kn1j1+mrbtbU1eifSJyjr8ng89JDFQ9AjhXd2dlJf6D3i9vZ2VCoVxWrv7Ozks00m\nE7Hq5FnZbJZymU6nFVisdDrN6IuM5RD+F0RufShN9k94RnhERmuIrITDYWWKuJR663NpokvMZrMC\nG5XJZBAMBnnGIg/6ab3Ag7xOIpFgBaykDmTNLpeLcgOA0xvkWXp8za6uLqyurjInFQwGkc1mFY+8\nvb1dCftWKhWuIxAI8LkS+hMdKF7pL6KWuKA2Nzdx5MgRAA8AYUURBAIBfP/73wegJer1fRJnzpzB\n9evXKWRDQ0Mol8tKE2U4HGbyXuYjAQ9mo4hCjkQiissqww6F6fr6+rC+vk739+mnn+bhVqtVpXzd\n6XQiGo0quFSlUolMV6/XeXB37tyBw+GgMEtIQwTD6XRie3ubStPhcCCRSPBw9/b2KMxdXV2Ix+PM\noUgIU8I4cjHK3mazWV58HR0dmJiYoDD39fVxJo58TygU4l5LP4n8vb53rVQqwel0UiE1Gg0cPHiQ\nF+k777zzc4PjotEomV/2BHiQV5Q+sFqtRqxD+dtUKsV1pdNpCr7kvmTfJTwhZ65v8AUeNFTKWRQK\nBaU0fmBggOfw05/+FK1I+vJmyYvKmQoWIaDxfzgc5vvH43FlXAKg7b28v9VqVYbw6YcKCqyR5Dqb\nzSbD3sCDsKOsS7D39OEzPY6dHsA3l8vB6/VSlmS+l14+9CMd9LBgJpNJKVmXHJQYSFtbW+jt7aUR\nqod6isfjSKfTVO4OhwOpVIq6p6OjQ5lL1dPTowwCrNfrSsOr3W6ncSvl7fpQezAYpCx1d3dTn1Sr\nVezs7PCcdnZ28KEPfYj9R/K+og+k70m+S4xFeV+3243HH38cgCb/LpeL+3Hv3j1YLBZ+d7FY5DuI\nLpAztdvtiEQi5K2enh5MTU0x9Lq4uIienh4lPSNGhRiz8vMvu6CMEJ9BBhlkkEEtSS3hQZ06dYrW\nw8bGBpPWgHZzCwKBw+GA3+9X0B38fj+tK6m6E1dZmn7F0tMnbqVpV274bDaLQqFAKy8YDCqj6BcW\nFvDII4/QK9A37ZVKJbjdbobppHlUP+J8aGiIFlZbWxstjfHxcWWsvRRF6K0+vSczPDysWIFut5tW\n78LCAvr6+miR9PT04LXXXlPGp3s8Hoa44vE4LaSNjQ2Mj48zzHbz5k309vbSynE4HGg2m0QZn5yc\nJFq8vLMe7LWjo4P78frrrzMBDGihGH3TK6BVGF27do17L15PW1sb9u3bh29+85sAgGeffRZXr17l\nXvb19eHkyZNKpacMc6zX67BardwrGYGiR5bo7e3l3haLRdy+fZtnc/DgQZ7/wMAAUdrlWa1KYl3H\nYjH4/X5l78USF8RrefdKpQKXy0ULWQBO5W+FD+Tnh0fL60GZxTuQfZcx7cIfbW1tjBQAmlcgPDs/\nP6+McZcWBX1Lws7ODnnLYrHQc/N4PMoIHQmN6Yso9CDFUgGol1PhO4E90hccTE1N8VmpVAoul4vP\nkukHsnflcpmh9J2dHeTzeXr20pIi3vjDEE27u7tK9eSzzz5L1InR0VEUi0UWDQnKvN4bKRQKlEt9\ntGZgYADNZpMFSCMjI4qXPDk5qURnNjc3eS7r6+sYGBhQiiAkugNovKY/l2QyiY2NDb6j3+9nSN/l\nchGMF9B4S8LyD1NLXFD6EJnf78fZs2e5SXo0Yuls18dFvV4vmWR1dRVDQ0P82WKxwOFwUCj1FVqA\nOq01lUqhp6eHl93CwgKOHTtG5hGMPzl4/VwVn8+n9P3ICABRdMLIEmq0Wq1KCbYeD2xqagqlUomh\nhP7+fqyurvLZKysrGBsbY1hibW2NTCQd+3qMND0EUXt7O3p7e6nAg8EgL6RAIIBcLsd1iGLTj9u4\nffs2QwflchkOh4M/65GOBYrlueeeAwB88pOfBAClfDscDislvWazme8xOjpKIYrFYohGozh9+jQA\nTUE999xzXKfT6cT8/LyCdi1KdH19Hfv27VMQqE0mkzK+en19nRdjuVzG8ePHmfPU98iVy2VO1ZUz\nb0WSsBaglfNbrVbulVSmyef0JfkCzyPykM/nlYtNkMwFaWR4eJgyWigUOLoCAOVCRrFIu4coKBk3\nL+FzfS+SoCSIIpQeQ9nvUqlEWQWgjJ6Rijy5oFwulzIxOZfLKZO0BQZJzx/CG+3t7RgYGGA1Xblc\nRjqdpkKW6kGR41QqxTXv7OwgEoko4dJAIMBnOxwOdHd3U7cEg0FWL8s7Cp08eRJPPfUUQ7Orq6tY\nX19XRmjo99xisSiTn5PJpGL86mHWNjc3kcvl+GxBPpf90OeoNzY2cOzYMfKPtNLoz+3o0aM0HOv1\nOg4dOsTP69GB0uk0CoUCL9W1tTVW3j5MLXFBjY6O0uorlUpKU2tHRwdLsAcHBxEKhZggvHLlCrLZ\nLF/uyJEjyOfzSt9HvV6nx/Wxj32Mg7+OHDnCPBTwANNKlGgmk0FHR4diFW1sbFBAk8mk0jzq8/l4\niRQKBcXrkfirMIZA4gMag+l7cYrFIh577DEqmc3NTfT39/PgC4UCVlZWlMGC8r737t1DOp2m4r9q\naAAAIABJREFUgi0Wi+jp6SEDioWsbyiWdxDoEmmWPXTokFLo4PF4MDIyQiy+iYkJ/PCHP8RnPvMZ\nABoD63uiPvGJT/CinJubQ6VS4ZqXlpawtrZGq/Du3bvweDzc25/97Gd4+umn+bcyvgAALl++jLGx\nMbzyyisAgCeeeALz8/MUan1zpXgJctGIUhZF0NnZiW984xtUdpubm8rgPdknQLNMxUIHWrfMXD9U\nUABeJSLR1tbGS8Tj8ZA/gAcJcVFsMmvt4fcUS1efNyoWi6hWqyzGCQQCLEMGNKXa29tLAwZ4kAcE\nHlz+QvpycL0RCGhQXyaTiXLb2dlJ/p6cnFTmrjmdTqU1wu12IxqN8h0F1kfOu9FoKI3MMjIe0Ixj\nfcOs2WyG2WzmZajvD/N6vQgEAlxXIBDA+vo6lb3Akekb5q1WK89iY2OD886mpqZw8+ZNNt6eOnUK\n29vb1A/SSiHrArTCKj3MmBj0fX199IxlzSaTSRmpkUwmqYtEz8petre38z2llUb2a3R0FBaLBRcu\nXACg6Ra3280LvaOjg/wifY/CA/qL/GEyclAGGWSQQQa1JLWEB6WHJHnnnXcwMTFBKzgajTJW6ff7\ncePGDZYr79+/nw1zwAOofrFqHgaS1Hdky60tlsbS0hJisRhL2Lu6urC1tUXvTMJ18nl9U5p0levL\nS+12u9KMm81m+fvx8XF6jHqUY6Fz587Rs0kmkzhw4ADdYavVinw+T6u4VqsR9igWi2FychIXL14E\nADzyyCNYXV0llMmVK1cwNDREgNilpSV6l1I9pZ826/V66fVIXkBK+B0OB973vvcxXLK7u8tS8IGB\nAczNzdF6unr1Kp5//nlWG7rdbty9e5eVd/Pz8xxEB2ihysuXL/PMHQ4Hrd5QKIStrS088cQTADRL\n9vjx47R0NzY2eObhcFgZrd1sNtHe3k4eqNVq6OzsZLw/Ho8rcE9Op5P5jd7eXmxvb9NS/fGPf4zP\nf/7zaDVyOBx839XVVQWSaXt7m+eZy+XQ0dGhoFXrPSqpDtOHjprNJv9+bm6Ocivek96DymQyDCUD\n2rnId9VqNaytrXFUi8vl4j4L6orkryTXJaE0gRjTT7r+4Ac/CEDzHCqVCj2EcDiMrq4uehvZbBZj\nY2Nct4TsxIMCHpSGS8WjvqncZrMpLQtOp5Oenr5KrVgsIhwOK9A+3d3dlH+v14toNMoKQWmTEM/l\nxIkTlNlLly6xChbQINj0Y+uHhoaUgZ5+vx/9/f0KSodUz7pcLiwuLirj69vb27k/fr8f1WqVcuv3\n+5kekdE1Ijui+2Q/BGZNniWjSSRnOzQ0xGfJ8FPRcb+sZaMlLqhcLkeGfPLJJ2EymXgheL1eCk08\nHkc4HKYCFuUtYanu7m5YLBZlsmez2aRy29nZofAKppUIoChE2eDnn38e58+fp3t8+vRpnD9/XnHx\nZWMllyUuvAiUKHuB9ZGQn9VqZS5Lcj36Sb56xIpDhw7h5s2b/N6pqSmYzWa+0+zsLF577TUA2sWQ\nSCTI3LFYjKFLAPjUpz6FixcvKqjrIsw9PT2IRCJk9LfffhuTk5NE7XC5XPB6vQyPNZtNvPzyywzr\nPSyQW1tbRDr+6Ec/isXFRb6D4PZJmXEsFsPS0hIvzvX1dZ7hN77xDfzWb/0WL/TJyUnMzc0x/NDX\n14e7d+9yP6emphgSjkajGB0d5boajQZhZoAHJfuyl52dnVhbWyO/9fb2co2SBxShEoT8ViOHw8G9\nEgR5MbqAB4aZx+NR0Ayy2awyEsPv9yt9LHa7HWNjY8x96BV7MBhEV1cXDYO33noLmUyGrSOvvvoq\nTCYTw1YXL15EKBQiP8joClnzw7062WyW65Y2Cf2ZitKMRqMKCoW0hYjM12o1xGIx/iyXnvysN2YX\nFhYwOjqqzLjK5/PMua6uriqwSsPDw9RhXq8XCwsL5Cu73U7oIgCcPizhsbGxMbS1tTGftH//fqWA\nYnR0lOHR/v5+hsKFBBdQ1im6E4DSu5XNZjEwMMB1yr/ri8r0xkE0GlXGvz/33HMK+oO+tcbhcCij\n5vft24fZ2VmW7SeTSZ7pvn374PV6ceXKFQAP+iJ/EbXEBXXx4kV6KuVyGVtbW7w4RkdHGdf0+/2E\nBQG0eGwwGCRziwehTxAWCgV8+tOfBqD1AYhC9vl88Pl8tNx+93d/Vxlutrq6SnwyALh27RrMZjMV\nllSIybMEVgbQGNThcCjzXdbW1ngxvPPOO7REl5eXkUgkqBSlqU8Os1QqKZddPp9HJBLh5Vir1ag0\nZLyCXJTVahW3b9/mRRGNRpFKpZQKOKkGEsgl8ZCef/553L9/n1ZPMBiEyWSi57a2toYjR44ofQ7S\nG9Td3Y14PM7v+epXv6rMJTp58iTu3LmjwKR0dnYy6e52u2kYPP7447h+/Tr71yShev78eQCaZf7k\nk0/yIp2ZmcGJEycAaAaN3usxm80Kfli9XkdbW5ty+W9vbzPeH4lEKET1eh0XLlzABz7wAQBQQHZb\nibLZLD0Zj8eD7u5uegGNRoM5pXQ6zfcEtJysPhd67do1TExM4MaNGwC03NMTTzxBZabPT/r9fuzb\nt4/FJqVSCZFIhB6U5BDF23a73djd3aX8NJtN8obAi4mB0tbWxuZdAJQ/4a1sNkvjZGJiAnNzc8qI\nd4EKArTLzmQyMfcRi8Vgt9upIG02G/luaGgI1WqVxu/w8LACq9Te3o5yuazAYgkeZCqVwpEjR3hx\n7uzsYHx8nBeHnIms880338Sjjz7Kzz8sG5ubm/xbv9+P+fl57p1EDMTQaG9vR3d3N/daGn0BTdfo\nhwhK0Zjs5cDAAO7evcsI1a1bt6iHBwcHUSgUaOyIHpZ19vT0KFGj2dlZuFwuGsdutxvHjx8n79y/\nf58e5MMDXvVk5KAMMsgggwxqSWoJD2rfvn0KsOjGxgZdyVAoxNzEvn37UK/XWVIsyMRiXc3PzyOb\nzSo9G9evX1eGAeqHiNlsNnoqgvwgFsLa2hrcbjdDSQL2KK762NgYrclSqYS9vT1+NpvNKh3sly5d\nQrlcpjfy+OOP0wI/c+YMzp07R+/K7XYjHo/z2VarFcVika5yLpcj2CQApUrp0qVLsNvtjO3H43F0\ndXWx8mplZUWBzI/FYrRennnmGfzt3/4t82E2mw0ul4vnYjKZlJ6zI0eOYP/+/ZwwrEdjlmogsdb7\n+vowOztLQNednR184QtfwLlz5wBoHufhw4e5t8FgkOGXO3fuKD00Pp8P3d3dDB+JZa6vNhNwzImJ\nCUxPTyshTZPJRO/T7Xbj/PnzDNtIvkue5XQ6yXv9/f147LHHuO9SgdhqFI/Hye9OpxNvvvkmrfyN\njQ2Glfx+P3K5HPn93r17qFarlC0BTpZzKBQKOHLkCD0qt9tNPnI4HDCZTIxGzM3NKf1Gdrsdg4OD\n9L5lJIbsZWdnJ8OyevBmQDvfyclJej0bGxu4f/8+85e7u7v0cqREWp6Rz+dhsViUoYP6MKb0QUrO\nWo+qLqkBkZ1isYhGo0Fvw2QyweFw8J3q9Tplx+l04urVq/jIRz7CNebzecqSPicKgAj6wneZTAZv\nv/02AM2LX1xcZHRmdXUVmUyGsrS8vIyuri4ll3j79m2lf0vO/8CBA5ifn6eHtLi4iPX1dfaZSoWj\nRDL0iBZSXS17u7e3p3i23d3dyrDP9vZ2VkLL/skZt7e3w+fzKYMj/zdqiQsqkUgoYy2mpqb4YvV6\nncoon8/D5XIpSN4rKys86NHRUYb5AG1TX375ZYb19AUU2WwW9+7dI1NJfkUO02KxYHBwkHFhCQXI\n4cmIbAAcpaFn/GKxyBBKb28vVlZWGEq4dOkS11EsFhEIBOiiDw0NweVyUdnfuHEDu7u7vBgEE0zy\nTC6XS2nEM5vNDOkJXpgo2XK5jEOHDinozeJ2nz9/Hp/4xCcocDINU9/noUdRrlaruHnzpjKtU+iN\nN95AZ2cn49GFQgHJZBI/+tGPAGiKYnFxkXufyWRw69Yt7mcul+PvTpw4gR/+8IcUhN7eXvzkJz/h\n+2ezWeTzeSqwiYkJBVX9ySefZLhImhb14aPDhw/z8t/a2lIww/QQXENDQ7h9+zaVsD7+3kq0u7tL\nXtre3kYoFGKYRSYZAw+m3kpCPJ/PY3BwkLxz4sQJnDp1iuc/MTGBer2Ot956C4DaQxcOh5FOpxke\nk/YF+V7pCxIKBoMIBAIMJ7a3t/OyqtVqsFgsSqHL+Pg4z0TwOEUeJiYmKP/JZFLBWhQcQsmTtre3\nK6N9vF4vGo0G5VbfI1ev1/HOO+8wtNzV1aUUK+XzeVSrVQViSx86PnjwIH7wgx8AeFDeLTIiU4Il\nbBcIBNDb20vZk5FDgHZhx2IxZQL3yMgI9+PRRx9FLBbjsyRnJb+3WCz8XXt7OxwOhwJBNTg4yBBp\nKpVSRteMjo4qI1JsNhsv6GazqZyxQJWJEb61tYWuri7urcfjoS6tVCpoa2ujTP8yWWqJC2piYoKC\n/8EPfhCrq6u8VQXzCtA29PHHH2cTZ71eR39/P77xjW8AAP7kT/4ENpuN1oUMTtMfiBxGV1cXc1SA\nxsx7e3tUbs1mk3FcQPMoZmdnebF84AMfUHog/H4/mXt7exvlcplVa2azGZ2dnfyuZDJJoZGeBvnb\n2dlZnDhxgonuzs5ONBoNZX6KfhT32toahSiTyRDkFgB+8IMf4LnnnlOGv/l8Puad9FVcJ06cQDKZ\nZG5M8oAP973IRZBIJJTejuXlZeWCFmh/+d3U1BSt70gkongyjUYDzWaTzD84OEhD4NatWzh79iz5\nY3t7GxaLhcqw0WgwbynvpJ/hVK/XyT8mk0nxtBqNBn7/938fL774IgBNiKrVKoUuGAwy/2m1WrG5\nucnmY7n0W42y2Sz3zmw2Y2trSwH/lPyt2WxGKpWiIRAOh5FIJPDZz34WgOblN5tN8viVK1fw4osv\nkm/b2tqocMPhMPL5vDKqJRQKKf1n5XJZaa7e2tpisn96eprPkr5F4dlHHnkEHR0d9K5zuRwajQYv\n1tXVVb5TKBRiNAPQjBk9rqdgT4qBGw6HOUYHeJAbk88K4gWg8bsescHv92N5eZnyceLECUUBb21t\n8X1XVlbg9/t5gdntdqVhNhAIYG9vj8ae4FwCmnzrjSapfhP+KxQKvOAATU4lByj7d/bsWQAafmQ8\nHlewGmdnZ5Vn6xEwFhYWKAtSAatv1NWPI3rxxRfxuc99jhf2rVu3lNlbjUaDBqvP51OKk/TGy8PU\nmmagQQYZZJBB/7+nlvCgNjY2mDeIxWIYGRmhBbGzs0OL0GQy4fLly/zswMAAQqEQXn75ZQAPEJeF\npARVPBebzUar7o033iAyMoCfK70UC04siLW1Nfh8Pvz1X/81gAd4Y4Dm3sdiMVoe0WgU165do8Uk\nMWj9mAexPKLRqGJduVwuzM7O8p0TiQQ8Hg8tkZmZGQwNDXGdjUZDGdBYLpdp5f7BH/wByuUywyGh\nUAjr6+uMgYfDYeZftra2MD8/z30IhUIIh8P0VrPZLPx+Pz2ZWCyG/v5+lr/6fD6GJaanp1GtVvm3\nR44cgdfrZex7a2sL1WqVIQ0pG5b9+cpXvkLr+oMf/CBmZma4P7VaDT09Pdyf5eVlDA8PK+Mg9NNF\nd3d36eWVy2VOhgU0i1Hi74AWEt7a2mKl2PT0NKsay+UyOjs76eW16kTdQqFA3pKwkXgM+gFyoVAI\n+/fvV8Kdn//857l3b775Ji5dusQw9erqKgYHB5U+Fz3C/szMDHm0p6dHQYDp6elBPB6n118oFPDZ\nz36We//yyy/Tsy2VSrBarbTqOzo6sLGxwYpAQU0QuXQ4HPTcxTsSL18wMcXbrtVqCIfD1BHpdBpu\nt1vB/tQPXfR4PJQzQT2X7yqVSgr/Dw0NKVW9grcne5tKpdgnqB/eB2jIKeFwmB6Yw+GgJzIwMIDt\n7W16jI8++iimp6fpbXk8HlgsFn631WrF7u4u9/bb3/42I0oSepXITn9/Pzo7O+lRSUuKvKPVauXv\nuru7MTk5SU+22Wwik8lQT167dg02m40VtNPT0+jo6FBGssj5b21twePx0NNt+RyUyWRiI5qM1ZbY\ndzKZpOIDNLdTyhPn5ubwwgsvUDBE+ehBKlOplJLok4NfXFxEIBCg8C4sLODu3btkokgkgrGxMfzr\nv/4rAK0PKpFIcF36MmOBKhHFZ7fb4XA4yAher1eJ9+tjt0eOHMHm5iafV6/XMTw8zIvD7XbD6/VS\nsUjYQhRkV1cXhejOnTs4evQoBVJyAxLimJ6exr59+xi6PHr0KL7yla8A0Bjf7XYr47Gj0SiFJhKJ\n4OrVq2S4oaEhTE5OKuWscsEIBpcou2q1qpSKj42N4cKFCxRSAXCVfNjAwAAFY3R0VGlyttls6O3t\n5RThAwcOsOQX0EKAYig0Gg385V/+Jdcl4KH6mHe1WmVf3bvf/W7Mzc3x84FAAN/5zncAaEp2aGiI\nodf/Ddzy/5pCoRALOBqNhgKurO/bicViSCQS3PM///M/h8Viwcc//nEAYAhWFN/+/fvhdDp5QVmt\nVhocJpOJcFaA1qumn9smBpF+dtLx48eZK0ulUuQFp9PJvKz8TSqVomJ0u90oFotUjH6/n/y9traG\nzs5O8qhMRJYWhEgkohTBeDwe5HI5riOXyynhUb/fzxDn22+/Da/Xq0zvttlsvChmZmb4vslkUsEe\ntFqtcLvdBFr2er0seQe08OD6+jr3oFgsks8kByfyfvXqVQwODrLgIhKJYGdnhxdrZ2enUjr/F3/x\nF3yn7373u3A4HJSlUqkEu91OeXG5XMjn8+QR/TTz3/iN34DdbqfcFQoFJVxutVrh8Xj4rL29Pdy7\nd4+6W2/8SiGG6DT9eKSHyQjxGWSQQQYZ1JLUEh5UT08PrZh6vQ6LxcLbdmNjg1aMTFIVF/4rX/kK\nzGYzk+LZbBajo6MKbMrDoJZSvvm9730P/f39tHoEhFTvGW1tbbFabG1tDVtbWwwl2e12BY05EAiw\n3FWKLSRMFQwGlaTw7OwsrSex1MRj2N3dRa1W4zrELRfr6tChQ/D5fCw4SCQSfK7NZsP8/Dyhj6rV\nKjo6Oriup556ShkUuLGxoaCTF4tFhgffeecd9Pb2KondQ4cO0bLr7e3F+vo6LSw9wK8ASQrawptv\nvqkgach4EvFmR0ZGsLy8zHMaHx9Xwqdra2u01iqVCjY3NxmGeOutt3DgwAG+R71e59788z//M/b2\n9hS4Ho/Ho6DONxoNfPjDHwagVVdGIhGl6kveTyxcfYK5FUlKnAHN+t7e3qa3p/eAent7sbOzQ15J\np9N44YUXfi7ZLj/LvkmI/OjRo3jf+94HALhw4QJOnTpFq35xcVFpYgU0i1ss+ZGREXR1dXGdzWaT\nZyJI9+9617sAaDw9MzNDL9BisSAQCCijXeS5MoBSD/bb2dlJD06S9npUfafTyVBlo9FQKlz39vbo\nQXo8Hng8Hn5XKBRCuVxWpi5IhMThcCAUCpHvAM0bF49T9kmKiObm5pDP5/mO+lRFIpFQ0DAOHz6M\nzc1N6stGo4FwOMy9jsVi2Nvbo547f/4892Pfvn0IhUL0MAVgQCIw4XAYp0+fZtgyk8ngzJkzfP+/\n+Zu/UYokGo0G+SmTyWB1dZXrnJycVFDo9bxw584ddHR0UI/roe4eppa4oJxOJ+PAY2NjsNlsvGT2\n799Pl3R6ehqRSITK+v79+/D5fHThh4eHlXkwAuUjP29vbxOBQOYuvfTSSwC0UFu1WlWUu8vlUspO\nX3jhBYWJJKa6t7eHxcVFKu+LFy9ibGyMTNTW1oZIJMKczOjoKEOFd+/e5b8DmuKoVCqsrpPn6pHC\nM5kMhUE63oEHPUJC0skt8eharYb79++zEmloaIj7nslk0N3dTXd7eHgYdrude51KpXD16lWuWybo\nihAKMjSgKQ2Px8NzGRkZwfb2Ni/SpaUlHDx4ELdu3QLwoP9CQgubm5sM8dy7dw9jY2Msfe3v70c6\nnebl97WvfQ1zc3MMAelR0c1mMy5fvkwhk14UUUhms5lVYQBw9uxZFAoFCo5+vIbdbsf09DT3PRqN\n4g//8A/RaiR5FkA7f5kUDWjvK0bEvXv3MDExQWVZrVbhdDoZwhoeHlYutEajgYGBAZbdd3Z2Mhf8\n5S9/GW1tbdyb8fFxyhygnWc2m6Xyeuqpp9Df348vfvGL/G75fHd3NwYHB8nv9+/fh9lsJm/JBGXh\ny1KppORj9XBmHo8Hu7u7yju2tbXxb8vlMsxmM2VaP/9L4IPEUKxUKsjlcspI89HRUcqSTAOQ5+rn\nxQmfiU6THJt8XpDl5ZwcDgflv1wuw+120yC6ceMGRkZGuObt7W3mwGVdgrQu+ylpi2QyiaWlJWVE\nRiAQ4OWxu7uLixcvKtBwAk+1sLCAWq1GQ7FQKChGmkA1ycUaj8dRq9WYw9T32NlsNmQyGZ5Ly19Q\n8/PzzE+sr6+jq6uLnorX66XSHBgYwNGjR6k0zp8/z/lJgJZs7OvrIzNHo1GsrKywd+PWrVtk/K6u\nLoTDYR7ewYMHsba2psxomZubY77r+vXrCIVCCjS8fDYQCCi4ZolEAh0dHWSie/fucdAgoMWRxbJo\nb2/H0aNHmevZ3NzE0aNHyXAysE28DSkTFbBU4EHDn9lsVsbUCzioMIDP50N7ezvfIRaLUVg7OztR\nKpW4LikWEO9ULEC5dLa3tzE1NaWUcAssUFdXF8rlMr93ZGQEfX19/N5UKoXl5WVa58FgEJcuXaKF\nKUIHgL0Xcg7SQCyKY3R0FG63mwl5fQ6uUqng9OnTVARShq+f86Sf6yS9LSJUJ06coFLp7+/H/Pw8\nLz992X8rkfALoPGKeAKAdsaiFE6dOoVCoYDvfe97AIDjx4/jox/9KA2WRqMBs9ms5DP1l9B///d/\nU5mfPHkS8/PzCn7enTt3qOh6e3vR09PDy+69730vrl+/zgtOmjoBbZ/Hx8epRF955RWMjY2xH0fm\nsEmvYzabJf8L1qLInbQv6KMVExMTjChIYYPok3g8znVYLBZ4vV6uo7u7W1mnAOlK3k0/OyqRSGB7\ne5vfa7PZUC6XaQiVy2UCGQPaxVEqlfgsAW6W79Xjfh49ehRut5sFGIFAgKNB9Hsga7FarfSIUqkU\nvF4vDev29nbMzc0phmVXVxd10YEDB3jegFawIuvo6+uDy+XiZ48dO4aRkREWs+RyOUSjURpE8Xic\nRufk5CRsNhtlSeoPfhEZOSiDDDLIIINaklrCg6rX6+zmv337NrxeLytz7ty5QytfKtDEqonH4/ir\nv/or3sRerxe3bt2idXXz5k1lUuWhQ4foOvf19aFerzMe7ff7lYF0iUQCmUyG1sY3v/lNVCoVWkF2\nu50eUaVSwd7eHn/X29sLh8NBy0AAHSWfpUdoX1hYwMrKCi2VcDiMlZUVekwyWkIs3ytXriigjT6f\nj+Gul156CXa7nZNM0+k0FhcXWSr905/+FF6vl5U2Bw8epEUUi8WwsbHB921ra1Pgaur1OsN6gOZd\nFAoFelRPPvmk4rlVq1U+K5vN4tVXX+UQQukqF893d3cXExMTtCgFEBcAx2NIOCEYDKJSqfB7bTYb\nuru7FeinX/3VXyUvHTt2jOcyPT2N97///Yql+qUvfUkZW3/06FGe6/T0NMtm79y5g76+PsJZ/bLS\n2P9L0kcfZEquWP3lcpmeaKFQwOLiImXj7/7u7/DII4+Qz2q1GiYmJhjSbTabmJ6epoUs06wBLWTr\n9/vJw9VqFf39/YrHnM/n8Q//8A8AtArIf/mXf6HnI+FFQPMYHA4HvVj99AH5bHt7Oz1YkSlAi5hY\nLBZGMtxuN6xWK89QKs0karK3t4eNjQ3qmq6uLobbQ6EQCoUCPTcZ5SM/yxqETyuVijJaQmQM0GS4\nVqvRsxPwAHlnn8/HcSeAFo3QR4H00GYulwttbW2KB69HePH5fKhUKkruVORQqo3Fq1leXsaBAweU\nFo18Pk+57O3tZeWhy+XCe97zHmU/9u3bRw/7yJEjsFqt+NnPfgZA4zW9xxkMBtlcHA6Hsbe3x/aY\n3/md38H/Ri1zQcnipcxcEnmDg4MMw3R1deHGjRuMZR4+fBj1ep2XzsbGBtrb29n9r+8MBzTGEVdY\nJuRKzsnv9+PSpUt4/PHHuabJyUmlH0Pi34AWApBcxezsLObn58mAXq+XmFiAFg7QM//AwADfNxQK\ncYwIoLnK//Ef/0FhLxaLSKVSZKrDhw8rCM25XI5McejQIWxvb5PhbDYbTp8+zXUNDQ3B5/Ox/H19\nfV2ZZLq+vk7Gn5qawvr6OhWY3W5HOBymUOVyOYTDYV4Uq6urFPz5+Xll9HYymcTHP/5xhnhisRge\neeQRhlosFgu6u7tZ3NDf368I5OXLl2mE7Ozs4KmnnuLvrVYrKpUKFdnKygovf4vFgs3NTfY1+f1+\n/NM//RM+9KEPAdBCfpFIhAIpl5/wnh4p3+FwIBgMMs8on2k1KhaLTIp3dHQgGo3ykhGYLECTlc7O\nTvJRKBTCzs4OeUOQvEXRdnZ24vr16zT+VlZWuDdWq1XJf9brdY51B7SQ3vPPP08j9I033sDrr79O\nntajKLz73e9W8PWKxaLSm1ar1bC+vk7FJ2FbQDNshoeHqZwlZCttBH6/HwMDA9yfzc1N6hBAM/6E\njyRXI5doPB5HKBSiPNRqNY6UALQ2DX3eaGFhgRdfe3u7UkQk43b0k79dLhdl/tChQwzxHzhwALFY\njD/b7XZ4PB7KqfR6imExNDSEO3fuUAbkwgcelNXr5+UlEgllIkE8HlfGs8gaa7UaxsbGGAJOp9Ow\nWCz4tV/7NZ7hq6++yonbEmaU/ZRnyGf1iBW/jFriggqFQrwI2tvb4Xa7iQlmsVhoAezs7GBvb4+N\npzL/SA7HYrFgdXWVHsRLL72EYDBID+PGjRv822AwqNTxu1wufOxjH2Od/0c/+lG8//0Xs++YAAAe\nMklEQVTvp+AAmuDJWmQgF6B5Gz/60Y+YQ4lGo9i/fz/zIn6/H1arlc9qNps8+GQyiampKSqGc+fO\n4emnn6YCXllZwb59+1gEkEgk4Pf7aTkmEgleSFJ1KMUHExMTuHnzJhkjHA6jo6ODwr2xscG/TafT\nGB0d5QU+Pj6O+/fvK/OCDh48SEER/EFhZr2QnDhxAteuXVMaOfXjFvr6+nDv3j16ievr68jlclxL\nOBxmrnBxcREf+chH6OU4HA5cuHCBQiYWoySkc7kcPysjAUQhSUXbP/7jPwLQLMZgMKgonZs3b/Ly\n0c/siUQieP3119k3JMZHq1E2m6Usra+vw+fzkZf087wcDofSq7axsaH0xEjxgXjQxWIRQ0NDymgL\nsYCj0SiSyaSSrzt27BiLSCYmJpBOp4nF+PWvf10BZtVjYJ44cQLf+ta3WOEXDAaxsbHBMxwYGEBP\nTw95KZVK8WKQ3Iy8g1RpSiRDDw4NaHpHn3c2m81UwDJKQrzvRqMBk8mk6IP5+XleBCsrK5SV+fl5\nxbOTxlzxsDo7OxGJRMhnMptOaHd3V2nM18+HKxaLyGQyXJeM09BHfo4dO6ZAuMk7VSoVjs2Rzz7z\nzDN8VjKZZBUxoPGPGPgrKyuYnJxUwIPj8TgN9nK5jLm5OXq6MmhSdGxHRwd1ZywWw9bWFvdLvu8X\nkZGDMsgggwwyqCWpJTwoGegHaN6F2+1muEBfWSYAr+I2Li4uYmdnhzezQPNL/HpwcBAul4tgsnoP\nqFQqIRwO0xKbnp7G8PAwvvvd7wLQbvWHb3apkAEegG0CmvfR29tLi+j06dO4evUqPQixOvXgkLJG\nm82G5eVljq14/PHHFfc/EomgVqvRO6tUKrBYLHxmsViklWK327G1tUWvRlxs/fCzubk57oF8HtCq\n4fTDzW7duoWOjg5arjISQEIeu7u7HJAIaJa7rPnWrVvo6+uj12e322G32xnikcmdeoimN954QwHA\nlXWFQiEsLCzQQ+rt7YXdbmdl5oc+9CGlrDYYDNLKlbJyPbDrjRs3GGrx+XzI5/P0ktxuN7q6ulha\n+84779ArDAQCePTRR2mdyz60GjUaDb6fAN/qQ03ieQpckHj5XV1dKBQK9CYajQY6Ojr4nsViEYlE\ngt7Z6uoq8w8yEVr48OTJk/izP/sz8sOLL76I73znOzyHUqkEp9PJdZpMJvJ3KBTC1tYWPbu9vT34\nfD6ew/3795X+xXw+r1Se6kfECCip8HAgEFDK381mM1G5Ac0bExk2mUzIZrNs0VhfX4fNZlPQYE6e\nPMk98Hg8lEmZgiB5SqfTCYfDwfetVCpoNpvk02QyqQxtXF9fp1xJ6bzsrfSICs/qpw8Dmqxtb2/T\n85EqPwCclith3VQqBbvdzmniIyMjKJVKSshb9q5Wq+FnP/sZ0xrd3d0/N6R0b29PCVtaLBbut8lk\nIm9VKhVl3IrI9i+ilrigstksk7eA5gLKAenRqSuVCiYnJ8mAs7OzOHjwIF80m80ilUopB5ZIJHDq\n1CkA2gUlMWOz2Yz19XWWt6fTaXz1q1/l4Qkkjmyqw+GAxWKh4kyn01zjv//7vyuYgaFQCMlkks8W\nJGA5eJfLRWWdSCTQ3t6uhOwikQjDASdOnIDJZGIcPRAIKDOdRkdHuT9Ski9MJPukL+aYmZmh8Pv9\nfiUuLiPiAS0XNjMzo/Q1PPPMM7xELly4gEwmo7yzFJz09fUhn88zXxGLxdDR0cFL2el0oqenh+uT\n4gy50PP5PPlBcnsi7Ol0Gp2dnYTkKRaL7KsQkucmk0nY7XYK9/z8PKrVKhV2rVZTclCSqJbw8t7e\nHgs7ZmZmUKvVWEqvh99qJWpra6NycrvdSitBOp0m/9ZqNdhsNl5Ai4uLNCQAEMlcft9sNuFwOBji\n0Y95sVgsKJVKOH36NADghRdeQCwWw/PPPw9AU5qpVErBQAyHw1TQ6XSaYbhsNouLFy8yVCTYchLG\nq1QqSKfTSmOvvmCl0Wjwbx8usHE4HBgaGqJyr9frWFtbo3ETCoUo/9IzJuEvKZAS49jlcuH69eu8\nKKvVKtdRqVTg9/v5PYVCAcFgkAaqhF310FALCwv87kqlQsNZQmP6KdmxWExB3Nc32Iv+kM/H43Gu\nIxAIIJPJ8B18Ph9WVlaoe3Z2dmC32ykPlUqF+mBoaAipVIr7sbu7i2QySVmSWWvyXYJgL6XlUjQh\nv5uamuIZinPyi6glLijgQbOWxC4FIl5fFJFKpbC7u6t0K1utViZUx8fH4fF4aKkNDg4iFotRMPSA\nrcePH8fi4iIthK997Wsol8tUolKlos9P5HI5Hp4kFAFt8ycnJymw9Xodo6Oj7BFwu90olUq0kO7e\nvcukv9VqRalU4rN6e3uV2TIbGxuKZSf/LsofgOJRTkxMKIPAHnnkETKAzIqRS0Y/C2drawvBYJDv\nsLGxoeAHdnZ2IpPJUPlJT5VccDJ7SD6rJ3muXJQ+nw9Wq5XGgtvtVvJbjUaDxQgyw0nOYXh4GDdv\n3qTCstvtyOVy3AO3283Ytgxo1M+H0uPLpdNp3L9/n82nDocDPp9P6f2SqrXe3l5cuXKFl6h+IFwr\nkVy6gGbVe71eKhm3282zF56UKEBHRwcKhQL3anBwEFtbW0ruIxQK8VxGR0dpnAwODmJ0dBRf+MIX\nAGgGyWc+8xkaBgLwK95Gs9mE2WymzO/u7lLRy6w0yaGUy2X4/X6ef6FQgMVioSc7NDTENdtsNhQK\nBWWonh53sVwuK8gqkUgEbrebBRgirwDotcizJyYmEI1GKX+CYyceQrVa5fs2Gg14vV4qYMmhSf7b\n5/PB4/EwglCr1ZBMJinTw8PDlIVischLGXgw7E/20uVyEX0HAKsphT/1nqoYK/rLThqQAc24GR8f\n5zrT6TT1QzqdhtlsVnrqhoaG+FlBA5F1lMtlOByOn2uKBjReS6VS1DW/rCLWyEEZZJBBBhnUktQS\nHpTekgc0S0gq0SqVCi0NyfuIteV2uzE7O6ugl4u1Bmh5pV/5lV9h6aMeGX1nZwejo6P4xCc+AUAL\nUzQaDXo29+7dY+c1oFk5EjuVNUoYLpVKYXR0lHmRTCaDJ598ktZVR0cHZmdn6X35fD7mZzKZDI4c\nOUIXfWBgAAsLC7SAxAIWS/bgwYNYWFjAf/7nfwIAfvu3f5vvb7Vacf/+fSWkI9aR/Oz3+7lur9dL\nRIq7d+/im9/8JnsSAoEAtra2uF8bGxtKd3yz2cTMzAx7rD71qU/h29/+NgDNcymXy7Tks9ks4vE4\nQwnVahXb29sM65jNZgUDsa+vD6+99hoA4Nlnn1Xyjm+//Tbcbjer6DweD27fvs33qFQqDH8MDg6i\nUqkwzOBwOBSkif7+fjzxxBMslXc6nbh79y6efPJJAFouQCzGy5cvY3x8nN6I/LfVSJ+vkFyfeO7h\ncJjeZT6fRzqdZmvAzMwM+vr66G23tbX9XJXmzs4O+8BisRg94kQigZ6eHly7dg0A8OMf/xiZTIah\n5MXFRQwODnLffT4fisUiw0Nnz55lRecXv/hFZDIZVuLeu3cPFouFfGy32+Hz+ZRJr+JtmEwmuN1u\nejmFQkFpNRFcRkF7j8ViOHToEGXxwIED1DuCIqH3wPRTb71eLwdcAlofkPAZoPUcPvLIIwC00LI+\nV57L5TAzM8OQXyQSwejoKMdivPzyy9yP7e1teL1eBc0/mUzyXHZ2dlCv15WKZH2VcF9fn1I9qx/S\nOjY2Rjg4WVc8HidPRKNRJYLkdrvpNQteqMhHf38/LBYLI1AOhwPlcpl6TI8ML1icsmZ5119ELXFB\nzc3N8aC7urqwvb3NRV+6dIn5mpGREWxubjLMIKEhgUwRDDtxHY8fP47Z2VkKgn5cfCaTQSKRYA+R\ny+VizwGgNbGFw2FeSPIcUUwXL14krp8oULncenp6lEslk8koIzMEEBPQhCidTvOCkj4eYYxbt25h\nfHycP5vNZnR1deEjH/kIny3hLkATYD1GoL6B8tlnn8Xc3BxLyX/913+de9fR0YFPfepTP4ePJQx4\n9uxZrKys0JBYXl5mXg7QGlnlsxaLBfl8nqGFUqkEj8ejNCrqwycC4iphm1wuh8cee4zf/3D57/Xr\n1/HMM8/w2c888wwFoVQq8f8TiQTOnDmjJHJXV1eVPjGZ1SV7J58BNIUk+yAj36XMXPJUrUY7Ozvk\nLWkg1491lzPJZrPo7u5WsAaXl5ep3KPRKLq7u6m8dnd34Xa7lRCgFFgcOnQITz/9NPOGv/d7v4dM\nJkPFL7Biss82mw0ej4cN1X19fZzy/Morr2B4eJg8HAwGkclklNHhNptNSeTrZ7fp2z/K5TKq1SoN\nJZkYrR/z4nK5lHyN7FVfXx+azSZ/19PTo4SxrVYrurq6qLecTifDcIODgzh27Bj3TkaGyN4LpJAe\nXFkfWu7s7FRyv+l0mt/j9/vh9/up42SCsv7ydzgcvKCazSZD2JLPlYtibW0NwWCQ+yMAv3rZl3UE\ng0Fks1mlSEwKIwBNp+3u7lKPZTIZ2Gw26qZEIqEALdfrde61/mJ/mFriglpaWiIjSCGEWNSPPfYY\nb/xYLIYzZ87wcKLRKK5cuUKL98aNGwqmld/vR7FYZIXQ4uIiN3R1dZVD9wBN4fb09NDqKxaLeOWV\nV9jUub29jb29PVa8nDt3jjHjZrNJDD1AKyAQAQM0paEXKrPZzDi45Lnk0pU4rijA3t5e9jYAIIMI\nE0UiEX722LFjWFpaosX89NNPK0njdDqNSqXC4o2rV6/SipMGSBGavr4+3L59m9bm4uIiAUTlXNbX\n15nTu3btGvdueXkZhw8f5kU4MjKCRqNBxREOh7G1tUVl6HA42OUua3nPe94DAHj99dfR1tZGpRsK\nhXDw4EEKbCKRUAofqtUqvYQzZ87g7t27/B6v14ulpSUFoVpQLwBNGZRKJX63ICAAmvAePnyYFqLe\nYm0lisfj7Eey2+1IJBK/ELEhEomgo6ODP29sbKBUKiloBnrlL8DBotzsdjuVTyaTwf/8z/9wH7u7\nu9HV1UWFnclkMDExgU9+8pMAtDN0Op00hl588UUaSiaTCW1tbfSQt7a2lAIaWYcot1KpxLM3m83M\nMwLgiHJZlwC0yjsmEglEo1G+k9Vq5SUbj8fR0dFBBa3XQYCmkPUYeVarld4XoCl/eW69Xkd3dzd5\nSfI1ehQGi8WCV199FcCDCkv5np2dHUZJisUivRlAuxi7u7upF6T4QtaVTCZZvLR//36k02nK/MjI\nCPb29ogWIecpuktfHVur1eD3+/kOgqwh5Pf7sbe3RxkXT1UPgCv8IPIn9Muq+IwclEEGGWSQQS1J\nLeFBHT9+nFZed3c3dnZ2aH1UKhVW2QCaFSihoHK5jLW1NXoQbW1tWFpaosck6AbirSSTSVpihw4d\nwpkzZ2gh+Xw+TExMMBx09uxZXL58Gf/1X/8FQAu93b9/H0899RQAzY0Xz2R3d1cJD9hsNtjtdr7T\ngQMHsLGxwe/Wj0q+e/cuvF4vQwfi5kt+RvI1+jHMAJTQo8Sjt7e3lREA2WwWfX19/Ozm5iYcDger\nlYaGhmgFeb1elMtlfs/s7Cze9a530brZ29vDW2+9xRyEyWQiUgWghSXEiuvs7MTGxgYrfGKxGNLp\nNEOg/f39WFhY4M8SB5f92tvbw+uvvw5As8w2NjYUz25ra0vB7Wtra6Nn29fXR2/87t27sNlstOou\nX76MqakpWsFLS0sYGhpSZlodPnyY+7exsaFUT5pMJq5Rys9bjU6ePMl9FxQROX+BtgG0fctms7SW\nOzo6cPHiRf5cLpeRSCToYdXrdSQSCVrfxWKRnuqxY8dgsVhYlbm2toZoNKq0M8zMzDAHGYvFcPv2\nbaJsFwoFeuLDw8NIJpOMEIjlLusIh8MKlmU2m6Unls1mYTKZGBWRSkH9PKhYLMZ31IerAE0u9emA\nlZUVfmZsbAyxWIy/j8fjWF1dVUrn5X0zmQzC4TA9tcHBQdhsNub3RkZG4Pf7GcaOx+OYm5vjurPZ\nLPnb4/HA7/fTg8tms8pUYGkH0Ecfcrkc+VZydkLDw8OUh7fffht9fX0KRFMikVBgxPTIGbFYjHpK\nPDV9eLzRaHAdPT09qNfrjKL09fUx8tXR0YGVlZX/T1EIU7MFOg6/9KUvkUmmp6cRCoXIGAJnBGju\nfHt7O3+WmKd8tlqtMlYMaBuxsLDAjSiVSvyshC+EaQYGBlCpVBTYev1F0t7ejmAwyDBdMplk7HR1\ndRWlUonKW+BWhJnD4bAyK0VCDvL/IpyAdjG9/fbbvHQEBkWELBwOY3V1lfHtSCTC30n+RYT3/v37\n2LdvH79XwF71QJQi3P39/SgWi9yPSCSCfD7Pd3S73bhw4QLzgbVaTYFGqlQqZF49RJCQfhxJe3u7\n8nOz2cTIyAiFcGhoiO8Ui8XYzyPPWVpaosKyWq2Yn5/nhb6+vq40W+rH2AcCASwuLiq5QKvVynxn\nPp9XcCDNZjOVbnt7Ox5//HGGWs6dO4cvf/nLaDX6+te/jj/90z8F8IDf5QJuNpvkXzGgxNizWCyI\nRqMM6fr9fmX0SKlUUkZGmM1m5hQES1LOz+v1KhiP5XIZPp+P+y6GmhQ/Wa1WrkMarUVGYrEY8vk8\nlfeNGzdw6NAh8qnH41HGzYTDYYVnq9UqQ28S8tS/c71ep1LNZDKUu7W1NdRqNb5HJBLhkE5Au+z0\nAw0tFovSED8+Ps78nhSRCDmdTqyvr3OdErLTl8eLXKbTabS1tZEnrVYrB4ICD9IH8iyTyQSn00nD\nUt/LZTablWGo0iysLx2v1+vKgFd5p3g8TnmSzwqEmeyHjA0RHhgZGaEBPDs7q+jSrq4uyvDf//3f\nM4XxMBkhPoMMMsggg1qSWiLEt7q6SisvFAohGAwq1XRiqdXrdTz66KMK4vJLL72ET3/60wAedJGL\nW7qzs8Mx8YBmMcho8Pn5eQVxuVwuw2az0Zre29tTUMcHBgYQjUZZ4TU5OcnCho6ODvT09NCz279/\nP65cuUIrqFgssikUAD784Q/jW9/6FgDN5RbPS97x1KlTtHKSySQsFgstlTt37uDkyZP0OFdWVphQ\n/cAHPoDXXnuNZaJdXV2YmZnBe9/7XgBaSMvtdnMc9NDQEBui6/U65ufnaUFKlY1YdX6/H11dXcpI\ncP3o6Y6ODsWC3NnZUZLo1WqVxRlLS0vY29uj1TQ7O8uKM0ALrYmV63a7sbW1xb30er0YHR1VUDKO\nHDlC69zpdLJR2GKxYHFxkVad1WpFf38/fz548CCmp6cZVnW5XHjjjTdYqXfw4EEW4CSTSXznO9+h\nl9iqjbo2m41Wa39/P61mQAsBiwU8NjZGVA5A45XFxUXK2ttvvw2r1cr3FO9L+E5foSVQR/rqUT3C\nvNVqRXt7O0Ng2WwWTqeTxRz1ep3fk8vlsLu7S1lyOBxK6Gjfvn3o6OhQUNn1SOf5fF6B59F7JsvL\nywgEAtQt4n2JR1er1ZSQbrFYpF5qb2+Hw+HgZ3t6evDOO++Q/0+cOMF9TqfTyGQy9OyOHTsGq9XK\ndckId4mw5PN5VCoV8qXei/H7/Wg2m+RvgTaT73K5XKhWq8q0XpPJxLNxOp08M2noFR5IJpOoVCp8\ndi6Xg8ViYcSlUqkwLCsRJlljOp1WPCqZkCs84PP5cP/+fUJFyYQH+Z3b7ebPS0tL/6sH1RIXVE9P\nD0Nvgr0mMf54PE54GXFHJUdw9OhRfO5znyPy8cGDB3Hv3j3GXEXA9JVYEhp7+umn8ZOf/IRVO+l0\nGjabjbmvYrEIq9VK5vd6vYhGo2SqcrlMBqzX68QqA7TQ4/79+6n4JKwm/TaVSoV4b+vr61hdXeVz\nL1++rOD8jY+Pw+/3E9Hgve99L7a3t3kZBINBuvMvvfQSRkZGOLair68P4+PjDI8cO3aMuF+ApsAk\nRFetVpFKpRgqOHDgAA4cOEDhnp+fh9frpeAcPnxYyWFcv36d+3779m2Ew2HuZTAYpCABmrKbmJhg\n3mhychKpVEpBPJC8YVtbG0qlEr9HwrCiZATZWgRhbW2NSmP//v3o7u6mkZFIJNDb28vPJhIJtLW1\n8YIvl8v4zd/8TbYe6NGcQ6EQcrkcKzdFMFuN9JAyKysrMJvNVFajo6N8n3A4jFu3bjEfWSwWlbzq\n1NQU8vk8jcFGo0FUbkC7OETxSWWZ/K2MKRfjL5fLIRaLUbkVi0UcOHCAF1ahUODF2NPTg9u3b9NQ\nlBE6+kq0WCym5Enkb1dWVhSIIUGOkAt7bGwMm5ubyngJmc0EaPk7MSLT6TScTiefnc/n4fF4qEt2\nd3dZnQpAyW0FAgEkk0nuz+XLlwkVBWjKXt8esri4qFwqmUyGF5Db7UY+n1eq+qSfEdCMgWq1qkAu\n6SuZs9ks17G3t4fl5WXyh8ViUd7fbDYTIUbORY9TGAgEyD8mk0mZlyXvLTJssVhw6tQpyqLkx4Uf\nlpeXaYT+MjTzlrigFhYWqHBrtRqi0SiV7MDAAG/x4eFhFAoFWjkXL15U4urT09PKrS5wGnrFJxbj\na6+9hkgkwg2XBKAIbCgUUoAnc7kcBgYGuOH1ep3fE41G8dRTTynjovUW1Pnz5/HHf/zHbNzL5XJ8\nzr59+wjvBGhKpFQqsQQ1Fosp+a6rV6/CbDYrlr2+gGJ7e5sNf0tLS0gmkzh37hwArQCl2WxSya6u\nrnIdAhYr9NZbb2FtbY0elgisrGN9fR1LS0tU9oFAgOWq0hCqxy3Tj/YYGRnB7du3eY7z8/MYHR3l\nBb+2tsbLrtFooL+/n3stI6rFSy6VSnjyySeVOLoo0WKxiFKpxP2ZmprC4uIiz/Sxxx5T5ieFQiE0\nm028+93v5t4KP4TDYZw5c4YCq4fFaSWq1WrcO2ltEMW3tramtAXo+08mJiYQDodpCN2+fRuVSkWB\nqpEeG0AzBuWz0g8nMux0OmGxWChbtVoNfX19lL1SqYTl5WUaR52dnczRyOgNvbK2Wq3kTRlvri98\nkJxzrVZDKpXiZ8vlMiqVCnlleXlZMSyazSYCgQANyXw+z/xsf38/CoUCz1mwNOVi2N7exvb2NmXc\n6/XyObu7u3C5XNzriYkJZcigNPzL/hw4cAB7e3s00iORCL83FotxeCSgyfTZs2fJh4VCAZlMRhlH\ns7e3R52Yy+V4WXV3d+PAgQPUU/l8HiaTSQGm1XvghUKBZypFVPpBiU6nk+eQy+UUoz2dTuOnP/0p\n//7QoUOMOIVCIXR2dioRqP+NjByUQQYZZJBBLUktUcX32c9+li59PB5Xyq71EzPL5TI2Nzc5BXdn\nZwcLCwu0GCcmJrC1taVMCdUjgz/11FO0WmTAmljekUgEqVRKAVmcmZmhdVGpVOB2uxXAQ7EOtre3\n4fP5aBFKQ6NU/Jw+fRrJZJLhxJ2dHbrG4vrq47P5fJ5QL9lsFhcuXGBYwmw2w+/309vw+/10lc1m\nM6xWq2LlJJNJZWBje3u7EtbTv1+z2VSANzOZDK3eVCoFm81GbyOVSuHw4cPc2+3tbWV0diKRYGhx\nfHwc3//+9xkucrvdSgd/KBRSUA4ajYZS/j44OKjE4PXjsqVCSo9wL6GETCaDSqVCj/Lq1avo6elh\nefva2hpyuRxzgGIVS+gpHA4ztOR2uzE0NEQv8OWXX8b3v/99tBr927/9GyvPpJpLrP5QKKRYxPoJ\n0dlsFul0WoGycTqd5DsJlYt8dHZ2sqKxUqmgXq8z7FYqlVCtVvksmQIrVr94RGLl63NONpsN/f39\n/NtEIoF6vc6QrgzrFE9Och+A5hGZTCb+TsKyEo2QXJgeZdzj8VAu9ZBKUqEneyeDAoVH9QC2gMY7\n+gpJPQ/v7u6iWq3Sk7NYLLBYLPRgi8WiUhqul8NarYZGo0F9aLPZYLPZ6DHZ7XYUCgV+lwC0Cg/o\nIz0+nw8+n4+emuSc9E2+Ho+H77Wzs8MzbWtrUwaDCkizeImSfpF1S3m8nEU8HucZivyLDFssFkYt\nHqaWuKAMMsgggwwy6GEyQnwGGWSQQQa1JBkXlEEGGWSQQS1JxgVlkEEGGWRQS5JxQRlkkEEGGdSS\nZFxQBhlkkEEGtSQZF5RBBhlkkEEtScYFZZBBBhlkUEuScUEZZJBBBhnUkmRcUAYZZJBBBrUkGReU\nQQYZZJBBLUnGBWWQQQYZZFBLknFBGWSQQQYZ1JJkXFAGGWSQQQa1JBkXlEEGGWSQQS1JxgVlkEEG\nGWRQS5JxQRlkkEEGGdSSZFxQBhlkkEEGtSQZF5RBBhlkkEEtScYFZZBBBhlkUEuScUEZZJBBBhnU\nkmRcUAYZZJBBBrUkGReUQQYZZJBBLUnGBWWQQQYZZFBL0v8DccRM6vpetr0AAAAASUVORK5CYII=\n",
"text/plain": [
"\u003cFigure size 600x400 with 2 Axes\u003e"
]
},
"metadata": {
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"#@title Load a test image of a [labrador](https://commons.wikimedia.org/wiki/File:YellowLabradorLooking_new.jpg) and run the module with TF\n",
"def load_image(path_to_image):\n",
" image = tf.io.read_file(path_to_image)\n",
" image = tf.image.decode_image(image, channels=1)\n",
" image = tf.image.convert_image_dtype(image, tf.float32)\n",
" image = tf.image.resize(image, (128, 128))\n",
" image = image[tf.newaxis, :]\n",
" return image\n",
"\n",
"content_path = tf.keras.utils.get_file(\n",
" 'YellowLabradorLooking_new.jpg',\n",
" 'https://storage.googleapis.com/download.tensorflow.org/example_images/YellowLabradorLooking_new.jpg')\n",
"image = load_image(content_path).numpy()\n",
"\n",
"def show_images(image, edges):\n",
" fig, axs = plt.subplots(1, 2)\n",
"\n",
" axs[0].imshow(image.reshape(128, 128), cmap=\"gray\")\n",
" axs[0].set_title(\"Input image\")\n",
" axs[1].imshow(edges.reshape(128, 128), cmap=\"gray\")\n",
" axs[1].set_title(\"Output image\")\n",
"\n",
" axs[0].axis(\"off\")\n",
" axs[1].axis(\"off\")\n",
" fig.tight_layout()\n",
" fig.show()\n",
"\n",
"# Invoke the function with the image as an argument\n",
"tf_edges = tf_module.edge_detect_sobel_operator(image).numpy()\n",
"\n",
"# Plot the input and output images\n",
"show_images(image, tf_edges)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "-F1huDW5rROF"
},
"source": [
"## High Level Compilation With IREE"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"colab": {},
"colab_type": "code",
"executionInfo": {
"elapsed": 42,
"status": "ok",
"timestamp": 1598547100203,
"user": {
"displayName": "",
"photoUrl": "",
"userId": ""
},
"user_tz": 420
},
"id": "rTqseoRXxl6v"
},
"outputs": [],
"source": [
"#@markdown ### Backend Configuration\n",
"\n",
"backend_choice = \"iree_vmla (CPU)\" #@param [ \"iree_vmla (CPU)\", \"iree_llvmjit (CPU)\", \"iree_vulkan (GPU/SwiftShader)\" ]\n",
"backend_choice = backend_choice.split(\" \")[0]\n",
"backend = tf_utils.BackendInfo(backend_choice)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"colab": {
"height": 272
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1580,
"status": "ok",
"timestamp": 1598547102184,
"user": {
"displayName": "",
"photoUrl": "",
"userId": ""
},
"user_tz": 420
},
"id": "2OPBr0eGroE0",
"outputId": "9e7cd67c-7203-4052-d4ea-c06c1656a57b"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Created IREE driver vmla: \u003ciree.bindings.python.pyiree.rt.binding.HalDriver object at 0x7f1c7765bdc0\u003e\n",
"SystemContext driver=\u003ciree.bindings.python.pyiree.rt.binding.HalDriver object at 0x7f1c7765bdc0\u003e\n"
]
},
{
"data": {
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birJQVCoVxzfihyXUcc3ruul2o/hpbBRaIW8hsPaO3IAZaKI5c6lUygnRnpyc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\n",
"text/plain": [
"\u003cFigure size 600x400 with 2 Axes\u003e"
]
},
"metadata": {
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"#@title Compile and Run the EdgeDetectionModule with IREE.\n",
"module = backend.compile(EdgeDetectionModule)\n",
"\n",
"# Compute the edges using the compiled module and display the result.\n",
"iree_edges = module.edge_detect_sobel_operator(image)\n",
"show_images(image, iree_edges)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "0FSaDdlMrjzx"
},
"source": [
"## Low-Level Compilation\n",
"\n",
"Overview:\n",
"\n",
"1. Save the `tf.Module` as a `SavedModel`\n",
"2. Use IREE's python bindings to load the `SavedModel` into MLIR in the `mhlo` dialect\n",
"3. Save the MLIR to a file (can stop here to use it from another application)\n",
"4. Compile the `mhlo` MLIR into a VM module for IREE to execute\n",
"5. Run the VM module through IREE's runtime to test the edge detection function"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"colab": {
"height": 309
},
"colab_type": "code",
"executionInfo": {
"elapsed": 644,
"status": "ok",
"timestamp": 1598547122681,
"user": {
"displayName": "",
"photoUrl": "",
"userId": ""
},
"user_tz": 420
},
"id": "6YGqN2uqP_7P",
"outputId": "a9269281-ff28-4584-be67-588e96c4b9d6"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Edge Detection MLIR: \n",
"\n",
"module attributes {tf.versions = {bad_consumers = [], min_consumer = 12 : i32, producer = 506 : i32}} {\n",
" func @edge_detect_sobel_operator(%arg0: tensor\u003c1x128x128x1xf32\u003e {tf._user_specified_name = \"image\"}) -\u003e tensor\u003c1x128x128x1xf32\u003e attributes {iree.module.export, iree.reflection = {abi = \"sip\", abiv = 1 : i32, sip = \"I8!S5!k0_0R3!_0\"}, tf._input_shapes = [#tf.shape\u003c1x128x128x1\u003e]} {\n",
" %0 = mhlo.constant dense\u003c[[[[-1.000000e+00]], [[0.000000e+00]], [[1.000000e+00]]], [[[-2.000000e+00]], [[0.000000e+00]], [[2.000000e+00]]], [[[-1.000000e+00]], [[0.000000e+00]], [[1.000000e+00]]]]\u003e : tensor\u003c3x3x1x1xf32\u003e\n",
" %1 = mhlo.constant dense\u003c[[[[1.000000e+00]], [[2.000000e+00]], [[1.000000e+00]]], [[[0.000000e+00]], [[0.000000e+00]], [[0.000000e+00]]], [[[-1.000000e+00]], [[-2.000000e+00]], [[-1.000000e+00]]]]\u003e : tensor\u003c3x3x1x1xf32\u003e\n",
" %2 = \"mhlo.convolution\"(%arg0, %0) {batch_group_count = 1 : i64, dimension_numbers = {input_batch_dimension = 0 : i64, input_feature_dimension = 3 : i64, input_spatial_dimensions = dense\u003c[1, 2]\u003e : tensor\u003c2xi64\u003e, kernel_input_feature_dimension = 2 : i64, kernel_output_feature_dimension = 3 : i64, kernel_spatial_dimensions = dense\u003c[0, 1]\u003e : tensor\u003c2xi64\u003e, output_batch_dimension = 0 : i64, output_feature_dimension = 3 : i64, output_spatial_dimensions = dense\u003c[1, 2]\u003e : tensor\u003c2xi64\u003e}, feature_group_count = 1 : i64, padding = dense\u003c1\u003e : tensor\u003c2x2xi64\u003e, rhs_dilation = dense\u003c1\u003e : tensor\u003c2xi64\u003e, window_strides = dense\u003c1\u003e : tensor\u003c2xi64\u003e} : (tensor\u003c1x128x128x1xf32\u003e, tensor\u003c3x3x1x1xf32\u003e) -\u003e tensor\u003c1x128x128x1xf32\u003e\n",
" %3 = mhlo.multiply %2, %2 : tensor\u003c1x128x128x1xf32\u003e\n",
" %4 = \"mhlo.convolution\"(%arg0, %1) {batch_group_count = 1 : i64, dimension_numbers = {input_batch_dimension = 0 : i64, input_feature_dimension = 3 : i64, input_spatial_dimensions = dense\u003c[1, 2]\u003e : tensor\u003c2xi64\u003e, kernel_input_feature_dimension = 2 : i64, kernel_output_feature_dimension = 3 : i64, kernel_spatial_dimensions = dense\u003c[0, 1]\u003e : tensor\u003c2xi64\u003e, output_batch_dimension = 0 : i64, output_feature_dimension = 3 : i64, output_spatial_dimensions = dense\u003c[1, 2]\u003e : tensor\u003c2xi64\u003e}, feature_group_count = 1 : i64, padding = dense\u003c1\u003e : tensor\u003c2x2xi64\u003e, rhs_dilation = dense\u003c1\u003e : tensor\u003c2xi64\u003e, window_strides = dense\u003c1\u003e : tensor\u003c2xi64\u003e} : (tensor\u003c1x128x128x1xf32\u003e, tensor\u003c3x3x1x1xf32\u003e) -\u003e tensor\u003c1x128x128x1xf32\u003e\n",
" %5 = mhlo.multiply %4, %4 : tensor\u003c1x128x128x1xf32\u003e\n",
" %6 = mhlo.add %3, %5 : tensor\u003c1x128x128x1xf32\u003e\n",
" %7 = \"mhlo.sqrt\"(%6) : (tensor\u003c1x128x128x1xf32\u003e) -\u003e tensor\u003c1x128x128x1xf32\u003e\n",
" return %7 : tensor\u003c1x128x128x1xf32\u003e\n",
" }\n",
"}\n",
"Wrote MLIR to path '/tmp/iree/colab_artifacts/edge_detection.mlir'\n"
]
}
],
"source": [
"#@title Construct a module containing the edge detection function\n",
"\n",
"# Do *not* further compile to a bytecode module for a particular backend.\n",
"# \n",
"# By stopping at mhlo in text format, we can more easily take advantage of\n",
"# future compiler improvements within IREE and can use iree_bytecode_module to\n",
"# compile and bundle the module into a sample application. For a production\n",
"# application, we would probably want to freeze the version of IREE used and\n",
"# compile as completely as possible ahead of time, then use some other scheme\n",
"# to load the module into the application at runtime.\n",
"compiler_module = ireec.tf_module_to_compiler_module(EdgeDetectionModule())\n",
"print(\"Edge Detection MLIR:\", compiler_module.to_asm())\n",
"\n",
"edge_detection_mlir_path = os.path.join(ARITFACTS_DIR, \"edge_detection.mlir\")\n",
"with open(edge_detection_mlir_path, \"wt\") as output_file:\n",
" output_file.write(compiler_module.to_asm())\n",
"print(f\"Wrote MLIR to path '{edge_detection_mlir_path}'\")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"colab": {},
"colab_type": "code",
"executionInfo": {
"elapsed": 51,
"status": "ok",
"timestamp": 1598547136735,
"user": {
"displayName": "",
"photoUrl": "",
"userId": ""
},
"user_tz": 420
},
"id": "3SIl8c_Q4adz"
},
"outputs": [],
"source": [
"#@markdown ### Backend Configuration\n",
"\n",
"backend_choice = \"iree_vmla (CPU)\" #@param [ \"iree_vmla (CPU)\", \"iree_llvmjit (CPU)\", \"iree_vulkan (GPU/SwiftShader)\" ]\n",
"backend_choice = backend_choice.split(\" \")[0]\n",
"backend = tf_utils.BackendInfo(backend_choice)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"colab": {
"height": 51
},
"colab_type": "code",
"executionInfo": {
"elapsed": 503,
"status": "ok",
"timestamp": 1598547140813,
"user": {
"displayName": "",
"photoUrl": "",
"userId": ""
},
"user_tz": 420
},
"id": "Ytvb5Gx_EFJl",
"outputId": "5903c96c-fc24-43c8-f460-a02660116f3c"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Created IREE driver vmla: \u003ciree.bindings.python.pyiree.rt.binding.HalDriver object at 0x7f1bf0c69ae8\u003e\n",
"SystemContext driver=\u003ciree.bindings.python.pyiree.rt.binding.HalDriver object at 0x7f1bf0c69ae8\u003e\n"
]
}
],
"source": [
"#@title Prepare to test the edge detection module\n",
"\n",
"flatbuffer_blob = compiler_module.compile(\n",
" target_backends=backend.compiler_targets)\n",
"vm_module = ireert.VmModule.from_flatbuffer(flatbuffer_blob)\n",
"\n",
"# Register the module with a runtime context.\n",
"config = ireert.Config(backend.driver)\n",
"ctx = ireert.SystemContext(config=config)\n",
"ctx.add_module(vm_module)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"colab": {
"height": 238
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1107,
"status": "ok",
"timestamp": 1598547143487,
"user": {
"displayName": "",
"photoUrl": "",
"userId": ""
},
"user_tz": 420
},
"id": "OUUXxol7wl-f",
"outputId": "758ee44d-6c7d-45ec-e5f0-94e98ef161bb"
},
"outputs": [
{
"data": {
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birJQVCoVxzfihyXUcc3ruul2o/hpbBRaIW8hsPaO3IAZaKI5c6lUygnRnpyc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\n",
"text/plain": [
"\u003cFigure size 600x400 with 2 Axes\u003e"
]
},
"metadata": {
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"edge_detect_sobel_operator_f = ctx.modules.module[\"edge_detect_sobel_operator\"]\n",
"\n",
"low_level_iree_edges = edge_detect_sobel_operator_f(image)\n",
"\n",
"show_images(image, low_level_iree_edges)"
]
}
],
"metadata": {
"colab": {
"collapsed_sections": [],
"last_runtime": {
"build_target": "",
"kind": "local"
},
"name": "edge_detection.ipynb",
"provenance": []
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}