{ "cells": [ { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " GT: torch.Size([3, 512, 512])\n", " inpaint_image: torch.Size([3, 512, 512])\n", " inpaint_mask: torch.Size([1, 512, 512])\n", " ref_imgs: torch.Size([3, 224, 224])\n", " hint: torch.Size([6, 512, 512])\n", "----------------------------------------------------------------------------------------------------\n" ] } ], "source": [ "from ldm.data.image_vitonhd import OpenImageDataset\n", "import torch\n", "import matplotlib.pyplot as plt\n", "\n", "dataset = OpenImageDataset(state=\"test\", dataset_dir=r\"D:\\Capstone_Project\\datasets\\vitonhd\", type=\"paired\")\n", "\n", "for i in range(min(1, len(dataset))):\n", " item = dataset[i]\n", " print(f\" GT: {item['GT'].shape}\")\n", " print(f\" inpaint_image: {item['inpaint_image'].shape}\")\n", " print(f\" inpaint_mask: {item['inpaint_mask'].shape}\")\n", " print(f\" ref_imgs: {item['ref_imgs'].shape}\")\n", " print(f\" hint: {item['hint'].shape}\")\n", " print(\"-\" * 100)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def plot_tensor_as_image(tensor: torch.tensor):\n", " if tensor.ndim == 4:\n", " tensor = tensor[0]\n", "\n", " if tensor.ndim == 3:\n", " tensor = tensor.permute(1, 2, 0) #H, W, c\n", " tensor = tensor[:, :, -3:]\n", "\n", " np_img = tensor.numpy()\n", " plt.imshow(np_img)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " GT: None\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " inpaint_image: None\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " inpaint_mask: None\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAGhCAYAAADbf0s2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABgjElEQVR4nO39eXwc9Z3g/7+qqg/dknVLtnxiY4wPbAPGgRAIHmyHJcnEsxMI2ZAJA5OsYX7BM5msv98EEnb3ZyaZzeSRDENmdhPIRUj47YRMGJZZc9kctgGDOQw4trHxKcnW1a2+q+rz+6NUOmzZUktqdVXr/eRRSOqq7n53ubve/bk1pZRCCCGE8CA93wEIIYQQ5yJJSgghhGdJkhJCCOFZkqSEEEJ4liQpIYQQniVJSgghhGdJkhJCCOFZkqSEEEJ4liQpIYQQniVJSgghhGflLUk98MADzJ49m6KiIlatWsUrr7ySr1CEEEJ4VF6S1K9//Ws2bdrEvffey+uvv86yZctYu3Yt7e3t+QhHCCGER2n5mGB21apVXHbZZfzDP/wDALZt09LSwl133cV/+S//ZcT727bNiRMnKC8vR9O0XIcrhBBigimliEajNDc3o+vnLi8FJjEmANLpNLt372bz5s39t+m6zpo1a9ixY8ew90mlUqRSqf6/jx8/zqJFi3IeqxBCiNw6evQoM2bMOOf+SU9Sp0+fxrIsGhoahtze0NDA+++/P+x9tmzZwre//e2zbj969CgVFRU5iVMIIUTuRCIRWlpaKC8vP+9xk56kxmLz5s1s2rSp/2/3xVVUVEiSEkIIHxupyWbSk1RtbS2GYdDW1jbk9ra2NhobG4e9TzgcJhwOT0Z4QgghPGTSe/eFQiFWrlzJM88803+bbds888wzrF69erLDEUII4WF5qe7btGkTt956K5deeimXX3453//+94nFYvzZn/1ZPsIRQgjhUXlJUp/97Gc5deoU99xzD62trVxyySU89dRTZ3WmEEIIMbXlZZzUeEUiESorK+np6ZGOE0II4UOjvY7L3H1CCCE8S5KUEEIIz5IkJYQQwrMkSQkhhPAsSVJCCCE8S5KUEEIIz5IkJYQQwrN8McGsEEKclwJsQAOl9f1O308dNPfruCw/5zuSpMSAvmHdtlIo23Y2FLkY7a2hgaah6xqapqH1XUVkDcupSSkFyn3vKZSys3vnKcDESUI6KKvvNgswQAv07RvF+8vQDbT+96W8IfNNkpQYSsHB3R+w98X3eOX//l9OnDrGXo5OYKoKAGHmz1pOQ8NMFi9fwqwLWlh8yUKmlUFRcIKeRvhKpMumuzPDK8+9xIf7P+CV517itDpBhM7RP4j7FtUG/a4YdXIqA6qMIH/++a9zwaKLuPDaBVLy8gBJUlNN3zfOTDLNif1H6DXjRO34kP0HXz/E3lff49XXXuXE6eO8x9EJLE0ZQBHdp0wa69uIm3HaOk8QS3UzrQzCo3hHhikmGAhRVlFBUXER4aIiyiqKMAIGmi6lsXxSSpFO2WTSJj3dPSRicRK9vSTtBJayznm/ni6bnq4Mr76yiyMHD/Pa7lc5rU4SpWvSYi8DKo0ASy98lY7eCF0lnZRrxZToRdTMaCJcGiZcEZbS1SSTufumGgV0wOkDrfztn36N1zr38mLq7aGHKOVsdq4q+wAGqlM0beSFzwbdixnaRTRMm87qaz7KnAUXMGfBPFZdvZCK6hJCZZKk8kkpxfEPYrSe6OT/PvU0+3a/xbu7drM/sZeYFR3hvm61n8JW9nmPzSVd1/vfm5dp87kkPJ//eM//h5YVc5j38dmSpCbIaK/jUpKaAhKRGE//0+85Hm3jcPokJCDRGWNH5+ucTJ7CtMw8RNWXCMeQA09znEQkQubNXt4+Wk3lG1X835drCRcHMEIj37+IMNVUUVJSRnFRCc0NDZRUVVDRVEv5tCqKSoqori1GD2hOwa/AmTEw4zYdpzqI9cbo7uwicrqTeE+Uts4OUpkE8XSUXuKkyYz4eNHuDLFogg8+OExnazunYieJmzFMlY/3WfZseyBBHqaVhJ2m68n/ScXuKqZtrQQgFAjyRxdfQ/Ps6cy94kJJXDkkSarAKKWwTQvLtvuTT/epLp760W/Zc/I9Xk68PcIjeF+UDqLJDlr3HR7T/SsoZw4zqJ5WT1VFNUsXLaJ2ZhNNSy6gfuYMKmuqCAdtjLAO42gj0wb9Xw1pMDlTfiszUh2Q6rI4vO84nac6+PDQYVr3H6bjZBvvHfqASLyL7ngb7XQSI5HXWCfbSbo4aXWx5/mDQ24vCRVT8klY9pEVNC2biY6GrukEi0KSsCaYVPcVmHQ8xc6HtrPznVf42Qu/AsDKmLQfbiWZSRJXqTxHmH86OiGCGHoAwzAoCocxQkGCRSECwSC6YRAK6Wi6NuaG85K+bRo1pNA4SgJFAKdoFsZ5YAtIAZm+zR60TR7bBGUp0qk0lmWRTqcxU2ks0ySVTmPZFpYyMbFyWP3rL5qmUV9eS3FpMaXV5Vysz2VB7Rz++tffprKuKt/h+YJU900hvV1RTr5/hM5MhJ7eCK+/spPX9+1h7969+Q7Nk2xskqTAToENkZFrsLJW3LdVMo00GsdJ4iQoAwjhJCkbJ0mZOEnKHeyTv/YYMTpKKdoipyACnARTjxKd1sW2bduoq62lQi+j5aJZVEjCGjcpSRWAd559nf/559/l6Y5XeL/3cH/HByHE5NI1jZnBZlYVLeXun/0/rPrUVfkOybOkJFXgDr5ygA/3fsjWvU9z5OAh3jntdIIY3OgrhJhctlKcznSxW+3lf/zP7zPnhd+zbuV6Wua3cMGl8/Idni9JkvIZ0zSJxWLsf30/r2/dzT//+z/TGctiwKMQIqd6VZwDmSMc+LcjVD1fRdWGaSTjSerm11JSUkIwKCPWsyHVfT6zY8cOvvCFLxCPxEnFU3TFuvI6pkQIcW66pjOtbBrh4jDF5cX8+Mc/5mMf+1i+w/IEqe4rMKZp8tJLL/HSSy9x8OBBaXMSwgdsZdMR7YAo0A7PP/88ZjrDxbMWUVZdTllteb5D9DwpSflELBbj8ssv59133813KEKIcWiuaeKHd/09F115MRetWZzvcPJGSlIF5De/+Q1PPPEEJ06cyHcoQohx6u7t5oHf/YgFr85hyeMX8qm/vJnpC2bmOyzPkiTlYZlMhkhPhO3bt/Pzn/883+EIISZAPJXg2Tee59Db73O8eB/L111BeV0l5VUVMlvFMCRJedjbb77F5//kZlo72vMdihBigh0x22nt7eLUl/6CpUuW8IMnfk64uCjfYXmOLB/vQbatOLzvGAf2HuLIsSNEes8/e7QQwn8sbBIqxeFTx3l3/x/Y8fhLfPjO4XyH5TmSpDzItm22/X4n2598hYSdwZJpcoQoWK308uaxD/j+l/6OF379fL7D8RxJUh5k2xb/56XH+fcdv5cxUEJMAQmV5LX0m3xw6gixPySxEvK5d0mS8phIJMLx48fZe+BNDhx9P9/hCCEmgYnJcfskR08d5+j7R0knZLUClyQpj/mnf/onLr/8ct5/XxKUEFPNL//t51x729W8+4GMh3RNeJLasmULl112GeXl5dTX1/PpT3+affv2DTnmmmuuGbR0uLN9+ctfnuhQfCkWi3H69GlM0x+rmAohhqeT/QU2kUpwqusUbz39KnuffUMmjCYHSWrbtm1s3LiRnTt3snXrVjKZDNdffz2xWGzIcbfffjsnT57s377zne9MdCi+IstrCFFYDJyFnbMd+aQsm3//h9/y7z/439imJKkJHyf11FNPDfn74Ycfpr6+nt27d3P11Vf3315SUkJjY+NEP71vtR9q5Rf/5ce89Pbz+Q5FCHEeGgNLVp6P2Xdctl89bRQvdLxBosPgTunZm/s2qZ6eHgCqq6uH3P7LX/6S2tpaFi9ezObNm4nH4+d8jFQqRSQSGbIVmt6eXl58chsf/uFwvkMRQpyHm6RG4q6zPBYnkqf4MHKCzhMdJKLnvjZOBTlNUrZt89WvfpUrr7ySxYsHJlL83Oc+xy9+8Quee+45Nm/ezM9//nM+//nPn/NxtmzZQmVlZf/W0tKSy7DzIqJ6edrcwUH7aL5DEUKchw1Yk/A87R+08oMv/C27fvvSJDybd+V0WqSNGzfyzjvv8OKLLw65/Y477uj/fcmSJTQ1NXHddddx8OBB5s07e/XKzZs3s2nTpv6/I5FIwSQqZSveeuEt3njtdVJWGluK90IIoDcdY9fh11jUvTzfoeRVzpLUnXfeyRNPPMH27duZMWPGeY9dtWoVAAcOHBg2SYXDYcLhcE7izDdb2TzzyDO8svMVLGsyvp8JIfwgmu7l2aMvcU3PWpStQGNKTkA74dV9SinuvPNOfvvb3/Lss88yZ86cEe+zZ88eAJqamiY6HM9TSvHCoRd4/oPnZXYJITwmBJSSfQ89GFsX9OH8Yfs7PPXd/020vWcCHs1/JjxJbdy4kV/84hc88sgjlJeX09raSmtrK4lEAoCDBw/yX//rf2X37t0cPnyYf/3Xf+ULX/gCV199NUuXLp3ocDzNSluke9O0Rlpp623LdzhCiDNojL6jxEj3H+vF9sSR47y+87Xzdi4raGqC4XRqOWt76KGHlFJKHTlyRF199dWqurpahcNhdcEFF6ivfe1rqqenZ9TP0dPTo4Cs7uNFXR90qz/82x/UiotWnPO8ySabbP7dNFBhUCWgKkEFxvAYhmaoitJy9eabb+b7kjWhRnsdn/A2KTXCgNSWlha2bds20U/rS2/te5MnHvs32jqkFCVEIVI4PQEVTq/AsVToW8oiZaZJd9lkuhWByqnVNiWLHuaBUgoU7HxrF999eGrPtCFEoZuQCc4UJNstkqdNyiqn1mVbJpjNg1TS5N3dJ2k7WniDkoUQEy+dSfOfv3kbf/3//cspN5/f1ErJHpFMJtnzxh6OHTuW71CEED6glOLtfW9SWVc+5eb4lCSVB61tx7nzb24hEpVl4YUQ4nwkSU0ipRSP/vz/x6uvvEosHse2ZfCuEGL0ek9Fee2xncxeMZfGC5vzHc6kkCQ1iZRSPPqzx3j2mefIkMl3OEIIn4mejrD71zsoLi2eMklKOk5MsgQ9xOnG6ZQqhBCjZ2RMSk91E0wk8x3KpJEkNclsLOyJ6ZQqhJhiNKUIWhn0KdTDT5KUEEL4hKZBMASGke9IJo8kKSGE8IEQoCUTtB06SKynO9/hTBpJUkIIMYnGMqGRhpOkSKdoO/Yh8ejUmQhAkpQQQkyScN+WjSKgEidRRYjzOntpo2PCY/MqSVJCCDFJ3KnNs6EDwb77JbE5QZLeKdT5SpKUEEJMkjSQyvI+BgNJKgq8BZye4Li8TJKUEEJ4lDvbgtm3uct+TKVRlpKkhBDCgzSGJqnB61Epy8ZOW1NisllJUkIIMU46TrVcLlhABijt2wAib7bR+tv3MKPpHD2rd0iSEkIIj9JwqvbMvt/dC3bkRAet7xzGShX+HKCSpIQQYpxsnBLPRHKTkgUkGdoOdfy9g7z57y+SjMUn+Fm9R5LUJLETYJ0GVfhffIQQE0DD6dWn43Y/H+gZeLTnD7xx4jlSmcJPUrJUxySxUhapThM7U/gNnUKI8XNLUu4MFYO/33Yk2vigJ0HazrZDu/9Ikpokp06eYv/LHxDtnjrTmQghxiaI0xEjzUA1os1Ald9xFEmsrMdc+ZEkqUkS6+rh+LsHSE2BOmQhxPgUMbT7OQxtk0oDcQa6pBcySVKTpPtoK/ue3kGssyffoQghPK4cZ0LZDE6SOnOJQxOnfWoqNB5Ikpok7dGT7P7wRSLJ7nyHIkTBGtwjzs9iOEnIZmhb1BCq76AUfet4TEpok056902S3nSUIz2HSZpTZ9lnISabNmjzswwD+edcCVcphdmTwoymUAVcppIkNUmiZPiQGEnff8cTwrtsnKqw4S7ZBk7VUYDxXfhyObuEK4zTeSLBuUtSyrQ4+OhOjj65J8fR5JckqUliASnUlGjoFCLXAoM2t9Q0UglKMdBDbjzljsmY4HXwZLLnYls2R/ce4MT+IzmOJr8kSU0SJ0lNjYZOIXIthNMDrginVKMN+nku7gStI138R+Imu1xKcXZniTNZlsU7O19n/569BX1hkY4TQgjfMBiajHQGqu+CDJSmUgzMHO5H56ri04FinC7oNjbvZt6kxqzFyVJ+b4kbniQpIYQvuAnJbQ9yq93cHn1G30+dgQTl17WXzhXz4FkoFIo2+zSn7a7JCywPJry671vf+haapg3ZFi5c2L8/mUyyceNGampqKCsrY8OGDbS1tU10GEKIAhIAyoCKvs0dOxTt+5k+Y9NxqgQLjYXzmp2SFBwAjuDPRDxaOWmTuvjiizl58mT/9uKLL/bvu/vuu/n973/PY489xrZt2zhx4gSf+cxnchGGEKLAuNV5bonJreByl7PIMDAA1sR/3dEHL8cxGhb+HxM2kpxU9wUCARobG8+6vaenhx//+Mc88sgjfPzjHwfgoYce4qKLLmLnzp1cccUVwz5eKpUilRqYpSoS8c/8d1Ng4Uwhck4xtMNDYNDtbocIc5j7BRg6553XuUnKr21puZCTktT+/ftpbm5m7ty53HLLLRw54nSR3L17N5lMhjVr1vQfu3DhQmbOnMmOHTvO+XhbtmyhsrKyf2tpaclF2LlhAkdAdeQ7ECG8aaReeWeWmmDoUupuzz5wOk9UMJDExtuTb7KNdl2qIpypk6ZC9+wJf42rVq3i4Ycf5qmnnuLBBx/k0KFDfPSjHyUajdLa2kooFKKqqmrIfRoaGmhtbT3nY27evJmenp7+7ejRoxMdds4oyyZ6IkqyW2aaEGK0BiekwZ0l3BLT4NKRdsb9zqwG9FOSgtHF63YiAcBSkFBg+u2Vjs6EV/etX7++//elS5eyatUqZs2axW9+8xuKi4vH9JjhcJhwODxRIU6qRCzBC0++wB/e/EO+QxHCk84sObjdyd1kVIKTdGycmb/PnFFicGnJxJn3briqv0IyuCRJVMGbJswLQoOfWuBGJ+elxaqqKhYsWMCBAwdobGwknU7T3d095Ji2trZh27AKgWlmOHZwP13t0oNRiNE4s/3JncMuc8btZ5aa3Nvc6Y9GO3WRhjMNUa6nOppIFs75UECqN0Hr3kPEO/3TVp+NnCep3t5eDh48SFNTEytXriQYDPLMM8/079+3bx9Hjhxh9erVuQ4lL8x0mqN/eJfOthP5DkUIX3B76rlVeom+ze127RquJ5w7XsqdMmk0dIau3+QHFs75UEAyGuPonvfp7ejOb1A5MuH/Ln/913/NjTfeyKxZszhx4gT33nsvhmFw8803U1lZyW233camTZuorq6moqKCu+66i9WrV5+zZ5/fpa0ke469xJEuSVJCjJVbugrjjH9yZ13oYSApudwS12h6yLlJrneUx3uF+5otoLe7h70v76Lq2mbqmZ3fwHJgwpPUsWPHuPnmm+no6KCuro6rrrqKnTt3UldXB8Df//3fo+s6GzZsIJVKsXbtWv7xH/9xosPwDMu2aUueJpKJ5jsUIXxNMbSkZDNQree2Wbm947Lpdj4Zc/HlglvNmUolONl2iHiiMKv7JjxJPfroo+fdX1RUxAMPPMADDzww0U/tSRkUB0jRXfBNuULkntsdPYlz8WpgYOBuLwMlrtHyY3KCgbY5BUTTnbxx8nkuj38iz1Hlhp+qYX1J9f0nhBg/i4GZJdyLl9t+5U6D5E7OqjFQ4rIY6BgxOIm5S30Mvuj7weDSXwKTo0TpPfcavr4mSUoI4RvucuoJBhKMW7VXzEBHC1eIgbWZzkxSGgMzpw9ea8oPBifUFDbHiNNboLU1kqSEEL6RZiCpuNwkZONUBVYyMJbKYCApWQy047hLfqT7/g4zUErz21x4aeAUI68/5VdTYVYNIUSBGFzN5bY/nbkkx+BlO841M8Xgx3N/+qUU5Ro8q0YG/7avjURKUkIIX3I7SwRxLmQhBi7Y7iBftzMFDP1G7s4e7rZjJfFXkhq8blahkySVK356xwvhM2571OBl490OFO4SHeB8DN0EBmeXNmwGqg/dx/NDiSTYt8Uo/EuNJKkcUSiUBapAJ30UIp/c6rzBq/S6CerMuf0COPP/pRla8nCT05nTLPkhSRk4iTfOoCpLW6FMGwxnsdlCIW1SOdS2t4ujr57ClkQlxIRyE45bitJwpjaqBBpxOkK4gkApzsq+pX373OMGr957rjWpvGi48WCJ97rpef4kdtJvXT/OT5JUDvWc7qbzRAfK9sN3MyHyTxu0nY9bPRdgoBTllqzcLYDTLb0YJ4G5j1vMwISybrWZ38odgyeYdcVP9dBzqA2VkSQlRunEoUMceu9dLKuw3jRC5MrgRDNS4gjglIxsnI4P7sUsw0DpaTpQj7NAoDuotw4nUWX6jnEXSfTTxTDN0Ko+gFMHj3LolbfIpNLnuJc/SZtUDu3f+y5vvfqaJCkhRslNFKNZUdfCGbjrHtt7xj63vcpd6sOtIoz2/Z1kaFWhe4wfuIl8cGmqu62dkwcOYpl+qbQcHUlSOXT8yGEO7n8fW5KUEKMyuFfeSCycxOImqcQZ+91Zwm0GEpTNQIJyjzcYGADsF2515uBOItGuTk6fOC5JSozeCfMwH6bex/bdGHYh8iONU5oaPJ3RubilonMlNAs42ve7wqnWKwFqgM6+53KTWO8Iz+U1aQaqNd2xYcd7P+DdzjQZO5XX2CaaJKkcSqgMvaQLfhyDEPniTn3kDmx1P2tuG5M9aNMZvu1p8MwVfhZTCbqsCLbvX8lQkqRyKAp05zsIIXzmzOXjR1KMU6LoHuY2dwXbJE7pLIRT6jizlOanUhQMzDgxeNqnHpK0EsEqsK/FkqSEEJ6RTceJ83Enk3WTT5iBqY/KgFqcHn/HcNqo/GpwkkrgfDEurHKUv3pdCiEKnNvb7nyTwp7vvi63u7m7mm8QpwTltnkVA1X491v64PPknit3CZPCKkf5999ICFGABle7leBUz0U4f+nAbXNyO1u4iyIqnEQUxGm36sJJUp04paoYZ/cI9Ivh5u7L4L+JckdDkpQQwnMGD+odidvh2u1E4Q4ENnDGP7njqdzHddevdasA/Vg9phhaigLnPKQovCQl1X1CCE9xu6C7vfZGqvJLMzCo18Bpcyrq28pwklB737FBnAt5CGcmiuAExz5Z3GmRBnPPQ6ElKSlJCSE8xR18azH6WcndHoEpnBJFuO+2YwydRcKdQimJ0xvQLzNMnMltbyu0hDQcSVK54FaST4V3kBA54H6EsuFONKsYKCG5UyUNt4qtH6v5XINXKD6L++JGM1OvD0h1Xy7EgRM4X9eEEJMmhNNZwmCgtGHgdMKg7za3DcvP39DdhRwDnNFu505i6NceIcOQJJUDyd44pz5oJRWXLCXEZHNX6XWXhw8yMCNFBufCvmzpUr74Z39GfX193uIcD8XwnSewFdbpJFZPClUgVTmSpHKgtzPC4Tf2keiJ5TsUIaakTN9WhJOodJz2pzROe9UN69bxj//0T8ydOy9/QY6DW9135nROylZkjkWx2uL5CSwHJEnlQG9vhMNHDhBP+D9JzZs3j9/97nc8+eSTPP7448ydOzffIQlxThYDtewaTs17goFxU9VFlWxccQtXzViJputcetVnuOyjf4Km+etS6CaoMylb0d1+mmhXz2SHlDN+rpb1rFQqScfpdtIpP0+44qisrGTt2rWEw2GSySTl5eX5DklMAYPb+7OptHKXgNdwvoG7F3L3Z2lRMauWXMaspploaFx40WJ6okl2v/w4yvJXV4rhzotSNt2nO+ntiVA96RHlhr++PvhEpKuHA2+9RyzSO/LBQoghdJyODm5VXTYd1Nz1onScar0ynDapdN/PmsYqrvu7LzD/k5ei6xq333IdX771jwgYhXEpNDMmr2/fzb497+c7lAlTGP8yHpNMxmlrP04qXUBdbABd1/nIimu5fNlHKYi+rcKT3G7ibueHsTb/D34cBSyqmsfy2kWES4owQgE0TSMcDlJaWk5d3UWUlNROSPyTwe3dd+anUNk2XcdPEmk/nYeockOSVA7E4lGOtX5AMlU4jZcAhm5w43V/yvqP/TG6JklK5IZiYFG/8awxq3DapzI4F/MrGpZzddPlGNrQyZZCwVJmzFxFReWMcTzb5ArglDTPvIDbtk3Hh0eItLblIarcmPAkNXv2bDRNO2vbuHEjANdcc81Z+7785S9PdBh51UuCQ7QR9/UiAGfTDZ3L1yxi5TUL0XRJUsK73DWk+kthmsbVX/0k1997M0ZoaFN8VfU0/vimz3LRksWTHOXYpXEmlz2z84TCpotDRDiRh6hyY8I7Trz66qtY1sCpe+edd/ijP/oj/uN//I/9t91+++3cd999/X+XlJRQSDJYREieNbeW32maRk1DJdPqpPOEmDzaoJ+j7drgHmcwMJaodn4zjRfPPOvYcDjM7DmzmTatapyRTp5znQeFopcICQqnFmfCk1RdXd2Qv++//37mzZvHxz72sf7bSkpKaGxsHPVjplIpUoN6ykUikfEHmkNpZEVeISaKOyO6OznsaKsAdWAaA8tynEvQ0GmurKA8HB5XnF5gofiQXk4WUJLKaZtUOp3mF7/4BV/60pfQBrVh/PKXv6S2tpbFixezefNm4vHzn9AtW7ZQWVnZv7W0tOQy7HErjHHeMLBI9VAN9c3c9p/uYsmi5ZMfkphyBs/JN9Jny12iw5093R0jdT6BgE5tbTElJf6ZE91N3Pqg390rbJSCmhUpt+OkHn/8cbq7u/niF7/Yf9vnPvc5Zs2aRXNzM2+99RZf//rX2bdvH//yL/9yzsfZvHkzmzZt6v87Eol4PlEVBC2Ipp39wZ3e1MJXv/L/kk6nefvdN/IQmJhK7DN+no+7Cq/bKzA26PZztaIGgwb19aWUlvorSQUYaJMyGJg4txcKqByV4yT14x//mPXr19Pc3Nx/2x133NH/+5IlS2hqauK6667j4MGDzJs3/BQl4XCYcAEUxX1F07josrVcdOllaPrQ3lDhkgCzF1VSUSP/JmJyuOOfRipJudMEuVMhmUA5UIfTG244hgEVlRA+1wEe5S5PohjoZg9OgiqkWUNzVt334Ycf8vTTT/Pnf/7n5z1u1apVABw4cCBXoYgx0NBobJlN88w5Q6pqAQxDo7gsSDAkIxjE5Bltf9IzE1mZUcT04jrCRmj4x9UgGATdh2/n4SaZPXM+P7/LWUnqoYceor6+nhtuuOG8x+3ZsweApqamXIUixkDTNJZftpwVl6+QMVEi79yl4EfbcWLwRbqlYh5rmq+iuqjunMcL78pJkrJtm4ceeohbb72VQGDgKQ4ePMgjjzzCJz7xCWpqanjrrbe4++67ufrqq1m6dGkuQhFjpGmweHYtS+bWnXNMVEN5EwvrF/NBx37SVmGNCRPeYjPQ5jLa491jq+vrWHzpCkorCmfoRBBn2id34lwYWOOwkEpRkKMk9fTTT3PkyBG+9KUvDbk9FArx9NNP8/3vf59YLEZLSwsbNmzgG9/4Ri7CEOOgaRoXzqzholnnniqmsbKZRc1LOd5zRJKUyCl3iqPR9pwdPMi1ur6Wi1ZeQml52cQHlidBoBink4SblNxJdSVJjcL111+PUme/nVpaWti2bVsunlLkwEiVfCtXr6I4VMOu//oi0VZvj10T/ub2ZjPJ/iJcMauaOTdcTKjWZz0jziOD08188Llwu6KPZyopL/JhU6GYTG4VwnBqGqqZs3AmoZB/uu4KfxrP2EOjOEhRXSl60DjvcRoGmk9WL3LHjp3ztsGDy3zOH/8iwpPqZ1VSUmMQKpa3kcgtd9LZMQnhrNkxAp0iDKow6WL4JQW9w1308MxefdbgA1I4r93nH08pSU0kG+ji/HOwFBB3gmAhcinIBFxnz1cl0Gf2nIVcffV/oKyscrzPlnMmTtI+V0FJxW3soxlUzP8tVJKkJpCyFXaPXVjDvYXIswCTUxhoaZnLFVd8nNIS7/cCdHs7nnN/0iZzLIWd8HaJcDQkSU0g27Jp/7CD7lPSiUCIiZLq27Kl4fSAG34I79lWrZ7PV+5aR11dxRiebXK5qw6f6wIe6ejk7Rdeprvt1CRGlRs+r630FttWRLuiJHoLYXpH+f4ivMHtWg3ZrdRrADVA6SiPLy0twjDACHj/vT/4nAzHTKWInj5FJuX/oSGSpCaQbVq0H2ml51R3vkMZJwPnrSHtTSL/wgzM+B1n5FnNXSFgKeCf9XZHb7iOE4OZqSSR9hNkkv5ve5AkNYFM0+TQ+3+g/bi/V8UsLatnWs1sgqHzfwe1EpCJgPJ/26zwsDQD/R6yaWGxgFM4A14LzXBd0AfLJNP0nDhNOiElKTGIbVq0HjlK16nT+Q5lXErLq2mcfiGhUPF5jzNTNumoJUlK5NRYB6cWcmfbkdbWMtNpIh1dZFJj7rjvGd6vfPURy8xw7P336Th+PN+hjMtFSxbxp1/4HDV1554SCeD0iS4Ovn2UTHK0FTBCTJ4McBjoyHMcueDOLgFOCfPMyvneWBcHDr5KNOr/Vy9JagLZyiae6CSV9ncFw7TqSi64cBZFxedfLyoWi9PR0YVp+b+bqyhMY1u2YkJGZuWcGvTzzFJVRqXpzpwmo/y/spT3/yV8RCmLSOYkcasr36GMS0NTNStWzadshL67nd3dHD5+lIwpJSnhTYOXVR8dDSjB6bwezUFEE8PtOOE682tiiiRtHCdRAAvJS0lqAtkouuki7vOm2mIDaoMagXMs0eFKZNJ0x2PYdgFMECZ8JYxT3hlJNl3WwZlF5YL5y5kzdyle7N2q4bz2EpxxUgGGv4hrQBC9IC7whfAaPENh00uCxNhnGfOEkA6lATBG+IymMmliyQS29JwQk0xndBevkToYnEnTNGrrZlBTO31sgeWY2/4U7Nt0hk+lA7NAeS/RZkuq+yaQCXwAtOU7kEkS7+ql60g7VkbapERu6TgXZXfhwyS5muBbIxgMEgwE0TQYZsWhvLNwuuVbONec4T59GaAHm0wBTIMuJakJpBjbejd+lYnFiHd0oKTjhMixM8cF5ezSq0GoKEywaLSTKU0u9zy4q3Cc6zzYOImsEK5FUpISY5bs7iJy7ChWRjpOiNxyV+bNNQ0oqSilpGK0kylNvpESlHtMCq8vODI6kqTEmMV6u+k4dQzLkiQlCoOm68xftICuaCderO9zOkQMdJI/V4tTGuhkHGtweYhU94kxS2Ti9CS6sFUhfF8TwslLjdPraWiu82SXA42BeQzPF5+FM9NGISwlLyUpMWZtdPMex7AKouZbCNA1jeXLZ5KIH/Xkgp4azsS5FgOdSIaTxplpw/8z90lJSgyhY1CFxvnn7HPZKElQorBoGqVBgxIPL9fhRqYYKFUNx1sVlWPn3X8JMek0ggRpwsD7i74JkZVRDpgaPN+EF7nrSLllvAADc/gVKqnuE/1KSkq44vKrmTNvXr5DEWLiJHGmQy9ndNNUeFQxTvgGTnWfOytfoZSYzkVKUqJfKBRizty51NTW5DsUISaOibNaos/79wxeU2vwdmaFu/da0sZHSlKiX0lxMasvW8HsmYW4lqmYspI4/bGr8hzHOLlr7I6UhIJM3riyySAlKdEvVBTgwounU9dQme9QhJgwZipFoqsHK1MIHbJHN5C3kLozSUlK9CsqCrJ4xUzKSr072l6IbGWSSWIdpzEyIYwpcMkrjFQ8QEpSYojzdWkVIt8Gr0g7WlYySfJ0J7ZM3+VLcj2aKAVSxh6Y4l8I7zHIvvpHWRZmMomyC+ADOgqF9hmWJDVRUkCCwu8PKkQelQLTyO7CZVs2VjoNUyBJDZ42qVBk/Vq2b9/OjTfeSHNzM5qm8fjjjw/Zr5TinnvuoampieLiYtasWcP+/fuHHNPZ2cktt9xCRUUFVVVV3HbbbfT2+ns1W7PHJHM6g5JVaoXImSTQS5YLGRo6ejgIeiFdus82lqpQP8j6Xy0Wi7Fs2TIeeOCBYfd/5zvf4Qc/+AE/+tGP2LVrF6Wlpaxdu5ZkMtl/zC233MLevXvZunUrTzzxBNu3b+eOO+4Y+6vwgEx3hnR7uiCq/ITwqjElqYCOXhxC0wupEuxshZqksu7qsn79etavXz/sPqUU3//+9/nGN77Bpz71KQB+9rOf0dDQwOOPP85NN93Ee++9x1NPPcWrr77KpZdeCsAPf/hDPvGJT/B3f/d3NDc3j+Pl5E+0p4vOU23YU6BKQQg/CYXDVE6bhhEs7J597uDeQjOh5d9Dhw7R2trKmjVr+m+rrKxk1apV7NixA4AdO3ZQVVXVn6AA1qxZg67r7Nq1a9jHTaVSRCKRIZvXZDIZ0qmU59afEWKqMwJBQqUl6EYhljPONmQZD3cpXx9fliY0SbW2tgLQ0NAw5PaGhob+fa2trdTX1w/ZHwgEqK6u7j/mTFu2bKGysrJ/a2lpmciwJ4RlmmTSGT+/F4QoSIHiIopra9CDPp64bxQMIIzTuaTIvbEAile+aEncvHkzPT09/dvRo0fzHdJZLNPEzKSlJCWE12g6mhH05PpQE8nGGcirM+jCHlXQocDHHbomNEk1NjYC0NbWNuT2tra2/n2NjY20t7cP2W+aJp2dnf3HnCkcDlNRUTFk8xrLtDAzUpISwnM0DTSDwho9dDYbp9A0eJyU6lWoLhvl46byCU1Sc+bMobGxkWeeeab/tkgkwq5du1i9ejUAq1evpru7m927d/cf8+yzz2LbNqtWrZrIcCZVJp0kmYhLSUoIr7FMSCfw9ZX6HII4VXtlOFV97jIe7iu1o1Gsjk5fjxHLurtLb28vBw4c6P/70KFD7Nmzh+rqambOnMlXv/pV/tt/+2/Mnz+fOXPm8M1vfpPm5mY+/elPA3DRRRexbt06br/9dn70ox+RyWS48847uemmm3zbsw+c0qCZSaN8W5YK963IO/K3TXXGTyG8TFk2ViqDbofQCrKT9tDOEoOboVTGwk5nfP2qs05Sr732Gtdee23/35s2bQLg1ltv5eGHH+Zv/uZviMVi3HHHHXR3d3PVVVfx1FNPUVTU35THL3/5S+68806uu+46dF1nw4YN/OAHP5iAl5M/mVSCVLzXtyUpg3oMGin0KhEx9VipDOmuGKFMsa8v1sPJ4JSaAjjtUe7msi0bO2P7+htl1knqmmuuQZ3nQqxpGvfddx/33XffOY+prq7mkUceyfapPa1ID1AaCPr2Et9U08CMhmb0UTQumxZEU5CU+TqFD9hopNGzXJTXwFlIPoHX5xW3cWZlcyv09EG397Sd5tThYzRdVU/ApynaF737/CCo6YR93DhbX1NLU13DqHpAWbYiklSkTR9/PRNTho2GiZbdLBXofdXf3h8A7C5wODhJuZ/iaEcXHcdOYlv+7YcuSWqCdLVHaP2wE9vyYwOlxqJLl3LJlStHNeDRMiHWqcgkRzxUiJwIMfr0EdCg2IBsZkUKaGFqAi0Uad7rSTySwV3QD+37A2/ufBUz7d9qD0lSEyQZTxGLxs9bFepVmgZ1zQ00zJg+qvnNbNMi1hUjk/LvG1/4WzafsnQqSbSzAyuL9aQ0TScULMYwvF+SOtPglXuTvQl6u6O+nq5NktQE6Y300tXR7dtZ0OcsXMCCpRejj2Km6EwqzanDx0j0RCchMiHOlmH0LUWR06f44O03SMRGv9KCbugUlZYS8OF8f4PPTSqeJhHx55dnlySpCZKIxejt6cb26ViM5toQM+pDo6oSMVNpOo8cJxHx9/IqYmrIxFPEWnuwUqPvAFFWWsLypRfTUFebw8hyY3CbVCrdSyzRLUlKQDKZIB6L+vbNUFVmUFMZdOr+RmCmM0TaT5OOJyYhMiHGx0xlSHT2Ypmj7zxQXFzMwgsvoHratBxGlhuDZ5xImQkS6QjKp1+eQZLUhOnsOU3rqRPYtn970YxWKpngyP79RLo68x2KECNKROOcOtJKJpka9X0aGuv44u2fZ/GyRTmMLDcGzzjRwXGOsx/b493oz8d/Fa4eFbd76bG7fDzjxOg7z5sZk87OLpJZfOiFyBczbRKPxrIqSQWCAWoayykuDeUwstyLY9JD2tdrsUpJaoJ00UE7J7D9Pi/+KKTSaY6cPEmkN5bvUIQYUTqVpKezC9McfWkiEILyOgiV5DCwSdCFog0b28dfniVJTRCTDCnSPn4rjJ6NIo6JOQUSsvC/lJmgK3kK005ndb9CWNkjDvSAlKQEmNhkpshF2wbSWFhTIiULv0upND2Zbkzbv+0yY5XCmdjJz59UaZOaIHEgir+/sYyWwiZjprHU1EjKwt866ORtosSI5zuUSWfiJCo/JykpSU0QE8iuMsHPNHRNR/PpPIViakmh6CJDZgp8hSzET6QkqQmSwUlSfv7GMlo6GgEjgK7J20d4XwI4hfMZLWQ6+HSe8/OT6r4JYlH4HwKXrmuUB4OERjEZrRD5ZgIxKPgWYzdJaQwsJV8IJElNEBt/tkfpWoBAIIyujT7hGJpGcTBEYBTz/AmRbzZDl7IodO4nWZKUKAgVxTNonLaU4lD1qO8TDARprKnlUEdxDiMTYnTcueoK5aI8VibOOfD38OOzyVfhKa6sopKZc+YRLh59wtF1jVA4hCHVfcIDBi9NMdGKtQqqtEZ0n3yfVziJSjFQ9ed3kqSmuGm11SxccjGlZaWjvo+m64SLQxgBSVIi/xS5q8qr0OpoNBYQ8FH5xMQ5J0HOSFI+7dUlSWqKmzGnhWs+vYaq2tHP9mwYOqWlpQSDwRxGJkT+Nc+fzdJrVlFU6p+qbYMzLuxu8cqnjXKSpKa48qpSZl/QTHFJeNT30TSNQCAwqgUShfCzabXVtMybTcCHX8iGFJz82rMLSVJTXk25zpLZAcqKRl97raFhYKAXRI23KBQBJv6CdsHcuXzsIx+hpMQ/JSlr0NafqNKMfiljj5EkNcXpGhi6ltVsmrquU1JcRCDgj8ZkIQDotOGUCVksTFpVW8L0C6oJhrzf/qrhXNCDfT9t+pKUApL4diCnXGVE1uUhQ9cpLykhFJS3j/CRtgzqeAaqDUY7LHBaYyl6ifJNkjJwkpSNk5cAJ0nFgZTCj/39pCQlshYwDKrKSgn7sJ5eFC6T8zS7KHh3+072bH0e2xr9iCpDh1DAH8t2KJxz4Baa+rug2wo60xD1Z32fJCmRNQ0IaBq6Hz65QgCgOHn4MMcOHETZo+9BoGvO5gfueDG3ms8d5KyUwoqnsJL+rO+TJCWyZtsW6UQvtunPN72YehTw+u4d7Hz5eawsSlJ+ZOC044RwLvDKtol0tBGPduU3sDGSRgWRtXi0l7d37ObU8dZ8hyLEqB2wOyi12n29lPpouMOioK9UpSCTNDHT/uyDLklqnJRSvh3JPVa9PVH2vPgK7ebJfIcixKgdpIsQpws+SbmpaKC8qEinTKyMP0uQkqTGSfWCfVKhovmOZPJESfCyeo/eKbjSqRC+ozRsy8C2/dm6k3XU27dv58Ybb6S5uRlN03j88cf792UyGb7+9a+zZMkSSktLaW5u5gtf+AInTpwY8hizZ89G07Qh2/333z/uF5MPZsqktz2GmfRXzxkNnaJAJUEj+0GKJhY9xEj7dXSgKGgj9nPw8RRBY6FQ2LaNrfz5orNOUrFYjGXLlvHAAw+ctS8ej/P666/zzW9+k9dff51/+Zd/Yd++fXzyk58869j77ruPkydP9m933XXX2F5BnvX2RNn/zj6iPZF8h5KVgBFmZvUqakrm5jsUISaMAYQ5z4XNBqJAarIi8gJFOhPHMv35orOu7lu/fj3r168fdl9lZSVbt24dcts//MM/cPnll3PkyBFmzpzZf3t5eTmNjY3ZPr3n2KZNKpbMauyFF4RCYRZespjGmdNHfR+lwO4FO5bDwIQYB3eBw3O1OqmUTXp/D+G5OoGZ/pnqKBuDE7TbcSKVTJLO+LM3bs4rKXt6etA0jaqqqiG333///dTU1LB8+XK++93vYprnrjpKpVJEIpEhm1fYlkUmnsI2/VWUDoZDzF9yEQ0zmrO4l8KKWlhRf71WMXUMXk9p2P1pi9TBbszTiUmManK50yO546RQinQqjenTJJXTjhPJZJKvf/3r3HzzzVRUVPTf/pd/+ZesWLGC6upqXn75ZTZv3szJkyf53ve+N+zjbNmyhW9/+9u5DHXsRvpUeFS4qIgVV61m1vzRJyllK97Z8SbvvfK206tRCJ9JJxLsf/V1ZtcupWXF6Fej9hO3TkfDnbtPQTIJaUlSQ2QyGf70T/8UpRQPPvjgkH2bNm3q/33p0qWEQiH+4i/+gi1bthAOn71kxObNm4fcJxKJ0NLSkqvQs6NpaAHdP8PS+wQCOtObq6iqKhn1fZRSdLeepru9w3dJWQiATDrNhx8coPJ0Mx65guTMkI+oZTubD+Wkus9NUB9++CFbt24dUooazqpVqzBNk8OHDw+7PxwOU1FRMWTzCi2gY5QG0Qx/de8Mh3SWLSilpWH0K44qW9H2wVFOHTqBkiwlfKg31stzW/+N/X94N9+hTB4FpC1JUi43Qe3fv5+nn36ampqaEe+zZ88edF2nvr5+osPJPQ3QdT9OLgw4CxiOllKKg3/Yx6ED+6UkJXzJIk07R4iRzRRBGiEaCDLytcyTNCgqKiIYHP0XUi/Jurqvt7eXAwcO9P996NAh9uzZQ3V1NU1NTfzJn/wJr7/+Ok888QSWZdHa6kydU11dTSgUYseOHezatYtrr72W8vJyduzYwd13383nP/95pk0b/RLmnqFpfUnKp1kqC0rZHDv6IcdPHJGSlPAlE4tO2onRO+r7aGgUBeoIGdVkrI4cRpcbmqYRCAYIBLy/3Mhwsk5Sr732Gtdee23/325b0a233sq3vvUt/vVf/xWASy65ZMj9nnvuOa655hrC4TCPPvoo3/rWt0ilUsyZM4e77757SJuTn2gaGMaUyFEoFPs5xEE+zHcoQoxJCngLODHSgYMYAYPLrrmSQGWQHS/vz1FkuWPbimgkSjzuzx6NWSepa6655rw9u0bq9bVixQp27tyZ7dN6l62wzAzKp6O5s+GsnZYm4dclPsWUE8AZK+R+Om0gQXaL1Gqazsw5s2k/nU1q8xKFZVvYtr/Gcrr81drvQZZlkorFsU1/vgGylWDQip9CeJgOlODMQDFYtiNGDMNg5aqVLF62xLdVJha2byfWlQlmx8tWKNN2Vr8UQniGW2oaXMdRUVzOukvWcMnsJaN+HF3XmHdBNUePVA6MPfIbdyVEH5IkNV4KlGnJ4FYhPOjMar3iUDEr5lzCjOrRTwemaRoN9WXU1o5+TKHXaO6yvT4k1X3jZJomvdEYZsZPM4KHgCJ8229eiDFKmxkOnjpJRyy7qdWKNAj7+OMSNAwCuj8v9/6M2kNsyyaTSmPb/uk4URyeRllxXVZjpITwKx0IMjCPHakUZsYkMcpaek1zJpTx7adFQTqdwjT92eFJktQ4WZZNMp7C9tFo7trK2TRWX4iu+XPchBDZCOB0oDAA3VaUxFOYSZNOEzI+rQLLhlI20ViUeNKfXdAlSY1TQNcpCYYxNP+cysaGelpmTEf3afFfiGyYQBynV18mk+LYwX0cePNd9r70Dolo4a8urZQi1ZvETKbzHcqYyFVqvBToyl9VATXV1TQ21KP7bFJcIcZi8BpTpmXS3tXKkcOH2PfmeyRiUyFJQTqRJJPyZ5KS3n3jFI/H+PDDQ8Ri/lkJcPlly7nqox8lEAjmOxQhJpSGU613rrFQcUx2cpLXXnqM4j1PsuojT9LUXDu5QU4y27boOHmcaKf/pnQCSVLjlkmniXR2k0n751tKXXMV0+fUomVRklIpoJehg06E8KBzDQlyW2Az2NjpJLptorJcUVtnYL0m31CKVCJJxqfrSUl13zilkyk6WttIJ/0zD8OMC2qYe3EDRjbLi8QVqgOngl8Ij1Kc+3tUkIHZJ0JAGdldAN1Smt8qyZVSJGJJ0tImNTVZ6Qzxjh7MlH++pYTIfsxH9HSEk/uOkfHR6xTiXFJAlOxKRVXhaVw5/WqaSptyFFWOKCiyIOjTWhBJUuNkWRapZMJXkzcaGgS07KYhi0VinDre7rNBy0IMGFzKsoE02U3CUBIqYV7DAiqKqyY6tJzSAM220Xw6CbYkqXEyydBLD2aBzwx++NBhXtj2Er3R0a/DI4SXpHFKUGNVVVPNVdetoWnG6KdU8gZFMt1NOuOfzl2DSZIaJxuLJAks/zWnZiUajdF6sg3TlJKU8JcAUAzjnhy2pKyUBcsWUFVTNSFxTRaFIkWczLhSdP5IkhonE4sYccwCT1KRnijHjp0k7dMeQmLqCgLlDPTuO8soJ18tryrnko9cQk2jv7qs29jEiJHy6SI7kqTGLQ109/0sXF3Rdg6ffI90xp9vdDF1ZThPJ4kko64D1EMQagCjeMJCmxQKRYQuYvizql6S1DjZ2KRIYvtiAJGGU/mRfSfaRCZOZ+I0lpLqPuEv5+wkocCMpslEUqhRFKU0w0lQms9GlyoUaTKYPh0/IklqnHqxOECSXl9U9xUBtTid0LPTQQ8HOEaqwDuIiMJjM/wMFEop2l87QvsrHxb4oqUaTqWnz7JrH39G7SEWzuqffviOUl1Zw8zmZVSUVWZ9X9X3nxB+puF8M1cAStF68Cit1c00qXm+G6Q7WgpFgjRpX1ylziYlqXGycKq1/VDZV1/TwEeWX8W0yup8hyJE3gQYSFTH3z/E0fcOFvTK2gqIkSbp01oQSVJTSNP0ZtasX0Ntnb96JwkxURRORwoLZ52lt/a9yJvvb0f5aNHSbFnAMeB0vgMZI6num0LKK0qYPW86JaVF+Q5FiEnndkF3W4814FSsnfbetoKuyHZKUvi0A7okqSllWm0xy1Y1ZjUdkhCFohQnMfX0/a2AI3RSR2dBt7dKkhK+oWnIQodiyjI5e/BFtG8r3BTlONfyJX4gSUoIMSVk6JtslYELdgx8OsQ1O35OUtJxQggxJZg47VGljGWk4ACd80yx5GGSpIQQwsPcpTrGe7EOE6SUYrSCHVnlLZKkhBBThtuJYDwzbdZTy1xmEpTWkkkhSWoK0NGppYEKqrK+r52BVDtY8YmPSwg/mt48m8UXrSQUDI98sBi3rJPU9u3bufHGG2lubkbTNB5//PEh+7/4xS+iadqQbd26dUOO6ezs5JZbbqGiooKqqipuu+02enunQvNlfugYNAQaqTSqsr6vshSZToWVmPi4hPCjpsYZXLhgMcHgeFq2xGhlnaRisRjLli3jgQceOOcx69at4+TJk/3br371qyH7b7nlFvbu3cvWrVt54okn2L59O3fccUf20YtRKS0u4bOfuokrL7sq+zvbQMKETOGOyBdTh4bT6WE8VUgNF8zmgtWXEiySJDUZsq5UXb9+PevXrz/vMeFwmMbGxmH3vffeezz11FO8+uqrXHrppQD88Ic/5BOf+AR/93d/R3Nzc7Yh5YfCGR3ng2WkAsEgCy66kOYZYzi3SmHZdkHPbSamFoNzrC01SpW1FTTOrsMI+LGPn//kpE3q+eefp76+ngsvvJCvfOUrdHR09O/bsWMHVVVV/QkKYM2aNei6zq5du4Z9vFQqRSQSGbLlnQ20AZ35DmRk4aIQH1l/JRcuX5j1fW0USSuNafthKRIhRhZkfF3IWy6oYenqWYSKpOPEZJjwJLVu3Tp+9rOf8cwzz/C3f/u3bNu2jfXr12NZzkWutbWV+vr6IfcJBAJUV1fT2to67GNu2bKFysrK/q2lpWWiw86abdtETncT6/FBW5oBwXoNozL7LrO6oVFWGZYPpCgICmchXnfRCp3sL4JaUEMrYixrh4oxmPArz0033dT/+5IlS1i6dCnz5s3j+eef57rrrhvTY27evJlNmzb1/x2JRPKeqJRS9HZFSPb6oNubBkYlGKXZ31XXdUrKQwRD0hFUFIbBqyoZjOEiGMApjolJkfMrz9y5c6mtreXAgQMANDY20t7ePuQY0zTp7Ow8ZztWOBymoqJiyJZvtmXTfvwE3ac6Rj7Yz4JAHc4wfSEKzAygBSkUeVnOk9SxY8fo6OigqakJgNWrV9Pd3c3u3bv7j3n22WexbZtVq1blOpwJo5QiHo2RTBR232wN0NxV4oQoMMVoFE+lFKXw3fxIWZd0e3t7+0tFAIcOHWLPnj1UV1dTXV3Nt7/9bTZs2EBjYyMHDx7kb/7mb7jgggtYu3YtABdddBHr1q3j9ttv50c/+hGZTIY777yTm266yT89+wBl23R3dNPrhzYpIcRZNKCEACUEpkaachOUz15s1t+PX3vtNZYvX87y5csB2LRpE8uXL+eee+7BMAzeeustPvnJT7JgwQJuu+02Vq5cyQsvvEA4PDA6+5e//CULFy7kuuuu4xOf+ARXXXUV//zP/zxxr2oSKKVInIqQ6vZBm9R4uNNGC1GALHSsqVJNYAEJxtf/Pg+yLkldc8015x0z8+///u8jPkZ1dTWPPPJItk/tLbYi2dVL2g8dJ4QQw1IYKF/OaT4GNs64Tp91+pgiXyEmnmVaHHx3HycOH813KEKIMaqglgrqkeoC75IkNUY2NpF4D/FULN+hnFcppVRRNe5lBUr1Eur0agJT5VunKHi6prHsY1ey/Nqr0PXsLoUaGjWBGir0/Pc0HjUNX1bfywjNMVJK0RU/TSTVk+9QzquRemYzE2OcyaXeqOWi0HxeT71Nr5IqTuFvOhA0DD73zbtYdcUVaIHsrtyGZrAgPI90KMk7yXdzE2Qu+PA7piSpMbJRdNJLFG93Qa+urKOxbkbW3xTPdM1nPs6si2bTbffQdaqLd59+h0PvvMvRAwc5xFHiZDx+JkQhc3rqOc0tob6fQaAMqA01MKNkNss+dhU1c6dTclkTmq6h6zrzF89HC2dftAgEAiy/ajWZcp13dvkoSfms0wRIkhozhSJGnCSpfIdyXiUlZVRUVKFr40tScy6ey5yL5wLQebSDpmgd72SKmZZwuu9GVJJeRjkEw10i1Xba9pRtY9sWdt9Etsq2QTmlVaeTjnKOxznvZ9VXKIWmObc5P8+IQtPOUcXRd6PeVxmqadDXKai/b9DgTkLKxg1HDd6n9f1PuS/ujNeKhqYNvfHsh1f9x2ma7hyvOTFpDMQ/+NUr9//DxuqevzNiUv0h9dX8aENeg6YBuj7wJJpzjKZrAw/Tv29oJbL7lzYoZk3X0XUdzXCW7UEf9HwT1NjgPlQFToIqAsJ9v1cBM4pnM79iMdesuo6mJRdQsW4eWmB8T64bBnMvWsDxyEkYfspR77FxklShj5MSDoVNN6fppTvfoZxXybQKKupr0MZZkhqsqnka1921lo/9xccxTRMTCzXownteGZylUTvBjJicPHiM3q4uek61EenpJpmIE+vqJpNOkU6nyMSTWGkLO5bGthS2snEuSX0XO9sGW2EYBoGAQUlJGFNlsOyMs98woCiMruvomkZ/tsNwLsaGjlFahBEwCASD2JaFbSvSGQsyFqRNdGywLTLJGGbKxkzaZDK2k0yx0XQDXTP6bnP6itnKCQ0LAppGSTCIjcLWbDCc50hmnOSsbIVlWQSCBsXFYYqLSwmEQtjFYAQMZ/hGUEfpYFk2Oho6OhYWSimstAWWBaaFboFmO7elUhlSqQxWOtOfwEwbLKVAtwkYOuXBsLOkuqYRLCrCKAoSrCzGDhmogIZhGITCIUpLS50vESiMoOEkG13H6IvGwCBgGIQCAYpCxQSMIMFgkJJp5ZTWVFBVV0WwNEygqhSKNCeLlOJcgSboKnRmk4v7u6EZGFqAUFEYPWCAMf5GmWAoyB99ag3pcBweHffDTQ4T6AWKcTK4T0iSGgcLC9vjX0vCZSUUT6twvglPEN3QCZcWES4tyv7OJs4Mn+VgJSyC5QbJ3hrikTri8RiZVJpkLIZlZjDNDGYqgzIt7KTVVzI4M0kpUDaarmMYOuFwEFtZWKqvXkPXIRhA1/S+UpabpPT+C60eDqIbOoZhYNtO6c00bbBsMC00nOew0kmsjMLOOPudUp7tlHx0A6vvNh0nJygbUM7KyOGA0ZfInQRhK0XGsvufT9m2c15DAUKhIoxAADsEekAnEAiAoYMOtq3QFGjoKJykYZu2kxEtG912ntw2bTIZi0zGQplm/1eIvpwOuo2h6xQZQWeMp+Ys6aKHAhglIVRARxlOlVggEKCoKIytlFNqDej9pSINHa0vaRq6TsAwCBohDN0gEAgQKi2iqLyEksoSAuEgemkRWlBz6uLCDCzu5LPGfE3TKJkWJlzho6u9DaRUX5Wff064JKlx6Kux8rTiaZWUNdROaElqXNxvzqVgYFA7px6oH+FOQniLpkOwCgJl+Y4kC6ZCxRVY4+3rO7k8cuXyn0HNKp5WP72RmRfMxjB82K1HCDFxMiZEo2CaIx/rIZKkxqGvNsfTqmoqqG+umdDqPiGE/yjbxk6m+hpL/UOS1DhkGLo2jRddeEkjl147m2BISlJCTGVmxiTam8Q0/dUPXdqkxkjhjySlGxqBoCQoIaY63TAIhcPjHjM52SRJjcPgZaiFEMLLjECAktISCPjrsu+vlCqEEGJsigxoKIawvy77/opWZEEDDDT5JxYiZ3QMiige99yYkyKgQWnfmDsf8Ve0YtQ0ggSYhua3xWOE8JFyKrhYW0ol0/IdysiCQCWynpTwhhKjhJbSFkoCJfkORYiCVVJRRsviCymt8sGSHW5vL6+PmzmDJKkCVRYs44KKeZQF/TQkXgh/KamqYM6liymrqcp3KCOzcFbm9dcwKUlShaq6ehqXXbqc6mofVEMI4VNVFRWsXLaMmmk++JxZQALfLdchSapABQMBKivKCfqsu6kQflJcUsTMWU2UlvmgWt0GMu4Mw/4hSapA2bZNOp3B9tkUKEL4SXVdOVeuuZi6psp8hzIy04ZeE0xJUsIDAqEg5dMqCIR81pVHCB/RdA09rPtibkwrbZLo7sXK+GsKAklSBSoYClJRU0VQkpQQuaPjdOn2wZXUymRIdkWwMpl8h5IVH5xaMRZlVZXMW3IxZVU+qIYQQuRcqjfGqcMfko7F8x1KViRJFahwcYi6lmmEi320cqgQImesTIZUTwTLZ+tJSdevAlVeG2bhRxr8tEq0ECKHrFSK5OkO7FQ636FkRUpSBUrTNND6fgohpjzLskikk1i2vwZKSZISQogpwLZtUukUtvLXsBRJUkIIMQXYCtKW78bySpISQoipQNM0DN1A81lDtSQpIYSYAgzdoDRYhKH7YO2rQbJOUtu3b+fGG2+kubkZTdN4/PHHh+zXNG3Y7bvf/W7/MbNnzz5r//333z/uFyOEEPlQXdRMc8kF6Jp3E4CZSRONdmFmCrx3XywWY9myZTzwwAPD7j958uSQ7Sc/+QmaprFhw4Yhx913331DjrvrrrvG9gryQeG7NVmEELkzraiOxvJZGJp3R/WYZoZ4PIplFfg4qfXr17N+/fpz7m9sbBzy9+9+9zuuvfZa5s6dO+T28vLys449l1QqRSqV6v87EolkEXEOmEBqxKPyJoQMgBNiMl1y0RISVyb4w5Ovkkl68+KgbAsrnURJF/QBbW1t/Nu//Ru33XbbWfvuv/9+ampqWL58Od/97ncxzzMKesuWLVRWVvZvLS0tuQx7RCqlsBPKk4uHaUCYICFJU0JMmrrmBmbOn0sg4N3qPmXZZOIpbMuDF67zyOmV7Kc//Snl5eV85jOfGXL7X/7lX7JixQqqq6t5+eWX2bx5MydPnuR73/vesI+zefNmNm3a1P93JBLJa6Kyo2Cd9mqS0qigghJ8sL6NEAVi1uILsELFBP5XCHrzHc3wzFSGeGcUK13g1X3Z+MlPfsItt9xCUVHRkNsHJ5ylS5cSCoX4i7/4C7Zs2UI4HD7rccLh8LC350tvNErX6Q5PrtVkEOCC8Hyag9PzHYoQU8a0+jCN6RKMgHe7d9vYZCwT22cN6jmr7nvhhRfYt28ff/7nfz7isatWrcI0TQ4fPpyrcCZUvDdGpKvHm0lK05le3kJdcX2+QxFiyigpD1BRHUT39LpSmi8HHeWsJPXjH/+YlStXsmzZshGP3bNnD7quU1/vjwvricNH2ffGO5hp763LEiwKc9WGtSy+ckm+QxFCeEhxSSmNM+ZQVOyvpoCsk1Rvby8HDhzo//vQoUPs2bOH6upqZs6cCThtRo899hj/43/8j7Puv2PHDnbt2sW1115LeXk5O3bs4O677+bzn/8806ZNG8dLmTyZeIpEJIby4PwiRkBn1opZNMxvyHcoQggvUeCzafuAMSSp1157jWuvvbb/b7d96dZbb+Xhhx8G4NFHH0Upxc0333zW/cPhMI8++ijf+ta3SKVSzJkzh7vvvntIO5XXZWIp0t0xlAer+wLhAMtuuIjp06VNSggxwLJsUvEUtum969b5ZJ2krrnmGpQ6fwnijjvu4I477hh234oVK9i5c2e2T+spvb29dHR0erJNSgghhpNJp+np6SIjy8cXvmQ8QW8kiu3B6j4hhBiOZVukUwlsGcxb+HraTtN+8IjvlmEWQkxdAQOKS8Dw7njjYUmSGoNMJk0ylYARqj2FEMIrdF0nHCxC1/112fdXtB6RNlMkU3GUzwbFCSGmLsMIUBwuxdD9NWWaJKkxiNBFO8ex8FfdrhBi6konTTrao6RT/mqmkCQ1BnESROjF9uLkfUKIvNDQCGlhAgTzHcqwLMsmlUpj+axXsiSpMThNgg+JYEl1nxCij6EFuCC0iObgzHyHMjwDZx0fn131fRauN5hABln3UAgxQDcM6mfPoqrBo9O7aTiJysvTCw7DXy1oHmHjJCohhHAZgQAzLlpAW/o0HMt3NMPQgKDmuyQlJSkhhJgAgUCAxcsuYfacefkOZViGblAUKsLQ/TVQSpKUEEJMAMMwmD69kdpab06UrekaASOApvmrKCXVfUIIMQGCQYMrLl/AkaPenNzZ0HVCoaDvBvNKkhJCiAmg6RqhMo1gkTeTgB4wCJcWYwS8Gd+5+CtaIYTwKE2DYAkYRfmOZHhGIEBRWQl6wF9lE0lSQgghPEuSlBBCTAVKgW37bmJsSVJCCDEFKMvGSmRQlkyLJIQQwmNsyyKdTPpuRXFJUgVG89twciHEpLBtm3QyhS0lKZEv06imiWZ0/DWiXAiRe0oDy3B++okkqQJSESilLjQNQ/5ZhRBnsJXCsi2UdJwQ+TKnvJHlNfMI+WzlTSFE7lmWRTKZxLb9tVirJKkCUlJeTkVtDZoh/6xC5ItBkCIq0T22+KGyFZmUiW1LSUrkSVFZKWXV03w3N5cQhcQgRIle5bkVepWtsDIWSpKUyJe6pnpmzZ+NEZCOE0LkS3VVDSsXX0FVZXW+QxlC03QMI4Sm+euy769oxXkZ4RDBkhLfvQmFKCQlZeXMvOACSsrK8h3KEEopbFtJxwmRR+EwlBY7M10KIfKiprmBy29Yw7RGby0jb1mKZDIjbVIif6qqp9EwvRldqvuEyJvK8goWzV9AhcdKUqaZIdYbxTTNfIeSFemrXEDKqsqpbqiRjhNC5FFJSTGzphdRUlyc71CGsCyTeDKGZfkrScnVrIDUza9g1uW1BELyzypEvhSXQFMLFHkrR5FUSU6ZbaRVKt+hZCWrq9mWLVu47LLLKC8vp76+nk9/+tPs27dvyDHJZJKNGzdSU1NDWVkZGzZsoK2tbcgxR44c4YYbbqCkpIT6+nq+9rWv+a4I6kVGUCdYHECTNikh8kbXwQg4P73ExiJNEosCHsy7bds2Nm7cyM6dO9m6dSuZTIbrr7+eWCzWf8zdd9/N73//ex577DG2bdvGiRMn+MxnPtO/37IsbrjhBtLpNC+//DI//elPefjhh7nnnnsm7lVNVZKbhBDnYGGSJI7tsySFGof29nYFqG3btimllOru7lbBYFA99thj/ce89957ClA7duxQSin15JNPKl3XVWtra/8xDz74oKqoqFCpVGpUz9vT06MA1dPTM57wx+xLX/qSAjy3/eQnP8nL+RBCDGXbttqwYUPerwmDt2aK1A3Uq5f+9xP5Pj1KqdFfx8dVIO3p6QGgutoZtLZ7924ymQxr1qzpP2bhwoXMnDmTHTt2ALBjxw6WLFlCQ0ND/zFr164lEomwd+/eYZ8nlUoRiUSGbEIIIUZPYWNioZgiXdBt2+arX/0qV155JYsXLwagtbWVUChEVVXVkGMbGhpobW3tP2ZwgnL3u/uGs2XLFiorK/u3lpaWsYYthBBTUow0R+giTibfoWRlzElq48aNvPPOOzz66KMTGc+wNm/eTE9PT/929OjRnD+nEEIUEhtIY2P7rCQ1pnFSd955J0888QTbt29nxowZ/bc3NjaSTqfp7u4eUppqa2ujsbGx/5hXXnllyOO5vf/cY84UDocJh8NjCVUIIQROksqAz1JUliUppRR33nknv/3tb3n22WeZM2fOkP0rV64kGAzyzDPP9N+2b98+jhw5wurVqwFYvXo1b7/9Nu3t7f3HbN26lYqKChYtWjSe1zJpdPDU2rcGUIKMzBbCSyqooJoaNI90u00Bp/t++klW17WNGzfyyCOP8Lvf/Y7y8vL+NqTKykqKi4uprKzktttuY9OmTVRXV1NRUcFdd93F6tWrueKKKwC4/vrrWbRoEf/pP/0nvvOd79Da2so3vvENNm7c6JvSkoaTqLzSkVMHivBW4hRiqisPVVJdVENPstsTY5MsII53rlujlVWSevDBBwG45pprhtz+0EMP8cUvfhGAv//7v0fXdTZs2EAqlWLt2rX84z/+Y/+xhmHwxBNP8JWvfIXVq1dTWlrKrbfeyn333Te+VzKJAkAQMPFG0TkIVAP+SPFCTA3Ll11OvMPi2HP/CyuTyHc4vpVVklKjmOK9qKiIBx54gAceeOCcx8yaNYsnn3wym6f2lABOQkjijSRlAhHwWZ8dIQrb/EULiMdSPPpiQD6c4yDNGGMQBkpxEoMXpIF2QL6rCeEVGis+spKahnpCPww69WxiTDw2u5Q/RIFT+K9uVwgxeULlUFSNXGXHSU7fGGTwXw8ZIcTk0TQwQmBIQ/G4SZISQgjhWZKkhBBCeJYkKSGEEJ4lSWoMmqnkQuoJeOT0lRJiIXVUUpTvUIQQYkJ54yrrM5WBMhpCNRgeOX3FRpgZZU2UBj22XrUQAt0j14l+g1eZ8gGPnT1/aKmZw8UzVhAMhPIdCgC10xq4btWNNNXNzHcoQogzhAgS8NKQVAtnBgCfkCQ1BvUzZzBn6UICwWC+QwFgWn0tV/6Ha2mYMfws8kKI/AhpQZZUzmdmsXc+m8n2DPGjKZTtj6KUJKkxaJwzg3krLiYQ8kaSqm6s4apPf5yGWc35DkUIMUhID7Ji2iLmlM4Y+eBJkmxLE/swhbIkSRWs2VfMZvmGSwiVeKO6jzDQCEiTlBCeUlRWwsc/t4HFV63Kdyj9yhcUU7WyFC3gjSVERuKhilL/KK4sptKsZGZ1M5lIklOxzkmPoYQQxUaYmRfPY8HCBU6i8sd7TogpIxAM0LJ4NtWH6/IbB1BdWc2s6XOobawmWOGfhX0kSY1RcbCIr6y6mRdKdvK/Xn1s0p//AupZUjqH+3/zMxrneacqQQgxIFAUYMEfzaPpSH3eYtCBKuBTl3+c79/7T4QWluUtlrGQJDVGwXCQlRs+St1H5zL3xCXD9+a0wM4oetriZBIp0rEEdiKOsiyCaASCAQLBAEZRGC0QQC8qAsOAgEFxIIgR0px31zAaqKAuXMW0+hoCAflnFMKLNE0DDS677DL++3//7+c+UAEWpHstklGTns4ukrE4vae7SPT2kojFsTImhqZTUlRCSUkxRcXFlFSWESotpryhmlB1kEDp2SUkDaclYOHciwjPLkMv8df1QlOjWSTKYyKRCJWVlfT09FBRUZHvcIangDRkEhbH3+0g0RUl1tFNprsT0mmKMAgXhSkqCROqqEAvCmNUVkAoiBYMUVVcTLDUgBZnskohRAGzgRRET6WJtKY49sFhoqc7adt/mK72U3Sf7iCTTBLQA9RUVFNdXU3VtEqmNddTVj+NhkVzKJtdTFG9f2a0He113F8p1W+CEAjoNC+rxrYqsa0mlGWBUuhoaJqGrmtohtE3bbIOmnO7oenSrUWIqUIDwlDSGKCo1mDagguwTAszvQTLtLBME2UrNE0joBsYAQPDMDACAfSAQaAohB4qzG+zkqRyRXM2DY1QaQA51UKIc+q7XhghHSMEwRLpquuS7+pCCCE8S5KUEEIIz5IkJYQQwrMkSQkhhPAsSVJCCCE8S5KUEEIIz5IkJYQQwrMkSQkhhPAsSVJCCCE8S5KUEEIIz5IkJYQQwrMkSQkhhPAsX8566q4uEolE8hyJEEKIsXCv3yOtFuXLJBWNRgFoaWnJcyRCCCHGIxqNUllZec79vlz00LZt9u3bx6JFizh69Kh3Fz70gUgkQktLi5zHCSDncmLIeZw4Xj6XSimi0SjNzc3o+rlbnnxZktJ1nenTpwNQUVHhuZPvR3IeJ46cy4kh53HiePVcnq8E5ZKOE0IIITxLkpQQQgjP8m2SCofD3HvvvYTD4XyH4mtyHieOnMuJIedx4hTCufRlxwkhhBBTg29LUkIIIQqfJCkhhBCeJUlKCCGEZ0mSEkII4VmSpIQQQniWL5PUAw88wOzZsykqKmLVqlW88sor+Q7J8771rW+hadqQbeHChf37k8kkGzdupKamhrKyMjZs2EBbW1seI/aG7du3c+ONN9Lc3IymaTz++OND9iuluOeee2hqaqK4uJg1a9awf//+Icd0dnZyyy23UFFRQVVVFbfddhu9vb2T+Cq8YaRz+cUvfvGs9+i6deuGHCPnErZs2cJll11GeXk59fX1fPrTn2bfvn1DjhnN5/nIkSPccMMNlJSUUF9fz9e+9jVM05zMlzIqvktSv/71r9m0aRP33nsvr7/+OsuWLWPt2rW0t7fnOzTPu/jiizl58mT/9uKLL/bvu/vuu/n973/PY489xrZt2zhx4gSf+cxn8hitN8RiMZYtW8YDDzww7P7vfOc7/OAHP+BHP/oRu3btorS0lLVr15JMJvuPueWWW9i7dy9bt27liSeeYPv27dxxxx2T9RI8Y6RzCbBu3boh79Ff/epXQ/bLuYRt27axceNGdu7cydatW8lkMlx//fXEYrH+Y0b6PFuWxQ033EA6nebll1/mpz/9KQ8//DD33HNPPl7S+Smfufzyy9XGjRv7/7YsSzU3N6stW7bkMSrvu/fee9WyZcuG3dfd3a2CwaB67LHH+m977733FKB27NgxSRF6H6B++9vf9v9t27ZqbGxU3/3ud/tv6+7uVuFwWP3qV79SSin17rvvKkC9+uqr/cf8n//zf5Smaer48eOTFrvXnHkulVLq1ltvVZ/61KfOeR85l8Nrb29XgNq2bZtSanSf5yeffFLpuq5aW1v7j3nwwQdVRUWFSqVSk/sCRuCrklQ6nWb37t2sWbOm/zZd11mzZg07duzIY2T+sH//fpqbm5k7dy633HILR44cAWD37t1kMpkh53XhwoXMnDlTzut5HDp0iNbW1iHnrbKyklWrVvWftx07dlBVVcWll17af8yaNWvQdZ1du3ZNesxe9/zzz1NfX8+FF17IV77yFTo6Ovr3ybkcXk9PDwDV1dXA6D7PO3bsYMmSJTQ0NPQfs3btWiKRCHv37p3E6EfmqyR1+vRpLMsacmIBGhoaaG1tzVNU/rBq1SoefvhhnnrqKR588EEOHTrERz/6UaLRKK2trYRCIaqqqobcR87r+bnn5nzvx9bWVurr64fsDwQCVFdXy7k9w7p16/jZz37GM888w9/+7d+ybds21q9fj2VZgJzL4di2zVe/+lWuvPJKFi9eDDCqz3Nra+uw71t3n5f4cqkOkb3169f3/7506VJWrVrFrFmz+M1vfkNxcXEeIxPCcdNNN/X/vmTJEpYuXcq8efN4/vnnue666/IYmXdt3LiRd955Z0j7cqHxVUmqtrYWwzDO6qXS1tZGY2NjnqLyp6qqKhYsWMCBAwdobGwknU7T3d095Bg5r+fnnpvzvR8bGxvP6tRjmiadnZ1ybkcwd+5camtrOXDgACDn8kx33nknTzzxBM899xwzZszov300n+fGxsZh37fuPi/xVZIKhUKsXLmSZ555pv8227Z55plnWL16dR4j85/e3l4OHjxIU1MTK1euJBgMDjmv+/bt48iRI3Jez2POnDk0NjYOOW+RSIRdu3b1n7fVq1fT3d3N7t27+4959tlnsW2bVatWTXrMfnLs2DE6OjpoamoC5Fy6lFLceeed/Pa3v+XZZ59lzpw5Q/aP5vO8evVq3n777SFJf+vWrVRUVLBo0aLJeSGjle+eG9l69NFHVTgcVg8//LB699131R133KGqqqqG9FIRZ/urv/or9fzzz6tDhw6pl156Sa1Zs0bV1taq9vZ2pZRSX/7yl9XMmTPVs88+q1577TW1evVqtXr16jxHnX/RaFS98cYb6o033lCA+t73vqfeeOMN9eGHHyqllLr//vtVVVWV+t3vfqfeeust9alPfUrNmTNHJRKJ/sdYt26dWr58udq1a5d68cUX1fz589XNN9+cr5eUN+c7l9FoVP31X/+12rFjhzp06JB6+umn1YoVK9T8+fNVMpnsfww5l0p95StfUZWVler5559XJ0+e7N/i8Xj/MSN9nk3TVIsXL1bXX3+92rNnj3rqqadUXV2d2rx5cz5e0nn5LkkppdQPf/hDNXPmTBUKhdTll1+udu7cme+QPO+zn/2sampqUqFQSE2fPl199rOfVQcOHOjfn0gk1H/+z/9ZTZs2TZWUlKg//uM/VidPnsxjxN7w3HPPKeCs7dZbb1VKOd3Qv/nNb6qGhgYVDofVddddp/bt2zfkMTo6OtTNN9+sysrKVEVFhfqzP/szFY1G8/Bq8ut85zIej6vrr79e1dXVqWAwqGbNmqVuv/32s758yrlUw55DQD300EP9x4zm83z48GG1fv16VVxcrGpra9Vf/dVfqUwmM8mvZmSynpQQQgjP8lWblBBCiKlFkpQQQgjPkiQlhBDCsyRJCSGE8CxJUkIIITxLkpQQQgjPkiQlhBDCsyRJCSGE8CxJUkIIITxLkpQQQgjPkiQlhBDCs/7/wAAgCILI0+oAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " ref_imgs: None\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " hint: None\n", "----------------------------------------------------------------------------------------------------\n" ] } ], "source": [ "for i in range(min(1, len(dataset))):\n", " item = dataset[i]\n", " print(f\" GT: {plot_tensor_as_image(item['GT'])}\")\n", " print(f\" inpaint_image: {plot_tensor_as_image(item['inpaint_image'])}\")\n", " print(f\" inpaint_mask: {plot_tensor_as_image(item['inpaint_mask'])}\")\n", " print(f\" ref_imgs: {plot_tensor_as_image(item['ref_imgs'])}\")\n", " print(f\" hint: {plot_tensor_as_image(item['hint'])}\")\n", " print(\"-\" * 100)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True\n" ] }, { "data": { "text/plain": [ "'NVIDIA GeForce GTX 1650 Ti'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import torch\n", "\n", "print(torch.cuda.is_available())\n", "torch.cuda.get_device_name(0)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "major8", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.12" } }, "nbformat": 4, "nbformat_minor": 2 }