{"cells":[{"cell_type":"code","execution_count":null,"metadata":{"id":"lPjDdvzeSET3"},"outputs":[],"source":"!pip install kaggle\n!mkdir -p ~/.kaggle\n!mv kaggle.json ~/.kaggle/\n!chmod 600 ~/.kaggle/kaggle.json"},{"cell_type":"code","execution_count":null,"metadata":{"id":"TIetOzdRSZwb"},"outputs":[],"source":"!kaggle competitions download -c dog-breed-identification"},{"cell_type":"code","execution_count":null,"metadata":{"id":"pkjTgci_SyYL"},"outputs":[],"source":"!unzip dog-breed-identification.zip -d dog-breed-identification"},{"cell_type":"code","execution_count":null,"metadata":{"id":"jXqxSQ-lOPBB"},"outputs":[],"source":"import os\nimport pandas as pd\nfrom torchvision import datasets, transforms, models\nfrom torch.utils.data import DataLoader, Dataset\nfrom PIL import Image\nimport torch\nimport torch.nn as nn\nimport torch.optim as optim\nfrom sklearn.preprocessing import LabelEncoder\nfrom sklearn.model_selection import train_test_split\nimport seaborn as sns\nfrom matplotlib import pyplot as plt"},{"cell_type":"code","source":"np.random.seed(6400)\ntorch.manual_seed(6400)\ntorch.cuda.manual_seed(6400)","metadata":{"id":"XmZRAgaYwyFc"},"execution_count":null,"outputs":[]},{"cell_type":"code","execution_count":null,"metadata":{"id":"ZpvaPGJhOPBE"},"outputs":[],"source":"class DogBreedDataset(Dataset):\n    def __init__(self, labels_path, root_dir, transform=None):\n        self.labels_df = pd.read_csv(labels_path)\n        self.root_dir = root_dir\n        self.transform = transform\n\n        self.label_encoder = LabelEncoder()\n        self.labels_df['breed'] = self.label_encoder.fit_transform(self.labels_df['breed'])\n\n    def __len__(self):\n        return len(self.labels_df)\n\n    def __getitem__(self, idx):\n        img_name = os.path.join(self.root_dir, self.labels_df.iloc[idx, 0] + '.jpg')\n        image = Image.open(img_name)\n\n        label = self.labels_df.iloc[idx, 1]\n\n        if self.transform:\n            resized_image = self.transform(image)\n\n        return resized_image, label"},{"cell_type":"code","execution_count":null,"metadata":{"id":"-p-uQqInOPBE"},"outputs":[],"source":"transform_auc = transforms.Compose([\n    transforms.Resize((240, 240)),\n    transforms.RandomHorizontalFlip(p=0.7),\n    transforms.RandomRotation(12),\n    transforms.ColorJitter(brightness=0.15, contrast=0.15, saturation=0.15),\n    transforms.ToTensor(),\n    transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),\n])\n"},{"cell_type":"code","execution_count":null,"metadata":{"id":"84i_Q0qfOPBG"},"outputs":[],"source":"def plot_it(train_, test_):\n\n    sns.lineplot(x=[i + 1 for i in range(len(train_))], y=train_)\n    sns.lineplot(x=[i + 1 for i in range(len(test_))], y=test_)\n\n    plt.show()"},{"cell_type":"code","execution_count":null,"metadata":{"id":"AWp1rR1SOPBF"},"outputs":[],"source":"dataset = DogBreedDataset(\n    labels_path='/content/dog-breed-identification/labels.csv',\n    root_dir='/content/dog-breed-identification/train',\n    transform=transform_auc)\n\ntrain_size = int(0.66 * len(dataset))\ntest_size = len(dataset) - train_size\ntrain_dataset, test_dataset = torch.utils.data.random_split(dataset,\n                                                            [train_size, test_size])\n\ntrain_loader = DataLoader(train_dataset, batch_size=32, shuffle=True, num_workers=2)\ntest_loader = DataLoader(test_dataset, batch_size=32, shuffle=False, num_workers=2)"},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"8OHUla4tOPBG","outputId":"888f8a71-061f-4c46-b4f4-846cfd50cb50"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNet50_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet50_Weights.DEFAULT` to get the most up-to-date weights.\n","  warnings.warn(msg)\n","Downloading: \"https://download.pytorch.org/models/resnet50-0676ba61.pth\" to /root/.cache/torch/hub/checkpoints/resnet50-0676ba61.pth\n","100%|██████████| 97.8M/97.8M [00:00<00:00, 140MB/s]\n"]},{"output_type":"stream","name":"stdout","text":["Epoch [1/15], Loss: 4.6680\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [2/15], Loss: 4.3898\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [3/15], Loss: 4.0596\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [4/15], Loss: 3.7885\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [5/15], Loss: 2.9703\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [6/15], Loss: 2.6413\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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OJ+0kLBwNJ7YZ2/f8Hnr+L7iXbPrqucwcZv10nDmbjpNxZdS8NbASE7o34PG2YXh7FP0WYxERKX0KI+KY8nNh5Z9h2wxju143eOwT8A0q8UumZ+fx2eYEPtl4jHNZuQCE+Hszvmt9hrUPp4q3Rs2LiJhBYUQc255F8M1vIe8S+NWCwXPA2v6uXvJybgHzYxKZueEoyWnG6sPVKnsypks9RnWqS0BljZoXESlPCiPi+FJ/hgVPwrnD4OYBD7wN7X9TrNt/byY338biHSeYti6e4+eMUfNVvNwZ0akO4+6pT5CfRs2LiJQHhRFxDjkZsHQi7F9qbDd/HPq9D953P3G1wGbnuyuj5g+kZADg7eHGkGgrv+lWn7Bqle/6PURE5NYURsR52O3G7b+r/gK2fAiKhMGfQVCjUnp5O2uujJrfkXgRAA83C/1b1eaZHg2ICNaoeRGRsqAwIs4nYbNxt01mijFOvv8H0GxAqb283W5ny9HzfLD2CBuPnAWMjtBDzUN5tkcEzWsHlNp7iYiIwog4q4zTsOgpSNhobHd6Dnq/Bu6le/HpzqSLTF17hJX7Txfu69E4iIk9I4iuG1iq7yUiUlEpjIjzKsiHNa/DT+8b2+Gd4PFZ4F+z1N/qYEoG09Yd4Ztd10bNt68byMR7I+jWsIZGzYuI3AWFEXF+Py+Dxc9AbgZUCYZBs6DuPWXyVgnnspix4SiLYk+QW2BMdW1e25+JPSJ4oFmoRs2LiJSAwoi4hrNH4MsnIXU/WNyh96vQ+fm7vv33VlLSsvnox6N8sTWRy3kFADQIqsKzPSJ4pFUtPDVqXkSkyBRGxHXkZsHy38HuBcZ25MMwYCr4lN0Fp+ezcpn90zFmbzpOerYxar521UpM6F6fQe2s+Hhq1LyIyJ0ojIhrsduNlX9X/AlseRDYAIZ8BiHNyvRtM7Lz+HxLIh9vPMrZTGPUfJCfN+PuqccTHevgq1HzIiK3pDAirulEHHw5EtJPgEclY0BayyFl/rbZeQV8GZvEjPVHOXnxMgABlTwZ3bkuozvXpVoVrzKvQUTE2SiMiOvKOgdfj4P4NcZ2u7Hw4GTwKPsx73kFNpbsOMm09fEcPZMFQGUvd57oEM74rvUJ9vcp8xpERJyFwoi4NlsBrP+b8QCo3RYGzYGq1nJ5+wKbnR/2pfDB2iPsO5UOgJe7G4PahTGhewOsgRo1LyKiMCIVw6GV8PV4yL4IlQLhsY8gole5vb3dbmfdoTN8sOYIsQkXAHB3s9C/ZS2e6dGAhiF+5VaLiIijURiRiuNCgnEdSfJOwAI9X4GuL4Fb+d6Gu/XoOT5YF8+GQ2cK9z3QLISJPSOICqtarrWIiDgChRGpWPKyYcUfYfscY7vh/TBwBlQu/9Hue06k8cHaI3y/L6VwX9eGNZjYM4IO9QI11VVEKgyFEamYdnwO3/4B8rOhajgM/hRqtTallMOnM5i2Pp6lO09RcGXWfLs61ZjYM4IejYMUSkTE5SmMSMWVvNuY2nrhOLh7Q593oO0o08pJOn+JGRvi+TL2BLn5xqj5JjX9mdizAQ81r4m7Rs2LiItSGJGK7fJFWDwBDq0wtluNgL7/AM9KppWUmp7NRxuP8fmWBC7lGqPm69eowoQeDRjQqjZeHho1LyKuRWFExGaDn/4P1rwJdhuEtoDBn0FgPVPLungpl9mbjjPrp+OkXc4DoFaAD093b8CQaI2aFxHXoTAictXRdbBoLFw6a6xnM3AGNH7I7KrIzMln7tYEPvzxGGcycgCo4evFU/fU48mOdfDz8TS5QhGRu6MwInK9tJOwcBSciDG2u/4Bev4vuJl/FiI7r4BFcSeYvj6eExeMUfN+Ph6M7lyXMV3qEahR8yLipBRGRH4pPxdW/hm2zTC263WHxz+BKjXMreuKvAIby3adYuq6eI6kZgJQydOd4VdGzYcGaNS8iDgXhRGRW9mzCL75LeRdAv/axhh5a7TZVRWy2eys3J/CB2vj2XMyDQBPdwuPtw3j6W4NqFujiskViogUjcKIyO2k/gwLnoRzh8HNEx54G9qPBwea/WG32/nx8Fn+s/YI246dB8DNAv1a1uLZHhE0DtWoeRFxbAojIneSkwFLJ8L+pcZ288fhkX+Bl+OdeYg5fp6pa4+w9uC1UfP3NTVGzbeyVjWvMBGR21AYESkKux22TIWVfwF7AQQ1gSGfQY2GZld2U3tPpjFtXTzf7U3m6r+5XSKqM7FHBJ0aVNdUVxFxKAojIsWRsAkWjoHMFPDyhf4fQLMBZld1S/FnMpm2Lp4lO06Sf2XUfOvwqkzsEcG9kcG4aaqriDgAhRGR4so4DYuegoSNxnan56D3a+DuuPM+Tly4xIcbjjI/JomcK6PmrYGVGNLOyuNtrboDR0RMpTAiUhIF+bD6r7DpX8Z2eGcYNAv8Qs2t6w7OZOTw8cZjfLE1gYzsfMC42PXeyGCGRIfTs3EQHu4aNy8i5UthRORu7P8GljwLuRlQJRgGzYa6Xcyu6o4u5xawYm8y87clse34+cL9wX7eDGoXxpB24YRXr2xihSJSkSiMiNyts0eM1X9T94PF3WjZdP6tQ93+ezvxZzJZEJPEV3EnOJeVW7i/S0R1hkSH80CzELw9zJ9AKyKuq6i/33d13nbKlClYLBZefPHF2x63cOFCIiMj8fHxoUWLFnz33Xd387Yi5aNGBIz7L0QNMe60WfUXI5xkp5ldWZE0CPLllT5N2DypF1OfaEO3RkFYLPDTkXM8P28HHd5ezevL9nPodIbZpYpIBVfiMBITE8OMGTOIioq67XGbNm1i2LBhjB07lh07djBgwAAGDBjA3r17S/rWIuXHq4qxsF7ffxrD0X5eBjN7wun9ZldWZF4ebvRpUZNPn2rPj3/syfO9GlIzwIeLl/L45Kdj3P9/G3h06k98GZNEVk6+2eWKSAVUojZNZmYmbdq0YerUqbz55pu0atWK995776bHDhkyhKysLJYvX164r2PHjrRq1Yrp06cX6f3UphGHcCIOvhwJ6SfAszL0ex+iBptdVYkU2OxsOHSG+TGJrP45tfD2YF9vD/q1rMXQaCtRYQGaWyIid6VM2zQTJ06kb9++9O7d+47Hbt68+VfHPfDAA2zevLkkby1inrC28PQGqN/TWNfm6/Hw7R8gP8fsyorN3c1Cz8hgZjzZjk2T7uXlByOpW70ymTn5zNuWSP8PfqLPvzYyZ9Nx0i7lmV2uiLg4j+I+Yf78+Wzfvp2YmJgiHZ+SkkJISMgN+0JCQkhJSbnlc3JycsjJufYf+PT09OKWKVI2qlSHEV/B+r8Zj5iP4NROGDwHAsLMrq5Egv18eKZHAyZ0r8+Wo+dZEJPId3tT+Dk5nVe/2cfb3/1MnxY1GRJtpUO9QJ0tEZFSV6wzI0lJSbzwwgt88cUX+PiU3TClyZMnExAQUPiwWq1l9l4ixebmDj1fgeELwacqnIyF6V0hfo3Zld0Vi8VCpwbVeW9oa2Je6c1r/ZoSGepHTr6NxTtOMnTmFu7953qmr4/nTIbznQ0SEcdVrGtGlixZwsCBA3F3v3Y7YEFBARaLBTc3N3Jycm74M4Dw8HB+//vf33DHzauvvsqSJUvYtWvXTd/nZmdGrFarrhkRx3PhuHEdSfIuwAI9/xe6/gHcXGPAmN1uZ9eJNBbEJPLNzlNk5RYA4OFmoXeTEIa0t9KtYRDuGj8vIjdRJnNGMjIySEhIuGHfmDFjiIyM5OWXX6Z58+a/es6QIUO4dOkSy5YtK9zXuXNnoqKidAGruIa8bFjxR9g+x9hu+AA8OgMqVTO3rlKWlZPP8t2nmB+TxI7Ei4X7awX4MKidlcHRVmpXrWRegSLicMpt6FmPHj1uuJtm5MiR1K5dm8mTJwPGrb3du3dnypQp9O3bl/nz5/P222+zffv2m4aXu/kwIqba8fmVC1qzoWo4DP4MarUyu6oycSAlnQUxSSzecZKLVy5wtVigW8MghkZb6dUkBC8P1zg7JCIlVy5Dz24mMTGR5OTkwu3OnTszd+5cZs6cScuWLVm0aBFLliwpchARcRqtR8DYVVCtLlxMhI/vh+2fml1VmYgM9efVfs3YMqkX7w9tRecG1bHbYf2hMzzzxXY6T1nN5O9+Jv5MptmliogT0Dh4kdJ2+QIsfgYOrTC2W4+APv8AT9duYRw/m8WXsUksjDtxwwWu7esFMjTaSp8WNfHx1Ph5kYpEa9OImMlmg43vwtq3wG6D0CgY/CkE1jO7sjKXV2Bj7YFUFsQksfZgKlfmqeHn48HA1rUZGh1O01r691ikIlAYEXEE8Wvhq7Fw6Rz4BMDAmdD4QbOrKjfJaZdZFHuCBbFJnLhwuXB/VFgAQ6KtPNKyFn4+niZWKCJlSWFExFGknYSFo+DElUGBXV8y5pS4VZyWhc1m56f4s8yPSWLlvhTyCoz/7FTydOfhqJoMbW+lTXg1DVQTcTEKIyKOJD8XVv4Zts0wtuv3gMc+hio1TC3LDOcyc1i84yTztiUSfyarcH/DYF+GRFt5tE0YgVW8TKxQREqLwoiII9qzCL75rbG2jX9tGDQHrNFmV2UKu91OXMIF5m1L4ts9p8jOswHg5e7G/c1CGNY+nE71q+OmgWoiTkthRMRRpf4MC56Ec4fBzRMenAzR44xBHRVUenYe3+w8xfyYRPaevLYWlTWwEkPaWRnUzkqIf9ktQSEiZUNhRMSRZafDN8/B/qXGdotB0O998Kpibl0OYO/JNBbEJLFkx0kycvIBcLPAvZHBDIkOp2fjIDzcNVBNxBkojIg4OrsdtkyFlX8BewEENYEhn0GNhmZX5hAu5xbw3Z5k5sckEnP8QuH+YD9vBrULY0i7cMKrVzaxQhG5E4UREWeRsAkWjoHMFPDygwEfQNP+ZlflUI6kZrIgJpGvtp/kfFZu4f4uEdUZGh3O/c1C8PaoOHcniTgLhRERZ5JxGhY9BQkbje1Oz0Hv18BdMziul5tv478/n2betkQ2HjnL1f96VavsycDWYQxtb6VRiJ+5RYpIIYUREWdTkA+r/wqb/mVsh3eGQbPAL9TcuhxU0vlLLIw7wcLYJJLTsgv3twmvytDocB5uWZPKXh4mVigiCiMizmr/N7DkWcjNAN8QeHwW1O1idlUOq8BmZ8OhM8zblsjqA6kUXJk/7+vtQb+WtRjW3kqL2gEaqCZiAoUREWd29gh8+SSk7geLO9z3V6N1ox/U20rNyGZR3AkWxCSRcO5S4f4mNf0Z1t5K/5a1Cais1pdIeVEYEXF2uVmw/Hewe4Gx3aQf9J8KPvp34E5sNjtbj51nfkwiK/amkJtvDFTz9nCjT4uaDI220r5eoM6WiJQxhRERV2C3Q+zHsOJPYMuDwAYw5HMIaWp2ZU7j4qVcFu84yfxtSRw8nVG4v36NKgyOtvJYmzCC/LxNrFDEdSmMiLiSE3Hw5UhIPwGelY0BaVGDza7KqdjtdnYmXWRBTBLf7DrFpdwCADzcLPRuEsLQ9la6NgzCXePnRUqNwoiIq8k6B1+NhaNrje3o8fDA2+ChReWKKzMnn+W7TjE/JomdSRcL99euWolB7cIY1M5K7aqVzCtQxEUojIi4IlsBrP+b8QCo3Q4Gz4GAMHPrcmIHUtKZvy2JxTtOknY5DzCuE+7WMIhh7a30ahKCp8bPi5SIwoiIKzu0Er4eD9kXoXJ1eOxjaNDT7KqcWnZeAT/sS2H+tiQ2Hz1XuL+GrxePtQ1jSDsr9YN8TaxQxPkojIi4ugvHjetIkncBFrj3f+GeP4Cb/i/+bh07m8WXsUksjD3B2cycwv0d6gUytL2Vh5rXxMdT4+dF7kRhRKQiyMuGFX+E7XOM7YYPwKMzoVJVU8tyFXkFNtYcSGVBTBLrDqZyZZ4a/j4e/LlvUwZHW80tUMTBKYyIVCQ7Podv/wD52RDSAp5cDL5BZlflUpLTLrMw1hiodvLiZSwW+GhkO3o1CTG7NBGHVdTfb53PFXEFrUfA2JXG+PjTe2DWQ5B20uyqXErNgEo836shP/6xJ0Ojrdjt8Py8HfycnG52aSJOT2FExFXUbAljVoB/GJw7DLMehPNHza7K5bi5WXhjQHM6N6hOVm4BY2fHkJqRfecnisgtKYyIuJLqDeCp7yGwPlxMhE8egtQDZlflcjzd3Zj2RFvq16jCqbRsxn8aR3ZegdlliTgthRERV1PVCmO+h+CmkJkCs/vAqZ1mV+VyAip78vHoaKpW9mRX0kX+sHAXNpvDX4In4pAURkRckV8IjP4WarWGS+dgTj9I3Gp2VS6nXo0qTB/RFk93C9/uTua91YfNLknEKSmMiLiqyoEw8hsI7ww56fDZAIhfa3ZVLqdj/eq8NbAFAP9afZglO3ThsEhxKYyIuDIffxjxFTToBXmXYO5gOPCd2VW5nMHtrDzdvT4Af1y0m9jj502uSMS5KIyIuDqvyjBsHkQ+DAW5sGAE7FlkdlUu5+UHIrm/aQi5BTae/iyOpPOXzC5JxGkojIhUBB7eMGgORA0FewF8NQ7i5phdlUtxc7Pw3tBWNKvlz7msXJ6aHUN6dp7ZZYk4BYURkYrC3QMGTIN2TwF2WPY8bJ5qdlUupbKXBx+PiibE35vDqZk8N3cH+QU2s8sScXgKIyIViZsb9H0XOv/W2P5hEqx/Bxx/VQinERrgw0cjo6nk6c6GQ2d4Y/l+s0sScXgKIyIVjcUC970BPf/X2F77Jvz3VQWSUtQiLID/G9IKgDmbE5iz6bip9Yg4OoURkYrIYoHuf4QH3ja2f3rfWGjPppZCaXmweSgvPxgJwF+X7WPdwVSTKxJxXAojIhVZp4nQ733AArEfw9JnoSDf7KpcxoTu9Xm8bRg2Ozw3dwcHUzLMLknEISmMiFR0bUfDYx+BxR12zYNFoyE/x+yqXILFYuHtgS1oXy+QzJx8xs6J4WymvluRX1IYERFo8TgM+QzcveDnZTB/OORqTkZp8PJwY8aIttSpXpkTFy7z9GdaVE/klxRGRMQQ2ReGLwDPynDkv/DF45CdbnZVLqFaFS8+HhWNv48HcQkXePmr3dh1wbBIIYUREbmmwb3w5GLw9oeEn+DT/nBJo81LQ0SwL9NGtMXDzcLSnaf495ojZpck4jAURkTkRuEdYdQyqBQIp7bD7IchU3eClIYuETV4Y0BzAN5ddYhlu06ZXJGIY1AYEZFfq9UKxnwHvqGQug8+eRAuJpldlUsY1j6ccffUA+ClhbvYkXjB5IpEzKcwIiI3F9wEnloBAeFwPh5mPQTn4s2uyiVM6tOEXpHB5OTbGP9pLCcu6GJhqdgURkTk1gLrG4GkegSkJRmB5LTGm98tdzcL7w9rTWSoH2czcxk3J5bMHM13kYpLYUREbi8gDMasgJDmkHkaZveBk9vNrsrp+Xp78MnoaIL8vDmQksHz83ZQYNMdNlIxKYyIyJ35BhsXtdZuB5cvwJxHIGGT2VU5vVpVK/HhyHZ4e7ix5kAqb337s9kliZhCYUREiqZyIIxcAnW7Qm4GfPYoHFltdlVOr5W1Ku8ObgXAJz8d4/MtCeYWJGIChRERKTpvP3hiIUTcB/mXYd5Q+Hm52VU5vb5RNXnp/kYAvPrNPjYePmtyRSLlS2FERIrHsxIMnQtN+0NBLnw5EnZ/aXZVTm9izwgGtq5Ngc3OM1/EcSQ10+ySRMqNwoiIFJ+HFzz2CbQcDvYC+Po3EDvL7KqcmsViYcpjLWhXpxoZ2fk8NTuG81m5ZpclUi4URkSkZNw9oP8HED0esMPyF2HTv82uyql5e7gz48m2WAMrkXj+EhM+iyMnX4vqietTGBGRknNzgz7vwD2/M7ZX/hnWTgYtAldi1X29+WRUNH7eHmw7fp5Xvt6rRfXE5SmMiMjdsVig92tw71+M7fVTjFCiH9ASaxjix3+eaIO7m4Wvtp9g6jpNvhXXpjAiIqWj20vw4N+Mv978H6NtY1OLoaS6NwritX5NAXjnh4Os2JNsckUiZUdhRERKT8cJ8Mh/wOIGcbNh8QQo0JjzknqyU11Gd64LwO++3MnuExdNrUekrBQrjEybNo2oqCj8/f3x9/enU6dOrFix4pbHz549G4vFcsPDx8fnrosWEQfW5kl47CNw84A9X8LCUZCfY3ZVTuvPfZvQo3EQ2Xk2xs2JJTntstkliZS6YoWRsLAwpkyZQlxcHLGxsdx7773079+fffv23fI5/v7+JCcnFz4SEjRdUMTlNX8MhnwB7t5wYDnMHQK5WWZX5ZQ83N3497DWNArxJTUjh7GzY8nSonriYooVRvr160efPn1o2LAhjRo14q233sLX15ctW7bc8jkWi4XQ0NDCR0hIyF0XLSJOoPGDxrRWzypwdC18/hhkp5ldlVPy8/Hk41HR1PD1Yn9yOi/M36lF9cSllPiakYKCAubPn09WVhadOnW65XGZmZnUqVMHq9V6x7MoV+Xk5JCenn7DQ0ScUP3uxno23gGQuNlYYO/SebOrckrWwMrMeLIdXh5u/Pfn0/z9+wNmlyRSaoodRvbs2YOvry/e3t5MmDCBxYsX07Rp05se27hxYz755BOWLl3K559/js1mo3Pnzpw4ceK27zF58mQCAgIKH1artbhlioijsLaH0cuhcg1I3gmz+kBGitlVOaW2darxzuNRAMzYcJQFMYkmVyRSOiz2Yk7Tyc3NJTExkbS0NBYtWsRHH33E+vXrbxlIrpeXl0eTJk0YNmwYb7zxxi2Py8nJISfn2gVv6enpWK1W0tLS8Pf3L065IuIozhyCTx+BjGSoVg9GfQNVw82uyin936pDvL/6MB5uFj4d257ODWqYXZLITaWnpxMQEHDH3+9ih5Ff6t27Nw0aNGDGjBlFOn7QoEF4eHgwb968Ir9HUT+MiDi488fg0/5wMQH8w2DkUqgRYXZVTsdut/P8/J0s23WKgEqeLH62M/WDfM0uS+RXivr7fddzRmw22w1nMW6noKCAPXv2ULNmzbt9WxFxRoH14KnvoUYjSD8Bsx6ClL1mV+V0LBYL7zweRevwqqRdzmPsnFguXtKieuK8ihVGJk2axIYNGzh+/Dh79uxh0qRJrFu3jieeeAKAkSNHMmnSpMLjX3/9dVauXMnRo0fZvn07I0aMICEhgXHjxpXupxAR5+FfC8asgNAWkJUKs/vCiTizq3I6Pp7uzHyyHbWrVuLY2Sye+Xw7ufk2s8sSKZFihZHU1FRGjhxJ48aN6dWrFzExMfzwww/cd999ACQmJpKcfG1k8YULFxg/fjxNmjShT58+pKens2nTpiJdXyIiLqxKDRi1HMLaQ/ZF41qS4xvNrsrpBPl58/Hodvh6e7D56Dn+skSL6olzuutrRsqDrhkRcVE5mTB/GBzbAB4+xqC0hr3NrsrprD2Qytg5Mdjs8EqfSH7TrYHZJYkA5XjNiIhIiXn7wvCF0OhByM+GeUNh/1Kzq3I6PSOD+cvDxhnnySsOsHKfbp0W56IwIiLm8vSBIZ9Ds0fBlgcLR8POot9tJ4bRnesyomM4dju8MH8ne09q2q04D4URETGfu6exuF7rEWC3wZIJsO1Ds6tyKhaLhVf7NaNrwxpczitg3JxYTqdnm12WSJEojIiIY3Bzh37/hg4TjO3vXoKN75lakrPxdHfjP8PbEBHsS0p6NuPmxHI5t8DsskTuSGFERByHmxs8OAW6vmRs//dVWPMmOP519g4joJInn4yKplplT/acTOP3X+7EpkX1xMEpjIiIY7FYoNdfoPdrxvaGd+CHVxRIiiG8emVmjmyHl7sbK/am8I+VB80uSeS2FEZExDHd8zvo8w/jr7dMhWXPg00th6KKrhvI5EdbADB1XTyL4m6/QKmImRRGRMRxtR8PA6aBxQ22fwpfj4eCPLOrchqPtQ3juZ7G2j+Tvt7NtmPnTa5I5OYURkTEsbUaDo/PAjdP2PsVLHgS8nSXSFH9/r5G9GkRSl6Bnac/iyXhXJbZJYn8isKIiDi+ZgNg6FxjSuuhFTB3sDG9Ve7Izc3CPwe1omVYABcu5fHU7BjSLuvskjgWhRERcQ6N7ocnFoGXLxxbD58/Cpcvml2VU6jk5c6HI9tRM8CH+DNZTPxiO3kFWlRPHIfCiIg4j3pdYeRS8AmApK0wpx9knTW7KqcQ7O/DR6PaUdnLnY1HzvLqN/u0qJ44DIUREXEuYe1g9HdQJQhSdsOsPpCefOfnCc1qBfD+0NZYLDB3ayKf/HTc7JJEAIUREXFGoc1hzArwrw1nD8KsB+HCcbOrcgr3NQ3hlYeaAPDmt/tZ/fNpkysSURgREWdVo6ERSKrVM4LIJw/BmUNmV+UUxnWtx7D2Vux2eH7eDn5OTje7JKngFEZExHlVq2MEkqBIyDgFsx6ClD1mV+XwLBYLr/dvTucG1cnKNRbVS83Q7dJiHoUREXFu/jWNa0hqtoRLZ2F2X0iKMbsqh+fp7sa0J9pSv0YVTl68zG8+jSM7TxNuxRwKIyLi/KpUh1HLwNoRstPg0/5wbIPZVTm8gMqefDw6mqqVPdmZdJE/LNylRfXEFAojIuIafALgya+hfg/Iy4IvBsGhH8yuyuHVq1GF6SPa4ulu4dvdyby3+rDZJUkFpDAiIq7DqwoMWwCN+0B+NswfDvsWm12Vw+tYvzpvDTQW1fvX6sMs2XHS5IqkolEYERHX4ukDgz+F5o+DLR8WPQU7Pje7Koc3uJ2Vp7vXB+CPi3YTl6BF9aT8KIyIiOtx94RHZ0KbUWC3wdKJsHWm2VU5vJcfiOT+piHkFtj4zadxJJ2/ZHZJUkEojIiIa3Jzh37vQ8eJxvaK/4Ef/2luTQ7Ozc3Ce0Nb0ayWP+eycnlqdgzp2VpUT8qewoiIuC6LBR54C7q/bGyvfh3++1fQmiy3VNnLg49HRRPi783h1Eyem7uDfC2qJ2VMYUREXJvFAj1fgfveMLY3vgsrXgabfmBvJTTAh49HRVPJ050Nh87wxvL9ZpckLk5hREQqhi7PQ993AQtsmwHfPAc2Dfm6lea1A/i/Ia0AmLM5gTmbjptaj7g2hRERqTiix8LAGWBxh51fGHfa5OeaXZXDerB5KC8/GAnAX5ftY93BVJMrElelMCIiFUvLITB4Drh5wv4lsGAE5F02uyqHNaF7fQa1DcNmh9/O3cGh0xlmlyQuSGFERCqeJv1g+HzwqASHfzCmteboR/ZmLBYLbw1sQft6gWTk5PPU7BjOZuaYXZa4GIUREamYInrDiK/Ayw+O/wifDYTLF8yuyiF5ebgxY0Rb6lSvzIkLl3n6My2qJ6VLYUREKq66XWDUUqhUDU7EwOx+kHnG7KocUrUqXnw8Khp/Hw/iEi7wp692Y9ct0lJKFEZEpGKr3RZGfwdVguH0Hpj1EKRpbZabiQj2ZdqItni4WViy8xT/XnPE7JLERSiMiIiENIWnvgf/MDh3GGY9COePmV2VQ+oSUYM3BjQH4N1Vh1i265TJFYkrUBgREQGo3sAIJIH14WIifPIgpB4wuyqHNKx9OOPuqQfASwt3sSNR19rI3VEYERG5qqoVxqyA4KaQmQKz+8CpnWZX5ZAm9WlC7ybB5OTbGP9pHCcuaFE9KTmFERGR6/mFwuhvoVZruHQO5jwCiVvNrsrhuLtZeH9oa5rU9OdsZg7j5sSSmZNvdlnipBRGRER+qXIgjPwGwjtDThp8NgDi15pdlcOp4u3Bx6PaEeTnzYGUDJ6ft4MCm+6wkeJTGBERuRkff2MOSYN7Ie8SzB0MB1eYXZXDqVW1Eh+ObIe3hxtrDqTy9nc/m12SOCGFERGRW/GqDMPmQ+TDUJBrjI7fs8jsqhxOK2tV3h3cCoCPNx7ji60J5hYkTkdhRETkdjy8YdAciBoCtnz4ahzEzTG7KofTN6omL93fCID/t3QfGw+fNbkicSYKIyIid+LuAQOmQ7unADssex42/ANsNrMrcygTe0YwsHVtCmx2nvkijiOpmWaXJE5CYUREpCjc3KDvu9D5t8b2mjdg3hDIOmduXQ7EYrEw5bEWtKtTjYzsfMbOieF8Vq7ZZYkTUBgRESkqiwXuewP6vQ/u3nB4JczoColbzK7MYXh7uDPjybZYAyuRcO4SEz6LIydfi+rJ7SmMiIgUh8UCbUfD+NVQPQLST8KsPrDxPbVtrqju680no6Lx8/Zg2/HzvPL1Xi2qJ7elMCIiUhKhLeA366DFILAXwH9fNW7/VdsGgIYhfvzniTa4u1n4avsJpq2PN7skcWAKIyIiJeXtB49+CP3+BR4+cGQVTL8HEjabXZlD6N4oiNf6NQXg798fZMWeZJMrEkelMCIicjcsFmg7CsZdadtknILZfWHj/6ltAzzZqS6jO9cF4Hdf7mT3iYum1iOOSWFERKQ0hDb/RdvmNbVtrvhz3yb0aBxEdp6NcXNiSU67bHZJ4mAURkRESovaNjfl4e7Gv4e1plGIL6kZOYydHUuWFtWT6yiMiIiUphvaNg2vtW1+fLdCt238fDz5eFQ0NXy92J+czosLdmpRPSmkMCIiUhYK2zaDjbbN6r/C3EGQVXHHpFsDKzPjyXZ4ebixav9p/v79AbNLEgehMCIiUla8feHRmfDIv6+0bf4L07tW6LZN2zrVeOfxKABmbDjKgphEkysSR6AwIiJSliwWaDMSxq9R2+aK/q1q80KvhgD87+K9bI7XRb4VncKIiEh5CGlmtG2ihqhtA7zYuyGPtKxFvs3OhM/jOHpGi+pVZMUKI9OmTSMqKgp/f3/8/f3p1KkTK1asuO1zFi5cSGRkJD4+PrRo0YLvvvvurgoWEXFa3r4wcAY88p9ftG02mV1ZubNYLPz98Shah1cl7XIeY+fEcvGSFtWrqIoVRsLCwpgyZQpxcXHExsZy77330r9/f/bt23fT4zdt2sSwYcMYO3YsO3bsYMCAAQwYMIC9e/eWSvEiIk7HYoE2TxptmxqNrrRtHoYf/1nh2jY+nu7MfLIdtatW4tjZLJ75fDu5+RXrOxCDxX6XqxcFBgbyzjvvMHbs2F/92ZAhQ8jKymL58uWF+zp27EirVq2YPn16kd8jPT2dgIAA0tLS8Pf3v5tyRUQcR04mfPt72L3A2G7Qy7jgtUoNc+sqZwdS0nl82mYyc/IZ0s7KlMdaYLFYzC5LSkFRf79LfM1IQUEB8+fPJysri06dOt30mM2bN9O7d+8b9j3wwANs3nz7K8lzcnJIT0+/4SEi4nJ+2baJX31lSFrFattEhvrz72GtcbPAgtgkPvzxqNklSTkrdhjZs2cPvr6+eHt7M2HCBBYvXkzTpk1vemxKSgohISE37AsJCSElJeW27zF58mQCAgIKH1artbhliog4h1+1bZKv3G1Tsdo2PSOD+cvDxm/J5BUHWLnv9r8T4lqKHUYaN27Mzp072bp1K8888wyjRo1i//79pVrUpEmTSEtLK3wkJSWV6uuLiDickGYwfi1EDQW7DVa/Dl88XqHuthnduS4jOoZjt8ML83ey92Sa2SVJOSl2GPHy8iIiIoK2bdsyefJkWrZsyfvvv3/TY0NDQzl9+vQN+06fPk1oaOht38Pb27vwjp2rDxERl+ftCwOnQ/8PwKPStbbN8Z/MrqxcWCwWXuvXjK4Na3A5r4Bxc2I5nZ5tdllSDu56zojNZiMnJ+emf9apUydWr159w75Vq1bd8hoTEZEKz2KB1iNubNvMeRg2/KNCtG083N34z/A2RAT7kpKezaNTN/H5lgSy8wrMLk3KULHCyKRJk9iwYQPHjx9nz549TJo0iXXr1vHEE08AMHLkSCZNmlR4/AsvvMD333/PP//5Tw4cOMBrr71GbGwszz33XOl+ChERVxPS9Ma2zZo34IvHIPOM2ZWVuYBKnnwyKpqaAT6cvHiZPy/ZS9e/r2XmhngytdqvSypWGElNTWXkyJE0btyYXr16ERMTww8//MB9990HQGJiIsnJyYXHd+7cmblz5zJz5kxatmzJokWLWLJkCc2bNy/dTyEi4op+1bZZAzO6Voi2TXj1yqz5Qw9e69eUWgE+nMnI4e3vDtBlyhreXXWIC1kakOZK7nrOSHnQnBERqfBO74eFo+DsIbC4Qc9X4J4/gJvrr+qRm29jyc6TTF8Xz9GzWQBU9nJnePtwxnWtT2iAj8kVyq0U9fdbYURExFnkZMJ3L8GuecZ2g3th4EzwDTK3rnJSYLPz/d4UPlh7hP3JxvwpL3c3HmsbxoTu9alTvYrJFcovKYyIiLiqHV/At3+A/MvgGwqPfwx17zG7qnJjt9tZf+gMU9fGs+34eQDcLNCvZS2e6dGAyFD9TjgKhREREVeW+jN8OQrOHqxwbZvrbTt2nqnrjrDu4LULe3s3CebZnhG0Ca9mYmUCCiMiIq4vNwu+fQl2zTW26/eERz+sMG2b6+09mca09fF8tyeZq79qnepXZ2LPCLpEVNdaNyZRGBERqSgqeNvmevFnMpmxPp6vt58k32b8vLUMC+CZHhHc3zQENzeFkvKkMCIiUpH8sm3T4xXo+ntwcze7MlOcvHiZDzccZX5MItl5xrC4hsG+PNOjAf1a1sLTvWK1s8yiMCIiUtHkZsF3/wM7vzC2K3Db5qqzmTnM+ukYn25KIOPKwLSwapV4unsDBrUNw8ezYoa18qIwIiJSUf2ybfPYR1Cvq9lVmSo9O4/PtyTw8Y/HOHdlYFqQnzfj7qnHEx3r4OvtYXKFrklhRESkIkv9GRaOhjMH1La5zuXcAr6MTWLG+nhOpRmL8Pn7eDC6c11Gd6lHYBUvkyt0LQojIiIV3a/aNj2utG2CTS3LEeTm21i68yTT1sdz9Iwx1bWSpzvDO4QzXlNdS43CiIiIGHbONdo2eZfAN+RK26ab2VU5hAKbnR/2GVNd950yprp6ult4vG0YT3drQN0amup6NxRGRETkmtQDxto2hW2bSdD1DxW+bXOV3W5nw+GzfLD2CNuOXZvq2jeqFs/2aECTmvrtKQmFERERuVFuFnz3R9j5ubGtts1NxRw/z9S1R1h73VTXXpHGVNe2dTTVtTgURkRE5ObUtimSfafSmLruxqmuHesHMrFnBPdE1NBU1yJQGBERkVv7Zdum+5+g20tq29zE0TOZTF8fz+IdJ8krMH4yo8ICeFZTXe9IYURERG7vl22bet2NsyRq29zUqYuX+fDHo8zbdm2qa0SwL890b8AjrTTV9WYURkREpGh2zoNvf6+2TRGdy8xh1k/HmbP5OBnZxlTX2lUrMaF7fQa1s2qq63UURkREpOjOHDTWtjnzs9o2RXR1qusnG49xNtOY6lrD15ux99RjRMdw/Hw8Ta7QfAojIiJSPLmXYMX/wA61bYojO+/qVNejnLx4GTCmuo7qXJcxFXyqq8KIiIiUzC/bNo9+CPW7m12Vw8srsLF05ymmrjtyw1TXYe3DGd+tHjUDKplcYflTGBERkZK7vm2DBXr8Cbr9j9o2RVBgs7NyXwofrDvC3pPXpro+1iaMp7s3oF4FmuqqMCIiIncn9xKs+CPs+MzYrtcNHv0I/ELMrctJ2O12frwy1XXrdVNd+7SoybM9Imhay/V/zxRGRESkdOyaD8t/Z7RtqgQb15GobVMsscfPM3VdPGsOpBbuuzcymIk9G9C2TqCJlZUthRERESk9Zw7CwtGQuh+1bUpu36k0pq2L59vrprp2qBfIsz0j6NbQ9aa6KoyIiEjpUtum1Bw9k8mM9Uf5eseJwqmuzWv7M7FHBA80C3WZqa4KIyIiUjZ2LbjStsm60rb50Fh0T4otOe0yH244xtxtCYVTXRsEVeGZHhH0d4GprgojIiJSds4cMta2udq26f4ydP+j2jYldC4zh9mbjjN7041TXZ/uXp/BTjzVVWFERETKVu4l+P5l2P6psV23Kzz2sdo2dyEjO4/PtyTy8cZjnM3MAaCGrxdP3VOPER3r4O9kU10VRkREpHyobVPqsvMKWBibxPTrprr6+XgwqlNdxnSpS3Vfb5MrLBqFERERKT+/atv80WjdqG1zV/IKbHxzZapr/JWprj6ebsZU1671qVXVsae6KoyIiEj5umnb5iPwCzW3Lhdgs9lZuT+FD9bGs+dkGmBMdX20dRgTejjuVFeFERERMcfuL2HZi1faNkHG2jYNeppdlUu4OtV16rojbDl6barrQy1q8myPBjSrFWByhTdSGBEREfOcPWysbZO6D7VtykZcwnmmro1n9XVTXXs2DmJizwja1XWMqa4KIyIiYq68y7DiZdg+x9hW26ZM7D+VzrT18Xy7+xS2K7/o7esFMtEBproqjIiIiGNQ26ZcHDubxYz18Xy1/dpU12a1/JnY05jq6m7CVFeFERERcRy/bNt0+x9jfRu1bUpdctplPvrxGHO3JnI5rwCA+kFVeKZ7Awa0rl2uU10VRkRExLHkXYbv/wRxs41ttW3K1PmsXGb/dIzZm46Tft1U1990q8+Q6PKZ6qowIiIijmn3Qlj+IuRmXmnbzIQG95pdlcvKyM7ji62JfPTjjVNdx3Spx5Odynaqq8KIiIg4rrOHYeFoOL0XtW3KR3ZeAQvjTjB9Xfy1qa7eHozsXIcxXepRowymuiqMiIiIY/tl26bOPUbbxr+mqWW5urwCG8t2nWLquniOpGYCxlTXL8Z1oG2d0r0luKi/3869NrGIiDgvz0rQ731jcT0vX0jYCNPvgSOrza7MpXm6u/FomzBWvtiN6SPaEhUWQEAlT5rXNm9gms6MiIiI+c4eMda2KWzbvATd/wTuHmZX5vLsdjsp6dnUDCj9dW50ZkRERJxHjQgY919oOwaww4Z34NP+kJ5sdmUuz2KxlEkQKQ6FERERcQyelaDfe2rbVEAKIyIi4lhaPA6/WQ8hLeDSWfj8MVjzJhTkm12ZlBGFERERcTw1ImDcKrVtKgiFERERcUxq21QYCiMiIuLY1LZxeQojIiLi+NS2cWkKIyIi4hxu1baJX2N2ZXKXFEZERMS5FLZtmhttm88eVdvGySmMiIiI89GQNJeiMCIiIs5JbRuXoTAiIiLO7aZtm7fAVmB2ZVJExQojkydPJjo6Gj8/P4KDgxkwYAAHDx687XNmz56NxWK54eHj43NXRYuIiNygsG0zGqNt83ejbZORYnZlUgTFCiPr169n4sSJbNmyhVWrVpGXl8f9999PVlbWbZ/n7+9PcnJy4SMhIeGuihYREfkVz0rQ7/1rbZvjP6pt4ySKtTbz999/f8P27NmzCQ4OJi4ujm7dut3yeRaLhdDQ0JJVKCIiUhwtHoearWDhKDi912jbdPsf6PEncHM3uzq5ibu6ZiQtLQ2AwMDA2x6XmZlJnTp1sFqt9O/fn3379t32+JycHNLT0294iIiIFJnaNk6lxGHEZrPx4osv0qVLF5o3b37L4xo3bswnn3zC0qVL+fzzz7HZbHTu3JkTJ07c8jmTJ08mICCg8GG1WktapoiIVFRX2zaPfqS2jYOz2O12e0me+Mwzz7BixQo2btxIWFhYkZ+Xl5dHkyZNGDZsGG+88cZNj8nJySEnJ6dwOz09HavVSlpaGv7+/iUpV0REKrKzh2HhaKNtg0Vtm3KSnp5OQEDAHX+/S3Rm5LnnnmP58uWsXbu2WEEEwNPTk9atW3PkyJFbHuPt7Y2/v/8NDxERkRKr0VBtGwdWrDBit9t57rnnWLx4MWvWrKFevXrFfsOCggL27NlDzZo1i/1cERGRElPbxmEVK4xMnDiRzz//nLlz5+Ln50dKSgopKSlcvny58JiRI0cyadKkwu3XX3+dlStXcvToUbZv386IESNISEhg3LhxpfcpREREiipqEPxmnTEkLeuMhqQ5gGKFkWnTppGWlkaPHj2oWbNm4WPBggWFxyQmJpKcfG1tgAsXLjB+/HiaNGlCnz59SE9PZ9OmTTRt2rT0PoWIiEhxqG3jUEp8AWt5KuoFMCIiIsW2+0tY9iLkZUGVIHj0Q2jQ0+yqXEKZXsAqIiLiMqIGw9PrIbjZlbbNQLVtypnCiIiISI2GMH612jYmURgRERGB6+62+RA8q1x3t81asytzeQojIiIi17tZ22bt22rblCGFERERkV+62rZpMwqww/q/qW1ThhRGREREbsazEjzyL7VtyoHCiIiIyO2obVPmFEZERETuRG2bMqUwIiIiUhRq25QZhREREZHiiBpsrG2jtk2pURgREREprqBGatuUIoURERGRkrhp26YrHF1ndmVOR2FERETkbhS2bZpCVip8OgDWTlbbphgURkRERO5WUCMYtxrajMRo20y50rY5bXZlTkFhREREpDR4VYZH/g0DZ954t43aNnekMCIiIlKaWg5R26aYFEZERERKm9o2xaIwIiIiUhbUtikyhREREZGypLbNHSmMiIiIlDW1bW5LYURERKQ8qG1zSwojIiIi5elmbZt1Uyp020ZhREREpLxdbdu0fhKww7rJ8NmACtu2URgRERExg1dl6P+fa22bYxsqbNtGYURERMRMatsojIiIiJiugrdtFEZEREQcQWHbZgZ4Vr6ubbPe7MrKnMKIiIiII2k59Bdtm/4u37ZRGBEREXE0QY0rVNtGYURERMQRVaC2jcKIiIiII6sAbRuFEREREUfn4m0bhRERERFn4MJtG4URERERZ+KCbRuFEREREWdz07bNQMhMNbuyElEYERERcUZX2zYDpl9p26w32jbHNphdWbEpjIiIiDizVsOMtk1QE8g8faVt8zenatsojIiIiDi7oMYwfg20HgF2G6x726naNgojIiIirsCrMvT/wCnbNgojIiIirsQJ2zYKIyIiIq7Gydo2CiMiIiKuyInaNgojIiIirswJ2jYKIyIiIq7Owds2CiMiIiIVgQO3bRRGREREKpJWw2D8WgiKdJi2jcKIiIhIRRMcabRtWl3XtjHxDImHae8sIiIi5vGqAgM+gLr3wOm90KCnaaUojIiIiFRkrYaZXYHaNCIiImIuhRERERExlcKIiIiImEphREREREylMCIiIiKmKlYYmTx5MtHR0fj5+REcHMyAAQM4ePDgHZ+3cOFCIiMj8fHxoUWLFnz33XclLlhERERcS7HCyPr165k4cSJbtmxh1apV5OXlcf/995OVlXXL52zatIlhw4YxduxYduzYwYABAxgwYAB79+696+JFRETE+Vnsdru9pE8+c+YMwcHBrF+/nm7dut30mCFDhpCVlcXy5csL93Xs2JFWrVoxffr0Ir1Peno6AQEBpKWl4e/vX9JyRUREpBwV9ff7rq4ZSUtLAyAwMPCWx2zevJnevXvfsO+BBx5g8+bNd/PWIiIi4iJKPIHVZrPx4osv0qVLF5o3b37L41JSUggJCblhX0hICCkpKbd8Tk5ODjk5OYXb6enpJS1TREREHFyJz4xMnDiRvXv3Mn/+/NKsBzAulA0ICCh8WK3WUn8PERERcQwlCiPPPfccy5cvZ+3atYSFhd322NDQUE6fPn3DvtOnTxMaGnrL50yaNIm0tLTCR1JSUknKFBERESdQrDBit9t57rnnWLx4MWvWrKFevXp3fE6nTp1YvXr1DftWrVpFp06dbvkcb29v/P39b3iIiIiIayrWNSMTJ05k7ty5LF26FD8/v8LrPgICAqhUqRIAI0eOpHbt2kyePBmAF154ge7du/PPf/6Tvn37Mn/+fGJjY5k5c2aR3/fqDT+6dkRERMR5XP3dvuONu/ZiAG76mDVrVuEx3bt3t48aNeqG53355Zf2Ro0a2b28vOzNmjWzf/vtt8V5W3tSUtIt31sPPfTQQw899HDsR1JS0m1/5+9qzkh5sdlsnDp1Cj8/PywWS6m9bnp6OlarlaSkJLWCypC+5/Kj77p86HsuH/qey0dZfs92u52MjAxq1aqFm9utrwwp8a295cnNze2OF8reDV2XUj70PZcffdflQ99z+dD3XD7K6nsOCAi44zFaKE9ERERMpTAiIiIipqrQYcTb25tXX30Vb29vs0txafqey4++6/Kh77l86HsuH47wPTvFBawiIiLiuir0mRERERExn8KIiIiImEphREREREylMCIiIiKmqpBhZMOGDfTr149atWphsVhYsmSJ2SW5pMmTJxMdHY2fnx/BwcEMGDCAgwcPml2Wy5k2bRpRUVGFA4s6derEihUrzC7L5U2ZMgWLxcKLL75odiku57XXXsNisdzwiIyMNLssl3Ty5ElGjBhB9erVqVSpEi1atCA2Nrbc66iQYSQrK4uWLVvywQcfmF2KS1u/fj0TJ05ky5YtrFq1iry8PO6//36ysrLMLs2lhIWFMWXKFOLi4oiNjeXee++lf//+7Nu3z+zSXFZMTAwzZswgKirK7FJcVrNmzUhOTi58bNy40eySXM6FCxfo0qULnp6erFixgv379/PPf/6TatWqlXstTjEOvrQ99NBDPPTQQ2aX4fK+//77G7Znz55NcHAwcXFxdOvWzaSqXE+/fv1u2H7rrbeYNm0aW7ZsoVmzZiZV5boyMzN54okn+PDDD3nzzTfNLsdleXh4EBoaanYZLu1vf/sbVquVWbNmFe6rV6+eKbVUyDMjYo60tDQAAgMDTa7EdRUUFDB//nyysrLo1KmT2eW4pIkTJ9K3b1969+5tdiku7fDhw9SqVYv69evzxBNPkJiYaHZJLuebb76hXbt2DBo0iODgYFq3bs2HH35oSi0V8syIlD+bzcaLL75Ily5daN68udnluJw9e/bQqVMnsrOz8fX1ZfHixTRt2tTsslzO/Pnz2b59OzExMWaX4tI6dOjA7Nmzady4McnJyfz1r3+la9eu7N27Fz8/P7PLcxlHjx5l2rRp/P73v+eVV14hJiaG559/Hi8vL0aNGlWutSiMSLmYOHEie/fuVd+3jDRu3JidO3eSlpbGokWLGDVqFOvXr1cgKUVJSUm88MILrFq1Ch8fH7PLcWnXt9GjoqLo0KEDderU4csvv2Ts2LEmVuZabDYb7dq14+233wagdevW7N27l+nTp5d7GFGbRsrcc889x/Lly1m7di1hYWFml+OSvLy8iIiIoG3btkyePJmWLVvy/vvvm12WS4mLiyM1NZU2bdrg4eGBh4cH69ev51//+hceHh4UFBSYXaLLqlq1Ko0aNeLIkSNml+JSatas+av/YWnSpIkpLTGdGZEyY7fb+e1vf8vixYtZt26daRdGVUQ2m42cnByzy3ApvXr1Ys+ePTfsGzNmDJGRkbz88su4u7ubVJnry8zMJD4+nieffNLsUlxKly5dfjVu4dChQ9SpU6fca6mQYSQzM/OGhH3s2DF27txJYGAg4eHhJlbmWiZOnMjcuXNZunQpfn5+pKSkABAQEEClSpVMrs51TJo0iYceeojw8HAyMjKYO3cu69at44cffjC7NJfi5+f3q+udqlSpQvXq1XUdVCl76aWX6NevH3Xq1OHUqVO8+uqruLu7M2zYMLNLcym/+93v6Ny5M2+//TaDBw9m27ZtzJw5k5kzZ5Z/MfYKaO3atXbgV49Ro0aZXZpLudl3DNhnzZpldmku5amnnrLXqVPH7uXlZQ8KCrL36tXLvnLlSrPLqhC6d+9uf+GFF8wuw+UMGTLEXrNmTbuXl5e9du3a9iFDhtiPHDlidlkuadmyZfbmzZvbvb297ZGRkfaZM2eaUofFbrfbyz8CiYiIiBh0AauIiIiYSmFERERETKUwIiIiIqZSGBERERFTKYyIiIiIqRRGRERExFQKIyIiImIqhRERERExlcKIiIiImEphREREREylMCIiIiKmUhgRERERU/1//lvdGkHlP8wAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [7/15], Loss: 2.4700\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [8/15], Loss: 1.8462\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [9/15], Loss: 1.6511\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [10/15], Loss: 1.1982\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [11/15], Loss: 1.0367\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [12/15], Loss: 1.0424\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [13/15], Loss: 0.8872\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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kYzC5P2SlXvPHhQeV4pOBzZg0tBW1QkpzOjWLZ37ayh1jV7LlSGKhlS0iIiXLNYWRlJQUBg0axOeff07ZsmWvuO+HH37ILbfcwtNPP03dunV59dVXadasGZ988sk1FSwFVKoMDPwB/MpB3Cb4+UGwX1+H1Zga5Zk7oh3/16MupX082XQ4kV5jVvDc9K2c0Rw3IiJSQNcURoYNG0aPHj3o3LnzVfddtWrVP/br2rUrq1atuuwxmZmZ2Gy2ixa5DsHVoP8k8PCGXbNh4UvX/ZFeHlYeaFedRU924PamFXE4YNKaWG58bwnfrzlErm7diIhIPhU4jEyZMoUNGzYwevTofO0fHx9PaGjoRdtCQ0OJj4+/7DGjR48mKCgob4mMjCxomfJ3lVtDrzHG+ooPYf03hfKxIYG+/O+uJvz4UDRRYQEkpmXz3+nb6D1mBRtjzxTKOUREpHgrUBg5fPgwI0aM4Pvvv8fX19dZNTFq1CiSkpLylsOHDzvtXCVKo37Q4Vljfc4TsH9poX30DdWCmf3vtrzYsx4BPp5sPZrE7Z+u5D/TNnMqJbPQziMiIsVPgcLI+vXrOX78OM2aNcPT0xNPT0+WLl3KRx99hKenJ7m5uf84JiwsjISEhIu2JSQkEBYWdtnz+Pj4EBgYeNEihaTjs9CgD9hz4Md/wcm9hfbRnh5W7m1TjUVPdaRP80qA0cH1xneX8O2qg7p1IyIil1SgMNKpUye2bt3Kpk2b8pYWLVowaNAgNm3ahIeHxz+OiY6OZuHChRdtW7BgAdHR0ddXuVwbi8W4XVPpBshIgu/7QuqpQj1FhQAf3u3bmJ8eiaZ+RCC2jBxemLmdnh8vZ93B04V6LhERcX8Wh6OAk5f8TceOHWnSpAkffPABAIMHD6ZixYp5Y0pWrlxJhw4dePPNN+nRowdTpkzhjTfeYMOGDTRo0CBf57DZbAQFBZGUlKSrJIUl5QR8cRMkxkLlGBg8Azx9Cv00uXYHk9Yc4p1fd2PLMCbcu6NZRUZ1q0uFgMI/n4iIuI78/n4XegfW2NhY4uLON9eKiYlh0qRJjB8/nsaNGzNt2jRmzJiR7yAiTlK6AgycCj6BELsSZo0o8KR6+eFhNRqmLX6qI/1bRmKxwM8bjnLTu0v4avkBcnKv7zFjERFxf9d9ZaQo6MqIE+1baNyqceTCTf8H7Z926uk2HU7khZnb2HLEmN+mTmgAr/SqT6vq5Zx6XhERKXqmXRkRN1OzE3R/21hf9Bps+9mpp2sSWYbpj7Zh9B0NKevnxe6EZO4av5oRUzaSYMtw6rlFRMQ1KYwItHwAWj9qrM94BI6sc+rpPKwWBtxQmUVPdmRQq8pYLDBz0zFuencJny/bT7Zu3YiIlCi6TSMGey5MGQh75oN/BRi6CMpULpJTbz2SxPMzt7HpcCIANUNK88pt9YmpWb5Izi8iIs6h2zRSMFYPuPNLCG0IqSeMWX4ziqYNf8NKQfz8SAxv92lEOX9v9h1PYeAXaxg2aQNxSelFUoOIiJhHYUTO8ykNA6dA6TA4vgOm3Qe5OUVyaqvVQr8WkSx6siNDoqtgtcCcLXHc9O5SPl2yj6wc3boRESmuFEbkYkGVYMBk8CwF+xbAr6OK9vR+XrzcqwGz/92OllXLkp6dy9vzd3PLB8tYtudEkdYiIiJFQ2FE/qliM7hjvLH+53hYM77IS6gXEciPD0Xzfr/GlC/tw/6TqQz+6k8e/m49R86kFXk9IiLiPAojcmn1boPOLxnr85+BPb8VeQkWi4U7mlVi0VMduK9NNTysFuZvj6fz+0v5eOFeMrL/OReSiIi4H4URubw2I6Hp3eCwG+NHErabUkagrxcv9KzH3Mfa0apaMBnZdt5bsIeuHyxj8a7jptQkIiKFR2FELs9igR7/g6rtICvZeMImxbwf/zphAUx5sDUf9m9CaKAPh06lce+EtYyYshE3eEJdREQuQ2FErszTG/p9C+VqQtJhmPGoU+awyS+LxUKvJhVZ+GRHHmpfHU+rhZmbjjF7S9zVDxYREZekMCJX5xcMd30PHj7GEzbrvjK7Ikr7eDKqe10e61QLgLfm7yIzR2NIRETckcKI5E9I1PkBrb/9H5z6y9RyznmgXTVCA304ciadb1YeNLscERG5Bgojkn+tHoZq7SE7DaY/VGQN0a7Ez9uTJ2+uA8DHi/ZxJjXL5IpERKSgFEYk/6xW6PUp+ATCkbWw4n9mVwTAnc0qERUWQHJGDh8t2mt2OSIiUkAKI1IwZSKh+zvG+pI34dgmU8sBYxbg/+tRD4DvVh3iwMlUkysSEZGCUBiRgmt0F9S9Dew58PODkG3+ZHZta5WnY50K5NgdvD1/l9nliIhIASiMSMFZLHDrB1A6FE7uhoWvmF0RAKO61cVqgXnb4ll38LTZ5YiISD4pjMi18S8HvcYY66s/hf1Lza0HoynaXS0jAXhtzk41QhMRcRMKI3LtanWB5vca6zMehfREU8sBeLxzbfy8Pdh0OFGN0ERE3ITCiFyfm1+DstXAdgTm/cfsaggJ9OWh9jUANUITEXEXCiNyfXxKwx3jwWKFLT/A9hlmV8TQ9ucboX278pDZ5YiIyFUojMj1i7wB2j5hrM8eCcnxppZzcSO0vWqEJiLi4hRGpHB0eAbCGkH6GZg53NTJ9OB8IzRbRg4fL9pnai0iInJlCiNSODy94Y7Pz0+mt/5rU8vxsFr4b4+6AHy3+iAH1QhNRMRlKYxI4QmJgs4vGuu//tf0yfTa1apAh9oVyM518JYaoYmIuCyFESlcrR6Bqu1cZjK957qrEZqIiKtTGJHCZbVC77EuM5meGqGJiLg+hREpfC42md6FjdDmbFUjNBERV6MwIs7hQpPpqRGaiIhrK1AYGTt2LI0aNSIwMJDAwECio6OZN2/eZfefMGECFovlosXX1/e6ixY3cG4yPf8Ql5hMb2j7aoQE+HD4dDrfrVIjNBERV1KgMFKpUiXefPNN1q9fz7p167jpppvo1asX27dvv+wxgYGBxMXF5S2HDumHoMRwocn0/Lw9eepsI7SPFu4lMU2N0EREXEWBwkjPnj3p3r07tWrVonbt2rz++uuULl2a1atXX/YYi8VCWFhY3hIaGnrdRYsbqX2zy0ymd2fz843QPlqoRmgiIq7imseM5ObmMmXKFFJTU4mOjr7sfikpKVSpUoXIyMirXkU5JzMzE5vNdtEibuyiyfSeMa0MNUITEXFNBQ4jW7dupXTp0vj4+PDwww8zffp06tWrd8l969Spw1dffcXMmTOZOHEidrudmJgYjhw5csVzjB49mqCgoLwlMjKyoGWKK7loMr0ppk6md2EjtLd/VSM0ERFXYHEUsPFCVlYWsbGxJCUlMW3aNL744guWLl162UByoezsbOrWrcuAAQN49dVXL7tfZmYmmZmZea9tNhuRkZEkJSURGBhYkHLFlSx8Ff54F0qVhUdXQ0CYKWXsjk+m24fLsDvgp0eiaV4l2JQ6RESKO5vNRlBQ0FV/vwt8ZcTb25uaNWvSvHlzRo8eTePGjfnwww/zdayXlxdNmzZl374r36/38fHJe2Ln3CLFgItMplcnLIB+LdQITUTEVVx3nxG73X7RVYwryc3NZevWrYSHh1/vacUdudBkek90qU0pLw82xiYyd2u8aXWIiEgBw8ioUaNYtmwZBw8eZOvWrYwaNYolS5YwaNAgAAYPHsyoUaPy9n/llVf47bff2L9/Pxs2bODuu+/m0KFDPPDAA4X7V4j7cJHJ9EICfXmoQ3UA3py/U43QRERMVKAwcvz4cQYPHkydOnXo1KkTa9eu5ddff6VLly4AxMbGEhd3vt32mTNnGDp0KHXr1qV79+7YbDZWrlyZr/ElUoy5yGR6D7avrkZoIiIuoMADWM2Q3wEw4kYSD8PYGMi0wU3/B+2fNqWMH9ce5j8/bSHQ15Nl/7mRMn7eptQhIlIcOW0Aq0ihcJHJ9C5shPbxIjVCExExg8KImOfCyfSmP2TKZHoeVgvPdTcaoX276iCHTqkRmohIUVMYEfNcOJneiV2mTabXvnYF2p9rhDZ/tyk1iIiUZAojYi7/ctDrE2PdxMn0nusehdUCc7bGsf7QaVNqEBEpqRRGxHy1u5o+mV5UWKAaoYmImERhRFyDC0ymp0ZoIiLmUBgR1+ACk+ld2Ajtrfm71AhNRKSIKIyI64i8Ado+bqzPHgnJRX914lwjtNjTaWqEJiJSRBRGxLV0eNbUyfT8vD158ubaAHy8aB+JaVlFen4RkZJIYURci6e3cbvGxMn0+jSPJCosgKT0bD5RIzQREadTGBHXE1LX1Mn0LmyE9o0aoYmIOJ3CiLgmkyfTUyM0EZGiozAirslqhd5jwScQjqyFFf8r8hIuboR2psjPLyJSUiiMiOsyeTK9qLBA+jY3GqG9PmeHGqGJiDiJwoi4tn9MppdRpKd/4majEdqG2ETmbVMjNBERZ1AYEddm8mR6oYG+PNjeaIT25rxdZOXYi/T8IiIlgcKIuL6LJtMbU+ST6T3U4XwjtG9XHSzSc4uIlAQKI+IeaneF5vcY60U8mZ4aoYmIOJfCiLiPm183bTK9Ps0jqROqRmgiIs6gMCLuw8TJ9DysFp7rcb4RWuyptCI7t4hIcacwIu7FxMn0OtSuQLta5cnOdfDWr7uK7LwiIsWdwoi4HxMn03uue10sFpizRY3QREQKi8KIuB8TJ9OrGx5I3+aVAHhj7k41QhMRKQQKI+KeLpxMb/5zcGR9kZ36yZvrUMrLg/WHzqgRmohIIVAYEffV6hGodTPkpMOkfnB6f5GcVo3QREQKl8KIuC+rFfp8ZYwfSTsJE/tA6qkiOfWD7atT4WwjtO9WHyqSc4qIFFcKI+LefAJg0FQIqgyn/4IpAyA73emn9ffx5MkuRiO0jxbuJSkt2+nnFBEprhRGxP0FhBmBxDcIDq+Bnx8Eu/NvnfRtcUEjtMV7nX4+EZHiSmFEioeQKOg/CTy8Yecv8Nv/Of2UHlYLo7pHAfDNykNqhCYico0URqT4qNoWeo811lePgdVjnX7KjnVCaFerPFm5djVCExG5RgUKI2PHjqVRo0YEBgYSGBhIdHQ08+bNu+IxU6dOJSoqCl9fXxo2bMjcuXOvq2CRK2rYBzq/ZKzPHwU7fnH6KdUITUTk+hQojFSqVIk333yT9evXs27dOm666SZ69erF9u3bL7n/ypUrGTBgAPfffz8bN26kd+/e9O7dm23bthVK8SKX1GYktLgfcMDPQyF2jVNPp0ZoIiLXx+K4zn85g4ODeeedd7j//vv/8d5dd91Famoqs2fPztvWunVrmjRpwrhx4/J9DpvNRlBQEElJSQQGBl5PuVJS5ObAD4Ngz3woFQwP/A7lajjtdPFJGdz47hLSs3MZO6gZ3RqGO+1cIiLuIr+/39c8ZiQ3N5cpU6aQmppKdHT0JfdZtWoVnTt3vmhb165dWbVq1RU/OzMzE5vNdtEiUiAenkYPkoimkH4aJt4JKSecdrqwIF+GnmuENl+N0ERECqLAYWTr1q2ULl0aHx8fHn74YaZPn069evUuuW98fDyhoaEXbQsNDSU+/sottEePHk1QUFDeEhkZWdAyRcDbHwb+CGWqwJkDMLk/ZDnviZeHzjZCO3QqjYlqhCYikm8FDiN16tRh06ZNrFmzhkceeYQhQ4awY8eOQi1q1KhRJCUl5S2HDx8u1M+XEqR0CNz9E5QqC0fXwU8PgD3XKae6qBHaIjVCExHJrwKHEW9vb2rWrEnz5s0ZPXo0jRs35sMPP7zkvmFhYSQkJFy0LSEhgbCwsCuew8fHJ++JnXOLyDUrXwv6TzZm+d09B+Y/C04aZHquEVpiWjaPfL+e48kZTjmPiEhxct19Rux2O5mZmZd8Lzo6moULF160bcGCBZcdYyLiNFWi4Y7PAAv8OR5WfeKU03hYLbzSqz6+XlZW/nWKbh/8weLdx51yLhGR4qJAYWTUqFEsW7aMgwcPsnXrVkaNGsWSJUsYNGgQAIMHD2bUqFF5+48YMYL58+fz3nvvsWvXLl566SXWrVvH8OHDC/evEMmP+rfDza8Z67/9H2yf7pTTtKpejlnD2xIVFsCp1Czu/Xotr8zaQWaOc24PiYi4uwKFkePHjzN48GDq1KlDp06dWLt2Lb/++itdunQBIDY2lri4uLz9Y2JimDRpEuPHj6dx48ZMmzaNGTNm0KBBg8L9K0TyK3oY3PCQsf7zQ3Doyk92XataoQHMGNaGe2KqAvDVigPcPmYlf51Iccr5RETc2XX3GSkK6jMihcqeCz8Ohl2zwbeM0YOkfC2nne73HQk8PW0zZ9KyKeXlwUu31aNfi0gsFovTziki4gqc3mdExG1ZPeCOz6FSS8hIPNuDxHnjOjrXC2X+yPa0qVmO9OxcnvlpK8MnbyQpXU/biIiAwoiUVN5+MGAKlK0GiYdgUj/ISnXa6UIDffnuvlY8c0sUnlYLc7bE0f3DP1h/6LTTziki4i4URqTk8i9v9CDxKwfHNsK0+4w28k5itVp4pGMNpj0SQ+VgP44mptPvs9V8tHAvuXaXv1sqIuI0CiNSspWrAQN+AE9fYx6beU87rQfJOU0iyzDnsbb0bhJBrt3B+wv2MPDz1RxLTHfqeUVEXJXCiEhkS7jzC8AC676CFR84/ZQBvl580L8p7/drjL+3B2sOnKbbh38wf9uVp0oQESmOFEZEAOr2hFveNNZ/fwm2TC2S097RrBJzHmtHo0pBJKVn8/DE9fx3+lbSs9STRERKDoURkXNaPwzRZxvyzXwUDi4vktNWLe/PtIdjeKiDMevv92tiue2T5eyK12zVIlIyKIyIXKjLq1CvF+RmwZSBcHxXkZzW29PKqG51+e7+G6gQ4MPe4ync9skKvl11EDdoBSQicl0URkQuZLXC7eMhsjVkJMH3fSC56MZxtKtVgXkj2nFjnQpk5dh5YeZ2hn67ntOpWUVWg4hIUVMYEfk7L18YMBnK1YSkw/B9X8hMLrLTly/tw1f3tOSFW+vh7WHl950JdPtwGSv/OllkNYiIFCWFEZFL8QuGQdPArzzEb4Gp9zi1B8nfWSwW7mtbjenDYqhewZ8EWyaDvljDO7/uIjvXXmR1iIgUBYURkcsJrgYDfwTPUrDvd5jzuNN7kPxd/YggZv+7Lf1bRuJwwJjFf9F33CpiT6UVaR0iIs6kMCJyJZWaQ9+vwWKFDd/CsneLvAQ/b0/evLMRYwY2I8DXk02HE+n+0R/M3HS0yGsREXEGhRGRq6nTDbq9bawvfg02TTaljB6Nwpk3oh0tqpQlJTOHEVM28eSPm0nJLLrbRyIizqAwIpIfNwyFNiOM9V+Gw/4lppRRqawfUx5szWOdamG1wE8bjnDrR3+w9UiSKfWIiBQGhRGR/Or0EjS4E+w58MO/IGG7KWV4elh5okttpjwYTUSQLwdPpXHH2BWMX/YXdk24JyJuSGFEJL+sVug9Fqq0gUyb8chvknnjNm6oFszcEe24pX4Y2bkO3pi7iyFf/8nx5AzTahIRuRYKIyIF4ekD/b+H8nXAdhQm9YMM89q2l/HzZuzdzXjj9ob4eln5Y+9Jun/4B4t3HzetJhGRglIYESmoUmVh0FQoHQoJ2+DHwZCbbVo5FouFga0qM2t4W6LCAjiZksW9X6/l1dk7yMzRhHsi4voURkSuRdkqRg8SL3/YvxhmjSjyHiR/Vys0gBnD2nBPTFUAvlx+gDs+XclfJ1JMrUtE5GoURkSuVUQT6PcNWDxg0/ew5E2zK8LXy4OXbqvPF4NbUNbPi+3HbNz60XJ+XHtYE+6JiMtSGBG5HrW6wK3vG+tL34QN35lbz1md64Uyf2R7YmqUIz07l//8tIXhkzeSlG7e7SQRkctRGBG5Xs3vgXZPGeuzRhit411AaKAv393fiv/cUgdPq4U5W+Lo8v5S3v9tN4dOpZpdnohIHovDDa7d2mw2goKCSEpKIjAw0OxyRP7J4YDpD8GWH8C7NNw7D8IbmV1Vnk2HE3ls8kZiT5+f0+aGasH0aV6JHg3D8ffxNLE6ESmu8vv7rTAiUlhysmDiHXDwDygdBg/8DmUiza4qT0Z2Lr/tSGDa+iP8sfdE3nhbP28PujcMp0/zStxQNRir1WJuoSJSbCiMiJghPRG+ugVO7IQKdeG++VCqjNlV/UNcUjo/bzjKtPVHOHDy/C2bysF+3NmsEnc2r0ilsn4mVigixYHCiIhZko7AF50hOQ6qtoO7fwZPb7OruiSHw8GG2DNMXXeE2VviLpp0L6ZGOfq2qMQt9cMp5e1hYpUi4q4URkTMFLcFvu4GWSnQ6C64/TOwuPbtj/SsXOZvj2Pa+iOs2Hcqb3tpH09ubWTcxmlepSwWF/87RMR1KIyImG3f7/B9P3DkQvun4ab/M7uifDtyJi3vNs6Fg16rlfenT/NK3NGsIuFBpUysUETcgcKIiCvY8B38MtxY7/mh8RiwG7HbHaw9eJqp648wd2scaVlGe3mLBdrWLE/fFpHcXC8UXy/dxhGRf1IYEXEVi9+ApW8ZnVoH/mA0SnNDqZk5zN1q3MZZc+B03vYAX09uaxxBn+aVaBJZRrdxRCRPfn+/C9T0bPTo0bRs2ZKAgABCQkLo3bs3u3fvvuIxEyZMwGKxXLT4+voW5LQi7q3jKGg8wLhd8+MQOLbJ7Iquib+PJ31bRPLDQ9Esfbojj3WqRcUypUjOyOH7NbHc/ulKuvxvGeOW/sVxW4bZ5YqIGynQlZFbbrmF/v3707JlS3JycnjuuefYtm0bO3bswN/f/5LHTJgwgREjRlwUWiwWC6GhofkuUldGxO3lZMGkvrB/iTHb7wO/Q5nKZld13ex2B6v3n2Lq+iPM2xZHRrYdAKsFOtSuQN8WkXSqG4KPp27jiJRERXKb5sSJE4SEhLB06VLat29/yX0mTJjAyJEjSUxMvNbTKIxI8ZCRBF91g+PboULU2R4kZc2uqtAkZ2QzZ4txG2fdoTN528v4edGrcQR9mkfSoGKgbuOIlCBOuU3zd0lJSQAEBwdfcb+UlBSqVKlCZGQkvXr1Yvv27VfcPzMzE5vNdtEi4vZ8g2DQVAiIgBO74Id/QU6m2VUVmgBfL/rfUJlpj8Sw6MkODLuxBmGBviSmZfPNqkP0/GQ53T78gy/+2M/JlOLzd4vI9bvmKyN2u53bbruNxMREli9fftn9Vq1axd69e2nUqBFJSUm8++67LFu2jO3bt1OpUqVLHvPSSy/x8ssv/2O7roxIsRC/1bhCkpUMDfvCHZ+7fA+Sa5Vrd7Bi30mmrj/Cr9vjycoxbuN4Wi3cGBVCn+aVuCkqBC8PzdkpUhw5/TbNI488wrx581i+fPllQ8WlZGdnU7duXQYMGMCrr756yX0yMzPJzDz/v5xsNhuRkZEKI1J8/LUIvu8L9hxo+wR0ftHsipwuKT2bWZuPMW39ETYdTszbXs7fm//2qMsdzfL/74iIuAenhpHhw4czc+ZMli1bRrVq1QpcXN++ffH09GTy5Mn52l9jRqRY2vg9zHzUWL/1f9DiPnPrKUJ7E5KZtuEIP284yonkTDytFn56JIbGkWXMLk1ECpFTxow4HA6GDx/O9OnTWbRo0TUFkdzcXLZu3Up4eHiBjxUpVpoOMh77BZjzJOz5zdx6ilCt0ABGdavLqmdvonvDMHLsDh6bspHkjGyzSxMRExQojAwbNoyJEycyadIkAgICiI+PJz4+nvT09Lx9Bg8ezKhRo/Jev/LKK/z222/s37+fDRs2cPfdd3Po0CEeeOCBwvsrRNxVh2egySBw2GHqPXBso9kVFSlPDyuj72hExTKlOHQqjRdmXnlwu4gUTwUKI2PHjiUpKYmOHTsSHh6et/zwww95+8TGxhIXF5f3+syZMwwdOpS6devSvXt3bDYbK1eupF69eoX3V4i4K4vFaBNf/UbITjXmsjlzyOyqilRQKS8+GtAED6uF6RuP8tP6I2aXJCJFTO3gRVxBhs2Y5TdhG5SvDff/Vqx6kOTHJ4v28u5ve/Dz9mD2v9tSvUJps0sSketUJH1GRKSQ+AYaPUgCK8LJPTBlULHqQZIfj3SsSevqwaRl5fLYlI1k5uSaXZKIFBGFERFXERhhBBKfQDi0AmY8Ana72VUVGQ+rhQ/uakpZPy+2HbXxzvwrz3slIsWHwoiIKwmtD3d9B1ZP2PYTLPxn87/iLCzIl3f6NAbgi+UHWLz7uMkViUhRUBgRcTXVO8JtnxjrKz6AtV+YWU2R61wvlHtiqgLw1I+bNQOwSAmgMCLiipoMgBv/a6zPfRp2zzO3niL2bLco6oYHcio1iyd+3Izd7vLj7EXkOiiMiLiq9k9D07uNHiTT7oOj682uqMj4ennw8YCmlPLyYPm+k3y2bL/ZJYmIEymMiLgqiwVu/QBqdILsNJh0F5w5aHZVRaZmSGlevq0+AO/9tpuNsWdMrkhEnEVhRMSVeXhBv28grCGknoCJfSDttNlVFZm+LSpxa6PwvHbxNrWLFymWFEZEXJ1PAAycCoGV4NRemDIQskvGoE6LxcIbdzSkUtlSHD6dzn+nb8MN+jSKSAEpjIi4g8Dw8z1IYlfBjIdLTA+SQF8vPhrQFA+rhVmbjzFV7eJFih2FERF3EVoP7poIVi/YPh1+f9HsiopMs8pleaJLbQBenLmdv06kmFyRiBQmhRERd1K9A/QaY6yv/Aj+/NzceorQIx1q0KZmOdKzc/n3JLWLFylOFEZE3E3ju+Cm/zPW5/0Hds0xt54iYrVaeL9fE4L9vdkRZ+PNebvMLklEConCiIg7avcUNBt8tgfJ/XCkZPQgCQ305b2+Rrv4r1ccZOHOBJMrEpHCoDAi4o4sFujxPtTsDDnpMKkfnD5gdlVF4saoEO5rUw2Ap6ZuJkHt4kXcnsKIiLvy8IK+EyCsEaSdhO9LTg+SZ7rVoX5EIGfSshk5ZRO5ahcv4tYURkTcmU8ADPwRgiLh1D6Y3B+y082uyul8PI128X7eHqzaf4pxS/8yuyQRuQ4KIyLuLq8HSRAcXgPTHyoRPUiqVyjNK70aAPD+gj2sP1QyrgqJFEcKIyLFQUhd6H+2B8mOmbDgebMrKhJ3NqtIryYR5NodPDZ5E0npahcv4o4URkSKi2rtofdYY33VJ7B6nLn1FAGLxcJrvRtQOdiPo4npPPfzVrWLF3FDCiMixUmjvtDpBWN9/rOwc7a59RSBgLPt4j2tFuZsjeOHtYfNLklECkhhRKS4afsENL8HcMBP98PhtWZX5HRNIsvwVNc6ALw0azv7jiebXJGIFITCiEhxY7FA9/eg1s2QkwGT74JTxf9pkwfbVaddrfJkZNsZPmkjGdlqFy/iLhRGRIojD0/o8zWEN4a0U0YPktRTZlflVFarhff6NaZ8aW92xSczeu5Os0sSkXxSGBEprnxKw8CpEFQZTu8vET1IQgJ8efdsu/hvVh3it+3xJlckIvmhMCJSnAWEGj1IfIPgyJ/w81CwF+/bFx3rhDC0ndEu/j8/bSEuqXgHMJHiQGFEpLgLiYL+k8DDG3bOgl+fg2L++OvTXaNoWDGIRLWLF3ELCiMiJUHVtud7kKwZBys/NrceJ/P2tPLxgKb4e3uw5sBpxizeZ3ZJInIFCiMiJUXDPtDlVWN9wfOwdZq59ThZ1fL+vHa70S7+g9/3sPag2sWLuCqFEZGSJObf0OphY336w3Bgmbn1ONntTStxR9OK2B0wYvJGktLULl7EFRUojIwePZqWLVsSEBBASEgIvXv3Zvfu3Vc9burUqURFReHr60vDhg2ZO3fuNRcsItfBYoGub0Dd28CeDVMGQcJ2s6tyqld6N6BqOT+OJWXw7M9b1C5exAUVKIwsXbqUYcOGsXr1ahYsWEB2djY333wzqamplz1m5cqVDBgwgPvvv5+NGzfSu3dvevfuzbZt2667eBG5BlYPuONzqBwNmTaY2AeSjphdldOU9vHk4wHN8PKwMG9bPJP+jDW7JBH5G4vjOv5nwokTJwgJCWHp0qW0b9/+kvvcddddpKamMnv2+TkyWrduTZMmTRg3Ln8TedlsNoKCgkhKSiIwMPBayxWRC6Wdhq9ugZO7oUJduG8+lCpjdlVO8/my/bw+dyc+nlZm/bsttUMDzC5JpNjL7+/3dY0ZSUpKAiA4OPiy+6xatYrOnTtftK1r166sWrXqssdkZmZis9kuWkSkkPkFw93ToHQYnNgJP9wNOZlmV+U097etRofaFcjMsTN80ga1ixdxIdccRux2OyNHjqRNmzY0aNDgsvvFx8cTGhp60bbQ0FDi4y/fGXH06NEEBQXlLZGRkddapohcSZnKRlM07wA4+AfMeATsdrOrcgqr1cK7fRtTvrQPexJSeG3ODrNLEpGzrjmMDBs2jG3btjFlypTCrAeAUaNGkZSUlLccPqwpwUWcJrwR3PUtWD1h20/w+wtmV+Q0FQJ8+N9dRrv4iatjmb8tzuSKRASuMYwMHz6c2bNns3jxYipVqnTFfcPCwkhISLhoW0JCAmFhYZc9xsfHh8DAwIsWEXGiGjdBrzHG+sqPYXX+xnO5o3a1KvBQh+oA/GfaFo4mql28iNkKFEYcDgfDhw9n+vTpLFq0iGrVql31mOjoaBYuXHjRtgULFhAdHV2wSkXEuRr3h05nr4rMfxZ2zDS3Hid66uY6NI4sgy0jh5FTNpKTWzxvTYm4iwKFkWHDhjFx4kQmTZpEQEAA8fHxxMfHk55+/n9ZDB48mFGjRuW9HjFiBPPnz+e9995j165dvPTSS6xbt47hw4cX3l8hIoWj7RPQ4j7AAT8NhUMrza7IKbw8rHzcvymlfTxZe/AMHy9Su3gRMxUojIwdO5akpCQ6duxIeHh43vLDDz/k7RMbG0tc3Pn7sDExMUyaNInx48fTuHFjpk2bxowZM6446FVETGKxQPd3oU53yM2EyQPgxNUbG7qjyuX8eP1su/iPF+1l9f5TJlckUnJdV5+RoqI+IyJFLCsNvr0NjqyFoEi4fwEEhptdlVM8NXUz09YfITzIl7mPtaOsv7fZJYkUG0XSZ0REiilvPxjwAwTXgKTD8H1fyCie/X5evq0+1cv7E5eUwTM/qV28iBkURkTk0vzLwd0/gX8FSNgKP/4LcrLMrqrQ+ft48tGApnh7WPltRwITVx8yuySREkdhREQuL7gaDPwRvPxh/xL45d9QDK8cNKgYxDPdogB4dc5OdsUXz6tAIq5KYURErqxiM+j3DVg8YMsUWPiK2RU5xX1tqnJTVAhZOXaGT9pIepbaxYsUFYUREbm6Wl2g54fG+vL3Ye0X5tbjBBaLhXf6NCIkwId9x1N4ZbbaxYsUFYUREcmfZv+Cjmd7CM19GnbNMbceJyhX2of/3dUEiwUm/xlL33ErmbMljmw1RRNxKoUREcm/Ds9As8HgsMO0++HwWrMrKnRtapZnVLcoPK0W1h48w7BJG2j/9mLGLN7H6dTiN4BXxBWoz4iIFExuDkwZAHt/g1LBRg+S8jXNrqrQJdgy+H5NLJPWHOJkihFCvD2t9G4SwZCYqtSPCDK5QhHXl9/fb4URESm4zBT45lY4thHKVIEHfofSIWZX5RSZObnM2RLH1ysOsvVoUt72G6oFc29MVbrUC8XTQxeZRS5FYUREnCvlBHzZGc4chPAmcM8c8CltdlVO43A42BCbyISVB5m3NY4cu/FPZ0SQL/+Krkr/lpHq3iryNwojIuJ8p/6CL7tA2imo2QUGTAYPL7Orcrr4pAy+X3OISWtiOXV2HImPp5XeTSpyT5uq1A3Xv1MioDAiIkXlyDqYcCvkpEPTu+G2T4wJ90qAjOxcZm+J4+sVB9h+7HyjtFbVgrm3TVU619UtHCnZFEZEpOjsmgs/DDKesunwLNw4yuyKipTD4WD9oTN8vfIg87fFk3v2Fk7FMqX4V3QV+reMpIyfbuFIyaMwIiJFa+2XMOcJY73nR9B8iLn1mCQuKZ2Jq41bOGfSsgHw9bJye9OKDImpSlSY/g2TkkNhRESK3sJX4I/3jNbxA6ZA7ZvNrsg0Gdm5/LL5GBNWHGRH3PlbONHVy3HP2Vs4HtaScTtLSi6FEREpeg4HzHgENk8GLz+4ZzZUbG52VaZyOBysPXiGb1YeZP7287dwKpUtxeDoKtzVojJBfsV/0K+UTAojImKOnCyY1A/2Lwa/8vDAAgiubnZVLuFYonELZ/Kf52/hlPLy4PZmFbknpiq1QwNMrlCkcCmMiIh5MpPh624QvxWCa8D9v4F/ebOrchkZ2bn8sukYX604wK745LztbWqW456YatwUFaJbOFIsKIyIiLmS4+GLLpAUCxVbwJBZ4O1ndlUuxeFw8OeB00xYeZBft8dz9g4OkcGlGBJdlb4tIgkqpVs44r4URkTEfCd2w5c3Q0Yi1OkO/b4DD0+zq3JJR86kMXF1LFPWxpJ4wS2cO5tXZEh0VWrpFo64IYUREXENsavhm9sgNxNa3Ac93i8xTdGuRXpWLjM3HWXCyoMX3cJpW7M898RU5UbdwhE3ojAiIq5jxy/w42DAATc9D+2fMrsil+dwOFi9/zQTVh5gwY6EvFs4zSqX4et7b9DtG3ELCiMi4lrWfAbz/mOs9x4HTQaYW48bOXw6La+RWnJmDo0qBfHdfa30SLC4vPz+fmvSBBEpGq0egpjHjPVfhsO+hebW40Yig/0Y1b0uPz4cTbC/N1uOJHH3l2tIOju2RMTdKYyISNHp/DI06AP2HOO2TdxmsytyK3XDA5k0tBXB/t5sPapAIsWHwoiIFB2rFXp/ClXbQVYKfN8Xzhwyuyq3EhV2cSAZ9OVqEtOyzC5L5LoojIhI0fL0gf7fQ0h9SEmA7/tA2mmzq3IrUWGBTB7amnL+3mw7auPuL9cokIhbUxgRkaLnGwSDpkJgRTi5B77qCkc3mF2VW6kTFsCkCwLJoC8USMR9KYyIiDmCKsKgaVA6zAgkX3aBJW9BrsZA5FedsAAmP9ia8qW92X5MgUTcl8KIiJgntB48ugrq9TYGtS55w+jYenKv2ZW5jdqhAUweej6QDPx8DWdSFUjEvRQ4jCxbtoyePXsSERGBxWJhxowZV9x/yZIlWCyWfyzx8fHXWrOIFCd+wdB3AtzxhXH75tgGGNfO6Etit5tdnVuodUEg2RFnXCFRIBF3UuAwkpqaSuPGjRkzZkyBjtu9ezdxcXF5S0hISEFPLSLFlcUCjfrCI6ug+o2Qk240SJt4OyQdMbs6t3A+kPiwI87GwC/WcFqBRNxEgcNIt27deO2117j99tsLdFxISAhhYWF5i9WqO0Qi8jdBFeHun6H7u+BZCvYvgU9jYMuP4PrNok1XKzSAKQ+2onxpH3bG2Rj4+WoFEnELRZYImjRpQnh4OF26dGHFihVX3DczMxObzXbRIiIlhNUKNwyFh5dDxeaQmQQ/D4WpQyD1lNnVubyaIecDya74ZAUScQtODyPh4eGMGzeOn376iZ9++onIyEg6duzIhg2Xf4xv9OjRBAUF5S2RkZHOLlNEXE35mnDfb3Djf8HqCTtmwtho2POr2ZW5PCOQtKZCgAKJuIfrmijPYrEwffp0evfuXaDjOnToQOXKlfnuu+8u+X5mZiaZmZl5r202G5GRkZooT6SkOrYRfn4ITu42Xje/B25+HXxKm1qWq9t3PIUBn6/mRHImUWEBfP9AK8qV9jG7LClBXHqivBtuuIF9+/Zd9n0fHx8CAwMvWkSkBItoCg8thdbDjNfrJ8C4NnBolallubqaIaWZ8mBrQs5eIRn0xRpOpWRe/UCRImZKGNm0aRPh4eFmnFpE3JVXKbjlDRgyC4Ii4cxB+LobLHgRcvQDezk1KpRm8gWBZODnazipQCIupsBhJCUlhU2bNrFp0yYADhw4wKZNm4iNjQVg1KhRDB48OG//Dz74gJkzZ7Jv3z62bdvGyJEjWbRoEcOGDSucv0BESpZq7eGRFdBkEOCAFR/A5zdB/DazK3NZFwaS3QnGGBIFEnElBQ4j69ato2nTpjRt2hSAJ554gqZNm/LCCy8AEBcXlxdMALKysnjyySdp2LAhHTp0YPPmzfz+++906tSpkP4EESlxfIOM2X/vmgh+5SBhG4zvCMv/B/Zcs6tzSTUqGLdsQgN92JOQokAiLuW6BrAWlfwOgBGREijlOMwaAbvnGq8jW8PtYyG4url1uagDJ1PpP34VCbZMaoWUPju3jQa1inO49ABWEZFCUzoE+k+CXmPAOwAOr4axbWHd12qUdgnVyvsz5cFowgJ92Xs8hQHjjadtRMykMCIi7s9igaZ3G2NJqrSF7FSYPRIm9YNkzYP1d0YgaZ0XSAZ+rkAi5lIYEZHio2wV42mbm18HDx/Y+xt8Gg3bZ5hdmcupejaQhAedvULy+WqOJ2eYXZaUUAojIlK8WK0QMxweXAJhjSD9tNFK/qehkH7G7OpcStXy/kweagSSfWdv2SiQiBkURkSkeAqtBw8shHZPgcUKW380Jt37a7HZlbmUC6+Q/HUi1QgkNgUSKVoKIyJSfHl6Q6fnjTlugqtD8jH4rjfM/Q9kpZldncuoUs4IJBFnA0n/zxVIpGgpjIhI8RfZ0pgFuOUDxus/P4PP2sGR9ebW5UKMQBJNRJAv+xVIpIgpjIhIyeDtDz3eg7t/goBwOLUPvuwCi9+A3Gyzq3MJlcv5MeXBaCqWKaVAIkVKYURESpaaneGRldCgDzhyYelb8EVnOLHb7MpcghFIWp8PJONXk6BAIk6mMCIiJY9fMPT5Evp8Bb5lIG4TjGsHqz4Fu93s6kwXGXxBIDlpDGpVIBFnUhgRkZKrwZ3w6Gqo0QlyM+HXUfDtbZB42OzKTPf3QNJ//GrikxRIxDkURkSkZAsMN8aR9HgfvPzg4B8wNgY2fl/ir5JcGEgOnExlwOcKJOIcCiMiIhYLtLzfeOKmUkvItMHMR+HTVrB+AmSX3B/gc4GkUtlSeZPsxSWlm12WFDMKIyIi55SrAffOh04vgk8gnNxjzAj8v/qw5C1IPWl2haa4MJAcPJXGgPGrFUikUFkcDtef1jK/UxCLiBSaDBts+BbWjIOks2NIPH2h8QCIHgbla5lbnwmOnEljwOerOXw6nSpnn7oJDypldlniwvL7+60wIiJyJbnZsGMmrPzYeOoGAAvU6QbRw6FKjHGbp4Q4mphO//Gr8gLJ5KGtiSijQCKXpjAiIlKYHA44tAJWfgJ75p3fHtHMmJivbi/w8DSvviJ0NDGdAeNXE3s6jcpnb+EokMilKIyIiDjLiT2wegxsmmw8EgwQVBlaPwzNBoNPgLn1FYG/B5KXb6tP21rl8fLQUEQ5T2FERMTZUk7A2i9g7eeQdsrY5hMEzYdAq4chqKK59TnZscR0+p8NJADl/L3p0SicXk0q0qxyGSwl6PaVXJrCiIhIUclOh81TYNUnxpw3AFZPo6la9HAIb2RufU503JbBp0v+YtbmY5xKzcrbXjnYj15NIujVpCI1Q0qbWKGYSWFERKSo2e2w91djXMmh5ee3V2sPMY8Z8+IU06sF2bl2lu87ycyNR/ltRwJpWbl57zWoGEjvJhXp2TiC0EBfE6uUoqYwIiJipqMbjCsl22cYE/IBVIgyHgtu2A+8iu+PclpWDgt2JDBj41GW7T1Jrt34mbFaILpGOXo1qcgtDcII9PUyuVJxNoURERFXkBgLaz6D9d9AVrKxzT8EbnjQ6PrqF2xufU52KiWTOVvjmLHxKBtiE/O2e3ta6Vw3hF5NKtKxTgV8PD3MK1KcRmFERMSVZCQZgWTNOLAdNbZ5loImA42rJeVqmFtfEYg9lcbMTUeZsekof51IzdseVMqL7g3D6d0kgpZVg7Fai+etrJJIYURExBXlZsP26UYTtfgtZzdaIKoHxPwbIlsV23El5zgcDrYfszFj41F+2XyM48mZee9VLFOKno0j6N00gqgw/Xvv7hRGRERcmcNhzBC88mPY+9v57RVbGE3UonqWiCZquXYHq/efYsbGo8zfFk9yZk7ee1FhAfRqUpHbmkRQUU3V3JLCiIiIuzi+y2iitvmH803UylSG1sOg6d3gUzIejc3IzmXRruPM2HiUxbuPk517/ufphmrB9G5Ske4Nwyjj521ilVIQCiMiIu4m5Tj8+bnRSC39tLHNNwia3wutHoLACHPrK0JJadnM3RbH9I1H+fPA6bztXh4WOtYJoXeTinSqG4Kvlwa+ujKFERERd5WVBpsnw6oxcPovY5vVCxr2MZqohTUwt74idjQxnV82HWPmpqPsik/O2x7g40nXBmH0blKR6Brl8NDAV5ejMCIi4u7sdmNSvpWfQOzK89urdTBCSc3OYC1Zc8HsircxY+Mxftl0lGNJGXnbQwJ86Nk4gtubVqR+RKBa0bsIhRERkeLkyHpY9THs+OV8E7XytaH1o9C4P3iVrAGedruDtQdPM2PTMeZujSMpPTvvvRoV/OnVpCItqwbjwIHdDjl2O3aHg1y7MWg21+4g1+HAfsH6ue32C9Yv3C/Hfnb/vM+xk2vn/P4OB7m5F3yu44Jjzn4uQIuqwfRoGE5ksJ9ZX1+RcVoYWbZsGe+88w7r168nLi6O6dOn07t37yses2TJEp544gm2b99OZGQk//d//8c999yT73MqjIiInHWuidqGbyHTZmwrFWw0UGs5FAJCza3PBJk5uSzdfYKZm47x+84EMnPsZpeUL00rl+HWRhH0aBhOWFDx7MjrtDAyb948VqxYQfPmzbnjjjuuGkYOHDhAgwYNePjhh3nggQdYuHAhI0eOZM6cOXTt2rVQ/xgRkRIjwwYbJ8KasUZAAfDwhoZ9jaslJWxcyTnJGdnM3xbPL5uPcfRMOh5WCx5WC1aLBU8P4z89rBY8LBasVvC0WrFaLXhYyNv33P55r8+uW60WPP/+Xt5nndsPPKxWPKzk7edpPf9+alYuv+9IYPWBU5z79bVYoGXVYHo2Cqdbw3DKl/Yx90ssREVym8ZisVw1jDzzzDPMmTOHbdu25W3r378/iYmJzJ8/P1/nURgREbmM3BzYNRtWfwqH15zfXr2jMa6kRqcSN67EHRy3ZTB3axyztsSx/tCZvO1WC8TUKE/PxuF0re/+jzG7TBhp3749zZo144MPPsjb9vXXXzNy5EiSkpIueUxmZiaZmec78tlsNiIjIxVGRESu5PBao1/JjpngOHurogSPK3EXRxPTmbPlGLO3xLHlyPnfRU+rhXa1ytOzcQRd6oUS4IYTC+Y3jDi9vV98fDyhoRffwwwNDcVms5Genk6pUv/8L8fo0aN5+eWXnV2aiEjxEtkSIifAmUPw53hjLpyTe2D2SFj0KrS4H1o+UCLHlbiyimVK8WD7GjzYvgaHTqUye0scszYfY1d8Mot3n2Dx7hN4e1q5sU4Fbm0UQae6Ifh5F6/uvE6/MlK7dm3uvfdeRo0albdt7ty59OjRg7S0tEuGEV0ZEREpBBk22PgdrB4HSReOK+kH0Y9CaH1z65Mr2nc8mVmb45i15Rj7L5hYsJSXB53qhtCzcQQdaldw6cZvLnNlJCwsjISEhIu2JSQkEBgYeMkgAuDj44OPT/EZwCMiYgrfQGNG4BseMsaVrBoDR/6ETRONReNKXFrNkAAe7xLAyM612BmXzOwtx5i15RiHT6cze0scs7fEEeDjSZd6ofRsHEGbmuXx9nTP/zs6PYxER0czd+7ci7YtWLCA6OhoZ59aRETAmHCvfm9jOfynEUp2/gL7lxhL+TrGlZJGd2lciQuyWCzUiwikXkQgT3etw5YjSczafIw5W+OIS8rg541H+XnjUYJKedGtQRi3NoqgdfVgPD3cJ5gU+DZNSkoK+/btA6Bp06a8//773HjjjQQHB1O5cmVGjRrF0aNH+fbbb4Hzj/YOGzaM++67j0WLFvHYY4/p0V4RETNdOK4k62yLdb9yxpiSlg9A6RBz65OrstsdrI89w+zNx5izNZ6TKeeHN5Qv7U23BuHc2iicllWDsZrUKt9pT9MsWbKEG2+88R/bhwwZwoQJE7jnnns4ePAgS5YsueiYxx9/nB07dlCpUiWef/55NT0TEXEFGldSLOTaHazZf4pZW+KYty2OxLTzHWnDAn3p3jCcno3DaRJZpkhb5asdvIiI5F9uDuyadXZcydrz26vfeHYenE5Gdy5xedm5dlbsO8mszXH8tj2e5MycvPcqlS3FrY0iuLVReJHM4aMwIiIi1+bCcSXn+pVUiILWj2hciZvJyM5l2Z4TzN4Sx+87E0jLys17r3p5f25tFE7PxhHUCg1wyvkVRkRE5PqcOXR+HhyNK3F76Vm5LNp1nNlbjrFo1/GL5vCpExrAy73q07p6uUI9p8KIiIgUjowk2PAdrBkHSYeNbR7e0KgftB4GofXMrU8KLCUzh993JDBr8zGW7T1Bdq6DBY+3L/QrJAojIiJSuM6NK1n5CRxdd3579Ruh6d1Qpzt4+5lXn1yTpLRslu87SY9G4YX+2QojIiLiPIf/hFWfwM5Z58eVeJeGqFuhUV+o1tHobyIlmsKIiIg435mDxpiSrVMhMfb8dv8KUP8O41ZOxeZ6EqeEUhgREZGi43AYV0u2/gjbp0PaqfPvla0GDfsawaR8LfNqlCKnMCIiIubIzYa/FhtXS3bNhuy08++FNzYaqjW4EwILf4yCuBaFERERMV9WKuyaa1wx2bcQHOf6XFigWnvjikm928A3yNQyxTkURkRExLWknjRu4WydCofXnN/u4QO1bzaumNS6Gbx8zatRCpXCiIiIuK4zB2HrNCOYnNh1frtPENTraQSTqm3B6mFaiXL9FEZERMT1ORyQsA22/AjbfgLb0fPvBYQbY0sa9jXGmuiJHLejMCIiIu7FbofYlUYw2THD6Px6TvnaxtWShndCcHXTSpSCURgRERH3lZMJ+343gsme+ZCTcf69Si2NYFL/dihdwbwa5aoURkREpHjIsBmPCG/5EQ4sPd/x1eIBNW40gklUD/ApbW6d8g8KIyIiUvwkJ8D2n41gcmzD+e2epSCquxFMatwEnt7m1Sh5FEZERKR4O/WX8TTOlh/h9F/nt5cKhvq9oU4PCKkLgREa/GoShRERESkZHA7jKsnWacYTOSkJF7/vEwgV6kCFKGMJiYIKCilFQWFERERKHnsuHFhmBJMja+HUvgu6vv5NXkipY4STkLNhJbCiQkohURgRERHJyTICyYld55fju4zbOvacSx/jHWAElHNXUM5dTVFIKbD8/n57FmFNIiIiRcvTG0LrGcuFcrKMQHJ8J5zYDSd2ng8pWclwdJ2xXOiikHIuqNSBoEoKKddJYUREREoeT29jcGtI3Yu3XyqknNhtXF25bEgp/c9bPRWiFFIKQGFERETknKuFlHO3ec7d8jm1D7JS4Oh6Y7nQhSGlQh3jM8vXBr9g8PLTvDsXUBgRERG5mgtDSv0Ltudkwen956+gHN959ZByjoe3EUq8/MCrFHj7XfD679tKgZf/5bd5lQJv/4u3efqC1VokX8/1UhgRERG5Vp7exq2ZkKiLt+dmG31Q8gbNXnC7x559dp8sY8lIdF59eaHlwoBzQYDJCzN+cMNQCK7mvFquQGFERESksHl4XTqkOBzGPDtZaZB94ZJ+wbZ0yE49+59pZ7en/23f1H9uO7dvbub58517n1NXr7nBHQojIiIixZ7Fcv6qBOWccw577iXCy6XCz7lAczb8BEY4p558UBgREREpTqwexqSBbjRxoHuMbBEREZFiS2FERERETHVNYWTMmDFUrVoVX19fWrVqxZ9//nnZfSdMmIDFYrlo8fX1veaCRUREpHgpcBj54YcfeOKJJ3jxxRfZsGEDjRs3pmvXrhw/fvyyxwQGBhIXF5e3HDp06LqKFhERkeKjwGHk/fffZ+jQodx7773Uq1ePcePG4efnx1dffXXZYywWC2FhYXlLaGjodRUtIiIixUeBwkhWVhbr16+nc+fO5z/AaqVz586sWrXqsselpKRQpUoVIiMj6dWrF9u3b7/ieTIzM7HZbBctIiIiUjwVKIycPHmS3Nzcf1zZCA0NJT4+/pLH1KlTh6+++oqZM2cyceJE7HY7MTExHDly5LLnGT16NEFBQXlLZGRkQcoUERERN+L0p2mio6MZPHgwTZo0oUOHDvz8889UqFCBzz777LLHjBo1iqSkpLzl8OHDzi5TRERETFKgpmfly5fHw8ODhISEi7YnJCQQFhaWr8/w8vKiadOm7Nu377L7+Pj44OPjU5DSRERExE0V6MqIt7c3zZs3Z+HChXnb7HY7CxcuJDo6Ol+fkZuby9atWwkPDy9YpSIiIlIsFbgd/BNPPMGQIUNo0aIFN9xwAx988AGpqance++9AAwePJiKFSsyevRoAF555RVat25NzZo1SUxM5J133uHQoUM88MADhfuXiIiIiFsqcBi56667OHHiBC+88ALx8fE0adKE+fPn5w1qjY2NxWo9f8HlzJkzDB06lPj4eMqWLUvz5s1ZuXIl9erVK7y/QkRERNyWxeFwOMwu4mpsNhtBQUEkJSURGBhodjkiIiKSD/n9/XaLWXvP5SX1GxEREXEf5363r3bdwy3CSHJyMoD6jYiIiLih5ORkgoKCLvu+W9ymsdvtHDt2jICAACwWi9nlOJ3NZiMyMpLDhw/rttRV6LvKP31X+afvKv/0XRVMSfu+HA4HycnJREREXDSe9O/c4sqI1WqlUqVKZpdR5AIDA0vE/7MWBn1X+afvKv/0XeWfvquCKUnf15WuiJzj9A6sIiIiIleiMCIiIiKmUhhxQT4+Prz44otqiZ8P+q7yT99V/um7yj99VwWj7+vS3GIAq4iIiBRfujIiIiIiplIYEREREVMpjIiIiIipFEZERETEVAojLmL06NG0bNmSgIAAQkJC6N27N7t37za7LLfw5ptvYrFYGDlypNmluKyjR49y9913U65cOUqVKkXDhg1Zt26d2WW5nNzcXJ5//nmqVatGqVKlqFGjBq+++upV59UoCZYtW0bPnj2JiIjAYrEwY8aMi953OBy88MILhIeHU6pUKTp37szevXvNKdZkV/qusrOzeeaZZ2jYsCH+/v5EREQwePBgjh07Zl7BLkBhxEUsXbqUYcOGsXr1ahYsWEB2djY333wzqampZpfm0tauXctnn31Go0aNzC7FZZ05c4Y2bdrg5eXFvHnz2LFjB++99x5ly5Y1uzSX89ZbbzF27Fg++eQTdu7cyVtvvcXbb7/Nxx9/bHZppktNTaVx48aMGTPmku+//fbbfPTRR4wbN441a9bg7+9P165dycjIKOJKzXel7yotLY0NGzbw/PPPs2HDBn7++Wd2797NbbfdZkKlLsQhLun48eMOwLF06VKzS3FZycnJjlq1ajkWLFjg6NChg2PEiBFml+SSnnnmGUfbtm3NLsMt9OjRw3HfffddtO2OO+5wDBo0yKSKXBPgmD59et5ru93uCAsLc7zzzjt52xITEx0+Pj6OyZMnm1Ch6/j7d3Upf/75pwNwHDp0qGiKckG6MuKikpKSAAgODja5Etc1bNgwevToQefOnc0uxaX98ssvtGjRgr59+xISEkLTpk35/PPPzS7LJcXExLBw4UL27NkDwObNm1m+fDndunUzuTLXduDAAeLj4y/672JQUBCtWrVi1apVJlbmHpKSkrBYLJQpU8bsUkzjFhPllTR2u52RI0fSpk0bGjRoYHY5LmnKlCls2LCBtWvXml2Ky9u/fz9jx47liSee4LnnnmPt2rU89thjeHt7M2TIELPLcynPPvssNpuNqKgoPDw8yM3N5fXXX2fQoEFml+bS4uPjAQgNDb1oe2hoaN57cmkZGRk888wzDBgwoMRMnHcpCiMuaNiwYWzbto3ly5ebXYpLOnz4MCNGjGDBggX4+vqaXY7Ls9vttGjRgjfeeAOApk2bsm3bNsaNG6cw8jc//vgj33//PZMmTaJ+/fps2rSJkSNHEhERoe9KCl12djb9+vXD4XAwduxYs8sxlW7TuJjhw4cze/ZsFi9eTKVKlcwuxyWtX7+e48eP06xZMzw9PfH09GTp0qV89NFHeHp6kpuba3aJLiU8PJx69epdtK1u3brExsaaVJHrevrpp3n22Wfp378/DRs25F//+hePP/44o0ePNrs0lxYWFgZAQkLCRdsTEhLy3pOLnQsihw4dYsGCBSX6qggojLgMh8PB8OHDmT59OosWLaJatWpml+SyOnXqxNatW9m0aVPe0qJFCwYNGsSmTZvw8PAwu0SX0qZNm388Jr5nzx6qVKliUkWuKy0tDav14n8WPTw8sNvtJlXkHqpVq0ZYWBgLFy7M22az2VizZg3R0dEmVuaazgWRvXv38vvvv1OuXDmzSzKdbtO4iGHDhjFp0iRmzpxJQEBA3n3WoKAgSpUqZXJ1riUgIOAfY2n8/f0pV66cxthcwuOPP05MTAxvvPEG/fr1488//2T8+PGMHz/e7NJcTs+ePXn99depXLky9evXZ+PGjbz//vvcd999ZpdmupSUFPbt25f3+sCBA2zatIng4GAqV67MyJEjee2116hVqxbVqlXj+eefJyIigt69e5tXtEmu9F2Fh4fTp08fNmzYwOzZs8nNzc379z44OBhvb2+zyjaX2Y/ziAG45PL111+bXZpb0KO9VzZr1ixHgwYNHD4+Po6oqCjH+PHjzS7JJdlsNseIESMclStXdvj6+jqqV6/u+O9//+vIzMw0uzTTLV68+JL/Rg0ZMsThcBiP9z7//POO0NBQh4+Pj6NTp06O3bt3m1u0Sa70XR04cOCy/94vXrzY7NJNY3E41FpQREREzKMxIyIiImIqhRERERExlcKIiIiImEphREREREylMCIiIiKmUhgRERERUymMiIiIiKkURkRERMRUCiMiIiJiKoURERERMZXCiIiIiJhKYURERERM9f9Hmaf1k9yXAgAAAABJRU5ErkJggg==\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [14/15], Loss: 0.7455\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [15/15], Loss: 0.6341\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Accuracy: 79.14%\n"]}],"source":"device = 'cuda'\nmodel = models.resnet50(pretrained=True)\nmodel.fc = nn.Sequential(nn.Linear(model.fc.in_features, 260),\n                         nn.LeakyReLU(0.02),\n                         nn.Linear(260, 120))\n  # Я АХУЕЛА ОТ ЖИЗНИ ПОТОМУ ЧТО БЕЗ РЕЗНЕТА50 НИ ХУ Я НЕ РАБОТАЕТ!\nmodel.to(device)\ncriterion = nn.CrossEntropyLoss()\noptimizer = optim.SGD(model.parameters(), lr=8e-4, momentum=0.8)\nnum_epochs = 15\n\ntrain_losses, test_losses = [], []\nfor epoch in range(num_epochs):\n    model.train()\n\n    for inputs, labels in train_loader:\n        inputs, labels = inputs.to(device), labels.to(device)\n\n        optimizer.zero_grad()\n        outputs = model(inputs)\n        loss = criterion(outputs, labels)\n\n        loss.backward()\n        optimizer.step()\n\n    train_losses.append(loss.item())\n\n    print(f'Epoch [{epoch + 1}/{num_epochs}], Loss: {loss.item():.4f}')\n\n    model.eval()\n    correct = 0\n    total = 0\n    for inputs, labels in test_loader:\n        inputs, labels = inputs.to(device), torch.Tensor(labels).to(device)\n        outputs = model(inputs)\n\n        loss = criterion(outputs, labels)\n        _, predicted = torch.max(outputs, 1)\n        total += labels.size(0)\n        correct += (predicted == labels).sum().item()\n    test_losses.append(loss.item())\n    accuracy = 100 * correct / total\n    plot_it(train_losses, test_losses)\nprint(f'Accuracy: {accuracy:.2f}%')\n"},{"cell_type":"code","source":"dataset = DogBreedDataset(\n    labels_path='/content/dog-breed-identification/labels.csv',\n    root_dir='/content/dog-breed-identification/train',\n    transform=transform_auc)\n\nsize = int(0.33 * len(dataset))\ntrain_size = len(dataset) - test_size\ntrain_dataset, test_dataset = torch.utils.data.random_split(dataset,\n                                                            [train_size, test_size])\n\ntrain_loader = DataLoader(train_dataset, batch_size=32, shuffle=True, num_workers=2)\ntest_loader = DataLoader(test_dataset, batch_size=32, shuffle=False, num_workers=2)","metadata":{"id":"wgWgjGsAQvGl"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"criterion = nn.CrossEntropyLoss()\noptimizer = optim.SGD(model.parameters(), lr=8e-4, momentum=0.8)\nnum_epochs = 15\n\ntrain_losses, test_losses = [], []\nfor epoch in range(num_epochs):\n    model.train()\n\n    for inputs, labels in train_loader:\n        inputs, labels = inputs.to(device), labels.to(device)\n\n        optimizer.zero_grad()\n        outputs = model(inputs)\n        loss = criterion(outputs, labels)\n\n        loss.backward()\n        optimizer.step()\n\n    train_losses.append(loss.item())\n\n    print(f'Epoch [{epoch + 1}/{num_epochs}], Loss: {loss.item():.4f}')\n\n    model.eval()\n    correct = 0\n    total = 0\n    for inputs, labels in test_loader:\n        inputs, labels = inputs.to(device), torch.Tensor(labels).to(device)\n        outputs = model(inputs)\n\n        loss = criterion(outputs, labels)\n        _, predicted = torch.max(outputs, 1)\n        total += labels.size(0)\n        correct += (predicted == labels).sum().item()\n    test_losses.append(loss.item())\n    accuracy = 100 * correct / total\n    plot_it(train_losses, test_losses)\nprint(f'Accuracy: {accuracy:.2f}%')\n","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"LGLVKGUUQ_Ko","outputId":"e96c42bb-de9f-4c94-cf60-0c68dd05be5e"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch [1/15], Loss: 4.9895\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [2/15], Loss: 4.4672\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [3/15], Loss: 4.5182\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [4/15], Loss: 4.1443\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [5/15], Loss: 5.5164\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [6/15], Loss: 4.2110\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [7/15], Loss: 3.9882\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [8/15], Loss: 5.2179\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [9/15], Loss: 4.5429\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [10/15], Loss: 4.3133\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [11/15], Loss: 4.4450\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [12/15], Loss: 4.8738\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [13/15], Loss: 4.8344\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [14/15], Loss: 5.3977\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch [15/15], Loss: 5.0380\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Accuracy: 84.94%\n"]}]},{"cell_type":"code","execution_count":null,"metadata":{"id":"umslw0tVOPBI"},"outputs":[],"source":"import torch.nn.functional as F\n\n\nclass TestDataset(Dataset):\n    def __init__(self, root_dir, transform=None):\n        self.root_dir = root_dir\n        self.transform = transform\n        self.image_list = os.listdir(root_dir)\n        self.image_list.sort()\n\n    def __len__(self):\n        return len(self.image_list)\n\n    def __getitem__(self, idx):\n        img_name = self.image_list[idx]\n        img_path = os.path.join(self.root_dir, img_name)\n        image = Image.open(img_path)\n\n        if self.transform:\n            resized_image = self.transform(image)\n\n        return resized_image, img_name[:-4]\n\ntransform = transforms.Compose([\n    transforms.Resize((224, 224)),\n    transforms.ToTensor(),\n    transforms.Normalize(mean=[0.485, 0.456, 0.406],\n                         std=[0.229, 0.224, 0.225]),\n])\n\ntest_image_dir = '/content/dog-breed-identification/test'\ntest_dataset = TestDataset(test_image_dir, transform=transform_auc)\ntest_loader = DataLoader(test_dataset, batch_size=64, shuffle=False)\n\ndevice = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\nmodel.to(device)\nmodel.eval()\n\nlabels_df = pd.read_csv('/content/dog-breed-identification/labels.csv')\nlabel_names = sorted(labels_df['breed'].unique())\n\noutput_file = 'submission_cv.csv'\nwith open(output_file, 'w') as f:\n    header = 'id,' + ','.join(label_names) + '\\n'\n    f.write(header)\n\n    for inputs, img_ids in test_loader:\n        if img_ids + \".jpg\" in train:\n        inputs = inputs.to(device)\n        with torch.no_grad():\n            outputs = model(inputs)\n            print(\"f\")\n            probabilities = F.softmax(outputs, dim=1)\n\n        for img_id, probs in zip(img_ids, probabilities):\n            probs_str = ','.join(map(str, probs.cpu().numpy()))\n            line = f\"{img_id},{probs_str}\\n\"\n            f.write(line)"}],"metadata":{"accelerator":"TPU","colab":{"gpuType":"V28","provenance":[]},"kaggle":{"accelerator":"none","dataSources":[{"databundleVersionId":861871,"sourceId":7327,"sourceType":"competition"}],"dockerImageVersionId":30918,"isGpuEnabled":false,"isInternetEnabled":false,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.12"}},"nbformat":4,"nbformat_minor":0}