{ "cells": [ { "cell_type": "markdown", "id": "7db0b5ed", "metadata": {}, "source": [ "# AutoEncoder" ] }, { "cell_type": "markdown", "id": "09b69a6c", "metadata": {}, "source": [ "We'll start off by building a simple autoencoder to compress the MNIST dataset. With autoencoders, we pass input data through an encoder that makes a compressed representation of the input. Then, this representation is passed through a decoder to reconstruct the input data. Generally the encoder and decoder will be built with neural networks, then trained on example data." ] }, { "cell_type": "markdown", "id": "433b6631", "metadata": {}, "source": [ 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)" ] }, { "cell_type": "code", "execution_count": null, "id": "ff012dc0", "metadata": {}, "outputs": [], "source": [ "import torch\n", "import torchvision\n", "import torchvision.transforms as transforms\n", "from torch.utils.data import DataLoader\n", "\n", "# Define a transformation to convert PIL images to PyTorch tensors\n", "transform = transforms.Compose([transforms.ToTensor(), transforms.Normalize((0,), (1,))])\n", "\n", "# Load the training dataset\n", "train_dataset = torchvision.datasets.MNIST(\n", " root='./data', \n", " train=True, \n", " download=True, \n", " transform=transform\n", ")\n", "\n", "# Load the test dataset\n", "test_dataset = torchvision.datasets.MNIST(\n", " root='./data', \n", " train=False, \n", " download=True, \n", " transform=transform\n", ")\n", "\n", "# Define DataLoaders to iterate over the datasets in batches\n", "train_loader = DataLoader(train_dataset, batch_size=64, shuffle=True)\n", "test_loader = DataLoader(test_dataset, batch_size=1000, shuffle=False)" ] }, { "cell_type": "code", "execution_count": null, "id": "5febc743", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10,)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "# from matplotlib import pyplot as plt\n", "def show_images(imgs):\n", " num_imgs = min(10, len(imgs))\n", " nrow=1\n", " ncol = num_imgs//nrow\n", " fig, axes = plt.subplots(nrows=nrow, ncols=ncol, figsize=(10, 20))\n", " print(axes.shape)\n", " for i in range(nrow):\n", " if nrow > 1:\n", " for j in range(ncol):\n", " axes[i][j].imshow(imgs[i*ncol+j][0])\n", " axes[i][j].set_xticks([])\n", " axes[i][j].set_yticks([])\n", " else:\n", " for j in range(ncol):\n", " axes[j].imshow(imgs[i*ncol+j][0])\n", " axes[j].set_xticks([])\n", " axes[j].set_yticks([])\n", " \n", " # axes[i].imshow(imgs[i][0])\n", " plt.subplots_adjust(hspace=0.5, wspace=0.3, top=0.9, bottom=0.1)\n", " plt.show()\n", "\n", "img, label = next(iter(train_loader))\n", "show_images(img)" ] }, { "cell_type": "code", "execution_count": null, "id": "c63fafea", "metadata": {}, "outputs": [], "source": [ "from torch import nn as nn\n", "\n", "class AE(nn.Module):\n", " def __init__(self, encoder_dim):\n", " super(AE, self).__init__()\n", " self.fc1 = nn.Linear(28*28, encoder_dim)\n", " self.fc2 = nn.Linear(encoder_dim, 28*28)\n", " self.act1 = nn.ReLU()\n", " self.act2 = nn.Sigmoid()\n", " \n", " def forward(self, x):\n", " encoded = self.act1(self.fc1(x))\n", " decoded = self.act2(self.fc2(encoded))\n", " return decoded" ] }, { "cell_type": "code", "execution_count": null, "id": "1ffed2a2", "metadata": {}, "outputs": [], "source": [ "device = 'cuda'\n", "criterion = nn.MSELoss()" ] }, { "cell_type": "code", "execution_count": null, "id": "5104f206", "metadata": {}, "outputs": [], "source": [ "def trainer(encoder_dim):\n", " ae = AE(encoder_dim).to(device)\n", " optimizer = torch.optim.Adam(ae.parameters(), lr=0.001)\n", " epochs = 20\n", " for j in range(epochs):\n", " sum_loss = 0\n", " for i, data in enumerate(train_loader):\n", " img, label = data\n", " img = img.squeeze(1).view(-1, 28*28).to('cuda')\n", " output = ae(img)\n", " optimizer.zero_grad()\n", " loss = criterion(img, output)\n", " sum_loss += loss.item()\n", " loss.backward()\n", " optimizer.step()\n", " avg_loss = sum_loss/len(train_loader)\n", " # print(f\"Epoch {j}: Loss={avg_loss:0.2}\")\n", " return ae" ] }, { "cell_type": "code", "execution_count": null, "id": "2f424074", "metadata": {}, "outputs": [], "source": [ "def tester(ae):\n", " img, label = next(iter(test_loader))\n", " show_images(img)\n", " img = img.squeeze(1).view(-1, 28*28).to('cuda')\n", " output = ae(img).view(-1, 28, 28).unsqueeze(1).to('cpu').detach().numpy()\n", " show_images(output)" ] }, { "cell_type": "code", "execution_count": null, "id": "d2554ef6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "32\n", "(10,)\n" ] }, { "data": { "image/png": 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", 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", 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", 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", 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", 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", 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Rhd9a4+lH1zllR5y3w5tj6ka5ws+Li7R9DxGFmEM8nd0NMleRVl2WZ4b8h6d+RbkY7smLj78tzRBcS4pcjkv8qrPAa92FD/RgiFjjBbs4HKLiGZ6LmKljXBtdc0gLkv7TgnAelpYzZueGaASZkbQ3fVZ+uoBuKdw3A1Q3xkTxwRcbUmqWlnbwHh4wv9hjrtxl5Dl0vSZaC7JMIiNB8UmJ1RVkwwgdprRamsauvKNJ0ACDxCXKLOSuRO4qRBAhesMDtfAKQLZH2Fd3aSrNTyvHCIRkdVSl17GJNhJ0fwjx7Te6jp2wPLNLZd5Q8RNsIW8mS+V8fIwQJEVFWlUoz8IXFoWhxFtViG2ByI6WTX0r5XNLq5TPWEzOdCiVhhxze8gPubkkcM5v8bWJa2TSIbE90pFkNGURt6DZ8IgdB9EbIsLD1/DPOBbZTBV7znC2ss20H9AdVPhZq8JKz97/PlfsJVc6hnlnxDmnS9/xuWHZmMNczvWjUArlSCaXetjnYooTwbv7gIUSseog1hVE4tAIDRgfMqXTRWYmOzxZarDgD/BERpgICldiytci7GZ252uhklAuYpUVz8y3qC41sR3NdzrHuLBdwb4yRG1FyOQAj0MlEb6HW1M8cmqD4hnD2akWS1ZCTY7F69vDyvgQPW4RVhysVz3kjhh7Fu9GSeGDhlIIxyErSIJFF20JnD7ICFRrgBxECGMQ2pAZw8BkGG2IjMIgcESKxLASTLIZV8liRRZayBjsAchEo/oxOtFcDIpsJQ7DPlj9wQdfU2qQmwdbAZpyATyXZALiOkzWMh46sYLrCvySDa6gf0KQ1ODYZJNZv3vTszGYGrF8VqOHEm8yRIwyGtsh/X5KMyzSDIrYuwnetQAyc9c9c/dMbFhWxhOPX+Hkb48474WcdwMMe3Fzt0xy4pHxPN/OYgY65aXhEs8PjqPvYFOcGcmoXyUICzg/97B/4SK2WshBgDhg9eft1Tb2eocbF0v805efAW3IRhEmTkl3eugg+cCFsuBFnD9zlfpDKbPlEa6wPpZrMufdGAnRpIWed7BKDlXpUG3a1F5SZOsKebDnr09M2Yn49594i0c+P8TIDCM06iPuWCkMv1W7wbPVFVgEowW7mcNLYZXd7TI/3n2K5rUyXFw5lGJDFx2iRxYoLqZ8ee51zlW2+T+tPss3V85R2d6myvq+7kwjIPUMdsHwSKHDVwrbNP0av/TdvWTnI5i8sRdXbxcFx57aovZsxlS18+6H9CTWKz5qXSIGh2tOTCZ94tMTLC3v8of1SxTdGFto4lAy+ZMRc7/so3fvwqRlWbA4g1u3+ceP/JxnH1vhnzcf4v+88SnEpYzSz3Yw/QQTHuDNtm0jp6Yozyf8zrMvcOLxHY45MG3De7MAsgnJ4G859BselchgxR6618ekR6/Rq3AcZK1KvOjS/N1JMt+icgWctsF76QZysIPQ43LxcarZyTK6maaZeWgEEzLBEZq/aC/zneY54q5H0Chgd6FyHax+SuFyCzWISKMEnWRkYYQfNj58uksO8FwoBUxPwswEoycF7c/A0tQqv3P6eepOzHFL4snxfgU5XnOleOf9mopAL1xEG0iyhEgLfjqa5Upc5pfbM1xsLFP6eQ9vu4EI0rFQvouHMPcuZ8MIBt0CrW2bNd9HFoqIFFRiMHJclcUog3A0Qmmk6iLthCoxJ6whsRGMtEQKQ0GY24ZnjMWLIUMQmvE22hcgEHi2pBvFNOsTNGd81EjiHsA1RWgzFhhBStga1ykXYYpJM3Ry+yS0zFekkx7+fMJ0scecG+Kp8cajnbn0tE07sJC9EDOMQR/gG/DXgJCGwkSAmFOkhYyOtggDg2qF0D9C9vMFYlGhFgxeRVO0EzIM+iMaRIQGNIYYQQq40lBUKbGCWUKciuLMyTaTKqaxGTE4TE2XLIXxHNxJi/rxNpMLMdrN6GeKdMcgrqfQ2n/DMyk1hXKEW8twnRRbaJTY2wSJAzjh3Q2UxBQ9RBlmin0WCiMq1ljAGjNeM0yUohoj1K6Cg3zyfiuWBUqSlRVJHSgbXJmRJorrnUl2tn1GHRCDCJFk+5egSoLnosqKyZMDKnOGWnVEwUowoWTY9LG6IYVgiIjScZWvA4p2BMm8hbcAxZJmwk3xpUQh9vYf7+CplNPVLr5Occ8EKDIaDUWrVUINU6xuvDcAD649PhIpQEjsCfDPJhTnNbXFJqlt092sEg+scTl/gChBdoYE25qVS5NYbkI3UGgDfc/FUtDeckmaGUk/IWtFiAFE64ZslCFaKWqkMYmGVGNig4gPkW2VxHguWIKkCngwcyqgOpsRHBcEM4KHqj2migllK0VLRYikFRcIYgedSowWTLkj5gt9YhQt4YAwVK0Yi4ySiKk4ETPRgGXdgZmUZK6A6CWonfSu9g67Z2IjTRSv/OwhftWokk1DVgenD/6uIXNgNCMwBYOaD3CKMV+deYPHq6ssOyM+619hN1NcSBxcYXjEjijK22yqjSYho68lK6mDEvCQpSlKQ1KVZFrxx8Hj/Hf2BEVLUH+Zg5sMPQrQ0db433pvmvsAN1e8UKL9jeMUl7p8avZNTvptJhUYJC8EdX4xmmF7zcd5fRM9SDBH0c37CbDsjPmnNig/KxhVh7wQFVjbSXEubJEN0iMTriKWFOo/qaCWU6wTDgoF6A/d02YGdjLoa+hqj752WbZizjkBE1LzjNsnmx7y+T/oMuxa/Lebs/ziygcn+R00TKUEx+eYPtPhb//9n1KZGbHreawNJ4meD1n89hZ0Roh9zum2m7J8Zpvyw1CuHr0T1NthXBt9fAY1J3h2+jqfrmzg73WQzNCkJkN3Bri/uIq3bR+OXCEhkOUSouCTnHHpPRMTLGYgYbVV4z/73pfYWvfQ1zYwrdaddZgveHB8gdJCzJf/vV+yeLLD4mQABtItj/DlGs7lFm5vhIjTA30Yk0wodv5GgWQ5oTajWFYC+wMmvFlnxH+6+BLRnKC5kDIMDH/2q09z6a3zFF9vMfHjbUjSQ120Qdg2wnWpPJ2w/L/YZa4a8JWZBsnI5r+4/kXebM3c7OslGx1ke8DmqsOfXv086IR0cweTZlizU8iCT78RUGpvYzLQ6biXlUwYj6lEk+lbxNshE3HGc+HUIumEQ/s3DGY+4xunXuJLs1cpeRYV38JVKRU7IzSSK4lFM3X5duNRrgynCbsu8dDhby1d5D8+9ws2M4dv9Y/jCM3fqawwbQXMWAO0CKhP9/nUxA0uZEt8t/c4rEZU/l2A1bt7UQb30LMBQcsi8xyCSBCEAmcAfmNPbCQC4xuU1jglwa72aEcFCo4m8zQ6kWQjQSZBFy30bcSGNhptQGcSHUkspSlMxVRVhlIAgqKXkHkCbd+rd/prQpvx3fYhGEtiHAurpqgtpkzMJtTcmLJMAItIQ2fksdUu0+8BwwgRZoftHr17CEAppAO1cki9lmHZKX2tiBKDGEWIUB/ok7uPg1ESbIUsK/wFQ2EhQ35EL43USLqJR5RJtkMYZNBNffraw3UiagWFp1KqToS0E0qTCSVH4dRmyMoOIsqQ8SEQwZ5E122saUG93qdUDdjulGkNisRNgb0boaN0f6fMUmJZgnohoFbK8O00D5JknBieVmyymqDoaibUOwtmqBWdzKIXKxjGyNEhuXcF6LIFEzb+VIY1OcQrxgyMRTt02N72aWy5lEfg3OHhkrEkuuxCTTM5E1KfHhAJh+3YYdi1oJEhutk4V+GgCg0hxnk/vqA8HVKpx3iOxhGCyEhSo8iMIDUCW2SUVIItNDPOiAyD7WT0M5hoxZSCFHcTsNXYHoe1k7oQUFRQs3BnY6YWAiYKIa6dYoREJSkySm6Gsot0PEbirqK17kKq0BsOZBky8hBFD90Mkd1xOI86jDa7DdoR6KKFVVEU5zPMVALLwHzGzPyIuXofBxdX+Ggt6MYFholgpyNpRg5bWy6bA5ew6xEPHRpFj1bq0ow8Gq0ijtR0PA9PZCgMJZFgWQZXJUxWAqYWEpIoRTly7MXU+/e838q9q0aVaewr21hrLSwHis7Yq6DicUyZ5wAKhJshLcNbE1UapQpquoA1VyTrRSQ3eghb8u2TNaR/m0vNNKQGM0pIt0fUJod4//6bLBzvM60UBSGwhgJnV2H17yzp/CCQLE0QPzTLuUca/N4Xv0u9MmK5GOIIi61M0UsV116Z5MZLxzGvddDDxjiE4IjcxJ8Y20ZMT+FPG7409SaPVJpcTx3WM48wBj0K0NEhd4sDerJEemaeyTNDPjX9FjOVASVrREb2gWFU60GJ/+r6M6z3K8jrCtEVmEiiY4GYNrCkeXiqwX90/gWqzrgEbGpZDJ6Zo6VOUni1QeHVnQO/eU6XMsLfjUnmYiqlDC9UXPy3Z7hydZrh6x2y4XB/iXi2hSyVmJhI+P2paxyfHDJtDfZysg661e6M1If2o5LkGMS1d//s1WCav2gfo92CYXZQ3dzvx9iC4Zdskqc8/ubZG3zjzAodJN8eLrCzVcB6vkl1TaK6d155JilI+g+5+EsZCyVYVop/vnmOX3bn6P0ipfLXbyGHyZ15T+43BR85NcHS8QFfOf9TZhaGHCsOyIzgV1GNq3GJVlJkJypxzmvzd2vX8OV4PEkEE1JRFvDVk5dZmm5wrT/Fr55bIBskmDg+dGuG2Avh08+6mK/5zC93+ZsT6zSCEv+31z7HbsOn/0JG6eoGYuc91UaDCL2xPbbJnhDTrTZ0e5AkR66EcHSuSPd3Z1iY6vP1h16gXgyZqkt837DgdZlUDr8YzvGjwRK9kcdWq4ZppHh/1cLspgwGIeV4k2Iq0alk87cz/rvjDzPcLHDtW7PYjuabfwcm5oc84a+yZHfYyooMMpcn5rb44le+y8Z8gX/102XapoDu9cd/hzvknokNYUD0AiDgdl0I3uVoENArl+n7PvFChagzgdUa4b01ruIyCmfRhfe7JmQGMjHIYYy70WU469AbKWrGEBtwEJhYYA3HVRAOu9jQRZd0vkJ5focn5zao+hEFaZEZST9TNFOL7o7H4GoR1RhiJ9k4JyTn9kgJRR9ZMsx5CaecATu6SpxYpFpg0hQOeyUqIRAFGzlbwJ2OmfEHzDp9HJHezJl6O3ZZM87VyoykE7v8qjnNtfYkpesKpymxQo2KDKOBpKsEgowwk5TZS2OWBjPjYk4VYMPB2BK0QWQHb4wawTh+uWwQxxPkVIplgYgknZUyjUsTyNYAme5zw6skFFzsguGEN+Qht0tsDIlWaCPGe5lDtqH5uBgLkilDMi3Qt/TaNEAr9ni9XyceJWjThjtoqPggYSQkc5L4IcXcwpDP1TZ5JZrg+d4i7ZGD2A5xGqDvwFtopMAoML7ATBrEhKFkQ1HASr/CCzszVLYaVNbaB17uCtuCUoFiecQjE9vM1AZ4wiE2Fo3Q5fqoyHZUYT2s4WYZQdFCWQYpNUIYHCFwBCxWeqhin3DK5o3SMUym0VIclmE3RgiMrcbe7wWFeExQqWYsuUOGI5/Xd6bZ2iow19jA3xliwvd4crMMRu/pORQdviIhH4WRYpzPPGWjH/Vw60OOn95hwRtw3JIUBWRaobVDKyryRneC1qDI9e0p1FrCwssZzmaIjiKc7B37jR6zuRzVSLo+/SsllJNxvVOlVVU87FqUZIarNRKoF0Y8VmtSbdf4VuH4uPGiHN6VrfOD0eHEgAlDTJIisxCn3R0nlnUDjJLYr8fjjcd7EHr8oUsOwxM1SouCiaJDXVpcjms0U5+ta4LJ55rIrcGh31gnZcNgyRDXBa6ycEWKQBBmNt/bPM+v2lN03rSwf3Ud2Q+O7Gbk45K5kvCkj1iApDguUdBOC6xEk7STQ9Zt+DaIcgnKRZafGPLw7z1PvT7iyVqTshNTlO/eJDcyl43UY3NQ45ebx+k0XPRfRczsNLAaKWKkkalBaChtFnAbZbxzMRtPKmLHYlpm2Crjt8+/ykNzN3jRneeX1ZM460NKr7bGIRnZwQmrSo5NEB+b5PSTOzy79AIFP+FqViUYWAyud5CXUkTnQ8o0fgTxlE3vb1SwlxyiqiQy8KPBPFfCChc7ZUx/gInvbjWRg4JnJ5xe2Ka2pCkXQgASk5EaTXxDkX2vjL4WQtS5vxd6DzAGtDFkaHqJzY3RBMORJInTsRd7H2ugsCywLMKTBXqPV5lfGvKNLz7HXG3EVLkLsab4vTYTzzk414IDLzQAkqJFcqxAMl+g6jh4+PxouMB2UOTyX9psvqgIgUTEXJit8n996lkmagFPPHyVWnHEaTukJlOmFZQEtB6LmPsP2gyvSNp/XiTrafQoOFBz2vsQAuG6GFfR+9QE0bLHVz69xm/NXaJqD9jONK1mSu0HbdK1AGtrgAkjzEF+z/eAsVdIMTpfYXCuzKOPtvn62ReoF4Y84sW4StDJDNta8dP1M1xsLtB8QxC8bJDBkHo3QAwy5M4IE2fv8wQVVMy8GzFwND05RRI6bP1ilt71GtkXNiiebLNsaSZkQFForL0iS3ebB0NswHhhJEEEAdbu3vf2fmYNPjzxUS9UCT81RzJnKLmKipRspQUuRBU624LSpf445OUwnSbchtSHaAqyisCWEluMfUqJVrzWWuSHW8eor64ycaNxn6/0YKBtQTDjYM0LMm8sdoeZy25SYpClwOFN9APAd5ETNaaOd3j6s5eYLCSctBI8AUpIbg3X6WmLG6nPG4Mp/nztPNmqYfEXG1S2BuggGLvH97B7VQojB8dPacUSkSkmZEZBZjy5uMK5eUMjKvNDM0PRaVG60EVoM+7wfAA2zwZI6yWi8zPUT+zy5ckrjJTFL8JjtEKXsDFEbtxZOEtaUfSeKFBeECRFQWzgjXCC5wdzBKMEHYQHeyNzB9hWxvxEh8mpDN8Zn/BlRhOTku4I9Es+escgksNXCPwdL6MhyCx2oxJhZJBpb2887OP+UQph28QLJfqfn+bEfMQXHrnErDekZFmYocJ9bUDpu85Hv9YBQXuSqO6STTgULBuLjDeCOhf7FTrPRwy/mSJsEE7K+okqr4klphaGWMtNFh3DvEqYkCkVAVULppcTJmpD5IRL7wdVdGLGzdQO8j0qBMKxwXcIzlYYPF5i+fQVfmfiOq0MVjIY9DOKrw+IVxN0LzrUyfH7Zu/+io6V6X9uhukTbX5v4TJFK0EgiI2gaQzNTPDjxjzfv/Ewk79sUv/ODiKKKY9GN9fF293dnkyZsCKEZSMkZIlieLlG2EjRjxbwhMIThin5jjdE3AO58cCIjX3h2AjXY2o+4+lnXmd2LqRaCkArNq9Nc2lzjv6NDD0Y3vWawQ8MCvTTHuakw/nHOhw/1+BcrY2jMtqJyw/ay2z1i3R/IZm82sFbO9idXH+dGGVIapp4YhyOYYxgsFamcW2GdLWP0a37fYn3FiEwSuBJwazKKMsMdcsMlBnBa2GdlbjE9iWP9dd8tjsFSis7mLZGtkeYOH3fSYsJI3SzTXPT8MM3HmZ2dsTMycsUC0NcIbEkfGZ2G/X4i2yPHC7Xy6T9FDrdg7E4CxBTCeJMgDWXULQkw6DAW1eW2Vn3GI76sN+O856LKBaoz2Y8unyBudkRZWdImhlGV4v0VibQa13IwrE4O0KYgouerlI4FvO52jrzxRF1FWGAEBhoCAcBrDcQ3QOeU/AxOOb2+L2JK+yecnj190oM2zaj2CVNJWbDwbQ/ePk3EqIJyHyoTwZUKzGnTu0wf26bxUqHBScD4/Gd9hLNboGV6PAIDRiHQWo1toMRhiyRdK5U2d2aImk1gQFGZ5AkyN0BhZc2kc2UG09VGXkOj9kRxhqPPYwhMZJR5hBm1rh6YXYwDk4+DO0oopNV5JTDl85tMP/QiOO1Xa4kHhs3irz+4hTN6w7BboYOwrG9ct6FkYJ0roKZKPLwQ20Wz97gyakmttRjkaEVvcDm579aZHunRO91RW1lA+/GCPP2gdJ7x5EQe+HPHngurUzw2lWBG2ac//J1bKPxSxm+n7Iw3Rw/ZU9aXA2q/Kw3x1bDozfQmCC4a56oAy02hOOgalVmlnf5+hd/yXQ9YsoRkDisXZrj1VfP4F9ew++vHdp8DaME+osF9DdKPDl1gX888wq+FHjSYi0q8Sebj3CtUWHyRx2mf9XCDMPDaoq7jrEgmtLY0wLtGjDQvV5h82fzONcknmlzqIOppMAoScGCBSvDU+9u3KcRvDia5Yf9RaLnLcJ/ZqOHIdXWJmiN+KAiFkGICUIapSoXXn6KxcUhX57ZYr4wxBcWUgh+c2mNZxdX+VH/FDdmP0dqpdDvHwyxATCdIB4Z4kwmlJViOyjy2psn2VrzmBhexqW3r5cVvoeYqTO/0ODvnHqFyamAqp2QRhaDC2W6v6xj34iw0+ZdfkMPPqbkkz20SPFkj69M/ooT5b3704x7vXQ1hN0h4tomIjpsPo33c9rrctLtcbVcoTH5CFuJxygoksY22XMV9CX/A5+rbeg+ZEimDNPLG0zOBTxb2ub3qtexhEYKw3pU4pu7Z7nYrOEFDWz2Hxb4oGHE3tqqxl6iNJa03pxk+8osfiPAZQCZxmQxajum1Oght20uf2OS3Yrmq8UGxjVoxv7fREsGqUOQKnSajcvNH3Sx4SqGZydwlh2+/vgrfO3ht3gr8Xgz8bhycYaf/vcPE7cS0kYD4sNTjOGuIgXJYpXs+BRPPHqV33/8OUpS4UibvpbcSBWNvs+PfvgIKxdnEG+uMrW+Mk49+KDhIyRCSkS5jJisspN5XHyzwKn5Lb78N39C3e+zbPUoypQpZQNqXFZECC6OJvl/rD1BsplR6+6ghjHcJZF4oMVGUrUITnukSw41FypKExlIsww91Ng9jYzuTtmuBw4hEK6D9CVz5SGVSp9Fr48vxw6wroZBIJDXwNkE2U7HSVeH/DTvbmBcG1Mp4M1KHp/ZpFJPGUq4GFXotTTWeh/VCQ/nuHof4ubnt7dnCZK1uEQvddm9ViRadUmuZ+hBiAmTcUL3x7CNDDXuVgLKsDIsYVUjFq2QmkqQe408pTAHqzmdZSEtSb0QUChvM+93x51cwwz3ahdnNUKO9r/wJhVFctImmbeoOoaShEbqE8YOwW6EXO/sFeY4emQORDVJXBGg3umeq43gRm+K1wdFrvX8A1uN9cMQGqyGxL2miH3J7pzCE5qSNJRVwiPFFgvpkJ47IEkU2akOxnU/8PW0gtECpBXD0mSLmWKXRWeAJTQpglZqsx24ZFcVclMiegfoHv0YSF+j5kNUPUZYBoQhrWriKY3rvXsACQADrkhYdptM+ikl9e4IgjB2aHXLxH2NjkeQHHyxgTJkVU06oRHuuJloJylwZTTJ1rBA0g3Qg2zcbCnn9giBEWKv67dBiPFYg71wXCNJhCIoKkZVhThZhMkU285wnHfWEQNke02wa26Eb8VMTbaoVvp05h22lzyWJ9ssuiE1O6WiwBMSa29tHRmINIw6YL0lMTf0+Bt3qewtHHCxMVpyaX2txvGlEUtFSU1BI0vppqBbMcX1GNE/ICehnxQpEbUqdsXm0zOv8eTMCguWpiQtehrWUkGjbSh+zzB5LYMbIXo4OvgT3K8BUymQPnKc+oke/+jR7zM53+diMs8b/QXWrmaUXljDRNHBrSF/hwRa8YPRHDeGVVa+Xyf4UQm93UE3O5+oQ67dy5h8ZYjT1PzoCwu8Xqryt8sr1FT73r6Be4UQSN9Dei7nJzd4cm6TZTvEEhqrHVL97g2CFRcR71/wjxYtdr9c4Niiw0LR4ErBD0d1tgY+7bd6uC9eObIHCmlB0D8uGSwqtPPO5lcbwQ82zvEnVx/BX2tS0euHzyOZgf+qhd+y6TkOF87YzFoZp2XCjBXwD2tXMIi9MmkCPQ/mI5ZGoQRIgRAZUmqsve70zczmpahCo1lCf8em9JbCrB4usaGmYrynuzhTA4SjMRiiUwlBKcZ/8faGK6uAr9RWmJ8ImbXf/ZhOv8BbK3PIzSEz/TYqOPhh3caCaDFFnxBkxfGcc2U0zb/bPYtphIitJgT7K0pwpBDjcKoMQWLe0WYaSWhsAmXTn7foSpv06Rkyb4pqdcjE5ODmAWBmBGFiYwnN4uQq8/6QzxZu8JjXYQfFGhZVS/OIl+BIg9rb+r9ddqmlDRsZtFeg8peCeAdELx1X3LxLHEixYVwb41iUJzWV2TYLE30caTCZYnu3yG7XJWgJRH8E0eF03wkL7HmNO62pVFMmrYSCHMfeBanNjWGJ7X6ZtJMhOtG4SsEBn9x+XWhbkNQsTFUy4SVM2Amj0GE7KjIKJSKMIc0O23blQ7k1Ycykgv6qot1UhOsa3Ywxw/fnZnwkZly6WsQQa0loFPrm7xEIDMaDdGa8fxbrB6CDhJSgFEUrY9oKEUZwLaixFnhkwdjDcUfYBlHWiILBEgaMpJUUaEQFwlgiDkMjxP1igSlqKGYgzbhsP4bYaOKuJN60cLrvr2p4KDAgBzHshgzXJVtXSiSuQRZAKMg8g2UZFvwhBRUTSUgw9GOPblR431wmDNhdgUoMExMjCuV3kkcjrdiMSuwERZKOhnYEh2zcmUxgAoWJxv25pDSU/JBaaYRbEOB7aEugbQGWAV/DYkrZS6mqGIQgMmALsBAUrYiFQpvUT8c9w0IBcXygN+KWypgtdvErioI9Hh8lFTNjDxkWNZ0ZF4YGFTBu5HdLQ7+cPYxBBgmqFzIYWaxFE8zYKVWZYNAUhaZqpRyb7GFhk5Q0ma+pVAKq1eFYqGDQRhClY7GxVA2Y8UKm3JiyE5NqRZRllKTBlWDt3e0awXbiM8gcdjqGRgc6aw6iFSF7KeYu/60OnNgwArKlOnpximefucbvffY5JvyEihPRbBf45r/5PFdu1Bg+10Zcu/GuKjiHCVnSTP6DPuXHBcvHIk5Y40lNAFf70/zXFz/L4JrAudZErrUhOZx2uBfEZUH7vGRyUTFddKhLl/XeDL9sz2H321hR/0gJN4lAIfcqUIHpSRr/Nay8pEk7HfSwPy5Nux+EADEOeVFCo4RAoRBoMgHpcUnn7xmSS1C6CupBjxCyLIRjM+donnBGPN9b5D/ffIzRuiZKO8CdbcpsP6FcH1KoBQhpCDObV9pLvNWsIsMWkg+v3HeYEYUU69gQazYA26AxNHVCPzGoN0csfLuP3Iru9E/wQCIyDasN2Gxyecdm8/uPwqQPy1WSqqB71jBRDfjfPvw8j9Ua7GhoZoIfbpzgr248gX6PjJcR1F9OKe1k/P7ffY2v/ublmz/bDUv89eYjtFctrJUucrV16NaXbNchfLFKfCxBH1M4pZgnp9co+T02TszQPL1MMmUTTNuYeoo5HzA12WZ69gpzytDXmg4wJRU1KXiyvsr/qtBgRdb5tw89xagh4cYmBOH9fqv7pmoHfO34C8w/FHLWHyGAL5RvcMpf5yfPnOT/HXwG3VRMvpFhdRPE1XXoH9356XaIzOBebSK2BvzqeI3Ljz7LM+V1/qD+Gp5MeMTRGCvi6c88T5raaGXQwqCURimNRpOhwQgkCinAVwmW0BRkii0sphRUpEECak9oZGgCbfEvds/wfG8e9UOD/JEmaKQkVzcxib7re+cDJzYAdMEmnSpQmtCcrrSxLQiNRzd2aWyV2VqtYLfbqODwVV4yAoytsAqC4lxM9ZimWM7whCA2koFWdAKfrZ0KQVMzO2zgHMEGOXeCsSGrGEwJHAUOkihy6Q99SnEP64hU+dGWwHjjZFHELV6FFOINiK7CeOe2z92bBO0IjCPwZEZBpONTFwE3v1igi6B93vH5Pujs1SmXCAJtsxGXSNKUIn2k3GdYwV6FEc/OcP0RFSdCCoPWgkHo0R0VKGVdPjgK//BipABLYXtQKwWUCyFKagwQGQgM0E9xGzFmkKIPqU9SRAlECaPtIuHAJ+0UCXWZeELQLsFUoGjOOHS1RSuFpoaNHZ+rW2W0effNpSLDYM1QaWT0e+NRlRpBYiSD2KHdLtBtK2rDJvIwri8RmKbEVAQ6G8fSTzoBI18STkyQzkJQF6h5iZkRcNLglwXasogzm14AowTcgsD3BL4VcaI0JKr6iEmbLLKQ1sEuvWzLjHmvz/HCkKICEFStCFcNuVwLKB0T6IKg3BJID4KmIjMKtBgXD7klEVBoxnO+Nm+nLADvNLoTbzd3NRyujuJ7ng2RGoZtn85OkeW4QFvZFG1DybNRUjJRCFEiJGO8fIz76Yhx8QIyJOApsAQ4QqNu6RppwdgLvkdmBL3MoZ/arHeL3Ngt465pvCsaMxhiRvfmMPXgiQ0xTlwbPA7hosRVFltpkW91T7Cz5dG+0MW5OER0DqeC1hWP6NEFnIWMZxde5KHKLsv2WFT9Kqjzk8E8GxcK1P5Vi9JOhtU7XCdOvw5sL6E0P6AwM0BYGSYFecVFXS0gGu/vZH8YMQL6JxWDL7m0z1qk0pDtTUCZ2VsZ7pC4rBg8UaS+GPIbM5ucLjeZtyMyMz6x0cZgrRqqfyEIN0AO7/hX3mMMRBFaGC4MivxF/zgt4/F0fYVR3WJrwicJfPRg+IlPjUSxgPB9np5t8TeOvcWUH1JRKaPQI1krEG8U0YOjMTbfi56pkS3XOfdoi7976kXqlZAZZ4RG0s4KbKeSfjdGbzXGMciHU2vcxIQhOk0hGOK0OlgO2C+DY6f862qV7zkugRkLscZIMDO8Ns7nuAWBxFM1pO0iM4NEsJKUeCmcYPValcKfxogtgdU6RBu/W7BbEdVXmjhJm2YQIyoRT3s7POl0GH2jTfRZh8yRpJ7AuBoqGUMsvj84xmBkM/qeT7qmOPtbWxz/dJMZFXLM7rNZl7R/U9JdE9TWwO7f73e6f2wEi0py3FK4e5tbW0gUNp+v7zD9zPfRscD6VEZ36PDHr5/lrfYMTkNh9SSpD2kRVAhOD1Ro8BsJKtkbUwKiCZu4qnCbMf5mMG4K2OocKsFh4hiTJogfxNiXBlwvOPzJxFNk0za936ihanBitknJj+jEHsPEYRQ6DEbeON5RZRTshIcmd5l0Qr5Y2GbZ/uDFspn4/L9WHudqp0Lr31kULobIlQDdCO9plbQDKDYEaRnCWcgq4+Ziw8zl1eEUrZ5NuBuidkd3NbHlQcK4FulCBZYSlsojHnJauMICFI3E56XRNNEueBdDdCdFR4fnpvx1IW2NVwpxizFGmnHlt5ZCblqI4UE+i/pkpBOC0QlBNA1ampsnwoY7nI/E3mt4knhOwaxgqTDgtNNFCYlhfGKTYRA9g3sZ9C6YB70flAGTZog4YTe2uRRXcWTGQqFHv+jSKpbIChIdBhj9ccbRnntHCKRnI8s+8+WYL1Q2sZ29+1oLTN9Cdx1MfHTG5q2YoouerTEx3eHztS0qxQiFIkYw0ja9zCYONWY45ABk/dw5WYbJMkQEqj9CAW/L0Eu48B7/V5Hu+1/DUohjBZiweVuddTOXy1GFVtvHvpBhdgxZcDiVmwpTZGOEmg0ZRoZiZliwAwp2iDw1QJx6u4GiGVcCMoLVqMxfd5dZbVeI3yxhLtjIszEmCfCFpiQkXkGQHDdEwqA9cdOLexARgC8kJdTYS4HeC7eFhcKIhcIKBkNmNFtREc89T9SsIFctxI4iLRviKlgjsHZADjWKCHXrnmXeQU/b4AaoERgFaV9gUhCHJRxSa9AgVjLECnQ9l9fKMwTLPhtLdWRgaHmCajZiJyjRTTx6fZ9OrwjSIC1NxQsJPcOcGfCUd/v+XwYx9oQnDi+2ZnmjMcXsxQ7ll0foYYQZ3dsY5QMlNoRtI2zJ8nSXUydCFqd2iUkIWoLhT2oM1yxMJxw3ITlsMfW2jfQ9/DmLqc9sM7UYUa6muMK6GUvfG/msNKaQrRBv2ESE2YFOQPt1IzwPUfCZnwo4O/0mtVrM9czm2tAhuNDGfwGs7QN8FPUJEMDJ2g5Pn+jwaG0bJe5ctArfQ7guWckhrfpMPhTy+U+9zOz0kIniu09iulrSzgTNVGJSjdAHI/jFpAnaZDSHLv1uhYeLTT5X26C95NH5gyLtHY/t16cJ2h/shdDWeBE2tsEuJkgnY7KqqZaH+I9EGPX2Fuedzc740xHYSN8GbQuSgiRzJVJIJBIExKnFC80TvNKt0Rkm7LuR4hFE2xA+JTBnBOGx8TjrrJd565cnGV3WxDsjdC/df67WA45JEnS/z+6a4q+++wxTixFfe+YCC/UeZWHhC7nXqR0uDyb4N1unae3abH3fJm1E6NcSTBPeul5m5fLDqOlVPrvcpe4N+er8BXa1x8ZCmXBUxHR6cABDvtuxxx9fe5Qp3/CN+cs8XNm97eOkkFSthP/R4pt8ZWoVNSdRwbhRbuaCTMAKxsVC7F6GvKVUblJUpAVJ2EsZthIaQ58XNqaJWuB+t4fcPXz3tElS9GCIWo+Y+KsIUYCgOsTYCUk2QGUBxaSPiuxxVXhpsOqw9rfKDGddhoX1d50nREYzMhkbnQl+cPERdpoe0U8iJre3cC4F6EHya+nsfnDEhhAIy0I4itnJAXNLu0y7LWJSoq5g9FKZcFNh9RrIg9L46xMgLAtRLOLVU2YfazK9GFAsp9hC3XzMIHDZbFbxOzAbxqhDViHknuM6yGqFenXIs5NXESVYSSbpjVzC61281w9uMt8nx7BUafPo4oATzhAl74LYcF1kuUw6XSRdqlJ9aJ0vPXqB6eqQivXuRWOgJVuZopvJcSkq/fF6d9x30gydZbSDMuFgknNOjyfcNjtzPq9+vU7WVWwUJwg2yh/4EpkHo0WDLmi8eoBVSJiutCkVh7jFBCNvERvj49UjjbYEqS/QjkQIidyrHZ8YxevdeX7cWGJitEGV22+Gct6PsWF0TpB+RhLPjYdYr1Hgxi8W0OtD3HYTGT7orsY7IM0w6Yh2o8RPnj9HbSHh/KkVSpMtPKUoCAFmHHy2GlT4H1YfIbwB89/awN0I0VGEMZqVjWU6q/OcsUJYusSEM+Jz09dopCW+N/0ponYZE0QHUmz0UodvbpzG8h3OlndvKzbermJYtjJ+d/bavn9XI4MbqeDicI6fr58gWlHYLw0PpdggyzBBgAqgune4Ge99QIoC/L2Pt0mOu2w9s8SwUGQ07bzr5WI0PZ1yuevzL199hN66xcR3rlDbGmJ0hvk1HcwfGLFhLMHwTAk94zGzOOAZr4XWih/2jrPWrJKudZDbAhEfzgkwnrSIHi/inx7xRLXFrDekIhMyI3htVGclKnP1Sonq8z3s6yNEesR3IPsgnrKJzxXIjrnUbUFoFNd6M+x0fPpxypHf1d0BRkCw7BCf8Tkx1+exk2vMzrVZ8CLKUmPvbZ8bmc1IW1y8McWl1Uk2Xy+QtgaYQXrXOpneawRgbUrcFxXbx6p8yzuNtFOO220WKj1OnI+J5j+4e3NswW4VUhusUox0NMcKA+bcgFNOF3nLOJRxRuFKl9IVhdU9eBuWu4GpZmQnYvRsAnu5RUOj6cUpalVQvC6xW0fT6/NJ0a5FsljFqku+sNxkZmaTY36LgU5JkgwVaoj1u5J4DzMiTLBWdslG8MqLy2ztTuJNC5yqQGfjj8srVfznR9hbGtmP9/KCxlm8/koAz7fZiRR/uXCCohsy7XZQxYTsEcOwKLCHYHXu9zv95Mggo/RyB7lp83q7jpi3mVruMLm818gUjSs0dZVgCbPXGHZ/96EvYEaBdof87uQ1monHS09X6NUqeFd72M2jOfelNZfwVIXisuYri6tM10PmnMG7HrO2W+dnq3VWVyrIVzr4uyCHMeYu5V5+XA6M2NCOpPvMBPGjVY6fu843Spv82+4y/0PzHOFGRnxhG9XUiEMaNhTOOzS+WmN2IeW3prdYKvZQwpBoyXe7y/xV+wTqpZiZbzYxYYyJD6cd7iWjBYf2sxWS40WWPUEjc/lV8zjXGiVq0Toeg49+kZzbI6H3sEvnaxW+tLzGf3TuZ7gqRSp9szt5iuBG4rGeerz42ile/M7DiNUWcmMFkWYHR+sZsN9S2KHN1cenuThZ4Uxth/9k8SfMlYcUvnAV60NKawVGcC2TBOad1nNLVsasStnrs3YTFWRUXtql9uq9j7l9UNH1lOzxAD0VgzXurdHMEpqRxHoTaq9I5GYuNj4OumATPL1IaVHw++d+wLMnbtDTEW2dEsYp9iBDBHevq/CDjhxG2G+skxYcvmM9jJ4rEzwVE51MySJFGlkUXg+of3MX2U8wvWCcZMt4Tiu91qd8OeJG6PD/PP8YT9V2+F8v7jJZDUif1XQegtoVsPZ/6H/fsAYpk/+uAbbFD88v86PZR3niG5d4bOYylshwRMqETCjKhCL6Zrj3fihJKErDkurxpP8rVktV3vza17i2MUX9z64eWbERzxVo/85xagsd/vDszzk90aIgJLeG1F5YX+SPv/cs+vqQwnevUhom9yVS4IEXG8aSZLUCsmbx0GKXwsKA6WKP2KREPUF4vUC8FUPCoRUaAFP+iOXZdR6a6lCwkndKmRmB2RToaxK5biCI92qeH15b3CuMDaZgwDPjWEgDaaJIEoU2+WZlX1ggjluISUX9VMBUfYeZcg/HTrHekwdijKCVFFiPKnQ7Er01QLbDcRjVQRvOQQytAaxq9Mspo5rgameWjhdhuxZSffDCm8Saxm5IHO/lqQjBYEmxMaOYcUac8PqIm/e/gSRFxCnmEM9/t8WxEZbFfDmiVtvkoWIbS2hSI2lrn1biknZi5E4fERzC8qz3AguyCYOeAuVl2EKzHVe4ErqsdwvQHiD64aGqBvRRCG0wSYbZCTCZAD9F9jJMIlGxQl4PEcMYEb7/HhRphggTkr5L1PCJcBHzAldlLJXbRHFGUsjIHGeca3qQQsANkGowGbodYlB03jRslFyU0Ngio+P6iKkyrgVSCoQQ+JMBTimhpiKmVPSxfB03q+SKcRlix8pwKinOKEE6R2zeA9KKS1bzKBwTzC+tc2y6T9WJ8YTZO4wSdLRNX1u0uxLWAkQjQsR6XEL4PvDAiw1ddAmfPkZpXvBHn/8pnzq/hrYCGllM57pF+K0Jso0RKtw91OmRT05u8I+f+gWVUsqke8uElIHzU/D/2mAaMXow2nPh3r9rPbD4GXoywZRTEAZjBElokQQ2JjsoTR4eMAoC+Y+KqE87PDq9xamJXc66feRt4jBSI7kwnOO5/gLx1RD7pauQHlBvZbsL3T5qBfznDN2Kxz87/wUo2YQzNpn3weNJdgLcH19FdvZyhBSM/mCa4Lcn+Nv1K/wvl17G2SvFYozBRDE6DA9fUYwPQwhktYIol/ji8jX+wcmLFKwMX2a0tc3FaIqtkcvgWhf5RnhoE5nvNtozJGci4pOgyxptBD9sn+bPdk4jr4yQb64gIj32NB4l4hTnzQ2MEjgvAurtwgwCkRgINfrtBgi3YJIEk6akGxXCX1aJTw0xZwQlP+K3Z9/kyYLLc9MnuD4xiR4M9yqmHSC0Bq0RK9uIdcn6WymNP60BIDCYiSLm6eOYooNRAmlrlr+4zvTDTT7vN/it0sYn3LcJJGBZhspsn5qlcApH7yAhOlVj8Lklnjqzwn/wG9+lXoiY9zW2sG4WOLsQl3gtqnD1BpR/tEY2zBD3MY/3wRUbQoCUKE9Qnk2oLBjqlRHT/pDVxGY7KtPpO5hGCu0UDvlBi6tS6u6QgmuQwuJdlWdCgRhIiCVGSj5Uabw9Id46Ke4pYaR8d0EbIUHuVY3wGf9N3sPbr6JGGWqoD7TQ8e2Y6WKPqjtCCIPIBHIkUEOBOIR5aB+F2Cu9+vap0s2/vhSYgoMuezcf63kRhUKEwuDcIiRERaIWI9S8Yb44Yt4bUrVi3u3o3cNA3JSMtiSmqRHBAc6/yjRkGpGAGEEWa3qbCl20CBJF+iFiQ3UUxS0b1dsTFAq6XZ/BqEQ/eU/bPiEwjoVxbUSSjn/vEUF7FlRcfB+mnQBLghCSVCuaQYmdoUcU7jW7y/lYWCpjojSgUjZYVkyKYTRw6O4U8boxxTA9kvmAwgBxOp6zPmm0ojEwyhCNhLhq2AyKlCxJWcXgZNgVQTLlInSIOGBa421EmkGakUaQ9t4pWpPFinhDYQoKowTClrgtn7Rfpqe642Q+MfbgxlrRjH1SrVABiBS0bzAOlKyYmnWLF0SAtAzK0txBdNaBwzgWWIrCJBQWR8zODJktjqh5MbZ0EAgyDJmB3sCl0SkzaDmIYYwM9a8tGfx2PLBiQ9g2slKmtJTwxO+8xvSJgPnZHgqbn7Qf4lut40SXUsQr11FBBskRO2m5Be07ZJUCAoMS4kM3+ybYa4yj9dhlu1flC6XGjcPUOxOF8V2M5xCelLQ/o8adpN/3ywEjqPyiz8SPOpgkhTA+gILD8HhtncfPXOC4H+KqFBVC9YKktiKxe4fZb/bBSMZu2XH99PEfVboO8ePLBPbs+EECHnryMp/77FUmrIwT1l4ncABLoOZtZEniyRBXxThoLPF2nZJ3ULGAPxtivteC3UN2PwcR4vIaSgl8W3x4N/RUI4e3nNYZyAY28a5HWrLffXjqWHBsHkYTmLVtROdolGY2EoIFn+R0lWjOQwmF3GtN1w89fnrlLNc2i/iDTew81+pjM2kP+eLiKtPHIia9Ft00gjcE5R+5qMvWoT/Uu1c4a12sXszmjuT/+OSnmJ0J+J/O/4rlQsBffrrIZrlO+acJ5Z3eoYrQkIMQ95UbGDk+tTK2YH2qznVxhvNnAszEdTSGxGhWwiL/5fXPsNmtUn1J4DYgeColOpvx1YkV/mjuTey7UIL9oGKkQC9NY6ZrfPYLV/jN3/kZ04WYRQ9s6aAQaKCvU0aZ4dILM7z4i0dI3+iSBTt7IW/37/ofYLEhUBWFN5kwN9dhZm6E4ySkSHZHZa6263idDsVuY+zGPMI4vsavZEgxrmn9gRhDZCliZWGyDJMYkBJpK6Sl8KoSZb/zfFOQmIJFtiCxHlIY+zaeDQNogViz0QVnfOoTHqzp0sixV6fmhZwqNZm2NUoYRAb2AOyeQBzBw9FMS+LEIlWKW+uISClwpizcxXdK7E2cNiw+EVC3Us7YCbcOFYVECIE2mne6ZbzzAG0g0haj2CJb13Dx8BlbZBqG4yPRTz7pCkwm0JHCpO+5v4UAzwHfhQ/JAzmMZJ4irlhkntobneMTvTiVtNsFWq0S07HF0eyr/skwcpwfaXuwXOwwVwhwVESkNXQN1oZBdI5qJ5c7R4YpMhoQ7Ra43K4z8lzUrKRsa9wpg1oWyKpEKPlO9MEhQKQa0R3d/H9jCcLmDINWkXA0Xj/G/UoMkZashWVuDKuUdyycDUlyIiIJY1qpNzbJLQPQGMa5lIfDVB8LU3TJporU6gkPzWxRsiSedHg7nkUbGMaSXizoNjw614qo3QCVacR9HlMPntgQAoTAP50x/T/uMjcf8NT8gAknZDtzuBJZtF9xqPxMIi8JOGQHoJ8Uy9J89cuXeeT8NiJ528Nz+0GljeDbO0v8tD1LEirCwEIpjVvMqLshf3/xCove235cAZYEpUgqgmhOYN67l7mZoyr4abDAd/Rx7BsD/B/34YAUhzBCkC3X0fUKlaWY0/YKRct86MHz0UBweX2eGy9U+eLCCp9+uI1U45ut4Af84y+/xO88c5G35UO93mHOCXHFeOnI3qMppBFkaPRtJrzd2OdPVh/nRrNCozcCDp/YuCuIvehS3vEKySRDrG7D1REMRh/xAocIMW4IlhbFTY/ryBh2dcZuJ6b64x6z1zOcxtGL594PyUyR4dNz1E70WaytsWQFdLRFM4Nwq4u8sDLuBXEQ86ceBPbmPbUrKPzAxltKCKcz0vmA3z/9Gr8xt8oLK9O8cHEB0x/BbvvQCI53YaC0oXFfTyhMj0/apRA4QrHkhfynJ16iOVfgx+4S690ynzmxzqMLDY65g3eK4gBaC3oDn06vQC2x+OBC4ocICYMlwegJiV6wqCsHZ89JnmEYmZR+YPGtHz/JWzemWX9OYr16HTEMH4i8xwdSbAgpsac1tWdjpiYDFisRVZlwPfFZTTyCNQvvVTC7h/N+/CBudgq+Rd1LaTh7ZpezZz66YVVqBC9vzJA0CoSBw7DvYdkZohJi+RlPnmjycPH2re7fdQ3v+sf4n1snKnyzU8HVGk8doPMvAaZWQi9O4dY8plU6jv1G3dKZ+QgNsj0MsNOt0l1Z4qQzINWg1dgOjp3wqTNre/GhtxcQ+pYXksKgGZ9e6Zvt6N75eT+1+UlziTe2J5kJVyjTvrdv7oAjbhEbZBo6fUTz6IUXGGssOPTeKpZgaGeGfpDhXw0oXZHowcHoPH+/ycoO4blJ0iVF1ZdMKkNLK4ZakPZDRKNF7te4Q4xBDMG5rLAiRRIYUlKemNrEmWrQmSvy4mQVDJhm53Bubgw4XY29pbH74yIs49VWULNSfnNyjX5mc00VaAWCRye3+XrlxrvmPMPY6x5GNqPAoXREircYAXENggUBVUlBWqi9sDIDhDqjn9i8cXmBX752EvutVeyNrft6zbfy4ImNgg/VMtNTXb5U2qLuhxRFSppYXHr9GK9tTtG8oDBbO5jg6FRguR7W+Be7j7KYBHyluklFffLTXwl8vrxJWSXjkq6xQkqD7aZUrYi6Mw7zyPbCXQzmXSG6u0mRn3SP04tdko6Licf5HQZ44+ospWsGu2HuW2m1fSEhmDME5wzxtEAJSTtzeSuust4pEV9pY18bIYdHqXs4YMBvJMjXRwg3YTNRVKRmQmX7CksxQFdLelqwk5RZjSZJdy3ilzy6XQd9PWGq28bdzE+iP4q3703gvdLt6CDArYdwsoczGYEwDFKPy3GJ7dAnHKWYUTAuJ5rzkVQqIxYeucGx2SGuGxNmFs+1jnGhV2FjuFcewlII2xmH67kuGI3p9fNKX5+EMEKsNRikhv/fa48wNTzFN46vcK7WRp/SRF9NkBcM1o4DUYZJk0N11iUMiM4QELy2UeCfbj7GiUKXL9fWcOV4HDky4wulLU67Xc64XcS4rhWZMWwlRX7aW2K7WST9YcLUSufwrxlCIBwHx5P81vIKCw9f4dNTO++q6NiOff514ywbrQIbb2XYF9ZRrQcrf+/BExtFH2anqNcDvljcoezHgKGT+Lz1xjIvvnEM7+IK7vbm/b7SXys3ohqXd+s8Ytp8ttTcn9gQhs9Wtvhs5fZqdxz1bMjQpHsn1tktM9167PAvdh5iY1hldKNMNnhn21lc15Sva2RDH6gkQiMgmIXuWfbEhqKdevx0NE2zaxNfa+NcEUdu0yIAr5FQMAFiJmUzsYhsTUVq7H22D+5qyUaqeDOs8bPeKcIrHsN/VcXsGsxOm8lwiAniw7S23l3eLiT3LrFxqPYiHx8BTj3EOtHHmRjHbA60y+VohmZkE41SzOiA9S24j1QqI8493GFhMsTxYiIt+XnrBD/cWaI23KRCE6EspO+B40ClNM77GwW52PgEiDCGtQb9wOMvXzuPPXQ4Xx1xfqJDdlITF1IsC+yfOaDTcTfyw3SHG4PoDhGjmNc3izy/NcdvTq7x+crmTbHhCs3ni+M9itj7rDFkZKzHPn/afIjOmoPzoxGTlwPM8JCvGUIgXAe7qPjNpct85fwqjlAI3inm004KfHPrMa5ulpl+a4XCxY37eMG358ERG76HcGwmTsdMPbPG/NldlK3pxw6/3J6n0SnQvJphX2siu0evU67YSpE/HNKdMXzv6RNUCsl76pHe8lhLo/yUshXzZGmH0i3C5O2H3wgqvDGYIsskROqd+UyD1UqQwww9CtG3dCXeiCtkzQAnFJjdBB29M9jdlkbuGmRnOK43fhCwFMqRLFR7LE7HzBZ7CGEYhS4rW3W6O5I4DjA6OzIetHcRRZhuj/aaxWsvncSvZLxVTyl5KZ+ubVN3P763xxhY2Z3mpdYU25sewbWEZB30tsT0DYQRJMm4SlrO+zACUAbkeBxqY0gwxCY7et4NKZFKUHUCPD+hZgcIQCOJtUWsFTrToMXRvG/3ibj5afwPYwQaQTJdIjwrKNVTagsxkRS0pED3BXZbII+Y0/duIGONvxpi64zWo5JricekM+RrEyvs1jyuTZTIZApxdPjEXDY+wlTrGd4LGd1ll59UFpjwApbdFp5KKQuDLaCtLfpasTMsstqtsdooEL8UI7ZSTDNCxNnhXTP2KoVaBVj8bI/qQsrUUogj5LjqKNDXNhupz/Wuj3olpLgmUJ0Hs07/gyE2hEBUK8haheUv3uCZP7zMohdhuRkb3Qr/5Uuf4dpGmfLPVvAvXj+Sp1XiQoR9JWZzuch//g8/QzbpYhR7BcDfjVVM8OZGnC52+N+d+Nm7xMbbvNCd4z+7/mniwMa03JuJ9jKBqZcjimspbDRgc+fmc7QRJKZH0fQovKcKxF5eMBiDOQi1/oVAOi7Klzwyv83SmQFnvS4C6PSLvHThNKMbGVPBFWx9NBOWTX+AGQxZfWWSG/LzJNOSzlOaqYkh//vHf0Dd/fjxoNpIfnntNP/stSfwX25Q+s4qxAGkvb3j+YPbn+XeY0AZtGXG9zzjhMChThkZ613ex6OAUAplCZaLHRZqIfNeFxg3hRxmDkGqyNIUcwT7QdxNjBEYIwlP19HuHLVzWyx/9jqtxHBjR5JuQO1NcD48zS/nNqhQM/FyD/uGYvXTCvVQhfOFFr9TXecHSyf5r5Y+S+LG0O0dugaKJkkgSbBfc3C3ErafKvJPFx9lptbjb9V/xZwz4JSlqQrDWupyNfF4YfMU377wBOrSkNr/9waql0BsDncjeykRvk9hNuWZ/8kNlp/ucbwY44p3tu2NzOW7oxl2N1ycP+9RvzqEwYMZVvZAiA0jIK0p9LyDPQkzxYiqnSKFwaSQdhVp28IEZnzjHcHTKpHBuFOLRq/EZB0w0tw+Z6+QkrRTBgXN1bZP5L5/stpqWqTrCVlkMF0D2fiFdAbxZozazaBrYKje80yz51A5BH+DvQ2uRpAh2U19LgSw3inAWoLazCA+BO9zv+yJAD1KSbcj0liSlQzxRMb1co1C36BLCcbLmLRCZuwRg8xhMy6SpQrTU5CNk/+0kTQ3iphtMC0wowOW23MfEQLq/oCpWoNJv0eEIYhcrvWmaDQdwuSIFXfd06WD1KUVKkbW2PuaZpJe7DFIJNp8cFW+nI/GEpqTfpdOxcOas7CUhT0V0hU+w9hB7QK75kg2O70raANBjLEU3VWX7YtVTi6k+PN9rGJGugipAOvq/b7Qe0iUQj8i24b0TU1vUrESTjEsFAkKGUXbcGPHYbNj0123ya7EiNUEhhoRHv5721iSrOahJ1KqFUO9lOJZ737fcWCzu16ltWmR9Q0iSB/Yw94HQmwgofOwy+AzRfyHJU97IY7QWIAVGapXMyaup1h9fSSFxq3YzYDJf3MN8yEVn4Q0CGUIpOaPrVlsMf2+xwwym4l0FaPFXrjBOz9TkYGUw+e+fRcGk2XoxNCOPYgcLg48/mVUIHodyv+mQamdIvpH06txK7LVx3k5wFYC9zkQRcU/+/xjWPMe8qkB8kTINyau8gf1C1wKJ/hvtp5k0PLRPy9DT413ywaiG4bprT7shBzh3kyfGCEMzy5c4oknO9TskG2dcak5w3/7iy/RX7VQ/TUERyeWxRhNlikutGeJ10vMzwm+Xt6in3hcas0w7BhKWYziwTzhOwgUVcI/WXqNaOEC5gyQwbfbJ/hvth9FXBeUv6WRuxm0jvZ6vG+yDN3tkQwlb/3ZNDd+vMzSP7jI5/5ei3RJ0/9GQnIxpfQrgzqgXcU/ChMEZFEMPQMXoTXl8udf+Sxm2kEvJ5iipvyDkMIvI4JuTH3nCiLWyOBoKFxdcggem8FbzDg28SaP2RnWexbO7kaZV//iHP11jdhdhejBLZp0X8WGEYBtYVyFP5FizQwplyOKQiPfNqoeb35VaPINCiBSg9X9eIuoBpofUjvIOsr9DPY64BitibuC0baiE9k0Qhe5lWK3Auil6Pz0HZFqSGME44pmemjT3rDIUg85nSId2AlcmonD7sBla8tj0PLQax703plivJ0RbidCj9Kjl2dwBwjAVhmek5Ckkp1OkUazyM56geG2ZCKWOB/5KoeIvXs37lsMd106BY/tqEAz9BkFLmGYUdC3pk/mfBQ6kYR9l5Fj6Lgu0hrnbFjGIDONiDVikBE1JKoBajtFdhL0EW+oe0dkGcZowqYgTiy6HYdm5hLbgmp9SNTQCE+BbcYHfw/oJnLfaAM6HR9sDiGLDP11hyT2iKQiK2mSdU22qjHDGLsbHSlnpbDBrhucusZ3DJ40N6ONh6nDIHXY7fmMNhXRDjixQT7AY+T+ejZsi/ShBWTd4xufepNHP7XGmUKI2Ge1m5ycT4LJUkwAnX8Fgx9BrIeoLET0DbqdjSfBQx0Uuj9EnOK8vo55y0K8mkJB87JtseWcpJ+66KiNm3Qxnd1xLMAeKs7IYg1peqQWjTtFG8Grw0Vu7B5HX/PIXisy2sxwn9/A7qVY7QPSQfNuoTNIDKWfxxTWI174zCyXsyqdfoHhjTJyI4TkaNTev1v0Nkq88edzXJ9P2fnNKnY5ZWNjikHPp/bqkNLlgEbPYrLZQAw1bMXoOIPkCB9Y3Q20Qbe7mMGA57eKrDUep271+I+XfkJjVOGvTj9G17NhvQGjw+29VIOI0k9vYBxJ5o3z1OxWhu5pTJoduTWjVBux/OVLTB9LKE0NMbcIie83jvHPbzxM8EpK+sIadjdFBA+2J/f+ig0p0BNFxLTPcn3A0/VVKsJGYGP2sgI04mZ9x7ylUM5dxRjIIL4+/oAUydFw0d4JQhtUe69b9fb4SxNJk8reI6L8VPku0wqLtLolkq0iyaUKcquPe62JCI/oZk8b7EaGCFN25zze2q1A30K0FLInbxa8yPl4xEOb4dUyg0iTPTaCLOPq9gydVonpCz0mXhliRiHeYDAueZvER27zd8+IYkwM24MCnW6FZypDzk80KJUz7KqL6fuI7cM/o4pEY28P3vf9ozrMbDdlamFAfSHBdpObBc8NsDEs8vPtefztLjONXdTowZ/w7qvY0JZgOC8QJyR21WJSOtiMT6Q62uJq4rEeFohCg4rScYJ0Tk5OzlFCAz8MYDVFtQeIrfb4FCt58BeYe4YxmP4QE8W4z0km1iQkEjFQyFGKekArsjyoyN4I+81V5A3DaH0EjqHQ38SKLNythKyZjMN+4iSvHHcvMJC9CHEI3adsbvxehS1ZZlD3CEMH54bMD3COGI5ImbO7zNgxnkgRCJra0NMQX4uZ+04fsR4gD0go4/3N2VAQTQrMrEAVFMVbSnoN9bj29HbikCZj1XvoYhZzcnJyPgoDvBnDmzESyAOExpgwhDDE7oF96X5fzcFGBDFqrQlAvGdLjwhv7+f5ynvv0Vcg3TSMlGLnd32awico28QVhf0hBWFyDieWyKiqETUVYwsNCPrasJMZ0u2U6qshWT9GH5AzpwejGtUtbKY+K0mBrTWfN5+r0d10ia70YHcIYX5alZOTk5OTk3PISBJMAK034bX/T4VB4MDrO7hdhRgdsbysHLqjAs9dPsd0lHD85DXKxSGvry/z4s4kmzc8sk4PEyYH5hD+gRMbq2mBH4xmaF4qcPmP6yQtTdbqQpLH0ufk5OTk5OQcPkySYJKEnZdg95UJAITewuW2vXtzDjntUYkrbzxEvZfy9eldFv2AF6+f5k8vnKf01gaV5ipCH5yBcV/Fhkg07vUeRDErkeS5KzUuxgV2IkX/IqS9GB2Yw9uOPicnJycnJyfnbQyY7J2wqTyA6mgigxTnchc6mjdxCaplWm8kuGsdrEZwYDwab3NfxYYMUmrf3wAFP1I2z6tjpEaQIDGpIQt6N7sY5+Tk5OTk5OTk5Bx2rFbIxL+9gZDwZ39aRskiQTpiMrsMqT5w3q6PJTberu+bktzdTDED7JVuHO597HVsuou/ZH+kew3vzB0KnXtmuweYu2W7W18jt98nJ7fd/sltd2fk9ts/ue32T267OyO33/6567bLgGB8bf2b33wnb/n+75I/me0+ltjo98dv9cf85R1c1sGk3+9TrVbv6PmQ2+5OXgNy++33+ZDbbr/Ph9x2d/IakNtvv8+H3Hb7fT7ktruT14Dcfvt9PuS2+yCE+RiSRGvNxsYG5XIZIY5GBKExhn6/z8LCAlLuv9hkbrs7K9SZ2y8fe5+E3Hb7J79v74x87O2f3Hb7J79v74x87O2fT2K7jyU2cnJycnJycnJycnJyPil5f6icnJycnJycnJycnHtCLjZycnJycnJycnJycu4JudjIycnJycnJycnJybkn5GIjJycnJycnJycnJ+eekIuNnJycnJycnJycnJx7Qi42cnJycnJycnJycnLuCbnYyMnJycnJycnJycm5J/z/ASyy9JsLs3HAAAAAAElFTkSuQmCC", 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for encoder_dim in [32,16,8,4,2]:\n", " print(encoder_dim)\n", " ae = trainer(encoder_dim)\n", " tester(ae)" ] } ], "metadata": { "kernelspec": { "display_name": "clip", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.16" } }, "nbformat": 4, "nbformat_minor": 5 }