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Build a Generative Adversarial Network .ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"accelerator": "GPU",
"colab": {
"provenance": [],
"gpuType": "T4",
"include_colab_link": true
},
"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": "3.8.6"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/jayant-yadav/32dc2355209627a1c12e3f2f7d5ba27e/build-a-generative-adversarial-network.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "b00GdKCA9JN7"
},
"source": [
"# Deep Learning with PyTorch : Build a Generative Adversarial Network"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "xHs481nY8Bdg"
},
"source": [
"![GANs.png](data:image/png;base64,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)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "_W4GVaDSlOSf"
},
"source": [
"import torch\n",
"torch.manual_seed(42)\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from tqdm.notebook import tqdm"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "HwklBE_vlOSi"
},
"source": [
"# Configurations"
]
},
{
"cell_type": "code",
"metadata": {
"id": "5oUWVmkulOSi"
},
"source": [
"device = 'cuda' # image = image.to(device)\n",
"\n",
"batch_size = 128 #trainloader, training loop\n",
"noise_dim = 64 # generator model\n",
"\n",
"# optimizer params\n",
"lr = 0.0002\n",
"beta_1 = 0.5\n",
"beta_2 = 0.99\n",
"\n",
"# training variables\n",
"epochs = 20"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "thRDmRxBlOSj"
},
"source": [
"# Load MNIST Dataset"
]
},
{
"cell_type": "code",
"metadata": {
"id": "FA70KkPWlOSj"
},
"source": [
"from torchvision import datasets, transforms as T"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"source": [
"train_augs = T.Compose([\n",
" T.RandomRotation((-20, +20)),\n",
" T.ToTensor() # (height,width,channel) -> (channel,height,width)\n",
" ])"
],
"metadata": {
"id": "Wndhzcus7qA8"
},
"execution_count": 5,
"outputs": []
},
{
"cell_type": "code",
"source": [
"trainset = datasets.MNIST('MNIST/', download = True, train = True, transform= train_augs)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Pj_DXMD47-C1",
"outputId": "1edf5680-31af-4940-8aa4-49b6db48df14"
},
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n",
"Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to MNIST/MNIST/raw/train-images-idx3-ubyte.gz\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 9912422/9912422 [00:00<00:00, 102891839.19it/s]\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Extracting MNIST/MNIST/raw/train-images-idx3-ubyte.gz to MNIST/MNIST/raw\n",
"\n",
"Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz\n",
"Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz to MNIST/MNIST/raw/train-labels-idx1-ubyte.gz\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 28881/28881 [00:00<00:00, 15528226.36it/s]\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Extracting MNIST/MNIST/raw/train-labels-idx1-ubyte.gz to MNIST/MNIST/raw\n",
"\n",
"Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n",
"Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz to MNIST/MNIST/raw/t10k-images-idx3-ubyte.gz\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 1648877/1648877 [00:00<00:00, 28280765.00it/s]\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Extracting MNIST/MNIST/raw/t10k-images-idx3-ubyte.gz to MNIST/MNIST/raw\n",
"\n",
"Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz\n",
"Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz to MNIST/MNIST/raw/t10k-labels-idx1-ubyte.gz\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 4542/4542 [00:00<00:00, 20244982.75it/s]"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Extracting MNIST/MNIST/raw/t10k-labels-idx1-ubyte.gz to MNIST/MNIST/raw\n",
"\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "hN8OGFATlOSk",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 448
},
"outputId": "a820719c-a59f-4b15-ed41-c7ce7bb4af30"
},
"source": [
"image, label = trainset[5]\n",
"plt.imshow(image.squeeze(), cmap = 'gray')"
],
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x79e68a9b9030>"
]
},
"metadata": {},
"execution_count": 7
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"print(f'number of training data are : {len(trainset)}')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "egdiGgIT8qo8",
"outputId": "d132b090-bbd7-4221-bd0c-0565272b5e94"
},
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"number of training data are : 60000\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TRSk3zV1lOSl"
},
"source": [
"# Load Dataset Into Batches"
]
},
{
"cell_type": "code",
"metadata": {
"id": "LaRQzZhr7-HF"
},
"source": [
"from torch.utils.data import DataLoader\n",
"from torchvision.utils import make_grid"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "yDNysctVlOSl",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "c04dacb1-4986-41de-a569-d8a0ae14bc2c"
},
"source": [
"trainloader = DataLoader(trainset, batch_size = batch_size, shuffle = True)\n",
"print(f\"total no. of batches in trainloader: {len(trainloader)}\")"
],
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"total no. of batches in trainloader: 469\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Me1C0THUlOSm",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "12ba9eec-3259-4a8c-d02e-ec40b2e85d26"
},
"source": [
"dataitr = iter(trainloader)\n",
"images, _ = next(dataitr)\n",
"print(images.shape)"
],
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"torch.Size([128, 1, 28, 28])\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "3R3XRbXBlOSm"
},
"source": [
"# 'show_tensor_images' : function is used to plot some of images from the batch\n",
"\n",
"def show_tensor_images(tensor_img, num_images = 16, size=(1, 28, 28)):\n",
" unflat_img = tensor_img.detach().cpu()\n",
" img_grid = make_grid(unflat_img[:num_images], nrow=4)\n",
" plt.imshow(img_grid.permute(1, 2, 0).squeeze())\n",
" plt.show()"
],
"execution_count": 11,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "iVLG2TA4lOSm",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 434
},
"outputId": "ae6ce1f5-3fc4-4b4c-920e-21d7a2ec28ba"
},
"source": [
"show_tensor_images(images, num_images = 16)"
],
"execution_count": 12,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Eb1rVzijlOSn"
},
"source": [
"# Create Discriminator Network"
]
},
{
"cell_type": "code",
"metadata": {
"id": "22qSpIBlknec",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "980aeedb-d1f0-4ae9-dda4-ee02f872ebc7"
},
"source": [
"#In case if torch summary is not installed\n",
"\n",
"!pip install torchsummary"
],
"execution_count": 13,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Requirement already satisfied: torchsummary in /usr/local/lib/python3.10/dist-packages (1.5.1)\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "mYvzxU2llOSn"
},
"source": [
"from torch import nn\n",
"from torchsummary import summary"
],
"execution_count": 14,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "JtQoJvmrAxTj",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 90
},
"outputId": "8d8d1e52-bb0d-4c81-c899-88e0735113e5"
},
"source": [
"'''\n",
"\n",
"Network : Discriminator\n",
"\n",
"input : (bs, 1, 28, 28)\n",
" | ---- SUMMARY ----\n",
" V\n",
"Conv2d( in_channels = 1, out_channels = 16, kernel_size = (3,3), stride = 2) #(bs, 16, 13, 13)\n",
"BatchNorm2d() #(bs, 16, 13, 13)\n",
"LeakyReLU() #(bs, 16, 13, 13)\n",
" |\n",
" V\n",
"Conv2d( in_channels = 16, out_channels = 32, kernel_size = (5,5), stride = 2) #(bs, 32, 5, 5)\n",
"BatchNorm2d() #(bs, 32, 5, 5)\n",
"LeakyReLU() #(bs, 32, 5, 5)\n",
" |\n",
" V\n",
"Conv2d( in_channels = 32, out_channels = 64, kernel_size = (5,5), stride = 2) #(bs, 64, 1, 1)\n",
"BatchNorm2d() #(bs, 64, 1, 1)\n",
"LeakyReLU() #(bs, 64, 1, 1)\n",
" |\n",
" V\n",
"Flatten() #(bs, 64)\n",
"Linear(in_features = 64, out_features = 1) #(bs, 1)\n",
"\n",
"'''"
],
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"'\\n\\nNetwork : Discriminator\\n\\ninput : (bs, 1, 28, 28)\\n | ---- SUMMARY ----\\n V\\nConv2d( in_channels = 1, out_channels = 16, kernel_size = (3,3), stride = 2) #(bs, 16, 13, 13)\\nBatchNorm2d() #(bs, 16, 13, 13)\\nLeakyReLU() #(bs, 16, 13, 13)\\n |\\n V\\nConv2d( in_channels = 16, out_channels = 32, kernel_size = (5,5), stride = 2) #(bs, 32, 5, 5)\\nBatchNorm2d() #(bs, 32, 5, 5)\\nLeakyReLU() #(bs, 32, 5, 5)\\n |\\n V\\nConv2d( in_channels = 32, out_channels = 64, kernel_size = (5,5), stride = 2) #(bs, 64, 1, 1)\\nBatchNorm2d() #(bs, 64, 1, 1)\\nLeakyReLU() #(bs, 64, 1, 1)\\n |\\n V\\nFlatten() #(bs, 64)\\nLinear(in_features = 64, out_features = 1) #(bs, 1)\\n\\n'"
],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
}
},
"metadata": {},
"execution_count": 15
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "4VpIDdx9lOSn"
},
"source": [
"# create discriminator blocks\n",
"def get_disc_block(in_channels, out_channels, kernel_size, stride):\n",
" return nn.Sequential(\n",
" nn.Conv2d(in_channels, out_channels, kernel_size, stride ),\n",
" nn.BatchNorm2d(out_channels),\n",
" nn.LeakyReLU(0.2),\n",
" )\n"
],
"execution_count": 16,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Bq_aX7EslOSo"
},
"source": [
"class Discriminator(nn.Module):\n",
"\n",
" def __init__(self):\n",
" super(Discriminator, self).__init__()\n",
"\n",
" self.block_1 = get_disc_block(1,16,(3,3),2)\n",
" self.block_2 = get_disc_block(16,32,(5,5),2)\n",
" self.block_3 = get_disc_block(32,64,(5,5),2)\n",
" self.flatten = nn.Flatten()\n",
" self.linear = nn.Linear(in_features = 64, out_features = 1)\n",
"\n",
" def forward(self,images):\n",
" x1 = self.block_1(images)\n",
" x2 = self.block_2(x1)\n",
" x3 = self.block_3(x2)\n",
" x4 = self.flatten(x3)\n",
" x5 = self.linear(x4)\n",
"\n",
" return x5\n",
""
],
"execution_count": 17,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "RqZFM47slOSo",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "6cf29d16-e619-4361-c7e5-90ed21a3305e"
},
"source": [
"D = Discriminator()\n",
"D.to(device)\n",
"\n",
"summary(D, input_size = (1,28,28))"
],
"execution_count": 18,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"----------------------------------------------------------------\n",
" Layer (type) Output Shape Param #\n",
"================================================================\n",
" Conv2d-1 [-1, 16, 13, 13] 160\n",
" BatchNorm2d-2 [-1, 16, 13, 13] 32\n",
" LeakyReLU-3 [-1, 16, 13, 13] 0\n",
" Conv2d-4 [-1, 32, 5, 5] 12,832\n",
" BatchNorm2d-5 [-1, 32, 5, 5] 64\n",
" LeakyReLU-6 [-1, 32, 5, 5] 0\n",
" Conv2d-7 [-1, 64, 1, 1] 51,264\n",
" BatchNorm2d-8 [-1, 64, 1, 1] 128\n",
" LeakyReLU-9 [-1, 64, 1, 1] 0\n",
" Flatten-10 [-1, 64] 0\n",
" Linear-11 [-1, 1] 65\n",
"================================================================\n",
"Total params: 64,545\n",
"Trainable params: 64,545\n",
"Non-trainable params: 0\n",
"----------------------------------------------------------------\n",
"Input size (MB): 0.00\n",
"Forward/backward pass size (MB): 0.08\n",
"Params size (MB): 0.25\n",
"Estimated Total Size (MB): 0.33\n",
"----------------------------------------------------------------\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gaSM5ky-lOSp"
},
"source": [
"# Create Generator Network"
]
},
{
"cell_type": "code",
"metadata": {
"id": "xeBHYF5IAzFm",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 90
},
"outputId": "38e1ff97-712d-4deb-8039-94609960c841"
},
"source": [
"'''\n",
"\n",
"Network : Generator\n",
"\n",
"z_dim = 64\n",
"input : (bs,z_dim)\n",
"\n",
" |\n",
" | Reshape\n",
" V\n",
"\n",
"input : (bs, channel, height, width) -> (bs, z_dim , 1 , 1)\n",
" | ---- SUMMARY ----\n",
" V\n",
"ConvTranspose2d( in_channels = z_dim, out_channels = 256, kernel_size = (3,3), stride = 2) #(bs, 256, 3, 3)\n",
"BatchNorm2d() #(bs, 256, 3, 3)\n",
"ReLU() #(bs, 256, 3, 3)\n",
" |\n",
" V\n",
"ConvTranspose2d( in_channels = 256, out_channels = 128, kernel_size = (4,4), stride = 1) #(bs, 128, 6, 6)\n",
"BatchNorm2d() #(bs, 128, 6, 6)\n",
"ReLU() #(bs, 128, 6, 6)\n",
" |\n",
" V\n",
"ConvTranspose2d( in_channels = 128, out_channels = 64, kernel_size = (3,3), stride = 2) #(bs, 64, 13, 13)\n",
"BatchNorm2d() #(bs, 64, 13, 13)\n",
"ReLU() #(bs, 64, 13, 13)\n",
" |\n",
" V\n",
"ConvTranspose2d( in_channels = 64, out_channels = 1, kernel_size = (4,4), stride = 2) #(bs, 1, 28, 28)\n",
"Tanh() #(bs, 1, 28, 28)\n",
"\n",
"'''"
],
"execution_count": 19,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"'\\n\\nNetwork : Generator\\n\\nz_dim = 64\\ninput : (bs,z_dim)\\n\\n |\\n | Reshape\\n V\\n\\ninput : (bs, channel, height, width) -> (bs, z_dim , 1 , 1)\\n | ---- SUMMARY ----\\n V\\nConvTranspose2d( in_channels = z_dim, out_channels = 256, kernel_size = (3,3), stride = 2) #(bs, 256, 3, 3)\\nBatchNorm2d() #(bs, 256, 3, 3)\\nReLU() #(bs, 256, 3, 3)\\n |\\n V\\nConvTranspose2d( in_channels = 256, out_channels = 128, kernel_size = (4,4), stride = 1) #(bs, 128, 6, 6)\\nBatchNorm2d() #(bs, 128, 6, 6)\\nReLU() #(bs, 128, 6, 6)\\n |\\n V\\nConvTranspose2d( in_channels = 128, out_channels = 64, kernel_size = (3,3), stride = 2) #(bs, 64, 13, 13)\\nBatchNorm2d() #(bs, 64, 13, 13)\\nReLU() #(bs, 64, 13, 13)\\n |\\n V\\nConvTranspose2d( in_channels = 64, out_channels = 1, kernel_size = (4,4), stride = 2) #(bs, 1, 28, 28)\\nTanh() #(bs, 1, 28, 28)\\n\\n'"
],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
}
},
"metadata": {},
"execution_count": 19
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "rmGinLUjlOSp"
},
"source": [
"# create generator blocks\n",
"def get_gen_block(in_channels, out_channels, kernel_size, stride, final_block = False):\n",
" if final_block:\n",
" return nn.Sequential(\n",
" nn.ConvTranspose2d(in_channels, out_channels, kernel_size, stride),\n",
" nn.Tanh()\n",
" )\n",
" return nn.Sequential(\n",
" nn.ConvTranspose2d(in_channels, out_channels, kernel_size, stride ),\n",
" nn.BatchNorm2d(out_channels),\n",
" nn.ReLU(),\n",
" )\n"
],
"execution_count": 20,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "qNcWK2malOSq"
},
"source": [
"class Generator(nn.Module):\n",
"\n",
" def __init__(self,noise_dim):\n",
" super(Generator, self).__init__()\n",
"\n",
" self.noise_dim = noise_dim\n",
" self.block_1 = get_gen_block(noise_dim,256,(3,3),2)\n",
" self.block_2 = get_gen_block(256,128,(4,4),1)\n",
" self.block_3 = get_gen_block(128,64,(3,3),2)\n",
" self.block_4 = get_gen_block(64,1,(4,4),2,final_block = True)\n",
"\n",
" def forward(self,random_noise_dim_vec):\n",
" x = random_noise_dim_vec.view(-1,self.noise_dim,1,1)\n",
" x1 = self.block_1(x)\n",
" x2 = self.block_2(x1)\n",
" x3 = self.block_3(x2)\n",
" x4 = self.block_4(x3)\n",
"\n",
" return x4\n",
""
],
"execution_count": 21,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "pyOp5x61lOSr",
"scrolled": true,
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "8a3e73a7-88bc-41dd-834d-c45513bdbc46"
},
"source": [
"G = Generator(noise_dim)\n",
"G.to(device)\n",
"summary(G,input_size = (1,noise_dim))"
],
"execution_count": 22,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"----------------------------------------------------------------\n",
" Layer (type) Output Shape Param #\n",
"================================================================\n",
" ConvTranspose2d-1 [-1, 256, 3, 3] 147,712\n",
" BatchNorm2d-2 [-1, 256, 3, 3] 512\n",
" ReLU-3 [-1, 256, 3, 3] 0\n",
" ConvTranspose2d-4 [-1, 128, 6, 6] 524,416\n",
" BatchNorm2d-5 [-1, 128, 6, 6] 256\n",
" ReLU-6 [-1, 128, 6, 6] 0\n",
" ConvTranspose2d-7 [-1, 64, 13, 13] 73,792\n",
" BatchNorm2d-8 [-1, 64, 13, 13] 128\n",
" ReLU-9 [-1, 64, 13, 13] 0\n",
" ConvTranspose2d-10 [-1, 1, 28, 28] 1,025\n",
" Tanh-11 [-1, 1, 28, 28] 0\n",
"================================================================\n",
"Total params: 747,841\n",
"Trainable params: 747,841\n",
"Non-trainable params: 0\n",
"----------------------------------------------------------------\n",
"Input size (MB): 0.00\n",
"Forward/backward pass size (MB): 0.42\n",
"Params size (MB): 2.85\n",
"Estimated Total Size (MB): 3.27\n",
"----------------------------------------------------------------\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "I6v-NfQlVy8v"
},
"source": [
"# Replace Random initialized weights to Normal weights\n",
"\n",
"def weights_init(m):\n",
" if isinstance(m, nn.Conv2d) or isinstance(m, nn.ConvTranspose2d):\n",
" nn.init.normal_(m.weight, 0.0, 0.02)\n",
" if isinstance(m, nn.BatchNorm2d):\n",
" nn.init.normal_(m.weight, 0.0, 0.02)\n",
" nn.init.constant_(m.bias, 0)"
],
"execution_count": 23,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "cpMoglmaUPnt"
},
"source": [
"D = D.apply(weights_init) #apply the func to the class\n",
"G = G.apply(weights_init)"
],
"execution_count": 24,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "WLGG2YkRlOSr"
},
"source": [
"# Create Loss Function and Load Optimizer"
]
},
{
"cell_type": "code",
"metadata": {
"id": "bOvcqBuylOSs"
},
"source": [
"def real_loss(disc_pred):\n",
" criterion = nn.BCEWithLogitsLoss()\n",
" ground_truth = torch.ones_like(disc_pred)\n",
" loss = criterion(disc_pred,ground_truth)\n",
" return loss"
],
"execution_count": 27,
"outputs": []
},
{
"cell_type": "code",
"source": [
"def fake_loss(disc_pred):\n",
" criterion = nn.BCEWithLogitsLoss()\n",
" ground_truth = torch.zeros_like(disc_pred)\n",
" loss = criterion(disc_pred,ground_truth)\n",
" return loss"
],
"metadata": {
"id": "Vjn5rh4wYIKI"
},
"execution_count": 28,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "96EEpkp9lOSs"
},
"source": [
"D_opt = torch.optim.Adam(D.parameters(), lr = lr, betas=(beta_1,beta_2))\n",
"G_opt = torch.optim.Adam(G.parameters(), lr = lr, betas=(beta_1,beta_2))"
],
"execution_count": 29,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Questions: \n",
"Q1. Why is ground truth for fake loss 0 and for real loss is 1? \n",
"A1. real means training/real image. fake means generated img. 0 means D has detected a fake image and 1 means D has detected a real image. We want to minimize the loss for real image, ie. all should have been predicted as 1. vice-versa for fake image."
],
"metadata": {
"id": "wdkvvUIFelw_"
}
},
{
"cell_type": "markdown",
"metadata": {
"id": "kF_k10LElOSt"
},
"source": [
"# Training Loop"
]
},
{
"cell_type": "code",
"metadata": {
"id": "TmPLh41ulOSt",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "7ca55951-cd0e-47fc-cd5b-0bda69667854"
},
"source": [
"for i in range(epochs):\n",
"\n",
" total_g_loss = 0.0\n",
" total_d_loss = 0.0\n",
"\n",
" for real_img, _ in trainloader:\n",
" real_img = real_img.to(device)\n",
" noise = torch.randn(batch_size, noise_dim, device = device)\n",
"\n",
" # find loss and update weights for D\n",
"\n",
" D_opt.zero_grad()\n",
"\n",
" fake_img = G(noise)\n",
" D_pred = D(fake_img)\n",
" D_fake_loss = fake_loss(D_pred)\n",
"\n",
" D_pred = D(real_img)\n",
" D_real_loss = real_loss(D_pred)\n",
"\n",
" D_loss = (D_fake_loss + D_real_loss )/2 # calc. avg. D_loss\n",
" total_d_loss += D_loss.item()\n",
" D_loss.backward()\n",
" D_opt.step()\n",
"\n",
" # find loss and update weights for G\n",
"\n",
" noise = torch.randn(batch_size, noise_dim, device = device) # redundant?\n",
" G_opt.zero_grad()\n",
"\n",
" fake_img = G(noise)\n",
" D_pred = D(fake_img)\n",
" G_loss = real_loss(D_pred) # notice this is not fake_loss\n",
"\n",
" total_g_loss += G_loss.item()\n",
"\n",
" G_loss.backward()\n",
" G_opt.step()\n",
"\n",
" avg_g_loss = total_g_loss / len(trainloader)\n",
" avg_d_loss = total_d_loss / len(trainloader)\n",
"\n",
" print(f\"Epoch: {i+1} | D_loss: {avg_d_loss} | G_loss: {avg_g_loss}\")\n",
" show_tensor_images(fake_img)"
],
"execution_count": 30,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 1 | D_loss: 0.6862794521775073 | G_loss: 0.6897798244124537\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 2 | D_loss: 0.6775994355490467 | G_loss: 0.711613689785573\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 3 | D_loss: 0.6345785035253334 | G_loss: 0.7613120546727292\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 4 | D_loss: 0.6046585270336696 | G_loss: 0.8055653185732583\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 5 | D_loss: 0.5852537129733608 | G_loss: 0.8434930043434029\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 6 | D_loss: 0.5786311158747561 | G_loss: 0.8689704128165743\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 7 | D_loss: 0.5855227450826275 | G_loss: 0.8744523116012117\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 8 | D_loss: 0.5937835650403362 | G_loss: 0.8742098653240244\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 9 | D_loss: 0.60210816667024 | G_loss: 0.8713981435497178\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 10 | D_loss: 0.6107234624403117 | G_loss: 0.8640235094373414\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 11 | D_loss: 0.6165015087453033 | G_loss: 0.8565274222827415\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 12 | D_loss: 0.6242476431037317 | G_loss: 0.8496607967785427\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 13 | D_loss: 0.6306362056783014 | G_loss: 0.8393944651841609\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 14 | D_loss: 0.6344583315381618 | G_loss: 0.834907837259744\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 15 | D_loss: 0.6370091688658382 | G_loss: 0.8318978963630286\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 16 | D_loss: 0.638759707464084 | G_loss: 0.8252011101637313\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 17 | D_loss: 0.6391422266899142 | G_loss: 0.8264464408095712\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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xHtFbFNc4ylLIIYcckrUdlL7M4mNDL7u5c+e6jRI4Bnj369fPbfTcw3lkQdAhQb0h0iIr85Q0VyRuU69evax9wDI3uC5RYv38889pX7F0EVsLWMGbtZW0nBOC+2XVxcsDPZEJIYRINbqRCSGESDW6kQkhhEg1Fe4dGeqyLMMG07FZWXP8HPV8lrUA9WDU87t37x7bH3tPhJkSQt4xoe7PyqizdwMsy0lIZgRWX4u58TNYSAM7ZkyHxz5nHmM8hphEFTN+MAYPHuz2ihUr3MZwCOzHfvvt5/bMmTPdxmwjS5YscTvEfTsklIS98wnJwoBrGTPO4DHAsWMy6ClTptB+Y1/nzZvndkjWGXTrHzZsmNvsXTEefxwzth/yXgxh7SDsPTM7X5ctW+Y2Zus5//zz3T799NPdxjp+ZcHOfaxxh+/FWP1Bdn0IcadX0mAhhBBiM9CNTAghRKqpcNIic4nHx2X2+M8enfGRnbnfM7CdzEweTC5r1KiR27m4sDKJj0mrLCEyGyfOBcofKJcweQVh8x7iWo1tYv8xw4lZ3F0cazqFcNNNN7k9atQot3GOsM4TJp9Gt3acF/wc3fgZzIUe9xVSNw1Bublt27ZuY8Ja5NJLL3V7/vz5bmMYBs6DmdmDDz7o9qGHHur2nDlz3G7SpInbmFWkc+fOWfeB7ug4F0wGZJk9Qkgqj4VkvGjYsGHW/mBWExwvro8777zT7QceeCDWbuvWrd2eMWOG26+//rrbLFNJyLUl6fUHrw/lkcQZ0ROZEEKIVKMbmRBCiFRT4aRFBDM1sEj8kMdrlpGBgY/UKJX885//jG3HvKBQdkGPI+a5xuQPlBHw0Z61w2q2hYBzhONi+8K5ZtJPiLcZk08x2a1ZXKZKKsEh6Hm46667bnJ7zIyBEk+InMhg/cfjjceDedeihM0yeKBnKiaWxewzPXr0cDtz3rGvb7/9ttuHHXaY2yi54vmCEjDKiSghs3XBElQnrYvFkm2zdc22xz7gK4a///3vbmO2k3Hjxrk9cuRIt9GjNDPjDibAxnPhvffecxvnK8SjmCVfDkkwXt5yIqInMiGEEKlGNzIhhBCppsJJi/iYi/IKC/xlHowoS4Z4PyIofaA8wmqoZYLeSJiElUmfmPgYt2dyIpuLpPXV0MsKg7hZcCWbLyb9hCTcRTC4GaXEssC+XnHFFW5j4OgHH3zgNpaaD5FBUU5EcpE32fFgc8SOAcp1Z511VtbffvTRR1nbx6S2Y8aMoX3FfU+bNs3tDh06uL3zzju7jZIlSmJ47mBSAoR55jLP5JC5ZrJ9UumS9QE9RB977DG30asVwfplmaDnKfLKK69k7UdIfUAcP6vLyDyrmcxaHuT9iWzw4MG2//77W61ataxRo0Z2wgknxLRfs58vtn379rX69evbjjvuaD179rTly5fnuytCCCEqAXm/kU2YMMH69u1rkydPtrFjx9qGDRvsd7/7Xax0ymWXXWYvvfSSjRo1yiZMmGBLly61k046Kd9dEUIIUQmoEiV1T0vIypUrrVGjRjZhwgQ76KCDrLi42Bo2bGgjR460k08+2cx+9tJr27atTZo0yQ488MBNtllSUkJlOnxEZh43OGQm1yX1SkJQKpk8eXLWzzNBjy7M7Td27Nis27PgTxwbC35kEiIS4jGIv2V5KpnMiPOI26B8gTIp9ge9BdG7CwNrywp8xf3dfffdbuO8o3yVVOJkMO/BEBk3JOcfElKDDGHyY4MGDdxGD9oPP/zQ7Xbt2rmNAbtm8UD5P/zhD27jXOB6Oe6449zGY8ukcQTHhu3jeZq0Hhluz86bEG9Gdo6G5CjFdnBcXbt2jfUV5wuPVfPmzd3GBwq2pnA8eA3BbfDczPX8KC4ujgWAbw7l7uxRekEoLSY3ffp027BhQyyBbps2bax58+Y2adKkrG2sX7/eSkpKYn9CCCGEWTnfyDZu3GgDBgywrl272l577WVmPzsFVK9ePVZF1+zn1DboMIAMHjzY6tSp43/NmjUrz24LIYRIEeXqtdi3b1/75JNP7N13382pnUGDBtnAgQP93yUlJfRmxqSspDCJh8mJKGsdfPDBbpdVggG9iS655BK3Fy1alHV7Jpcx6YFJc0xqYp5VDNwve0pmfcZ5RK9LlJnQcwvHguUumjZtusl+msWDStE7ET0vWYmeELmESc4sODxpnjvmhRdSloWdB1gmBfuG40WJCsE1jtLiiBEjYtthXkH0okUJET07M/+Dm61/IYG2bMwh6xph5wcLdg7xWgxph5WGQRkPZb9MShUws/h5xLxlQ85HlP/wfGRzjZ7fuH15UG43sn79+tmYMWNs4sSJsYtNQUGB/fjjj7ZmzZrYol2+fDm96NeoUSN2AIUQQohS8i4tRlFk/fr1s9GjR9v48eNjKX3Mfo4f2XbbbWMvJufOnWuLFi0Kjv0RQgghSsn7E1nfvn1t5MiR9sILL1itWrX8vVedOnVs++23tzp16th5551nAwcOtHr16lnt2rXt0ksvtc6dOwd5LCYhxIMopLorfs7y2ZW+AzQz22effbL+durUqbH+HXvssZvcH/OyQukoaU5ChOWtSxrAyGQRJp3geDNzxpWCciUevwEDBiTqm5nFHInwXSzGL7IcnMyzjElEIXIqStHffPNN1v0iIVWek1ZC/uyzz9xevXq12yjdocyN63eXXXZxG6XFTOkO+41SJsqJ6PGKuR2Zp19IMDmTepO+bgipvh4iDYeMBdc4ynt4nUHJEF9NZP4eYbI/6weej9hv9HhE2ByVt5wY60O+GywtSY71n8x+jlo/++yzzczs3nvvtapVq1rPnj1t/fr11qNHD3vooYfy3RUhhBCVgLzfyELC0rbbbjsbOnSoDR06NN+7F0IIUcmocLkWkaQlG/DxmskX+OiMnpO9evVyGz2ysLQCygJm/KbPvNKYDMECKdn2IR55rAQMg8krIYHbIfIKvmt95JFH3O7bt2/W/T711FOxfz/66KOb7BNbLyHrKMQTFFm2bJnbeDwYrJ2QXJksSB5l1T322MNtzCeJ4wrxEM2c92uvvTbrdjhmlBNZEgPcPpcciTj+EOkL1z6Td0PWdcg5jTZeK/A8mD17dtbtzeIB5/gbJq2y/iXNkchyumL7qcu1KIQQQmxJdCMTQgiRaiq0tBjyaI+EVD3FR2f0nkNp8d5773UbA0qXLFkS1Ff2OfNmDKm8jIR4biWVAkK8uEIkOsyh+Zvf/MbtU0891W0MHkcw8L7UsaiUkADWEK9VRlJpFfebVAJHmGTMKgGjnMbKHH3yySdu4zHA9d6nTx+3MUB93rx5sf6xUjdJA4GZ9BWy3nG/SasWsz4gIceeSfXsmvP111+7feWVV7qN83nPPffE9jdlypSs7YYEh7PzAAnJqRjSTnmgJzIhhBCpRjcyIYQQqabcy7iUB2WVcSlvzjzzTLefeOKJrNu0adPGbZRaMtNs5VIShME8jphEGSLHhEgnuIySlnXAfIeYpgyrE4ekKEM58YUXXoh9x6oKM8knadB8COzYJPUQRZJWmmb979Kli9vvv/9+1t+i5+jChQvdxrkqa43nMo9JPelCKr/nK2A3pAwP2x7p1q2b2y+//LLb2Gf0iJ4wYULs9zjO77//Pus+ksp9SdcRErquU1HGRQghhChPdCMTQgiRaiq012LSfGghEgEGQWMOM6zCyigPKTETVkIkJEgXSVpaBAkZJ/Zt7dq1bv/tb39zO0ROREkMq3GXVeKCebGFyFe5KPGszaRyIqt+HNI3tg3KiUx+wiBuhFVLzvwuxCs4JOiYtR8i6yWVE0PWRFKvU7b9Oeec4zaO689//rPbmKOyfv36sd+vWrVqk/vORcbNJVC6vNETmRBCiFSjG5kQQohUU6GlRRbIzPL5sQq+mMMMpQlWzRa9jEIq9Zb1e5TpUGrDfrDgaAarAJvUA47lmGNSE1aq/fbbb93eYYcd3MYKwz179sy6Lyx7Mn/+/Kx9K0vWYDn8ypLISmGeWCE5D9nn2CYraYOwfHlISEA/Wys4JzjGEDkpc43j2kw6dyG5+nD7Ro0aub1ixQq3cd2x0kCMkDGzPJDstxhkjmsf+4zlc2655Ra38dqA22fCcm0ym801u34xmRGvUXiMy9s5Xk9kQgghUo1uZEIIIVKNAqKBEC9HlBMxjyKCj+kY7IvlKjL3kdT7CmUaJln+mg8tkzd33nlnt8866yy3MU8lVipesGCB20yuMgvLSYgyD5NcQ7w5k1IeQbr5gslmTJbKLEmDx4RVaWft5guUHFeuXFmu+8LzEiW3pOtmc15JsCBlNtc1a9bMug+0y2O9Z6KAaCGEEJUe3ciEEEKkmgotLYZ4Q4XkEmPSUtL2M2UX5gWE7aKN+dPQO4gFQYdIEsz7KGkwOZJLPkImszEpMtf94vw2bNjQ7aKiIrcbNGjgNnpMsr6yIOCQQNOQY8bWHZObk+bWDKksju2HyuI4TmwLjyfztsPfhuTEZCSV8EPyieJcMJkUZbx169a5zdYEXt9YlerMfIos5yXONXpt4ufM85ntmwWoh3jsZiJpUQghRKVHNzIhhBCppkJLi0IIIX7dSFoUQghR6dGNTAghRKrRjUwIIUSq0Y1MCCFEqtGNTAghRKqp0GVcMICPlZBgQYQsKJC1z4I3Q/OkheSeCynZwZxQWe41NoakwaLYJusPBnxisCRuz0pf4LHB/eL8hlbqxd+z0j0IGxsLamZByrh90qrCLPAXg1rxc5bXMJdSPaxcB5YaygyUxfFj/0LOCzY27CurLs0Cq0PKsoSUwGGwAHI2v+ycwLHg2mLlmzL7iscHA87ZnLISRjgXIbkyWTB9eaMnMiGEEKlGNzIhhBCppkJLiwjKH+zxFx/BQ6QWltuN5bkrK/Y8JIcjy8vG2slFNgwZJ5MdQtrHbULKeLDyJqHzy+YuJD9fiDzKZFY2L+y3IccVCZHKQo4fywmJoFyFCQlw+6VLl8Z+g+cdlskpq4J3KWwdsc+Z5JgvQo4T6w/CpGqcR7aGECwRZcZzOCKYs5RV/2bXiqTXkC2JnsiEEEKkGt3IhBBCpJpKIy0izEMHPXpCSkUkLTlRVhkXJneGSHysVAzzoGKlGZJW6g2RPZlMyryeWHkINvbNKZnDPO5Yu+xzHBtbL8jmVP3dFKy0CI4rpOQIwo4Ttrn77ru7jZJhprSIFdW//fbbrO2GyOpMjisPCRHbZF6brJ9Y2ofJp9gOK73DvGnxPMP5zOwru+5gGRfmURtSbihEWt2S6IlMCCFEqtGNTAghRKpRGRcCkw6YnMgkDuxnpoyFv2EyREgwbkhgdlKJIBcZIcSTEMeSVOoNkZ8yj0fSysBJ5Ssm6YZ4DIYEZZcHuVTyRjp37uz2pEmT6HYh51Qu3nAhxyyXdV3ekiYjxIvZLHmwN5P0mbTKgtIZoXOtMi5CCCEqPbqRCSGESDWVxmsRH3PxUT3Eaw23Z0GdLCAWJadRo0bF9nHIIYe4vWTJErdPPPFEt2fNmpW1H0wWCpEfQySIXCQe7A+TRVCmCAksT9q3zLx4LP8hk3RDPOlC+sqOU8j4GQUFBW6vWLEia/ss/12IJMS8K3Ee0BPy6KOPdvuUU06JtfXggw+6vWDBgqx9Suqly2C5BvEcz5ecyGQztrbY9iHnMc4PvqrYddddY3398ssvN7nd1KlT3cYEEOw4J03IgGxJz0Y9kQkhhEg1upEJIYRINRXaazEkAHWnnXZyOzPAsJQWLVq4/a9//cvtBg0auD1ixAi3r7jiCrdz9a7Ew9OwYUO3V69evdlthkhlSWWEkO3Zfpm80qxZM7cXL168yT4gmQHNIXInI2mwdwgoQWFfQ6TukNIabJuQ0z1E3lu+fLnbOJbjjz8+th3m9nv99dezfo5jThr4jseGybVJPY2TwsrkMFmO7Rc/x1cYf/vb39xu06aN2y1btoz9HnMvYj9QQrzxxhvdfuCBB9xmpVuYRB1ynELyRZrJa1EIIYTQjUwIIUS6qdDSYs2aNbN+jjIjSossR+JTTz3l9ieffOL2pZde6naIRJf5OI55z3B/jRo1ytoWSp/t27d3e9GiRVm3R5hcxCSbfAXLJs2ph5/vsccebo8ePTprm7vssovbhYWFbmfm/GPg8UEpGuWYkN/mIt+F5LjEealfv77b6LXI5pR50rFjjO3gGE877TS30Rtx5cqVbo8bNy7WbzxP+/fv73ZRUZFlIyQwN0TuYgHqSIi0iBIoromQHJ8hVaHx+oOvKp588km3O3To4DbL4xnKtGnT3O7SpYvbTOpnUiHzvERCrxuSFoUQQlR6dCMTQgiRaip0QDRWTMUASZRX8JF65513dnvIkCFuH3HEEW7vtttubmMQ84cffug2yo8oH2Igq5nZ559/nrXfKCVMnjzZbSyJ8cYbb7iNnkwobbBKyFsyZ1yIPMS8S1944QW3Mz20srX/8ssvu/3iiy/GtkPZEb3ArrnmGrdRQsa5fuWVVza5byajMI9HXI+4BlmANm6DciLbhpWYQVifcVw77rij2/fff7/bKNs//PDDbt91112xturVq+f2WWedlXW7pPIzGwPONfNSzgyU3xQoJyatDs9AKQ4ltaefftptPKexD+x1iVl8faFXM65l9DYNCUQP8fJMuvbLg3J/IrvjjjusSpUqNmDAAP/shx9+sL59+1r9+vVtxx13tJ49e8YmWAghhAilXG9k06ZNs4cfftj23nvv2OeXXXaZvfTSSzZq1CibMGGCLV261E466aTy7IoQQogKSrl5LX733Xe233772UMPPWS33nqr7bvvvjZkyBArLi62hg0b2siRI+3kk082M7M5c+ZY27ZtbdKkSXbggQdusu0tUcYl5LGYSWL4W5xeDHI0M1u7dq3bKDeg1yLmp0MPqh9++MHt/fff3+1PP/00a19DvBaZ91FIKRLWJpN7QgInL7roIrcfeuihrPvK1YuLgX3FYPcrr7zS7TVr1rgdEuDN+sq8wRhJy9iEJAbAPjdv3tzts88+2+2bbrrJbczrh+svM1Afx49VpTEw97LLLnMbXwegpIaVl7///nu3Qyo147mSVFZHKQ/7xuaUeTmy7VFCRI9PvFY888wzWfuAyRnM4teKVq1auT1hwgS3582b53bv3r3dnj9/vttJEwDk6uH8q/Za7Nu3rx199NHWvXv32OfTp0+3DRs2xD5v06aNNW/enNYyWr9+vZWUlMT+hBBCCLNycvZ4+umnbcaMGbGYhVKKioqsevXqsReQZmaNGzemsSWDBw+2P//5z+XRVSGEECkn7zeyxYsXW//+/W3s2LGxx/tcGDRokA0cOND/XVJSEsvDh2C+MZTuGOxxOSQwNURSQDL7wx7hcd7eeecdt3/3u9+5zbze0Mvsu+++c5t5g7H8dExmRHDMOBfoJYefM3mFeTP+/e9/d/vxxx93GwOlcR2gLH3eeefF+opSND7RY0AqK79zwgknuH3JJZe4jccAjzmOga0LPPbYTi4ldtgxY5Iu9hPXDcpXWJYFt8djgNJdWWC+TJRoBw8e7HanTp3cPvbYY93+6quvsrbJJC6WszKptIhzgTCJNqT0EPYTzxU873G9nnPOOW6jHPjxxx/TffTp08dtXMvo8YrSeAhs3bFXA6n2Wpw+fbqtWLHC9ttvP6tWrZpVq1bNJkyYYPfff79Vq1bNGjdubD/++OMvJnH58uW/cE8vpUaNGla7du3YnxBCCGFWDk9khx9++C/+p3DOOedYmzZt7Oqrr7ZmzZrZtttua+PGjbOePXuamdncuXNt0aJF1rlz53x3RwghRAUn7zeyWrVq2V577RX7rGbNmla/fn3//LzzzrOBAwdavXr1rHbt2nbppZda586dgzwWNwXKaYyQPH8h3mCsVALLwZcJy1eGgdaPPfaY2ygt4vaNGzd2e86cOVn3FZKHL0SCYrBAbCa/MdkB55pVrcWq2ThXY8eOdXvQoEGx/qEX18KFC93GIF2ULxH0IMOg+S+++MJtVlE8JKA2F9kF22TrLmT9ooTWunVrt1FyvPXWW91GSXbZsmVZ2zSLrx0c57777uv2mWeemXUbLFuExwxhY2P5JZMmAEhaIRq3DwnoRk9DLHODki62c/DBB7v973//O9bWUUcd5TZ6Q+I5goHomCMTCRkP89IOCcQvD7ZKZo97773Xqlataj179rT169dbjx49Yu7VQgghRChb5Eb29ttvx/693Xbb2dChQ23o0KFbYvdCCCEqMBUu1yKTwZjUECK7hMgRIRV5M2WXEPkuxCMMveree++9rP1gEirLqxbitcikA2wTpTUW0I37Zd5dbB5CU5uxsi4Y2MvAd74oJzJwDCitoicdq+acFJxr5qnHAshZNeOjjz7abQyOxnkoLi52G6XXzKB/lCx79OjhNua7RJkKz9Nu3bq5PXv27KxtMm/ckFyLIec124bJwbnIaeidiP/Jf+KJJ9w+5JBD3MbAcLP4WkNwLrAEUEigfIhXM44Zz2W29ssDZb8XQgiRanQjE0IIkWoqnLTIwMdfVj02pBwBgr8NCTguS0JiXmaZKb6ygeVLmOTBvBORpHIq80hDWNXlpPnc2NzhuFC+wP1mfoeeeFgyB8E5uueee2i7pbDx436ZlBxS+gNB+Y7lEcT+sLlm6/raa691G48B/hb3i2vlmGOOibWFHrUXX3yx21gNuWvXrm7j+3T0ymMSeMh6YRJqCEnzV4Z4MyJMGsbyTX379nX71VdfDe57KXiONGnSxG0mxebivY2Ut5yI6IlMCCFEqtGNTAghRKqpNNIigo/8TJpKWloDwcdxLAOR6dGEj/OYRBmlk8wsKdnAsi8stx/uO8RrMSSYEyUuzCOJsgvuF7fP9LjKtq+QfuIc4ueZc43HEz3x/vrXv2btR8eOHd3G0iQh5XrYfpkck9Rrkc0dk3iYnBjSHzwGmNSbSc+Z844V1TE/I+YSZMHhLVq0cHvVqlVZ+8fWJutfiDcuaydEomTXihApDs8PzBmbWe08F7p06eI2licK8Y4OmVNWwqm8g6P1RCaEECLV6EYmhBAi1ehGJoQQItVU6HdkWN8HdXV8x4DvlHbZZRe3MdEm6rssWh31YExcjO+vWOJTs/i7NNw3ZjdgsEwa7D0Xy56BhLxLwLpeuC/2Tgbni80je8fH3KnZu6lMN3nc3+233571N9gWvjvF4xFSOyzk/WLSkvCsTeZCH/Jb1gdMZLv77ru7jbXfpkyZkrWdzCrvL7zwgtt4TDAzCCYpxrVw/vnnu33BBRe4HZK8NySBcogrPnvHyd4j4toMCYHA3+J16dRTT91k3+bNmxf797vvvus2ZgnBPmFmD/ZelM0Ly47E6u+xd7nlgZ7IhBBCpBrdyIQQQqSaCi0thriUonSCNayOO+64Tf4W61eVFgk1i7vObglQdrn66qvdHj16tNu33Xab2yHyUtK6TUlLnDP5IkQaTdofM4sVbWXHFrMmYF03zAQSUu8uJBsCSpQhNZywTVxfGPaAhLiK437RHR7ri+H5UVhY6DZbN998803s3yxUAucF5USs/v7aa6+5ja8JcI5CQmOShpWw3yIhciWTGUP69tFHH7k9bNgwt++880638Thl9gNlPay5h5ls8NUAW6dIiAs97ldJg4UQQohAdCMTQgiRaqpESd2nfgWUlJTEpBAGS+yJj7yYUaOsku2lJK3ZVRasrZBDgtug3IWfY8JW9miPyVszZaFNwSL6GSFyZYh3XoiclOnt+Z///Mdt9CTFMR900EFuz58/P9H+UJrBYxDiVZk0aTDz7GReZWzu2Jq77rrr3L7lllvcRi+5Aw880O01a9Yk6r+ZWcOGDd0eOHCg2yiNo1yPMnnIumPnVlLJHL38MLsISp34CoPNNR5v1gdc7+xYhoJZUd544w238dp3xBFHuI3rHfvKPC+TrtmyKC4ujknKm4OeyIQQQqQa3ciEEEKkmgrttci8pPBzrM/DAh5xe3zsDpEAMfDz6aefjn2H3kQoF4WAcgnzklyxYoXbKKFNnz7d7fPOOy/RfhEmu6B8gbJLiJyWVE7Eedh5553dbtq0aWw7lLLwuKHH5xdffLHJ/THvLiYXMQmKrakQyYbVdQspVx8SAD98+HC3UVrEBMAoJ7Zp08Zt9PYsC5TOBgwY4DbKlzNnznQbXyXgOZVUhg/xWsRjjOuaBf0jIbX1QuTNEDkxM+gfj/8+++zjNl7jcH5RTkTYnCaVE5O+DsgFPZEJIYRINbqRCSGESDUVWloMkRE+//xztzHY8Kqrrsq6PfOGev/9991+6KGH3B45cqTb6ElkZvbb3/7WbazVFEKIlyNKjmjjXGB+yU8//dTtECkAAypRRsC+MdkMvZTWrVvnNqtxxiQ6luftscceo/1+/fXX3cbjxuQc5sXF8j/i/LKg/KQenywvHvYNP8exMCmL9R/ltDfffNPt7t27u33rrbe6ff3112+y/5n7w/MLxzBq1Ci3UX5EORFh5ziTgEOkSPaKAdtnOTeZtyH2E2HnMfNMRcqS+q644oqsbbVr187tgw8+2O0JEya4zdY4qzPI1nJ5y4mInsiEEEKkGt3IhBBCpJoKHRCNMIkLH4VRvsD8egg+LmP5CfR+69Gjh9vNmzd3OzPob/Xq1W5ffPHFbuNjPnrfoVfdaaedlnV/Rx11lNsoJ2K//+///s/t559/3m30REvqccTyqoXkcEM5BvebtAwEHoOHH3449h22hfkDV65c6TaOE08LJqkgIeXecd2x9kM8w0Jy2IWUDWGghIaB5RMnTnQb5wHnMFOSx/MIZdYhQ4a4vdNOO2VtC6V4ViYpBDwezKM2F9hcY/+LiorcZsfszDPPdBtLsrDyTzhvZmZffvml2yjR4zHHc3Ds2LFu//73v3c76Xpk8mhoULcCooUQQlR6dCMTQgiRaiq01yIS8oh80UUXuX333Xe7feWVV7r9zDPPuI355l588UW3UeJCee+kk06K7Q8lEpQNUXrAoGaUQrAfI0aMcBulDcxbh0GuzAMMSepxhBIiEqJcs7yA2CZ+jtv369fPbTxmmTz55JNuY8VnlF2Y7MT2jbB8frg980RLGmgaUhKDedKxSuEIeoiixHXvvfe63b9/f7cxEB3XmVm88jmOE/v39ttvu41eiyHSH5P1mKSdVE5k7YfIZvhbVkYJZX6U9GbNmuV2nz593MYq3f/4xz9i+2OeyTh+lNgx4DzESzJkrnG/m5MjcnPRE5kQQohUoxuZEEKIVFPpvRbZNgjzymFBsOjNuHTpUrcz5Tf0EgwJcEY5gwV5Yj+wRA1KARiAzPaVS3VmJusw2RDHhbIZO05YhgW95LAcSCbHHnus2+PHj3cbZRQ8/szzEKUZnCOWmxN/i4TIYPmCBZOz/TLPRlwHmKcPPWtRns0E1xquQfS0nTFjRta+IrnMUVJv3JDzMuT4ofcnButjQoKQkjRlfc7kfeS5555zG+VLTAbBZMmk6zT0GiKvRSGEEJUe3ciEEEKkmkrvtYiPyywglj0is0BD9EAMzfPGPH+YZMXkH9w+pHIvk05C5EQmhTCZKsTTKaS0BuZ4zMxfWconn3wS+/fy5cvdZl5ZTJphkijOV0hZGpYvMam6j1IszmlITkWElXcJqYKOJV3eeusttzt27Bjb7tVXX3UbXwegnBgi8eE6Qjtpbr+k6xr3xeaFVVHGfaH3J8p7bdu2dfuQQw5xGwPJQ0rvlAV66fbu3Ttrv9l1jcnn7BwPKW1UHuiJTAghRKrRjUwIIUSqqTRei0weDJFU8HN8vGayJFLW43+IFxRuw/rBHvOZjJK0Si6TCJJKZWy+2Fyjtx3mjsM8k0OHDs26r/PPPz/2bwweZf1mcxFSmiOksjXznE2a2y4prLoyC4INmR88Ng0aNHD766+/Dto3kjSomRGyfUjgLxLitZgvsNL2pEmT3Mb1h3bmtQWPD5Zk6tKli9s4v0mroCfdRrkWhRBCiEB0IxNCCJFqKo20mAshEhKjrBIazFMo5PMQ+XFLwqSGEGkmZBvM57do0aJN/haDwc3iAbghUmnSecyXXBtCqGSTZL8hY2ceeWWVlQnJwRkS8Jv0/MgXIeWfsJ8h5XOwnyiZY7A9k2RRgmvSpEmsr8uWLXMbPXsZIQHUuQREhyJpUQghRKVHNzIhhBCpptIERDNCJDHm5Zg0kLMs6QO/Y3JGSA7DEDkjZMysLAkjRIJg/WHSUmFhodutWrXaZB8uv/xyt1F+y2Tt2rVuo/cdyjkYQI2wseXi8YjjD5nrpOUxWC7LEEKkQexPWZIsmyMm07FAW3ZuYskYlJLxfGJJDxgh51+I9zLbF6uCzqRB/Dxzm5Dq33ityCVfYlJP3vJGT2RCCCFSjW5kQgghUk2FlhZDyiIk9bBL6s22OY/XLCiWSQFMzmD7Zu3ky/uRtR8yFyjTYAmca665xm3MHTd79my3cR5WrVoVaxcDYVlQKZYNwWq7KMclDdhF2SVErmYkDVJFCQnHlYt3ZYicnTmWEM9DhM1RCCgnIszbMCls3kM8QZkUyXKRsn6WJR8mzTXJEiyESN1M3t6SciKiJzIhhBCpRjcyIYQQqUYB0YR8Bf+VVZE2qRciy/PIJMEQ2TSpxyMjac7KkEq96FF4xBFHuP3VV1+53bhxY7cXLlzodmaAJVYeZtJiw4YN3cacgVhSg5W+CMmRGOL1FiJToRceSjw4ZpQTWamXkP6wYxaaEzJpbkOESXAhgckhnpD5WtcImyM212x+kubrLOu7fHlBIyEezqHX0F9tQPSSJUvsjDPOsPr169v2229v7dq1sw8++MC/j6LIbrzxRmvSpIltv/321r1791jpdCGEECKUvN/Ivv32W+vatattu+229uqrr9rs2bPtr3/9q+20006+zV133WX333+/DR8+3KZMmWI1a9a0Hj16xP4XKYQQQgQR5Zmrr7466tatG/1+48aNUUFBQXT33Xf7Z2vWrIlq1KgRPfXUU0H7KC4ujsxMf/rTn/70l/K/4uLinO87eX8ie/HFF61jx452yimnWKNGjax9+/b26KOP+vcLFy60oqIi6969u39Wp04d69SpU6wGD7J+/XorKSmJ/QkhhBBm5SAtLliwwIYNG2atW7e2119/3S6++GL74x//aE888YSZmRUVFZlZ/CV96b9Lv8tk8ODBVqdOHf9r1qxZvrsthBAipeT9RrZx40bbb7/97Pbbb7f27dvbhRdeaBdccIENHz58s9scNGiQFRcX+9/ixYvz2GMhhBBpJu83siZNmtgee+wR+6xt27ZeQ6qgoMDMfpmUdfny5f5dJjVq1LDatWvH/oQQQgizcriRde3a1ebOnRv7bN68edaiRQsz+zmLeUFBgY0bN86/LykpsSlTpljnzp3z3R0hhBAVnLznWrzsssusS5cudvvtt9upp55qU6dOtUceecQeeeQRM/s5eG7AgAF26623WuvWra1Vq1Z2ww03WGFhoZ1wwgk5758F4WFQYEjONAycZMF/rHwBC6LMDMBkfcIxYAAjy7MWsj2rbM1y/oUEgbO5xoBjbJ9VFY5ISRBWxgPBPrNA3rL6nTTQFucOczCG5PVEkgbmsrHhXLPAZ1xnUUDAfEjOvpBSQJmElP4IKfuD+2bnJgsCzqWiNptHdg6hjesGf8vyK+LYsT/Y/8wK9RHJnYjrlJXlCUnCUFa1+2xsybyLeb+R7b///jZ69GgbNGiQ3XzzzdaqVSsbMmSI9e7d27e56qqrbN26dXbhhRfamjVrrFu3bvbaa6/FMjkIIYQQIVS4FFV6ItMTWWabZfVbT2Q/oyey/4+eyLbsE1k+UlRV6DIuCCtHwQhZkHhgWeXVsspShF54s23PLloIW0ghVWxDStog7AbPTpyQSsW4X9a30NIaGO6BjkbsglSvXj23V69e7XbSfJeMfMkuOI+s6nTSitJI0pyjmJfSLJ4/MGR9sf9YIGyu8RzEki4NGjRwe82aNW4nrebMLvBs+5ByO+w6g+uD/Se5rJsJ+48xm3eca/afHWRrlWthKPu9EEKIVKMbmRBCiFRT4d6RISEaOz4643sbJtlgO2WVVNhUfzLbCvkNkxtC+pRUKkwKa5+9F8F+omTDZCbcHseL7Zd1DHAfNWvWdBsTVePxx8+x1MbatWvdDil3UR6EyNv4OTsGbHt0usJ5SLrey9o3O25sHbHSNVjJuzyOTdJ1jXMXUh2cvZJg16iypFd2/WKfs7Hlq4RVKL/aMi5CCCHElkI3MiGEEKmmQkuLucAeu5nsEkKmu2zHjh3dnjx5sttMwglxX2ZyZVK5oLxlM+atxTzScIzoGYeVEMpayiivhMwdk3zY/OL2bDzMfZm59IeQVDLOl2y0OTJjvtYpk5lDPB43p9+bS77k/JDXC2XtI2lV8HzJiaEhJpIWhRBCVHp0IxNCCJFqKrS0yDyamBcP86RiQb377LOP29dee63bhYWFbmPttPr168d+v3TpUrePPPJItz///HO3WRYO5sXFJILylgpD2g+RWpLKMShJ4Pbff/99bDucu7p167qN0iQLZE+a8YTJjLjflStXbrIdBpujpB52SbOL4LjQk3OnnXZye8WKFbHf4D4wSDnpvnG9H3bYYW6///77buM5ni/QwzWk/0k/Z+dNiPdx5nUJr2u4/pNeE0KC1UO8wEORtCiEEKLSoxuZEEKIVFPhci2ijIJSABIiG7IcfE2aNHH78ccfd7tt27ZuhyTUNIvn/7vvvvuy/v744493Gx//mccVS9rK5Bu2PfaBSYVMQmPg9iF59A4++GC3Z82a5XZxcbHbBx54oNv33HOP23vttVesXZR1R44c6Xb//v3dXrBggdsh+QlDJBiUrjHPX0iyX7avkGMTIt0llYGwYG5pWSazeD7FQw89NPabTE/dJPz5z392e+edd3b70ksvdTtEJkeZjuUERXAbHBuDeaDivIcmVi6FnR/4uiTz+H333XebbBdJmi8xJPF4SELu8kBPZEIIIVKNbmRCCCFSTYWTFpn3DSu/ESKb4Tb9+vVzO1O+Sgp6RKHX4rfffut28+bN3Z4/f77bIV5/IZIK83oLkWxCSk0wOZF50iHomdq+fXu3MSD63//+t9tleQKuWrXK7VGjRrn98MMPu41SJhIiIYZ4WKKnH85vUi/SEEmI1X4L2R69EHfYYQe3X375ZbdxPrFoblmElCnZfffd3b7yyivdfvfdd7P+NqlklVQyRikPJW1W6iSkRAvbHs8J3O/dd9/tNs515iuMpk2buo3eo0xCTlqeCQkpYbUlS73oiUwIIUSq0Y1MCCFEqqnQAdEI8+IKCcDt0qWL2y+++KLbWEUYwXaWLFniNnpeZe6bgZ6X48ePd3vQoEFuz549e5PtsP0yySNpADVrs6wK2dlAqQUlxDlz5mT9/He/+53b6BWIHoiZ7WKOTJR38XguXrw462+REK8/JrninKJ8lxnIvbkkDWpFunXr5vYzzzzjNkq3f/jDH9z+8ssv3Q7tP/YDKziz44zepY8++qjbTK5mnqDlkRggl4BglJsPOOAAt8eOHes28/zMvF4NHjzYbbxWoM3Gz8bA1lHIPIbOiwKihRBCVHp0IxNCCJFqKpzXIoKSxTfffOM285hDKQODC9H7j3kroUdTnz593B4zZozbmV5GKHGxIGqUvo466ii3MVDzjDPOyNoOy6sXkgsxqewSUh4jJKgX5xfzIF5++eVu77nnnm5joDQGH2fKLrg/DI5G6fb55593u0OHDm6zsTF5JSSvHpJUTmzRooXbX331ldtsXaN8heuGyUYDBw50u6CgwG08JxYtWhTUfzYXaHfu3NltXO9FRUVuo3cqyz3IKlDj50nXNQaBf/bZZ26z9RtS5gnXE5676EHLwHn7v//7v9h37dq1cxulOnZtCbnesblmXossCLy80ROZEEKIVKMbmRBCiFRT4bwWk5ZdQPDRGYNI0dvwo48+chtlhE6dOrk9c+bMrP1BqczM7Oqrr3YbPY5CwOBoDCJFWSAkOJHJCOVRSTdp+RH05uvatavbTz/9tNuHH3642ygzlgWWU0FPR5TgUC7BtYASdYjHa4jnFpP+kraDsFJFrJ2GDRu6/cUXX7iN8hNuf9ppp7n9wgsvuF2WdMfm66233nJ71113dfvGG290+9lnn3WbSZkhazZkm6QlZpKCOVa//vrrrPtFMEHC3nvv7Ta+zjCLy4O4pnCujz76aLfPOecct4855hi381VNXhWihRBCiEB0IxNCCJFqKpzXIsoOSb3NUI5hEhcrAYPlVj744AO3WSkZM7MePXrQ7zbFY489lvVz1j8cA8pXLFg0qZzIAn8R5unE5Cj8/G9/+5vbU6dOdRvl2rLyN6J0gXIiVvn+8MMP3cZ8gyjtsHHiPOK6C5H1QkqFJA1qDql8jqCEyALAcV/vvfee22XJiayvrVq1chvlRFwXr776qttJ5USWBzNpDlEGO5ZsrnF+cc0xOfGGG25wG5Mw4LrOLNvCPJbRexvL72Cfevbs6fZ//vOfrH1ixzLp2iwP9EQmhBAi1ehGJoQQItVUOGkRH3ND5EQWUIlyAXokvv76625j0Owll1zi9tChQ93GoM5McikDg0Grb775ptsoazL5KqR0S9KcdCEyAtsXk7Iw9yEG5s6bN89tDAhGaRg9Ss3iXlwo1Rx00EFZ9425LFGOWbt2bdYxIKxUCPMAC/GkYxXLGUkrIbP+ICjj4nwy2TqzryynJHoF4/ZYwgjlXRxPUk/bfElfrBQLm2uUtp988sms2+Axvu2229xGmRuPAc5nZp8wGBsrarOgfDx32LnP5gvHH3LNLQ/0RCaEECLV6EYmhBAi1VQ4aTEkn1/Scg+nnnqq2yNHjnQbgwtxX1jRFavq3nvvvbG+Ys6/pGCZEix9wR7nUXZB+YPJBUmlAJZjLiTvICtpgrIsSnq4r9atW7uNEgd6Nma2y/Jl4tpBeZhVvMagfObZyHLPYZtJPURRcl29erXbSUtxoI0SLQbbY65BXEMYQL1w4UK30RPOjHvuoTyM/XvttdeybhMij+K+WGKEpHIim9MQb0ncF1ZvZuc99vM3v/mN2xj4jG2iJ69Z/DrFZGCs7I3HA88jJjmzsbH1W95yIqInMiGEEKlGNzIhhBCppsJJiygbYlAoSkJMpkDwsRiDnTGvIcpd+KiN2x933HFuZ3oZhZT4QHA8KGtiYCRKIUk911BqKiu4uBSU+FhgZ4iHJPYZx4hMmDDBbZxTlMF69erlduZcYz+6d+/uNub5O//8892eNGmS2wMGDHAbZZSJEydm7SuT79g2ITkbEQzoRphXZEibOF84p1gyplatWm4/9dRTbp977rlud+zYMdbuvvvu6zYeHzzmzFsPJTUm5eFvsU2WiCBfOUSZRImfo7fhKaec4jaT7pj0ujlgPlEE5XC8fuErkJCA+BDktSiEEEIEohuZEEKIVFPhyrggTB5L6t3FwIDN008/3W2UFtu3b+92ZpBuCNiPJ554wu0LLrjAbXzkZ7IAy6OI22M7IXOBchSr8sy89lCKDJHEJk+e7DbOKXrP/eUvf3H7sMMOi7WFZWBwbChBodSCfUK5Ez3AGEk9NZOWzcilzAZbKywQGWVVtPMJBkej/PjKK69k7V9Sks4XklR6Z+VzcE2gh2uml+fm9icTDExHORU/xyQOmCQAzwMkX+s3E5VxEUIIUenRjUwIIUSq0Y1MCCFEqqlw7vcIatesdlTS92K4/aJFi9x+4IEH3B49erTbhx56qNuY8cMs7s4csr+jjjrKbXxPxBIFIzgX7B0Oq8fG3O9Rb8f3f/g5czVm7zxQh8ffPvPMM24fcMABbuN4Z8+e7fbf//73WLvLly/Puj8GZrpAF3TMptC/f3+3Wb0shB0bfNeYWWMqSTsIC3VA2DHAufr66683ua/NAdcXhjpgbTKs1zdr1iy38R0O2vguCOcIxxkSVsL6ibDfsvAR7EPjxo3dPuuss9z+61//mnW///73v93GMBQ8J8zi5wWGULzzzjtu4/vPQw45xO0RI0a4zd6FJXWhTzrXuaAnMiGEEKlGNzIhhBCppkK734ck0GWu6CEJQhFWzwfduzPlp6Tu+CtXrnQbJRUsCY8l0jEDREiUfVKZFWHtJ00mzEDJCbMe4G+fffZZt7Fem1nc5Rn7ijJoo0aN3MakszNmzHAbjzO6DLMad0i+TjUm2YQkYsY1GFKbCsMNMJEthkOgpIUZLMzi8iueU59//rnb9913n9tLlixxu0mTJm6/8cYbbi9evNhtds5ivzNrpCWBrVMWPsLCXELawWTQ2M6yZcvcxjW6YsUK2m8MP8FEzLgGL7/8crcfffRRt1ki9ZBQHSR0vcv9XgghRKVHNzIhhBCpJu9eiz/99JP96U9/sieffNKKioqssLDQzj77bLv++uv9ETSKIrvpppvs0UcftTVr1ljXrl1t2LBhsZo4mwurQYbgI3+IN2NIclH8LfNgmzlzZuzfnTt33mS7CCYhxUdxlO+w3ygFsLlg0kxS6Y9F+qOciIRkI0FJ94svvnAbjwdKhig5ZiYNRhmGHU88bjiPmH0B5d2CggK30dMvaTLapJJuSJYaJOQYsGwsKMuh5yCr/fb73/8+tg/04kPJEn8/atQot1EOD5HR2HpnXnJJs1CEZJ1BO0RORPBzXFsMnAeUv83irzFuv/32rP3AbXDeWRYSti4QtmZTnTT4zjvvtGHDhtmDDz5on332md1555121113xdzT77rrLrv//vtt+PDhNmXKFKtZs6b16NGDnnBCCCEEI+9PZO+//74df/zxXmakZcuW9tRTT/n/2qIosiFDhtj111/vOQn/+c9/WuPGje3555+P5SwUQgghNkXeb2RdunSxRx55xObNm2e77babffjhh/buu+/aPffcY2Y/l0UvKiqK1YSqU6eOderUySZNmpTzjYx5BDEpKyQ4GrfHNjFQ9qWXXnL7448/dhvlKix3HgqrW4VMmTLFbZTaEDYXSQOWEfwt2igJosSDY2GyA/aTBZf+4x//cLtly5Zuozfbl19+SfvNpBMMRkY5EY8/Sroo7aCkxLwE2fpinm4h/cf1y2rxJS1dz/rJFBM83oMGDYp9h33CvmLAOspdONdMTgyR7LCdXJLaMk+9kGsI255dW0ISTCOZNddwXti1Btfmzjvv7DZK4yHJCkKkws1JILy55P1Gds0111hJSYm1adPGttlmG/vpp5/stttus969e5uZWVFRkZnFo9tL/136XSbr16+PnZglJSX57rYQQoiUkvd3ZM8++6yNGDHCRo4caTNmzLAnnnjC/vKXv8RKkCRl8ODBVqdOHf9r1qxZHnsshBAizeQ9ILpZs2Z2zTXXWN++ff2zW2+91Z588kmbM2eOLViwwHbddVebOXNmrAz6wQcfbPvuu28sOLKUbE9k+bqZ5SI7vPfee24n9UAMBfuE0tfChQvd7tSpk9shZeBD5NTy8DhC70oMWMX9YqA39gGPf9u2bd0eP3682z179nT7o48+iu0b20K5k3mYMq/VY445Jus+li5d6nbSuWY1rMqbXALgEQw+z8wnivt47rnn3O7Xr5/bqMSEBA4zGZRJrixgOV/rOpd5zOW3Bx54YOzfEydOzNou8+SuW7eu2yESeAj4WyZ1Z/KrDIj+/vvvf+FOvc022/hiatWqlRUUFNi4ceP8+5KSEpsyZQq9GdSoUcNq164d+xNCCCHMyuEd2bHHHmu33XabNW/e3Pbcc0+bOXOm3XPPPXbuueea2c937AEDBtitt95qrVu3tlatWtkNN9xghYWFdsIJJ+S7O0IIISo4eZcW165dazfccIONHj3aVqxYYYWFhdarVy+78cYb/VGzNCD6kUcesTVr1li3bt3soYcest122y1oH6G5FplkkzTXInr3dOnSxe3MMgr5Ah//P/vsM7dXr17tdnFxsdtnnHGG26wMCJNdWEB4eYPeU9iHTE+sUtixvPfee93GEhWZZVxeeeUVt/E4My8zzCuIgdbTpk1zGyVdXFNM+grxegshxOOTBbfj9ixnI/sc+zx8+HC3UdL95ptvYn1Fr1JMeIA5FdkliM1dCOUt1yaV5EM8LUtDlsx+dporBV+3nHzyyW7jvGfuA48b7g9VL0wygOdd0jEkTZ6QST6kxbw/kdWqVcuGDBliQ4YModtUqVLFbr75Zrv55pvzvXshhBCVDOVaFEIIkWoqXBkXfMxFkpYdwHZ++9vfuv3888+7vSWcTlD6XLVqldsYsIsyGAZEJ835hySVC1jAZ9I8bGy/uD3LEcjyxWX+nuXnw3bvvPNOt6+88kq3sUo35s4MqUCdr7yWjFzmNMSDb4899nAbqzrjWsRciWZme++9t9soO2I/QvbN5i5kXSD5mutcPPvQe/f66693G9cQSuYsF2lZ4CsGlHH32muvrNuzci0huSYZoXP9q/RaFEIIIbYkupEJIYRINXl39tjaMOmEEeIxhXIdBvLmCsujiJ8vWrQoq41yAcJkGiYjsf0mlUt22WUXt7H6LwNL0mD5CiZlhAQWY87Jbt26xX6Pac1QxsD1gl6IWOkYJURsh+UCZNIM+zzpXDOpiQXAh+TrDAmg/frrr91GORF/+84778TaxXXKzseQfbMxMDmRyVq5VD5nQdYI8xzF/aIXNHol4yuCEDkxcyworWMKQCafM9i+WYKCfM11LuiJTAghRKrRjUwIIUSqqXDSIsKqFocEoOJvMa/hgw8+6PZpp53mdpMmTdxm8k1msDKWxUAb8549+eSTWfeNlXtZ0GqIZxh7/E86XygnolcWK/3BglSxNArOV4jsec4557idWQ7osssucxulYpyXhg0buo1SKYMF1uN84Ta4L5RpcBs8roxcKn8jIRWiEZRY2RrPDGivVauW25hHk5XSCfGSCym3FFLeJWRdJy1nFLJOUaIdMWKE2+iJjV6h8+fPdxvnN1PaxmsQriMMcEdCjgGOPyTQH8F1Xd45RPVEJoQQItXoRiaEECLVVLiAaCQkZxwOn1U2ZqA8NHnyZLcLCgrcRjnmkUceif0e99GqVSu30YtvzJgxbrPH85AAX0YuOf8QNtdMdgnJ2xYioaEUiZIslqgwi+f8wzIwN954o9uYu+6TTz7JOgaWmzJpgGyDBg3cRk/IkHWHax9zbiatQpwUrLqNMtaoUaPcxryfZvnL8Zk0mLy81zXz7MP+oNzMvIaZPM0+x/5kJjxglcZZblE2LyEezvnMy6qAaCGEEJUe3ciEEEKkmgotLYYEWobkA0uanw0fk1E2ygQf+bHsBHocMcmKeY0xQmQB5mGXryWCfWC5D5mXFIPJJpm5FkMkOwx2Z96DIR5zLAgaYRWrkxIi3YZ4BTJZEsG8iRdffLHbmIsy0zOXrTs2L6x/IflRUU7GnI8hXrQhhMibCPPyCzmfQnJLZsrtrHRNSEkbbJddZ0Kum5sj6UpaFEIIUenRjUwIIUSqqdDSYnmQz0dq5pmUy/a5lJdI2k6I5BoinzLPMJabj1U5xnlHb0azuHcf8/pj/WbyWEiQLoJ9bdq0qdsLFizIuv3WgnnGMa84JFMCDFmD+BtcI8xTNaTsS8i+yuPSl/Q6wLw6WZtltc+uR0w2TlraqryQtCiEEKLSoxuZEEKIVFOhcy0yWAAxSioofTFPoR122MFtDMZlVWtRNjGLe1AxmS5poDELfmVebMxjMKkEwzz+QmQ8HBf2k3lMIfg5Si2Z+0JZFr3YcDvmbYp9wmOLY8PqxyHHBsub5FKNmwUZs+2Z/BSSI5CNtywvXeYNh8cDz4OQMj5I0oD7fCUMCDmfQtphUjU778sq/8N+g+sdr1Ms0J951Ca9huQrKD0EPZEJIYRINbqRCSGESDXyWhRCCLHVkNeiEEKISo9uZEIIIVKNbmRCCCFSjW5kQgghUo1uZEIIIVJNhQuIZkF4GIzMAotZuYeQitKs6mtZgcUs3yArZcLyFuLnrN8sCBNJ6sDK2sfxs/2ykiss0JLlO2S/Las0CgtwZtVwQ4I8WV9DyqkkDczFdrD/rE08HixAm42dBaWHHBszXvEb+8eOedKA2pDSRrkEQbNzNCQXKTv2Iefc5jiWs7ysbI5weySXQOZccmImRU9kQgghUo1uZEIIIVJNhZMWEZQIWGVUfGzHPGRIiBSH27BHaszNmAnLjYYSBpYmWbt2bdbPUWpCuQD3vWLFiqx9wP3ieJhMx2QKlDJC8vmFyF1M7mFznVm1F6XYkDxxITIjg62XXCqQs/x3IbIRq/YdUtmY9QG3CZWf2G+YNMkk2pCSR4xcyrjgvIdUBGe5TkMqZYesubJK5iQtvcSOQS7yoHItCiGEEIHoRiaEECLVVOhci0xGYB49TDphUxQiL4Q+UrMSDPkC54J5W2JfmTcfg0kWrB2U+phUxDzGQqoWZ3ph4XchfQ2REEP2zaS/LVmdGD9nXo75qrqcCR43lPdZn9BGqZ95woaU+smFEM9cPMZsnbI5YpJjyHVjc9YQK1uFx4adsyHHcnMkROVaFEIIUenRjUwIIUSqqdDSYi4kfVxOWuXXjAdYIiEeUUyyQm9G5umGYDtMRkhKyDxuztwlhcklTGoLkYqZXMQClpkXZlKvSHa8mTyd1DsRSSqfl+VJF9JuLmuBzQurfhzi/ZhUDg4NFC8l6TyUlzydVA4POU6hr0skLQohhKj06EYmhBAi1VSagGgmizAJgkkBLG8dyka77rqr219++aXbmY/gId6JId6D2I/99tvP7UWLFrmNORhRli0uLs7aTlI5EaWBkpKSTW6f1CsyF4kjcx/M043JfXjMcV5CZDOWg5Pl0wyB7ZcF7IYEYrP8fyGBy9tvv73bmD+0LJiHLJNBWf+SSp9Jg6nRuxbPIbbu8HO2tkIkwRA5Eectc3+1atVye/DgwW6feOKJbnfs2NHtZcuWuc1yziY9Z8vD+5qhJzIhhBCpRjcyIYQQqabCSYv4GI6yAEoeSb2kUBZA2fCLL77Iuv3xxx/v9jHHHON23759Y9t99tlnbjMPH1ZCBMHfzpgxw22UF+rVq5f1twjmY0RJIcTjCnM/IkwGZNIEK+OBNspDm+PRxTwy8XMcP27D+sfyCDIvOdwXzkuINBfinZcvr0Dmhcc8NuvXrx/7N8pUS5YscZudR0yOY4SMMySQmbXJJHY2dyHexyGerA0bNnS7RYsWbuO47rjjjtg+fvvb32bdN+vffffd5/bZZ5/tdtIxM0LmOl/oiUwIIUSq0Y1MCCFEqqnQ0iIrJ8JKYjB5D2WBOXPmuI0Bx7ivSy65xO1ddtnF7e7du8f6io/eH330UdbxINiPHXfc0W0WFIvbY1/RkxLB3HYoMyYtb4Ng31CaYDnp2PYs7yLOA/YzU1o87LDD3Eb5da+99nK7qKjI7b///e9uT5kyxe3nnnvO7XfeecdtJqMwCTWkTE4ITH4LyWuJa2LdunVZ22SSGHrHtmnTxu1BgwbF+oFzdMIJJ7iNkiMeTzweKDmy9cI8QZnMmFTiYtIwk2hxXHhcmYczkxl79Ojh9t/+9res25cF86TEY9ukSZOs/QuRa5kXMLZT3nIioicyIYQQqUY3MiGEEKmmQudaDMmFFxJsiI/aLIcdPso3bdrU7QULFmRt08zslltucfumm24io/j/hHi6MXmU5XVEG+cUJQXmkcgI8cpismRIHkFs/6ijjnIb5UCUHM3iQdqLFy92G7218Hh8+umnbl9++eVuz5492+0OHTq4zeRBlJpwLtDOJb8gO64413hcUU7EvuFYUALv1KmT2yghMg/MzQHX7wsvvOB2nz593Mb1EuJdzNZX0qBeJGlQPtse+4kSfkFBgdszZ850GwPOmfeuWdxbeu7cuW7/85//dHvSpElu49p/5JFH3L7++ustH4TO9VbJtThx4kQ79thjrbCw0KpUqWLPP/987PsoiuzGG2+0Jk2a2Pbbb2/du3e3+fPnx7ZZvXq19e7d22rXrm1169a18847z7777rucBiKEEKJykvhGtm7dOttnn31s6NChWb+/66677P7777fhw4fblClTrGbNmtajR49YXE7v3r3t008/tbFjx9qYMWNs4sSJduGFF27+KIQQQlRacpIWq1SpYqNHj3ZvpCiKrLCw0C6//HK74oorzOznx8bGjRvb448/bqeffrp99tlntscee9i0adM819drr71mRx11lH399ddWWFi4yf2WJS2yQEgkJA9dCCjNoIyAUsm0adPcRvnGLJ7nEIMeUQZDiQyfWlHOwfHgfxhYzrTyKAWRNOddUjntN7/5jdtvvPGG2zhvyPLly2P/xgDcECkWg0vffvttt4cMGeI2So4h1K1b1+01a9Yk+i0SUp0Yx7L//vu7/d57722yfeYZh56Nb731ltutWrVye/fdd4/9Bo8DrmUmxWLg/qWXXur28OHDs25f3iWA0OMTA4XZMWCeoAz0Thw1apTbOFco7V988cVuYy5VM7NZs2a5jccQ19qBBx7oNq4FnDsMxsZrUb6um5n86sq4LFy40IqKimIae506daxTp06uzU6aNMnq1q0bS1jZvXt3q1q1aszNGVm/fr2VlJTE/oQQQgizPN/ISuNwGjduHPu8cePG/l1RUZE1atQo9n21atWsXr16sTgeZPDgwVanTh3/a9asWT67LYQQIsWkIiB60KBBNnDgQP93SUkJvZmhFIDyBXrNMO+ukABffGRHG2U/lO6eeOIJtzOlRZRH8SkT5RJslwV/MpkG5UQkRE7MpcwKEpLnLuQYtG/f3u2WLVtm3ebDDz90u2fPnrHvmJyIxwA9yFBORGnm4YcfdhslmJUrV2btE5N4UPbF4x0iR7G5Y8fpjDPOyNofBgbMo9ctvhd/5ZVX3MbA2sxg++bNm7uNUtiVV17pNgZR4/5w7TPJLmmuzaTrGuVEFliN15yQ44eyIQbYo3cigu2j1yF632b2j/UDJVq8bnz88cduszWS9Lq5JSq/e3/y2Vip+2jm+4nly5f7dwUFBbZixYrY9//73/9s9erVMfdTpEaNGla7du3YnxBCCGGW5xtZq1atrKCgwMaNG+eflZSU2JQpU6xz585mZta5c2dbs2aNTZ8+3bcZP368bdy4MRazIoQQQoSQWFr87rvv7PPPP/d/L1y40GbNmmX16tWz5s2b24ABA+zWW2+11q1bW6tWreyGG26wwsJC92xs27atHXnkkXbBBRfY8OHDbcOGDdavXz87/fTTgzwWN0VInjsmL7DqtCzfGj6aMw/B999/320sY2FmtvPOO7uNwbznnXde1j4xSYlJdihJMGmVgW2yecS+sYBPltcyROJBqW/AgAFZt8H9HnLIIVk/zwSPFQav43+ukBdffNHthQsXus3yHIasL7aOQgjxWsQ+oPcfA/ODolcoziPKhvh5psKCoLT473//22109sLg8xtvvNHtsWPHus1yQaKcGCIzhrw+wN+G5FoMydeKn6OPAMrNTFpEz0a8tmSeN7iW77//frexlNRXX33lNkq36A25atUqt1kpJZbLkVURL28S38g++OADO/TQQ/3fpe+u+vTpY48//rhdddVVtm7dOrvwwgttzZo11q1bN3vttddiF48RI0ZYv3797PDDD7eqVataz549YxMvhBBChJL4RnbIIYeU+b/dKlWq2M0332w333wz3aZevXo2cuTIpLsWQgghfkEqvBaTwEoH4CNvSGkNlkuNyRRMHsKSIePHj499d+aZZ7p9zjnnuI3SYkjlaPYIjx5XoeUfSmFeiEiIRMnkRCZNoI3yU+k71kwwPyI+9aM8YhYPRkZJJbPsSCl4nP/617+6HeKthesL94sB8CgjsZJBjJCq4dgOegJiWSGcI/RmwzZRnkZJE/vM8o+ambVu3dpt9DxFqRDlNfQ8Zes3ROpma5NJ3UhIKRLWPmsTP0dnuH333dftJ5980m30cMb1h9eMZcuWxfZx3HHHuX3kkUe6PXnyZLdRfkTQaxHXJqsUz66JOC8smLw8UPZ7IYQQqUY3MiGEEKmmQpdxQVAqS1rplLWDEgyTIlGaOOigg2JtTZgwIevv77zzzqw2y3vG5M6QMSAhbTKYbMikUXYMkHnz5rmNuRZRKkEJBfP0oUeoWXyucR7R42633XbLug1WNsaKxyHByDiPmPEG5wsz2uQSOMqOHzuWuDbRgWvq1Klu41rBQN5vv/3W7bKqiTNpGT/HciKYbzBkLkJKqDA7l/ZDvBNDSj4hePxwfmvVqpV1+8y5Rmk9ZC2gbIgy/pw5c7Luj10fmRdtaE7XX12uRSGEEGJLoxuZEEKIVFPhvBYZLLCRSQHscZlJiMxbCT13GjRoENTXZ555Juvvcd8heeKYvIDg+JmXWIi0yCRanJek5WNYlQOUuO644w63L7rook22aRafF5QskXfffddtLKPBvEXZeHbaaSe3cTy4PXqJsQKzIZXMsT94XPHYDB482G0MgkXvTcwh2bt3b7fRSw69MTFgNzPH39KlS93G4Oijjz7abZTEmNcbfh4S3M/kNJb0AGHyIwsIzpeHL6boY3IigpJuWTCvQrzG4asa3DeufbbG2fWBebmWB3oiE0IIkWp0IxNCCJFqKpy0yB7zWWAje+RlHkooa7A8eviojXIdesWZ8Ud1zDd30kknZd0mJDCXedXhIz/2j8msIbAASQbKSazkBHpsoty61157ZbXLAo/nrbfe6jbKOZdddpnb6EmI5UeY3MXkK/Q+Q9BLi8mJSNKcd3j8MLffddddl9VGr048h2644Qa3MR8jBjEPGzbMbZQcywLXIJOQcwmiZVJsSJXjEK9mtj2THEM8gkPkxLLAdvv37+82rt8HH3zQbVx3IeuRzSnLTVneciKiJzIhhBCpRjcyIYQQqUY3MiGEEKmmwr0jy1eiEvbeiSXODHHH/frrr4P2je9n0GUZfx8yTuaiz+qaoaadNOFniHsxzktISfi33nrL7dNPP91tfG+Dmj9WVGjWrFmsLdwflojHdz3YP6wjt3Llyqz9Y+8pQxKn4vHDbf773/9m3Re2ydYaew/M3tPhe8rDDz/c7V69erl97LHHuo0hCZjsNjSsApMUjxkzJus22NZzzz3n9imnnJJ1+5CE3qx9Bp43IcmKQwjpG573mGD5gw8+cBvHi67xZj8XNi5l9erVWfeBiasx5ALfbeK6wPUY8q4Rt8nlnXtS9EQmhBAi1ehGJoQQItVUOGkRSZpJgkmF7LGYuZ0i2M5NN920yT6Yxd2c8TGfubwiLOtDSA02JKnrMybpRYkE+4Bt4rgweSmO65tvvnH7+eefd/v11193G+cXpTWUDzP3gcmbMUsIgrXj0DUZE7WykAbsB5vHTFkoCbgv7ANKlCwbDYLb4DxiTbADDjjA7ZNPPjlrO9j+s88+G/sOj9t//vMftzFJLSYKLiwsdPvEE0/Mus3555/vNkplCGZUQWk1qTzIwh5QNsO1xa4hIZl1UMZr0aKF2+wcPeuss2L/xt+z6wPWOsSaZ2+88UbWdlitwBCpUO73QgghRCC6kQkhhEg1FU5aZI/27POaNWu6nVnfJxsolaGN8gJKEJiMs0mTJpts38zs1FNPdfvNN9/Muo9cvBZxLpj0F5I5BH+7ZMkSt1GKw6wNIdIE84zC7UPqPGVKepgI97DDDsu6b5RUsHbYl19+mXV7BGU6luWFHbOknnFsXzhmlJZYm+z8mD17ttuXXnqp25hxZv78+W6fc845bqM3o5nZ008/7TYmR54+fbrbLVu2dHvSpEluo/SV2W62fuN4UE4MSRTMYBIt8/xl5wo79riW9957b7efeuopt1FKXr58uduffPJJrC3m8YrJoVEe7tSpk9tYl4/J/swzmb3CCanBli/0RCaEECLV6EYmhBAi1VQ4aTGk3DmCsgBKYugNxUq542+ZxxgG3GJws1ncKw/lH5SyWGBjiJzBYMGZSQMYWfAjeuShdItByUzuYTIb6xubh8z2MXCaBdfedtttbs+bNy/rPli/mYwSsh6THj+UmkK8VNnn2A72E7fHsaNcd88997g9d+5ctzGIPROUqfB4snpkCAZT47kZIhuyGlwhUhm2j3OBhHiIhpyveH1AGRY5+OCD3c68Nuyzzz5un3HGGW6fe+65WfuH1zKULBGcL1ZnEGG13MobPZEJIYRINbqRCSGESDUVTlpEmFSI4CMyC15lNYmYhISghFLWozbKOeihNW3aNLdZ+XYGyiLMi43VJgvxpGMBn2izIE02F2xfzFORbb///vvH/r377rtn3Q77+uKLL7qNkjAeQ5wjlJNRNsM5ZR6MaCfNa8lyKjJC5hrngY0Rueiii9yePHmy25keniG5JpGmTZtm/ZwRkjsxRB5EsG+55FdEWG0y7Bt6eCK49pl3tFk8X+KAAQOybjdz5ky3v/jii6z7Y8H9jJBgb+VaFEIIIcpANzIhhBCppkJLi0xORPCRFx/NUVoKeSxmHmkskLcshg4d6vYjjzySdZuQnG4s4BVB6SCXkhXMEwtljZA20VuLyWwh3lCZ+8JgUwTzCmJQN84Xm6MQKRaPB+Z1xHLySfNaJgWlIlyD2Gc2p6xv6I2KElImOHfMGxDtgoICt1lpnF122cXtBQsWZN0vKzOS1JOOyWxJPURZYDx+zjwVMUcrSvXo7Wlm9swzz7iNc/ryyy+7jd6MuD+ULJmcyK45bMzKtSiEEEIEohuZEEKIVFPhpMWQAFl8LMbtUe5hMA+ozamSirLhhRdemHUfWE7kj3/8o9uffvpp1v0x7yiWAw0JKUuCsG3YmFGOQikDQSkLjx/zTqtXr17WfV111VVZt89sF6vk4hhCyt4w2ZRJLSyXZy456djxZnIak0xZmyyPHpZnwcrRmWuclUHBPqGHKe4D83SiRynmBWSUR15LJF/ejHvttdcmt8GSLu3atXM70zO3QYMGWX+PpVtQmkwq/SX1NE7q/ZgLeiITQgiRanQjE0IIkWqqRCGRtb8ySkpKYuVRkoLyCpMBUeJi3masKjTzUEKvSLP4Yz56WGK7mPOvTZs2WffH5CUmzZWVk7CUEIkrRNYKKfEQUuqEgZ5bWJYiM+cftouSzJw5c9xGiQSlEOb1x8bGpDkWEJ6vchch7YTke2TnB87DEUcc4faYMWPczgxo/vrrr7P2A6XfwYMHZ+3Tww8/7DaWIkHYemc5FZPmAmTrlK13BpM0+/bt6/YDDzywyXZCqsSbxa8tKOljv9lcJC3Lwl63hMqJxcXFseQVm4OeyIQQQqQa3ciEEEKkmgrntYiP8CFBiPg586RDbzOWszBENkMvrMzfYy5AzF2HXnUIKxvDxsZkCDaepFVvmdTApKkQjynWB1aZ+7HHHqNtocSFgaAowbB+My9XJtOxdcFIKlOFlIxBmFQUkncQ5x2P2bhx49w+6qij3H7hhRfovtn+sIRIr1693EZvSOYBxyRRJmuFlIxBWA7RpBIwO4cWL16ctf2Q8zUTPBewmncuciLCxszWYNIcormgJzIhhBCpRjcyIYQQqaZCey0yOYJ9zgKImSTG2mGSU6aHYNIgQda/ELmISRs4hqSSGMLkLiYvhEgZrJ9s3hYtWuR2YWFh7DvmYYok7dPWImTdhXhRsnXDpE6slH7aaae5jYH9IWVVzMwuu+wyt++77z63Wf5HNp6k0m3SUkjM25D1gb3aYMHz6FGIJXDq16+/yb6hLGkWrxCN3tX5Ct7Ol3dtJvJaFEIIUenRjUwIIUSqqXBei/jInzRPGgsgZvIK88RhgaZlbcdkjpAA55BH/pAyLiESFIN5QLFqwyFeTOhhxirj4pzUqlXL7ZUrV8bawtIf3377bVabVXxGkpbvYPOYi0cXW9chUmHIGmcevtgOk6TRC9QsnhcRvRtZAoAQbz0m9bNxJi0lhDCPVWwfEyngsWHHA8/FdevWud2wYUO3Dz74YLf/9Kc/uY3z2b9//1hfsfRUiHct8wRm3svsOohe3biu8diUt1SvJzIhhBCpRjcyIYQQqabCeS2GyGzoIYOPvygn4aM2PkajdNCoUSO3MeCWeUZlTnV5eMmFBDLnsj3CZCDmxcXKxDCJDueayYzIwoUL3cbAWrN4kDnC1guuEZwjlFFYUHfIvLDtQ7ZhbYa0w4L1ESZ7Jg1oN4uXFvnmm2+CflNKeXnJbSlCvEjZesex77nnnm5/9NFHdH8soB9J6rWZlM25pslrUQghRKVHNzIhhBCppkJ7LbKceuxxHkEpA4MLUXbBHHHMu6msx2v0dsK+hngfMaklqZzIJKukuRYZzIMvZN6xD0z2PeOMM9zu0KGD2ygHZ4K/R8kS+4d5MXEblG+Y3MnKWuB8hQQyIyHlNFgwPMsDyWDeZiFyYmbgOcqJO+20k9s4hlWrVrmN5wSuOwwczsxZWgrzDGRJD0LOlZAAciYVoiwb4lGJ4HFFORHnJ/NYshIqIVWxcRtsJ0Q+Z3LllpSGEz+RTZw40Y499lgrLCy0KlWqxEqeb9iwwa6++mpr166d1axZ0woLC+2ss86ypUuXxtpYvXq19e7d22rXrm1169a18847L3azEEIIIUJJfCNbt26d7bPPPjZ06NBffPf999/bjBkz7IYbbrAZM2bYc889Z3PnzrXjjjsutl3v3r3t008/tbFjx9qYMWNs4sSJduGFF27+KIQQQlReohwws2j06NFlbjN16tTIzKKvvvoqiqIomj17dmRm0bRp03ybV199NapSpUq0ZMmSoP0WFxdHZqY//elPf/pL+V9xcfFm34NKKXdnj+LiYqtSpYrVrVvXzMwmTZpkdevWtY4dO/o23bt3t6pVq9qUKVOytrF+/XorKSmJ/QkhhBBm5ey1+MMPP9jVV19tvXr18jiBoqKiWPyV2c8vGuvVq2dFRUVZ2xk8eLDVqVPH/5o1a1ae3RZCCJEiyu1GtmHDBjv11FMtiiIbNmxYTm0NGjTIiouL/S+zfIEQQojKS7m435fexL766isbP358LGq7oKAglvjS7GeX0NWrV1tBQUHW9mrUqBFzexdCCCFKyfsTWelNbP78+fbmm2/+okBc586dbc2aNTZ9+nT/bPz48bZx40br1KlT0D6i9GXVEkIIkYV8XM8TP5F999139vnnn/u/Fy5caLNmzbJ69epZkyZN7OSTT7YZM2bYmDFj7KeffvL3XvXq1bPq1atb27Zt7cgjj7QLLrjAhg8fbhs2bLB+/frZ6aef/ouqvoy1a9cm7bYQQohfIWvXrqW5c0NJnDT47bfftkMPPfQXn/fp08f+9Kc/WatWrbL+7q233rJDDjnEzH4OiO7Xr5+99NJLVrVqVevZs6fdf//9tuOOOwb1YePGjbZ06VKLosiaN29uixcvzjnpZBooKSmxZs2aVZrxmlW+MVe28ZppzJVhzNnGG0WRrV271goLC2mGk1BSmf2+lNIs+PnInpwGKtt4zSrfmCvbeM005sow5vIer5IGCyGESDW6kQkhhEg1qb6R1ahRw2666aZK45pf2cZrVvnGXNnGa6YxVwbKe7ypfkcmhBBCpPqJTAghhNCNTAghRKrRjUwIIUSq0Y1MCCFEqkntjWzo0KHWsmVL22677axTp042derUrd2lvDB48GDbf//9rVatWtaoUSM74YQTbO7cubFtfvjhB+vbt6/Vr1/fdtxxR+vZs6ctX758K/U4/9xxxx1WpUoVGzBggH9WEce8ZMkSO+OMM6x+/fq2/fbbW7t27eyDDz7w76MoshtvvNGaNGli22+/vXXv3t3mz5+/FXu8+fz00092ww03WKtWrWz77be3XXfd1W655ZZYnr20j3fixIl27LHHWmFhoVWpUsWef/752Pch41u9erX17t3bateubXXr1rXzzjvPvvvuuy04imSUNeYNGzbY1Vdfbe3atbOaNWtaYWGhnXXWWbZ06dJYG3kZc86lObcCTz/9dFS9evXoH//4R/Tpp59GF1xwQVS3bt1o+fLlW7trOdOjR4/oscceiz755JNo1qxZ0VFHHRU1b948+u6773ybiy66KGrWrFk0bty46IMPPogOPPDAqEuXLlux1/lj6tSpUcuWLaO999476t+/v39e0ca8evXqqEWLFtHZZ58dTZkyJVqwYEH0+uuvR59//rlvc8cdd0R16tSJnn/++ejDDz+MjjvuuKhVq1bRf//7363Y883jtttui+rXrx+NGTMmWrhwYTRq1Khoxx13jO677z7fJu3jfeWVV6Lrrrsueu655yIzi0aPHh37PmR8Rx55ZLTPPvtEkydPjt55553oN7/5TdSrV68tPJJwyhrzmjVrou7du0fPPPNMNGfOnGjSpEnRAQccEHXo0CHWRj7GnMob2QEHHBD17dvX//3TTz9FhYWF0eDBg7dir8qHFStWRGYWTZgwIYqinxfHtttuG40aNcq3+eyzzyIziyZNmrS1upkX1q5dG7Vu3ToaO3ZsdPDBB/uNrCKO+eqrr466detGv9+4cWNUUFAQ3X333f7ZmjVroho1akRPPfXUluhiXjn66KOjc889N/bZSSedFPXu3TuKooo33syLesj4Zs+eHZlZNG3aNN/m1VdfjapUqRItWbJki/V9c8l2885k6tSpkZlFX331VRRF+Rtz6qTFH3/80aZPn27du3f3z6pWrWrdu3e3SZMmbcWelQ/FxcVm9nP1ADOz6dOn24YNG2Ljb9OmjTVv3jz14+/bt68dffTRsbGZVcwxv/jii9axY0c75ZRTrFGjRta+fXt79NFH/fuFCxdaUVFRbMx16tSxTp06pXLMXbp0sXHjxtm8efPMzOzDDz+0d999137/+9+bWcUbbyYh45s0aZLVrVvXOnbs6Nt0797dqlatalOmTNnifS4PiouLrUqVKla3bl0zy9+Yy6WwZnnyzTff2E8//WSNGzeOfd64cWObM2fOVupV+bBx40YbMGCAde3a1fbaay8zMysqKrLq1av7QiilcePGXjInjTz99NM2Y8YMmzZt2i++q4hjXrBggQ0bNswGDhxo1157rU2bNs3++Mc/WvXq1a1Pnz4+rmzrPI1jvuaaa6ykpMTatGlj22yzjf3000922223We/evc3MKtx4MwkZX1FRkTVq1Cj2fbVq1axevXoVYg5++OEHu/rqq61Xr16eODhfY07djawy0bdvX/vkk0/s3Xff3dpdKVcWL15s/fv3t7Fjx9p22223tbuzRdi4caN17NjRbr/9djMza9++vX3yySc2fPhw69Onz1buXf559tlnbcSIETZy5Ejbc889bdasWTZgwAArLCyskOMVcUoLLkdRZMOGDct7+6mTFhs0aGDbbLPNLzzWli9fbgUFBVupV/mnX79+NmbMGHvrrbesadOm/nlBQYH9+OOPtmbNmtj2aR7/9OnTbcWKFbbffvtZtWrVrFq1ajZhwgS7//77rVq1ata4ceMKN+YmTZrYHnvsEfusbdu2tmjRIjMzH1dFWedXXnmlXXPNNXb66adbu3bt7Mwzz7TLLrvMBg8ebGYVb7yZhIyvoKDAVqxYEfv+f//7n61evTrVc1B6E/vqq69s7NixsTIu+Rpz6m5k1atXtw4dOti4ceP8s40bN9q4ceOsc+fOW7Fn+SGKIuvXr5+NHj3axo8f/4tCpR06dLBtt902Nv65c+faokWLUjv+ww8/3D7++GObNWuW/3Xs2NF69+7tdkUbc9euXX8RVjFv3jxr0aKFmZm1atXKCgoKYmMuKSmxKVOmpHLM33///S+KJ26zzTa2ceNGM6t4480kZHydO3e2NWvW2PTp032b8ePH28aNG61Tp05bvM/5oPQmNn/+fHvzzTetfv36se/zNubNcE7Z6jz99NNRjRo1oscffzyaPXt2dOGFF0Z169aNioqKtnbXcubiiy+O6tSpE7399tvRsmXL/O/777/3bS666KKoefPm0fjx46MPPvgg6ty5c9S5c+et2Ov8g16LUVTxxjx16tSoWrVq0W233RbNnz8/GjFiRLTDDjtETz75pG9zxx13RHXr1o1eeOGF6KOPPoqOP/74VLmjI3369Il23nlnd79/7rnnogYNGkRXXXWVb5P28a5duzaaOXNmNHPmzMjMonvuuSeaOXOme+iFjO/II4+M2rdvH02ZMiV69913o9atW/+q3e/LGvOPP/4YHXfccVHTpk2jWbNmxa5n69ev9zbyMeZU3siiKIoeeOCBqHnz5lH16tWjAw44IJo8efLW7lJeMLOsf4899phv89///je65JJLop122inaYYcdohNPPDFatmzZ1ut0OZB5I6uIY37ppZeivfbaK6pRo0bUpk2b6JFHHol9v3HjxuiGG26IGjduHNWoUSM6/PDDo7lz526l3uZGSUlJ1L9//6h58+bRdtttF+2yyy7RddddF7ugpX28b731VtZzt0+fPlEUhY1v1apVUa9evaIdd9wxql27dnTOOedEa9eu3QqjCaOsMS9cuJBez9566y1vIx9jVhkXIYQQqSZ178iEEEIIRDcyIYQQqUY3MiGEEKlGNzIhhBCpRjcyIYQQqUY3MiGEEKlGNzIhhBCpRjcyIYQQqUY3MiGEEKlGNzIhhBCpRjcyIYQQqUY3MiGEEKnm/wFTu3XEy8y25AAAAABJRU5ErkJggg==\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 18 | D_loss: 0.6406527231497042 | G_loss: 0.8234823044937557\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 19 | D_loss: 0.6396449670862796 | G_loss: 0.8240877189107542\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": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch: 20 | D_loss: 0.6399564058033388 | G_loss: 0.8259452037465598\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"Questions: \n",
"Q1. Why are we averaging the real and fake loss for D? \n",
"A1. Beacuse we want the D to converge on 50% accuracy. That is, an ideal GAN is optimized when D can predict a real-fake img as real 50% of the time and fake 50% time."
],
"metadata": {
"id": "q1sRosQYecWP"
}
},
{
"cell_type": "code",
"metadata": {
"id": "r1IjTM2sliWa",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 452
},
"outputId": "42f3ed6c-c037-49f7-c575-777c8cf8709f"
},
"source": [
"# Run after training is completed.\n",
"# Now you can use Generator Network to generate handwritten images\n",
"\n",
"noise = torch.randn(batch_size, noise_dim, device = device)\n",
"generated_image = G(noise)\n",
"\n",
"show_tensor_images(generated_image)"
],
"execution_count": 31,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": "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