888 lines (887 with data), 743.4 kB
{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "U8_09H0pzhFZ"
},
"outputs": [],
"source": [
"# For tips on running notebooks in Google Colab, see\n",
"# https://pytorch.org/tutorials/beginner/colab\n",
"%matplotlib inline\n",
"\n",
"# from google.colab import drive\n",
"# drive.mount('/content/drive')\n",
"# !pip install pennylane"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 0
},
"id": "82ypZxUgzhFd",
"outputId": "acb266e8-30d7-4a26-9bf9-19fc9c3f4784"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<contextlib.ExitStack at 0x796c7b15baf0>"
]
},
"metadata": {},
"execution_count": 3
}
],
"source": [
"# License: BSD\n",
"# Author: Sasank Chilamkurthy\n",
"\n",
"import torch\n",
"import torch.nn as nn\n",
"import torch.optim as optim\n",
"from torch.optim import lr_scheduler\n",
"import torch.backends.cudnn as cudnn\n",
"import numpy as np\n",
"import torchvision\n",
"from torchvision import datasets, models, transforms\n",
"import matplotlib.pyplot as plt\n",
"import time\n",
"import os\n",
"from PIL import Image\n",
"from tempfile import TemporaryDirectory\n",
"\n",
"cudnn.benchmark = True\n",
"plt.ion() # interactive mode"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ko98w4r7zhFe"
},
"source": [
"## Load Data\n",
"\n",
"We will use torchvision and torch.utils.data packages for loading the\n",
"data.\n",
"\n",
"The problem we're going to solve today is to train a model to classify\n",
"**ants** and **bees**. We have about 120 training images each for ants and bees.\n",
"There are 75 validation images for each class. Usually, this is a very\n",
"small dataset to generalize upon, if trained from scratch. Since we\n",
"are using transfer learning, we should be able to generalize reasonably\n",
"well.\n",
"\n",
"This dataset is a very small subset of imagenet.\n",
"\n",
".. Note ::\n",
" Download the data from\n",
" [here](https://download.pytorch.org/tutorial/hymenoptera_data.zip)\n",
" and extract it to the current directory.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "LWDOibNFzhFe"
},
"outputs": [],
"source": [
"# Data augmentation and normalization for training\n",
"# Just normalization for validation\n",
"data_transforms = {\n",
" 'train': transforms.Compose([\n",
" transforms.RandomResizedCrop(224),\n",
" transforms.RandomHorizontalFlip(),\n",
" transforms.ToTensor(),\n",
" transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
" ]),\n",
" 'val': transforms.Compose([\n",
" transforms.Resize(256),\n",
" transforms.CenterCrop(224),\n",
" transforms.ToTensor(),\n",
" transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
" ]),\n",
"}\n",
"\n",
"data_dir = '/content/drive/MyDrive/Colab Notebooks/data/hymenoptera_data'\n",
"image_datasets = {x: datasets.ImageFolder(os.path.join(data_dir, x),\n",
" data_transforms[x])\n",
" for x in ['train', 'val']}\n",
"dataloaders = {x: torch.utils.data.DataLoader(image_datasets[x], batch_size=4,\n",
" shuffle=True, num_workers=4)\n",
" for x in ['train', 'val']}\n",
"dataset_sizes = {x: len(image_datasets[x]) for x in ['train', 'val']}\n",
"class_names = image_datasets['train'].classes\n",
"\n",
"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "162cgfnXzhFf"
},
"source": [
"### Visualize a few images\n",
"Let's visualize a few training images so as to understand the data\n",
"augmentations.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 207
},
"id": "uGGqqCoEzhFf",
"outputId": "af363954-3ee9-4cfd-d1f0-4eb6b9fa2d53"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
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\n"
},
"metadata": {}
}
],
"source": [
"def imshow(inp, title=None):\n",
" \"\"\"Display image for Tensor.\"\"\"\n",
" inp = inp.numpy().transpose((1, 2, 0))\n",
" mean = np.array([0.485, 0.456, 0.406])\n",
" std = np.array([0.229, 0.224, 0.225])\n",
" inp = std * inp + mean\n",
" inp = np.clip(inp, 0, 1)\n",
" plt.imshow(inp)\n",
" if title is not None:\n",
" plt.title(title)\n",
" plt.pause(0.001) # pause a bit so that plots are updated\n",
"\n",
"\n",
"# Get a batch of training data\n",
"inputs, classes = next(iter(dataloaders['train']))\n",
"\n",
"# Make a grid from batch\n",
"out = torchvision.utils.make_grid(inputs)\n",
"\n",
"imshow(out, title=[class_names[x] for x in classes])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "EtqiyYuNzhFf"
},
"source": [
"## Training the model\n",
"\n",
"Now, let's write a general function to train a model. Here, we will\n",
"illustrate:\n",
"\n",
"- Scheduling the learning rate\n",
"- Saving the best model\n",
"\n",
"In the following, parameter ``scheduler`` is an LR scheduler object from\n",
"``torch.optim.lr_scheduler``.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"id": "9ORJI2wpzhFg"
},
"outputs": [],
"source": [
"def train_model(model, criterion, optimizer, scheduler, num_epochs=10):\n",
" since = time.time()\n",
"\n",
" # Create a temporary directory to save training checkpoints\n",
" with TemporaryDirectory() as tempdir:\n",
" best_model_params_path = os.path.join(tempdir, 'best_model_params.pt')\n",
"\n",
" torch.save(model.state_dict(), best_model_params_path)\n",
" best_acc = 0.0\n",
"\n",
" for epoch in range(num_epochs):\n",
" print(f'Epoch {epoch}/{num_epochs - 1}')\n",
" print('-' * 10)\n",
"\n",
" # Each epoch has a training and validation phase\n",
" for phase in ['train', 'val']:\n",
" if phase == 'train':\n",
" model.train() # Set model to training mode\n",
" else:\n",
" model.eval() # Set model to evaluate mode\n",
"\n",
" running_loss = 0.0\n",
" running_corrects = 0\n",
"\n",
" # Iterate over data.\n",
" for inputs, labels in dataloaders[phase]:\n",
" inputs = inputs.to(device)\n",
" labels = labels.to(device)\n",
"\n",
" # zero the parameter gradients\n",
" optimizer.zero_grad()\n",
"\n",
" # forward\n",
" # track history if only in train\n",
" with torch.set_grad_enabled(phase == 'train'):\n",
" outputs = model(inputs)\n",
" _, preds = torch.max(outputs, 1)\n",
" loss = criterion(outputs, labels)\n",
"\n",
" # backward + optimize only if in training phase\n",
" if phase == 'train':\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" # statistics\n",
" running_loss += loss.item() * inputs.size(0)\n",
" running_corrects += torch.sum(preds == labels.data)\n",
" if phase == 'train':\n",
" scheduler.step()\n",
"\n",
" epoch_loss = running_loss / dataset_sizes[phase]\n",
" epoch_acc = running_corrects.double() / dataset_sizes[phase]\n",
"\n",
" print(f'{phase} Loss: {epoch_loss:.4f} Acc: {epoch_acc:.4f}')\n",
"\n",
" # deep copy the model\n",
" if phase == 'val' and epoch_acc > best_acc:\n",
" best_acc = epoch_acc\n",
" torch.save(model.state_dict(), best_model_params_path)\n",
"\n",
" print()\n",
"\n",
" time_elapsed = time.time() - since\n",
" print(f'Training complete in {time_elapsed // 60:.0f}m {time_elapsed % 60:.0f}s')\n",
" print(f'Best val Acc: {best_acc:4f}')\n",
"\n",
" # load best model weights\n",
" model.load_state_dict(torch.load(best_model_params_path))\n",
" return model"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6YCmfkSizhFg"
},
"source": [
"### Visualizing the model predictions\n",
"\n",
"Generic function to display predictions for a few images\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"id": "JtYakW-kzhFg"
},
"outputs": [],
"source": [
"def visualize_model(model, num_images=6):\n",
" was_training = model.training\n",
" model.eval()\n",
" images_so_far = 0\n",
" fig = plt.figure()\n",
"\n",
" with torch.no_grad():\n",
" for i, (inputs, labels) in enumerate(dataloaders['val']):\n",
" inputs = inputs.to(device)\n",
" labels = labels.to(device)\n",
"\n",
" outputs = model(inputs)\n",
" _, preds = torch.max(outputs, 1)\n",
"\n",
" for j in range(inputs.size()[0]):\n",
" images_so_far += 1\n",
" ax = plt.subplot(num_images//2, 2, images_so_far)\n",
" ax.axis('off')\n",
" ax.set_title(f'predicted: {class_names[preds[j]]}')\n",
" imshow(inputs.cpu().data[j])\n",
"\n",
" if images_so_far == num_images:\n",
" model.train(mode=was_training)\n",
" return\n",
" model.train(mode=was_training)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "b9bKXGG7zhFh"
},
"source": [
"## Finetuning the ConvNet\n",
"\n",
"Load a pretrained model and reset final fully connected layer.\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 0
},
"id": "QqkwG_MmzhFh",
"outputId": "2fe21af9-32e1-44b2-d1bd-d3db7a353af3"
},
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"Downloading: \"https://download.pytorch.org/models/resnet50-0676ba61.pth\" to /root/.cache/torch/hub/checkpoints/resnet50-0676ba61.pth\n",
"100%|██████████| 97.8M/97.8M [00:02<00:00, 41.6MB/s]\n"
]
}
],
"source": [
"model_ft = models.resnet50(weights='IMAGENET1K_V1')\n",
"num_ftrs = model_ft.fc.in_features\n",
"# Here the size of each output sample is set to 2.\n",
"# Alternatively, it can be generalized to ``nn.Linear(num_ftrs, len(class_names))``.\n",
"model_ft.fc = nn.Linear(num_ftrs, 2)\n",
"\n",
"model_ft = model_ft.to(device)\n",
"\n",
"criterion = nn.CrossEntropyLoss()\n",
"\n",
"# Observe that all parameters are being optimized\n",
"optimizer_ft = optim.SGD(model_ft.parameters(), lr=0.001, momentum=0.9)\n",
"\n",
"# Decay LR by a factor of 0.1 every 7 epochs\n",
"exp_lr_scheduler = lr_scheduler.StepLR(optimizer_ft, step_size=7, gamma=0.1)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "IJBze7TnzhFh"
},
"source": [
"### Train and evaluate\n",
"\n",
"It should take around 15-25 min on CPU. On GPU though, it takes less than a\n",
"minute.\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 0
},
"id": "ycl4sxdzzhFh",
"outputId": "0f9f2b49-320c-430c-aace-8d2d2596030b"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch 0/9\n",
"----------\n",
"train Loss: 0.6298 Acc: 0.6803\n",
"val Loss: 0.2617 Acc: 0.8758\n",
"\n",
"Epoch 1/9\n",
"----------\n",
"train Loss: 0.5160 Acc: 0.7623\n",
"val Loss: 0.2186 Acc: 0.9085\n",
"\n",
"Epoch 2/9\n",
"----------\n",
"train Loss: 0.4889 Acc: 0.8156\n",
"val Loss: 0.3341 Acc: 0.8954\n",
"\n",
"Epoch 3/9\n",
"----------\n",
"train Loss: 0.6196 Acc: 0.7828\n",
"val Loss: 0.2882 Acc: 0.9085\n",
"\n",
"Epoch 4/9\n",
"----------\n",
"train Loss: 0.5558 Acc: 0.7459\n",
"val Loss: 0.3353 Acc: 0.9085\n",
"\n",
"Epoch 5/9\n",
"----------\n",
"train Loss: 0.5922 Acc: 0.8156\n",
"val Loss: 0.4444 Acc: 0.8235\n",
"\n",
"Epoch 6/9\n",
"----------\n",
"train Loss: 0.5523 Acc: 0.8115\n",
"val Loss: 0.4926 Acc: 0.8562\n",
"\n",
"Epoch 7/9\n",
"----------\n",
"train Loss: 0.5757 Acc: 0.7582\n",
"val Loss: 0.2793 Acc: 0.9216\n",
"\n",
"Epoch 8/9\n",
"----------\n",
"train Loss: 0.3521 Acc: 0.8689\n",
"val Loss: 0.2300 Acc: 0.9150\n",
"\n",
"Epoch 9/9\n",
"----------\n",
"train Loss: 0.3096 Acc: 0.8443\n",
"val Loss: 0.2364 Acc: 0.9150\n",
"\n",
"Training complete in 3m 42s\n",
"Best val Acc: 0.921569\n"
]
}
],
"source": [
"model_ft = train_model(model_ft, criterion, optimizer_ft, exp_lr_scheduler,\n",
" num_epochs=10)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 923
},
"id": "c80qeSpIzhFi",
"outputId": "acc9c618-f5a9-436b-a09a-18757cb45602"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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UwYnvfZmrho1VUwBBQpINkrl5dqpD9IUieG12DhcOMbO4tFHUb5yIDMuGLAewxCz1Rg3TtHA6vVy/Ns3q6mlMs8kdb343D2x5P9cuvUyp8DL1fILl+rPoFkjOAIg3YUkV4qkYK6s65RqYdYtkvIK7mQRlBne3DcG/mXx0lYnxK3zj4d9l5+h9tIaGaO/po5KpE6+scPnCaYxCAmSL++76/9KsrTIxO44qB5ifnmJi/kUUOYCiNKiFTdwOhVxpHY+qIfi66e+7k+6+PoJhB0Y1RqE4RndkCwf33IUlSizH56g0MnR3tqG2uQh2jNJNjPnJS8zNToCuMti7i/h6DE0vgG5giR7c6igdnX7qlWvML1wjFq3QbNjRtBRLqxfJ53LIIYmkGWauLJMrVzEMCbMgsTZZZV3OMjt/kWuX/oheR57dR9/Gge07CLU46Qu9m5Cg0e57ltNXLhFPWIyOHGXP/lvxdbTjdrdhNNdp6+pi29ZtG0X9xoloeWGdpm7Rv+1ejLpBOnEBrz+AgAuzuYaoSgQ87XS2beJK/WVckonNKWCqIqrHR7ZYY37xGEcOv5+Ar52rT/4Rul5HdYE9nMAfEmgYBpH226iXY2jVIvG1VZ585qucOv0MEV+Q0d3vprV7ALV+gRF1ms4jB0gisWlwLytrPp5++r9DvZ1kyqBRKVLVstgVEUsrk1M9WGINSfQwvrTMVx77S+66630cHN3OB971rwh6wyyOXyC7vka+XsIdbEMJOakYJRrqEHPpMMevPs3SygzRdAbTcFEtCHjcEXSrgN2hEE8mOPvKX7Fl069wcMfd/O6x32b80gKS4kax2yjlctSrGk2vk5phUq1nWVtfoZAv8tzxr3H9+llC4Ra8aoY2xyp7bzrM9kNHkQSB1eUyhWSV9ahIuGOIW70tPP7UkySiKYxiiHq+m4lCllZHF3aPSXv73EZRv3EiKqXjNGSTXv9hRrsOM7vYydLaSQJOHcGyqBYqvHL6e7Q43oXDIWBXDBRBxNvayoFb3sv4xAJT08/hUkVagiPs3ruX0Z2b2Da6j7bgKM8991WuX30arVJm00g/LUcO8PxzBTLrRXLZKFlnjFylQGdnhMFOjTfd+i7sTR/fPv4oJ8+8SH/3XrC3c/7yKzQMgUjHFqrZGYxmg0a1QqlcwTQNmjULiXaWZp/l8vUl3vHmjxHxWyRiFaZW1pibeQlLcrFtx814gwYWKpmkxPXxx7h24TQep4pqc5JKLRCPx6lWGiiqRGdXD/VaHaMwhUc06GzdwuGb7yKd+ibFqh2Xp4tGo4aZhVq1QbPaRGuW0aQaTo+dZGKZVGoZj9tFZwT829rA3Y3DGaZWs/jCV/6Q08dOUqktsHXLFvbsvh2PN8K1iyeIpWbo6N6Nw+VkS99O2oMD1Bs/3tvx74MNE5Go2nE7WrGqdcysiVlyYdScNOQsWDrNWpNMdJqWDgGv8gALCxcRJZWBoXvo776bSuYs9eRxhMwcJbuPo7vvorVzE6ojwumXn0LKn+TdB2VsLhs1j4Ohbb9CuH0Hzz/xRdbmVmloJrlikvYuG47WXaSEHvLRSRZW18mJlxgavIMH3/RpVFsLl8aO4xT341R16qUiCBb1ZoNMKke2WaVanQJRwxArvHLscdZSlykXctgshVxRo1hNki2+iNtl4XCpBH2zJGJrGLU0YsiN3x1CNBXq1Rq6ZqCoNlojHYQcBnJ5ml5rASN/nZt3PUDQ18e5qy+h2r3Ely1eSqUoFXSWlqoct8aoaBbtLXeSSnyTeiJHs27Q0DwUmyqpksl6tEy1mWF1dYGq0KTUEHjp5XOspRxkUjq6YVEpJ1ldPoHX50Ukzkqik9mpixtF/caJSG3rQbAMFpenmLl6FUNvItubhEN2WttaqJSXCQc9eBw95BsL9PbtQ5S2UdIcrCSyNJo5htqgNySB4GYqukSp7qBUjzE19TSjvQb33/Fmgr6jfP3F5zj56jcJB/u5+cj7eT7/N6wurwAmihs8gRYqlQZX5sdYSeSps0JseZHBTYfoG343dUsnn19BEu1okoUv3I+LCIrjOMnoKoZRwal4cLtaKTei5LNpomtRLL2BrpnomkWh3qRRVrGrDTKxK6g2iV3bDzGweQflcpRcuYiFhN0h0t/RykC4E5trnc5+gc3daTrDDuZjl2kLj/DPP3ozHrfKdx//LqdfegW9bpBOLLMenUcN9HHPXR9ki7GZi6WzgIVmCqTLDWbXE6SL50GcIppOsWfvB8lnz3Pu5W+xunyFSrGE1gTJG2Sov4PBnnZ6+4dJlEssrtV+EqU/NTZMRLJkp783QnwpxcTCNWQZWjw+HPZ2CtkUqgJuSWZ57Ayx1Ap+XxuZvIEoZHGp7VTVbaTMNqZiVZxynGvXrmIpKbzuMGZTo6p2kbH1Y8gBZtcKvHL5Ch6PC1loJ5MpYlqAIOF1hnHbWlhZu8742ALJdJZaY5Kr558gsR7lenKS/ZsO4Nw0xInjD2OpnYQDPXS2N7FZOylkYmhNjVKpjCO7jNut0mia1KsamCaCYGGZAqZlUi03ARGHXUKU7SwlChSsPJuHjtDa4WRhcQaX00F/Vy/1SoJ0Lomky6yk6oRFO2a1zLVLf0Wr79fwBLaSzsVoNnRkWcDlciLUq2i6TiKdZOf2/ZQLK8TXMpi6Rjyeod4wKbTrSKKH6OIYkuHi0M3buOmmf8fVsQlOPf8k9ZqKptUIBDoZ3Xozw5t2oslgc4Y2ivqNE1EleZmho7+EXrDjcNrwehw4HS4qhSrVYgm/XSBCHH/lOsWayGJ8iYbg5dCmNxGRgyzV14kWXQTyOTzqHJOLL5HNGgS9o0Q6XATbveR1D5WUzlo0h2gGyMRTZNPLVEoalgW5TI3Tp6+TSevUSgoLK4s0NYNCqcj1sXOkknnKwiID9x/EMkKsrE5TLUt0HbG49fCHmZ/8I2o1A9MASTTRqhWS0XVyyRRGU8cyf+Dw8IP/JnpTx3Iq2N0uKs0KyckXScQu0xaMYAF+bwS3J0CuFqNUC5EqlwglNIaqFs5AO7H1b3L2hYcpJDKUEglU1UI3BNx+F2pTZmV5ldW5Z/nYO/8Lw0PDzM3OksxGEVSFoZF97Bq9j4mJY+SWnuVgx3Ue2Ps23G2Hcfu3IDp8FKIi8eI4crCVy4tlQq0BIu0Btg6qG0X9xomo1dmgUY5Sa2ZxuVy4XF5UR5BKpYxWr+DAolHTyeSWCHi3oK8XiaZLzK9eo1Hp5er1F8hVFvFGGvR1+kGXSKfWyaZzFGtevKEeYtEqmeg8y0sryKqDjo5uJNmObibQ6jqCCFpNZvL6EsVKlUatjigJ2O0uDKGOL9Rg/9Y76AwMMHHlSYa8FeoumV1be9k+coDOvi7U8yK1igEI1Op1KrUo1XLjhwT0AwiIEri8AqGwl0q9hmZatLd10BpSyaSyiNixOzyIioBCGLevi5nFBCevTNO5YwrdVFjMFmlKywjOOcymgtvpxGZ3s23rEQqFNXKJU2xqcSE0dBw2D/0DW/C0drBt2x20RrqQDJFCeoldvSpvOXqYbcPbOXnlKS5emMOutKBFNEJSBxMT18jmLmKZPg7uuw29av4tLP7DsGEi+sVbt3M2toRW15AkE80wEAwT2QYO1UIQbeQlFyfmctx+axt2e4pcfoKLV04xKcdZXr+A211HKwep5AvUajUM3UK36iTjDcauNqnXTrC+EiOZSNLZFsTv7qGq26jUBfSaiSRaKE4VQdaI+O3UyxWcXidhXz83H7qdQChMSctz/pXnkfMP8fE3jxBsuZ/pssLs8jy3HH4n67E1Lp8+Q8DnJuBzkSmUqFZ0bpQ+N4QkiKAoIi1tPnp6Oqk3qySSaWShyuCh/YQ8AVYWn6dWq9Fo6miaj1R6jXSyQixRweNusraSwOloobVtFK97CwXNSU0C1aniC0SwqT484ip3jQjcvcuGq/wyk/MxPKHNbBk4xObeIRRJZn2lwPj4NRoZeGVRpxZIcmUiSnJ1DlO7RDJfJ5NYIZfJo2kWLzz/J6yuzbN18yhw+4Zwv2Ei6unZz+PnH6dYEXC4nAimhGw1afX3IhgVGoqMI7ifyanjuJc1vJFRsMZIJBJIYhbDrFMomly4OI/Xl6RW1gGQRAGXx4GsuijV6xTyWYSmgdgsIVXSVLJpLL2B3W3R2d0LQhBTgZHe+8k0rnFk74OspS/Q5huhWdHIrVdZz73KYItJaOh2urtv58Qj/4OJtSJ7jryNd//yf8Tl+mPmr09ic7azpXMr5cbDaLF1RFHE4bRhd8q4XDJ2p4NsJoap1ZB0DV/IjdvmYm1tCU1vgGgxv7BIPFGkUkljaFBv1iiWlkjk/gyP10/dAkPKIU1PsqWvl/6uflyuNgrpOGIxRUtApa3vIJ29B3jp+l+gmU7sTidr9iCpbJnnTz/PlSuX8TpEnnp5gq88/SmcwW6GegZxGGkmx55Hr0v4XH6q9SzNcopi/hzZYhn4xI8n9afEhokoZ9iIZ2sUqyZOpwNJ0KiXC6RMi2KjRrOiUymdo1apMHH9JYYHbwJTQW+WwGbhcnppNOrUqg0ss4QkK7R0+fEFXET8EezBTjo7diHrBtOlBHaHgt1p4XXacDuhv7MVuzfElbFZkuksS1MzeIItbOq/hR0D97K8MMfUlbMkU+v4A3OowT4s3zbmsxWW1gtk0qdw2YN0jtyCw9NPvvEq6bUckUYdp90JAdeNqtGl4vbaUUSRWrVEh7vMSI+FPhhiNiexvjpFoVhFlpwEAyKlYp5Ucgm9aWJaN8oyramxtpIi0qGjBtrwevuQjRVSsRn0ehPFBTY5QKIZYDKXYaDspV5xshDPoQpQbWpcvnKOWC7HwtI8pWIJj70Trdogm00yOPx2tmzuIp+dpliqYpdthEO9KFWRTLbM0X2/yNF7frb9An4YGyaiiViDZEZDMzRMS8elGgT9NuxuEUlxkU3XqZaySKKJallkopM0m03AwtANBECWbYRbHGzeNsS+gwd40z3vZOJqjC998XPUo5fY1Bfigbc8iKatYVQ1Mo02GtgY2bSLdmGdK5NXia1lqNdMdKNKrZDkmUd/j5XhQzTLSRYWxjA0O5qQJ1bpJV6VyUfjTM7PUynkkMTHyaVTTF09hmIP0NbZSZtfZaa0juT1UW+UEAUNyfSQy6dpCZvs2iqxazBItTbK0snL5HIrNBsahXwFw1Jp1iz0poVhfn85swWWBbpRp16ugRRl/5GjFAo+zr/yPI1KHd20owomq6llfAGFbN3EX26wns6Tz6yz1WYnGG5huKUPm0Mkl0uTKeSoGRr1Yo1r57/O4Zv+BTffehPffvgb+JwdyIqC2HCBcZ0LV1/iA7/4CxtF/caJ6OrlWWrVBjbVIBQQ6W9T6AyFSaRdLMzNkSs0kGwiAgKlShFBUfD4HJimjq7pNJsNDty2jw//8m8yPLQDtyPIufPjPPH4V2kTVrn36CitQ31Eduynf+CPeOih/86F8xex+1uJbNqJvpolkcrTbBgoioRdkpFFk1x0lVPrK3jtTrRmDVmVsXQniuCjXoQXTj7L/NIqqmCxsLZKXlOILS8h2ySG947gc3Tw6qkXqJYbCIKBotjIZ9dxfL86izckovUB8gWLlXSVgf6bKBRXyZY0GhWTWl1HNwQQBEDApgp4PA4UxUIWM3S1DBH2tfPKK18nGU+h6XVs3jD16hjpbBzV7qNWTLO8MkUuX0V2eClVHSTmitgUhb7eI/R2r7GylsQX8IClI5GhnImidbcysnWIlfk4awtxRNlJd98AtfoK0dUoHGzfEO43TERnL7+MZNPp6XPT1ddBZ/cwctMkvXCVZtNC10G1y9hkNw2tgeppx+XuxOWOI8gSuXya0W134zAGyK/KnJuf5b9/8d/SKJxnzyawB1sRLSfHjj2KJYVwBwOEIj6S2Ty5TIbh3j30jS5Sn5wl4OsgmUlRLtXQjSaKJBIr51EkaHE7SSRqPPXcSc5fWGJ5IUaxqKGIYIlZqk2dRrVC11A3fe1buHptmnqliSgISJJIvd5ElkRaWl14Aw5ER5ClnMSFi9NopkLVKiG5Ldo7gkyMRdE0AwSwKTZUh4zTaQcLAkqJI1ssgl1usslJcukEulHH4W+hZ+h+CpkrlHIpllYKfPexx3G7AxSK0NHTxfLKBWKxJB2DBzhy9BAit1Opv4RdatLWptPevp+l5Qq5aoq+noPUiy9TzMdobe/jwP57uTb2FE+98G3e9q69G8L9xs3iawbBiILH5yO63iSazNLbt5224S2ML/4FgtWkWW9iD8p0dmxHlpIUmzpK2I3PNkS1dIGHv/4XHH/iEfr6u2laTSrlGQRJxPRGkNtH8PeMMpAa4eqVBUKBEG+6//186a//G9fPfZl7/+W/5l3v+Wv+65/8DnrGw/jsBNOlK6iqTHtXCx5vgFKpyl13/yKT4y8yNzPL2PoElXID0wTJIWBXTNxSgb42GwPdLawur3HlyjEMQ0dRFFRVRpZ1TF3H0DRyhTINXcAuqmRyDW657f0Mb9vD6NZ2xq6cZmHhT7AQqVc1bIqATZHRdBNZaLBlOEBnvx/JGaRclejq2kaotUYitsrcxJN0dLrZvnsrkxOzFEsVcvk8Ho+DRjFOONRKKp1GN0QqdZGwvxOnEsKprNPf0cPFuessZ6+w6/AvsanHh2lWCPuDhL1usolJEtFVXlj/CvD5DeF+w0Tk9Dhx+2wgyZSrVepmjEw+S2ugC0m0ARaWJZDLZGjrSIJpEQz3EAkMIFpLzE/XyKeT5JLrSEodZA+hzmHuuPUINx/cyeaR/diENmTZIj4LnZs3I1h2+lu+QV9Exyd7mF/NcujQ27l48QlaGyq9w7ezspbCFe7E5xwmNfMsLUO7kFwmU7MLgIRl3ahpXE4bYZ/BUAdEAl2o7naev3yBQjaLaVjUqnXqNRAlkCSBhtZEtXnxukIsr2QRVZUXTzzFk888zp5b7+a2vQfZs+sWCtkSV66fQZZv3EsRweGUqaohZko+vKabE2eexeYdoLt7hBavneX5V2lz70ZXA2zeYaNYqSMDqqSRzxeR7QqqTSC5fI10epIdw62UystISJSsFrxhEyuxQiFbQOiKcOjoYeYmp9CKFlNTZykXymyke/2Giejjv/kfyNVWWV2YYmHhVZwBF4FgDwMdAeJLblzuEgG/E1EREK06CwtrqPYEu94VZvumD3Hx1U8TCHlweNwobplwawsHDu9j/7a7iEeXiL90EtNsYW68jBoo0qkcxioU2ew3uGWrhx5L44uP/Rldw0e5755PsLJ2hsuXx1l6+Ty1iQkQXgQLXnrxO9y0+z5awt2UsilEUUBWBGQFFIeK0+ugphVZWZkiFktjmiBKEoZu3PBbNkAQLIpFg9VolZVYFI1OfGEHlZV5qsUyTk1nbWWOlbUlYrEYg8MDvP39b2Y9usjY+UvUajV0HLR2DBMKbWZ7QyZTCdLT0k7vkMn+3gxdAZm/fO4qhq2TUCSAL9RCMh5lW/thRrZ20dNzlSe+8wQhh8jwwDA9va14XC7CfR0EhSBXr04wd+Ehdg29j1/6lU9x7Pi3mbhwiUJVpVJ3grVxW0FvmIi2bu9Fso3w9fk4tVIZWUxwx4O341V3cv7UBZwuL+0dLZRrAtVyHJekg1Um6PUyPjOJiUVX7yCeYAfx1Dpi3ceJ01kE7WXGXn6Wgd4Ojr75l5lZeZWw/wBiU6FR8VMiwNW0nTY5gqq4ePaZR8jszbBleD9mcwzBqCFYOqoio6p2VsdeoLA2gYhBMOAhLxQwLBMkkYrlYDZto1Zuki8VKVXqmCY47A6qtQqmcaOPbpmg6xaNqk69WaXWMJGsNkrZErIkIcgWm4eHOXH8CQQMRNVJxWjn137t4yQfuMqf/snv0t05zNRsleknHmX7zkPIzSmSyRSf+sTvkFw5i1qzITz7b1icuo5jxY1id5LNp2gMNnjT/W+mPdTNtZeP4ZNFtBpsGjmMZPNz0033IZHl5edegGKO/Zs28fwrz3Hl2gx2VWHv/jfRnYxSrlQ3ivqNE5FSznF+dgKtliHoc9I/HOH2Q+/gD//0SwhiHpfLi1GsUc/G6Qs3GNnkoGC2szi3xNLqOKLNYml1DnMpTqWQQpwYo6M7hOPAr1JvFJkZW2B4eBs3H3gvgmkjs1DhxPFnuLqQoqKE6E/lKTcUksuLvJRYZfLcCSzBRaStB7tDIBjqRLWBITQYHBzBKQZ56cRTFAplLMNClkEQBaoVmUS6Rs0waTY1DF2nVq+iqiKaJqJrBoYBVt0im65jGiamkaMkVGhW6wiiQKmwSnfHDnZvP0J/f5n5xXG+8F9+h+X5Je696xB79uwjtp7hzMnnEWWJ1q53sHfLMMVCgoWVRWoFk0Q0S6Fmo1CqkS/WUBQZQYSWQCthT5BUepwHd8K+1gLzE2fIZbLs2LOfek1GNA02BeHgjgA3tZqMa928WnmR+cU5nO4VVFUm1NKyUdRvnIhclRyzpx+i3e9h6z230NY/yPWr80xPnkSSnFRLArqZIOCrM7rVz037b2dl2c+XnnmGcl1Hb1SpFiqoSgMRA0GwQNc5e+4MB256Ny1BO/agjemFJ0knG7z81AmW1i4TaQ9QrEtkizGyuSLRaAIVg2g0QaBjiC07tlNt1gi07GagO8C+fXewa6iPi+fPcOH8OWQpQamco1TQkcUGtXoFzVCQZBuWdWNDcUM3EO0ugoEg2VzsRtVmWtQrN0bVRUlAthmoDhFBEGj1t/PyyRdIZ5OsrK2xvDyPaMiQy5FZyhL0jrC8cJ7eng4mZ5Z4/tgLCOYd3H1wN3/1F79HSyiC2+2js28Pq6s5GnUdSXAgiuBwd7AWi2NVNGRfO9lahdXVRbq7b6a7fwivFGBx7gqbN48wuGUEWnvY6evmrtwBFnr76Ih0YwoG45MTG0X9xomopWcAxSohNFL0td9Bb88I1xbqOOwOypU6lUoOxVZHcknEG15Wqx3MJFNkCyUUWUEwLGyyDZtNptkwME2TTKbEM88e48wrl9i5Yw/vfN+vcs+Re8jll1icfZV4TkYjTL7YyYVzkyzPzFGtG1gOBVW0KBZWWFyqk07FcHurXLuoceL8LFuHt1BZu8j4xDVKxRqmblEq6TQbddxeN4ZWpVmr8sO+f9VqDYQsdqeMZQg06jq6bgEClgnloo5iA5dDZHXxChNTZ7GwWFlI0NHWhS8YINA+xMJqislrC2RT01hyGr3eYG38NFfcBh/+hbt50z2/yOTUWWZmFpmdXkC2CVTLOoZoIisKxWqCpZU4VC1OXCvSl5ujURfwmBnisznOLzzL2UuPoeoLxFajHCjC1v134XG6aAl62Dw8ynJ0Br1pbBT1Gyci078JXQmzmh1HmLhEXQyQSDupFGo0mnUqtTxuUcDjdWF3tVHXZC6MT1EpNxC9Ep09XZQqIKoKgZqdtaWrNBoadsVGSyTCzMIEv/cH/4aDB2/jQ+/9AP/hP/xX/vzP/oBv/s3XKeVXCIdvJp5cBcFCkBzU6gYGdpqLWSrlBrX8OJYpsDJ1iX7PW7h1tB2rcpjvPPUCWAKmIRBuaWHLQD/Z1CzxbA7T20oikURrGkiigGQzEWUJj9tPMZejmG9gWTd6nWbToq8Fwn6LSjmG3RFAVMMoap6O7s3ML0zw5FPfYNu27Vy59gyGrtM/6KWj00kqWSPsdxLLxUgkC2zuPkApJzNui9Js3Jj49UUC2J12+nt2sbi8xOLMc2iGQa1pUqtXmTr/GKdOfx1NVxga3EVnuAVTbJDWPESLFS5N5RkMdfDc09/m2MkzVIrNjaJ+40S0El9lNVtEENys5KE4Pk2zHsQSdPoG+qg2WqmU4tSaVVZjKcamnmF5JUm9piFYVRYqKwS72jh05C7MpoYs5omtrmGYBrFMkdb+brYN38SxZ77Jc08/xtC2nfS2DREK+yg3LWTfNoLhBQrZLJpWQJRVTERqpQamrtOwSliYBAJ29u3ax9039bN/z/1cvDzG3PIaPr+XB+//MHs2D5JbeJ7HTjzJSlnG5XFQyFawqSKh1hZsqkDI52KmUgQBhBuFETbZwiYLZCoG1WaZUqpOyN/Ebqszdu0FDEQi/VtRXQ5279rC6soaO7ftBKHK1XNXaNfidJtNji+c53pKZGhwC4d33sY57QxLa1M0m1mc4UESlThjl54hvrpMd4+PYjXNynKaclkAq0G16aCh+WgiMTb2NEXdw/NnTzAzX+XBe+4l2DNKqOUKsfjSRlG/cSJ67Onvkc+V8Hgk7E4Plughnl/BFbChhENYdQtZCpFKnMY0NIr5JqVSDtOAZsOgu9OPM+ShtWsf5eQVdu7bwdraCrJDINLTRr2UQ5FqeD1+llcWOHPsRZY7zhBq7aAQzXD17DfYtXkLxdw8tWqTmm5gaiaKLKDVLJrNGwN+9ZrJw995GL/8y2zrlBjpC7OwuobqcjHcf4C2jiAuM02L/yXWywaBQIhGo4nNZqE3K8iSRLZgYAnSjQEmwUJSwOYQSNdvlEpNzcLQNXoDaWQsGqKLlfUqhcQy13IxNvUN4nBImA2TQrVJjwt6bddREqf5xbe9nV/7V/8Pi6sryG4PqstGa5sfSRFw2B1YholDFTFNgXSqQb2ex9BFDL1BPlfBtJqsLs/iFQawKXbGJy6zspTEMiW+/vC3GN73XjZvfw/3P/Bz2MXfuf3N2G0l/H4Lf6gNUQ7SPHWOQjWBxxfBKVdJZJdJJnTisbXvp7IQRZBkaDR0spMLPF3+Q3bt6mH3/oMsr02Si8exm2nuuPNmCsUamWwSEwuHQ8XhDLF9y014lGXW4lNs7uuimOtk7NoCWkVDEJqgKt8fVxNBUtB1k+jiLP/v5/8/vOddv8bg8GHU85NUSlUuT05iI4BMibokIVoKfl8PlVqFWiVHpVjE0u3oev1/tikEUG1gUwQqTdCbNyZYXRLUyjqmJuAKSDgUiWI6i+m04fX0o7d4KWaTJHJ5fM0m6Qas5ZbYevCfccsdd/L1rz6Ey6XQMEQ6ugJYUpm12UtItSQ333yYeDxNo9pAlkx6BvcSCLWRzy8yPT5JMbfKmDaN6tLIJKvYJBWkJuVMlMsv/Cnxvl3s+sRvbRT1GyeivpEIA4OfRESjVCjx0svHmZ8dJxlbp1p8hn/x6Y8zOd5JdGWZSqWBrmkASLJIZ58PWVGplIrUs7OYpQDfe/QhqqUspqCjqCIuf5hiSaZUruH2h7BJTfR6iUohgaCXafPB8sp1tg7sYH4mSqVcRpItJElHkkVktx9faAhbbYZmqUIiq/P0C9/lgfvez86dt3Hu3PM88dR/pFTZRHvbMLFclWQ6jauu0KjXMQwTu80EvUqlDNXqjR6aINwYGtB0i2bjxviRgIDbA/mmgNOt4A1EMCmxOBMj6BIQDQ1ZEmmaJoVyDctm4/R8jfzxCd47OEl/fw8dHb0sL84j2ETc7l42bepgW2SanTt20LfjKJlMhempZWxqg/n5i5jzTnp6dxAMBVmcnaFWE5BzgKUSivTQbK7RaNYY6O/D463w/Pf+K//iE+/ZEO43bvHifJrYyjyXL5xkauo0LrHA1vYm20YUFop1UtkkKCpDIzuo1gRiy9NUqgVa2z14QmGiqzk2d0jcOtJg/7ZZnrvu56mFIoYhsHkghCp7uHThJSxTp1kt0TANdLtMOlWg25nmgXvew7FL1xBNCafqxKZUCUfsKKqNeKyEWanSVJbZPNRFNZ4lnokyu7jIyxdeJBIYJRBopVJKEI+VwFwlmWlSKNcoVqdRVAHLANUOLW4JQbcoF40bA48INGom9bqAqoJNEVEUCZdHQlFM6oaCarho9Yt0bk7QFjFQmKUut9K0ZCTBpL1rN7HYOZZTBV6+cBbBJtMZ8RONqtSbTVwOL357CEd/jc1bD9LR28+thw9SyeWw+xxEy016B2+lFD1Pa8RDdFWiXtfQmgLBUAua3qRYaCJYIn09h/jA++/j1Rf+bKOo3zgRffGL/5k92/poVGZoDQvs6LRz36FO9u95F1/5zmVefP4lFIeHpmBQLOexuxwEWux4Ag6S0TrVdI62LpOtu9poHz7AIX8fZ8YfAq2EVshx/IWnSSXXkWUb5VIVwbJwuSI0qg0aZoaQT2SgpZ8Tl86xZ8so0555fEEPxVIZt6OMrjfpalW4++53c/zYcRzLSURZYXZuBtNcRhZC1Otpzp1fQJQW0eompmkhSyZYoKgK7mAA3WFDtUDOraPdcIdC00AULHQLDEtAkmwUyhbZvIUkG9hcDfw+i55O2DTkRauLFNclVjIGrS1Bgq1epheclNeL+K+fpb1rmLX1JW6+6TYWE6sUShmmF5v0tHpYSJXZtLOHkS0NFldn+cZD36VS1Yjq53j7g2/l9IlHcLoEJFlE1yyq1RhOyYlidyPJMtevn6SUvYP7bn/XT+T0p8WGzcJlc5P4+7fTu2U3ks1OTXAQbXZRDR+hLAfJxDLkk2tIZp5GOYGs1nEEAlRqEvl0CRODZBUePqnz+EWdotBJpawTcZi4zQaFXBLL1NC07zc6RBHDEoml1mlaDRKZKfw+iUIli83pZaCnG6/DD9USe9oF7tnZQdjnZWZ5gZ7+Tbj8fuyeEIFwC5peJZmewjR16nWdZkNAklREUUQUb0xzaLpJIldFCPczsPsgvoDrh87MEFAlCHsFOkIilm6QytTJFw1k1UXVgLohUmhKrMRhNedAln2IloKFSjqTQ2taJJIap1+9wsmXTqMrbtASjGxqwxJl4mtFrk2skM5ESSSXcCh+WttDWEYVrVKjNeDh7rvuRLE7UR0CpmGh6wKGYaLpBr62fnq3bKPRiPP0k48jKYMbRf0GusfGUzzx8Be5584j/Pa//RyFxAKDgz2U9RAe3zCHd4qML72MYTVRbBZ+T5BCoX7D809rYmgW0ZyMp8NFqmKjRXZg4mItX8BrmezefRvzK+u0tfRy9fJ5VlcXwBApVnJMrOs8eXqcphVHx05N09GwkUmnGQqVectNAxy6+bf5r1/5c86eOc7mod0MDY0wOTuFKXTSEnJRzF/A1L+/osO60dgXvj/ZKiAQCNpRXU5skoDb3Ub/UCflygKGZmDoJiCgmWCTZVS7jXKliU1VUFQFRXWj4WEyukyoTaW9sx9tXWTy5Dh2pwdBkBFEEU0H04BkIo4n0EpDUGjxOJiYTON1BZGdbiamltH07yGYAguLV+kMykQUnU1DvaytZ+hr34OqGqwsrlDIVxAkG06XHbc/xOat+yjHp5iaHyea/jnsnXW1d5BZn8cj7ySdSiEIMsmCSOLKNFMTS4xPnKJmJtGxoyh2RNGGZFbQ6xUs6pimQL5gkogXGN2m4XaKIKnEszC0exg1EqRNCTM7PsFtb3mQE08+TjEXRzOaIEjo2PEHIxQqToqlCnbFQbWWwfRI1L1DaA4H+XqdbLLI2dJZWloH8bu9VDLLtAe3YZMVDL0GAuh6A8vSsDDRtRsurYahg1lifeoylNa58+470TCYHY+CJWDUauTLJg0MZFlFlEQk2YGseGk0ZFbTazTqGiculTggW8SzZXKFMkq1hmhCpawhAPVamZDbwmHqNHQf0cQ6AnUqjQw2fwc108ZaPMnSxDW8ZpT7doXZd9N9TJWHuXjpZeYWruF0BRkabCWbXWVoaz/XLl9mbfI0VFfZNrqN1q4BxlfG+blb7fFrH/88X/kf/57S5DFaWyWuJ2SWFpeJrupMr14kW8thmBq1uo5lCeTzdSrlKpZggnHDT0fTLSpVjWeeucjUbIVAi8idD7wTRQlz9vI5wq2bUWS4cOo52ttbGezxcu3aBNlSjanlDDuCvYzuHSWT1ZiZnMawaqi+FjTFx1NnTzO2kKZR13Da7Wj1GH6/wlqhSKYYRRBNFIeMTXFRKxcxDBNBAPP7OzSXSzrDWzsIOEU8jRQ9XoO7b7sFvXmGuelFFIcTu9uGy+cjn84iIGAYdSxRIhmLopdj2OwW/qAX2WZH0xpgQb1uki2UcLkcNJs1trbAL9wWprN/P8dWPSytRPGH9hIO21iPLuL3d7K8MMvs/CIHRly07H4X37maYGbmZd5yzy3Mel9iZmKa9o4R3vfBT3Hg5l384e/9K3rE0+wYaqK0eTi/lmRwW+tGUb9xIgoG2tnc1odDOIlmrXPTLR/gmeMXmFmZpGkT8bd1o9cKGJkcbp+KRZ2mYaFVTRRVxul24Am6ke0y7S0RAl4vqkegZ9tmnn/4UaKzC4halQ+8/8M89fjzVKp5+ntHWV1dJxh08aa797PlwANcnV5k366d9I2M8PQjKdayZV4ZX0TWFAzNxOWyMbpjL219u0mvTzM1+QTZfA4wcfvdOB0BROqUS3Us83/OnjUbFqau0N/uYyjops0DLV07cLh7+MbX/wpZdJPNF7BkL4GgSik7hygIlLIxKoU8omiiABfOJ5idLVGv6yh2G5giltWgWKriUi1GNrtw9+3EMfIg8ye+zPjMLD3bbuX+t7+fhYkTrC2uMZPM4PH6mU8afOmr32ZmNkZLaxcr2Vu4660fQxS/yc13vpXBLXtZXEiQnR7nHffcytbNw8iBAb7x6f/E1Usz/Mlnf/R4038INkxE1YaBprZwedXi4nfH+IVfXmb7nr3E47OUa3aShQItQ1tw2OzUtTK5yjLocTJandaudmyqA1mxo+s1ivUaYnkNVVFJvfRNdnlySB0uth3azeiOI1x49TrlbJNiJo4v6KeQq2LWa3z1S39JTTdZXV1kaHCUYHAzUxOnUaUyilnC5bRRblS4duk0Fy7P4nJ6sdv9NBoxvD4n4WCYXK6BbujfX6f4/TkNwLJMMtk82XqIuWoPays12tsL2CQnwwN9XB+bAlFg056b6Qo5ef7hL5NJ5WjUQRQkTNNGPn9jLf/m7fuQVZVsuszM+FVqlTKWbuILy0j+CFZkK69cmmYtuojbLbA6f4ljL/axe6Sf6fIYuqbT3duDQ8lh6TLKtg7Gri3wN1/8z2zd9ybe/baP0dbaRzktMj8XI10zOT2bRe0N0esZxuV1s3RtdqOo3zgR6bpMpR5mfFmmp7/GU088zq98/P+ht3eIRqVJpK1ItlTF4fERCfTgn1jE6aszXjDJZApIqoGuNbBoksvVSa7C0d1+tu7oYN+uj/LkU2dZLmu8fOo0Tm+AXSOD6JllFpfniUeXefZElnShiQaUShqFVIO15VkM08Z6NIXNKJPK1VFdKgcOb2ZyPsfQ7ltZvHIKSU/Q3+pnLZ0hnSpimRY/OGdAFIQbfVhLolAyWYnWGBjspayViCaS5NI6vX37KVXTzM8nWJu+gGvzbo7edZSnH38KyzTQDQvVISHLABrjY9N4ggPoOsiKB7NYurEmTbCoWiq5qsUrZ17FMA1kxaKWWGb6/He4ff+/4S1vfzer63/A8vISInU6O3vx+R043QrVcpbrrzzCA7fsI6XN8NIzz5HVi4QGb8LTvYVELUDYCGJ3utDNn/5QvJ+EDRPRSLiN8+F2ak2LlZUyNmWFEy8dx+fuIB69jtaoUCuIJGcX6IosE5Zi+HoUVhN1isUipWwB0xKQRLBcKm2DQQx3G3PGLtodB5kuvMRsbJlSrYni6SJeKlGqKgiqB8kmk84WaWgWkixRSK6jCHZUj4O777gPxe4gtjBN6tXjOH0OJDXCrbcd4KVXXqE9rNIiemnxWkTjpe97L95QkCiKbNu9k56hAWRZYH5uglLZ5JXzUywsL+Fwt+IVsnRFutE1k5bWAF0dXoYHAgwOHmVi7Br5fIZGvIiJhQUYDahXEpRKBW6676OUMz4unoiBATVN4Mz5NS5df5RCrkmgLYTHpdIW9NNipfA04vSM3sLtt93Ft771MIoqINpUvN4gw5t2sXfPXr75jS+SS86y+ab9zKyeZj2aQTckpqaj3HXnbfj9ke+39zZuk6sNGydaKxWYnX4VyzSQgInxLGdeOs7y0ixTk+NcOHeGWPQ6Lk8aSTKxbG6SRfHGOvrmjYV9omDh8rhQ7SqtXSGCLS1s27GTl0+9RF03OHLkTfQOH2V4826qtQbHnvs2c3PT1Bom9SYISAiWgEOxUOQ65WyG5558nGPPH0MTA9jsbppNgWCoh3c/+F7qmSjdbUE6ewaJZnRSxddv2mBTZARRYmEhiiH42bnzNpbnlnn5+DFKVQ2nL4zX40Zq6Ji6HcWmspas8eQz5zl7fp4dO3djGiYORUGrG8iyC1lRCEd8CKbO9PjLlOo6voAXBCjkDNKJKtVSDXdAIZvPsryQpcstc2TAot/VZPz407S3dLNpqIdKqc7Fsxd56omTdLXv5bZbH2Ckp5XG+lU8kgqmjM8jADVc4TYEt59Txx9DFEVa238Ot5b57O98kExyGUEwUR023D6ZsNeGVYqyvbPKrb/6QUxnG7u270FrFHnxqYdYeflVmpKBZlYRhBujrKauobhttLY6aG3xMz01y9zMMqVShUe+/jWKNYFQqI1dW4colupoRoN6rYlqV3B5gpTzRSIRD6srMXS9im5aOCP9DOzYT2zpAulknF1b9+Gxqdy2p5ud23czNRnk6sI1ao0bc2EWPzh812Bu5hqSaKeSi7F5ZDsC4PMrGHoJm6oi2XzksmVU0U2zuc781Bw2dwvq0dv45ff8Bovzy6TiMXTTycjoTgqlNSIdLYQX4ly9eh2zfYBgIEAuUwRToNGArqF+dKlObS5JNrvO4orIYNDL5Px15mbWids60S0HouSm0cgSbGlDdinkcwUcNAmzgsus4lZUBJuXYilDbOw4J3MrfOCd76S/r4+F+Y3bgnjDSqJSMYGha9/PVaSlPUIk1MbK5DhCJQOxeYJWg1dOneDqlVnm1lQytVZq2g0d22wisihQrTUol+qcOjHNQ18/zuVXL1OrgGkE6e7wY2oZNu3ZTM/ozYiSiNutoCgy3oCfSM8ubDaBhqZTqTcIhT2oqkpybpzL519i0+bNHNx/hEO7bkZtVvjNX3g/ldgk4dYd6KZ6own9/cLI4ZTp7A5jcygEWnxs3b6J9fVJfuB5IGpV1HqOB9/yPmL5LNfGr5LMFnG5bVgCjC+skkiWuOv2++nrbicc8TA+dYW1RBVR7uWmg4cQTR3Kq2QzKWyyiCSJuL0O4mvrzF5ZoVK+Ma8yuWZwclrjxeuzTMQLTIyPMzc9A4KA0+1k1643E3CHWY2vEy3WmMvGuXLtBdwuG0PDt7B9xyiGVsUtG4xsHaS3ow/7z3YS+uuwYSLac+gwoiQjiiK9ve30DQyRLBrkqyYzCYFXLk/yzW98m8vnr/Hw48/yyuVpMmWLo3e/DZ/PA6KFIMl4nE7qlQb5XJ1kvEih4mfryFtR5QCq20F7ZyeTl8+xsLbA4PAWFNVN32A31XKV+NIlZBskk0lMS6BSE9m9YxeCplNNznHfvXfzlje/n7VUk/GZy9gjnaSjS2RSK9hV+42O2Pdn5V1uBVmxaFSaGPU6mtbA5/dSKjTweEMcOnIzm0Z6iITbcTh9N5zrRAtRkiklE4y//DRnXz3NUN8we7YdxGuzUUitYHcHaO3oopBfZ2ubzpu3WoyERGRRvDHf1dQxtCLOkI+W3g68XhuVKkRzFqlaA8HpoVqtUiwUqFWrCIJEORclnciTqSg0LIHpRINvPnuMcl1lZNMenO4ATptAxOMmmUwxNnEZt/J3H/X+98WGVWedXSHaOluxhAaR7hGiRQlZELj3rbdSzOYoVJr0b97C9bF5ZhdX8fftozB3mdjqBIFQCLWp0NvfRcjZyonjJ6kUGuC14/OoTM68gM2rMdR9hH0HI7z4/LOIjQIf+ZVP8cILz2K32zhx7DsodjvxtTq1mgaU6OvpZdfOA8zMLuN3akgIHNq1l+9++xuUGjPMLKaxVA+Lq9NEWttoGmX0poHW1KjVNRzVKiIGrW0S+WwGyxSIdHUSiGyikVtDtxtcPPcczWoBy9JJxhrccusol7Q5oEpvX5i5+Qkee/Z7tLSpOJw28qlFpmdnUKoZ+lpkdmxtZWR7D+tff5nVdJNwexDQqeXyGJUqdruDkqRTqhrkCnXcdjv1uoFqt9AtDcVlZ2buaVz2+zHNHIVyE19AweUxCIcHaZQLFBJRjvRZvPNwJx4pz7PXLpKIJjeK+o0riXQtz+Ejh6jXdK6du04jF8Wop0gXcoS7BujZupu60WBq4gLVTJL60iXe8sDNDG/pQZQtegc76OjsZXTrrQxvO4DD6SYYCDE0sIMt226iJTzM3EycYq6I1+HCK1VwuIK85b5f4MDmA7z/vndz9NAvYHcEMQwBh12lt6cdlyrT3+rlpm19JFamKVSSFBt5kvksNrXI+ckYicwSOCWG99xJW98wsk3CZhPANHHbQW/U0bUGVVNkZPfNKIqE6nDSNCU8njZcjgCYFjabg00DOxnZNIIiyzz6nUd45cwpLKOJILnZtGmEYjLJ8sRZRrfuoXXXOxnPhqgqPvbsHUK1K3R1dzI42INWrWI1Guzas5vW1lYS8SpTE3HOXpikUC4TDDlRbSI+1UIE9EaSVGySWrXJ8lKVbDpMW9d+VuPLxNfX8IbtONtC9G3eiiKbGPLP4QrYgcFe0Pzs218kmyyAICNKMo2Gg9Onr6ALFlIzht4o47IrvP3Buzl889v54z/8POGwn53bt3PowD0E/KO09Gzj8e/+PtnMIg99879iU0LIsoVhVtm7YytbD3fRs3mYaGyJHbsOEtMdOFSJ5nQMQ9MQBFAVkc2b+tGrRQZcy9y1axfu9t288PSXGejuI5XROfnqZYLtnfQFPERzeYa238W1E18in5ARrCZeQaejV8TultE9IZYyVQa37sJjZZidvsxKLEWm9DyLyzMYlohdldA1g83tbra1dGCqXp4/cxatadHfs4+RLf1cvTQFtSx2u4tbj36Uxx//KvOZIrrkwu9z09bWTsDVoLJi4rRr2NDp7g6TTKZwuN0Ew63cfOQo9cY8J547QaPcxCbbqZsF8oUK9VoDWZJxevuYW11kZX4SyamwUDB5/Ow693T78XUM4SrNbxT1GzjYuHCWTMWN0+FHCymookl7W4h8SSWXGmc4UGZnV432w/fy7PU1Oju6yCQSjIyMsDJ/gc3t7Wzr78bhcXD65UusLy+gOE0ku0lTv7F/c1/vJhxCE7U+zaHRW3j0oZeYECzaOm/B5nZjzJSp1itIgkV7exuKLcDYxDWKWYOZ9Rg3DQdpaRsi3D7MQbufU+fOcsvRO3j8sa8yN3aVQqrM9i1baDYa6LU4vd4GAb+DUN9mnj4+Q7bQ4JXv/RW/9IEPovUOcmZ1lVolh4mCzWajpS2MYTYx6xX8rgzZskkhW8SSXfR29dMe2UR/ZxhFlbhw6QKXry1yy61HuXL2ScYmonj8Htw2mW5ljZvf3cX2rTfzZ9+8iBboZf8tTkwxzF033UV7RwcvHYuxrUViW48Dxd7FSwsVTDS8Pi+WZaOma2THz1KppEinyni9bjwRG6rDoFprEI3nNor6DXSPtV1l18hR/uL5eeajCVwuGy3h/UxcmcPjytDTZbBl92527H4f40t/QXR9FbvaYP/uPfhcHiTJy+zYOMtL32F8chx3wE10LYmJyN7921ldWMbhUik2waw3yedXsNtrnL58mVExQG/bCA1sANjtEqIscv36FaKrqzQaEk++GmOteZotw9sp1ipcmb7G1PIia48+i98ZoC+oIEk5QuEd/NJHf43xS8/iMPN4/BFmFuP4fTpCs4JbyKGbNQSbyt5DdzA/M45htqCoAkObhsjmC5QzOSqlBLlSAtMyGR09QDDSTjaVICxmyFYNTh6Lojo8SILEgw/8AuVinkq1QrFYwvDawDWCFTqMK7jIqVdnGBjcz02H30qkNcj1q6c5/+qr3LrbjeiLMDiwn6J9jpNXsuw+sJtiIYso1lnNrlHIpTA0g2isyitnJmgIJ8lmC+RyG9cm2jARLSQNRltzDHS1MTY/h66LPPvscUwM+vtcFPQAK6UezNkFrq/FaHP68fhk5mN1Hrj9ICvTM3zra39IKrNGCYVGwwDBwt/dQ//OQzRrJeq1KlcuX6RRSWC6ZwkEOjl76RmW4wvs2Xsf/u5Bdh+9k5nzLyCJsBaL02xaNA0Vd8DFyLYhjh64hctjY4yNX6NvdAd2PAipV/iFtx1BFtv40rGT5Kp1+vt30uEPcmXsOuNj5znc2eCW3TZa2wb4xsvPUrKFiMfjJNczVKtV7HaVZrWMZjrINQJcnVmg3jRoanaGhg4STzaYvHYFyyNjVQUCXUF27LuT7oiDv/nGN7CLIrKsshpL0BLw0uvrZyVT4upUimw6zR23bmG0q5vVWJpiKkupUibRbKOlfTOuTffjq7xM4um/ARRq1RKVSolKKY+hG+gGeDw2hobcjPQ7WV+wkER9o6jfOBFdWgLNkyTQ0onWFGhqOoah4fbIlGoS/kAER0sPX/3uUyQqDcqzy7T1upiaOotZHKNWFVhK59FMBUGUsdl0JAnysThnThyjKyDhdStkE4uEAg6yNZ25xCqpbIFkOovWkHjTm7sZGNxLwG0nn1igXK4jyHDXHe9i//4D7Nq2D6fXQTwRJ7YWI5lMEQm3c3BbF5NFGwd27cbvuUYxWaDZ2k2maHD50hR2q85Au8Honn0M7ft1vjf958wtL+P2+sk7ZaIrGexOBzXdolwqk83HaJgGoiRitzm+f8DeNMVsjFzDyfxKAq3ZYMp4iXt+/eO8fOJFMCxkO6QzBSYXGtTFScbGXiaZrDGy52ZqRoPZZIGVpWkmpsexLIG5pQLBcJkdezzUNZVapcLi/ARujxev14coQiaVw2UXWF6skM/PMjnxRXKZPG6Pc6Oo3zgRZRrw6kQZf2QVWZYolurY7TJ2h0hrp5tga5AnnjnBzPwidb2Jhp38+GWiSwtYFQ/dfX20D/aSiKVx+QMUkwsIVhOtUqUcn6F9dB/ZrMXBW44iCjZWl+Zpax+kXipTKua4rpn09b5CV9duelt9NJubqeQS7Nl7B4ODO6k0DU69coHL185z8qXjdAxsR6gus2W4l8N3voVEdJyVQp6mqNCsahQzRZq2KstrS/jVCqmKQDSrEq4IKJ4WKpVFgh4PW0e6yMViFEtNcukK8XSaVHTthkekaBAIiDSaCdYSUZxKmv7BMEuLMTTTpCVkx6ZAIp4lEvGSSVXJJLN0dnZS0zRqNhv9u/aSmJ5F1qoce/YblAsZHA4Zp12mWNCYmV3Gd/Y0WtPCtMChesCCRsPCQkBVHASCCtlMAVFQqVRqlMs1FOfPYe9sNSng99dI5Vao1RoI3FivnogaPP3EApGWAh6Ph/X1JAgCgk3B0i1kWafRrLMwN0WlZqG63bT29aNXS7jsVVxunWK6RC4aI1uwSMXX2b5jEz6/xNLSDKoqU1cUWsIO4tHzhN0VutsHadTrNHtaWM+KpIqzvHzyJNcufwdZKaNbEpv3/yKDobvIJpdxuLxkqxILc2Nkiw2WYxnGxieoazqVQhnFL1ASFVaaDgIVi6X1PI1ak6m5edyqQiTgoFLRuHrlCrquY1kWomihiCLNcpHY0jmcThHL1Dh3Jo1iA9mw8LkErl+7iCgbzE4v0GyaSLJAuWJw7fISlaaMWwnxwJtv5+mnnyGbiYFlINskak0bdpeLclNiafU6a4tRnHYHoiRSqVTIZnLYbBKiIGIYMl6/k6Z54wUIq3aS62s/mdSfEhvnT1QVKJebiJKOgIDAjRkERQFdM8mksqSSOUzLBBNy8SQOpwMsaDY0tKZBpN1DplDHF2mh2TVMLjpOa9DJZkeZw5ECzaHb+IOvfYdyuci27dvYvWc7yUSCSGQbHZ1t9AwMUKlYtHa4cVcs/vJbX2I8/3XSSQPDqoNVZKgzzNREkldffILmtj2UUusEwzMMdGxmeXKCqxcu0jB0BEQEUUZvaORLApMrIt62JsLEMgvLUTYN7UChRDKdxO1vpynGSUTTNJvW98//AJsMTruMS63eqH7mC5j1KocGTPYO+LCFfHz71RNIooFhWLjcKiNbuwi32jh3ehrTshMecnHg0K08+/STSMKNJUqWKaLrIvWGjpazEKMNZNmJbiiUC3kENFoCIWSbRUMz6e3rIa9B/9bDzF45h4KT/3m0xM+OjTsgRgZNvyEfh1O5MYNgk5AkC5crRKPSpFrOIckSoihhky0kUUSQbdhVFdNsYne40WNpLr3wJLu276ciuMklEnj8JrZwiJvuupdnXx0nuj5OZm2ZkD9ES4uTWHyV2+88wIWxZUb7gnzniYdpppdYTtVp6eyjs9fB9PUxsNzcfPPbEYWzjF2/SKk9yEc+8gke/c4LmLQQ6thG58A16rqGy+1ncfw6liDQ0CBXNjh7aZaFVchly7zvwQNs6g3ynWce5eJMitbBXZSrF6hUk5jGjd/DE3AS6QridDtJJEoU8zU6fAZtEYm+gQjetj00js3h89rA8NDVG8DpdJBZi+FXodo0GRpspZDL4/b5UaR1wm4T0WoS6GqjZGiEh48w2NtCYW2K8csVEAwcqoDNoWC32/E4FRp6DdOUaZSK9Hd3UKunqFf9G0X9Bm78aZhIooDDKVOrNfF4VFwemZrgwtHSj5lYpJm9URRv3jqIJkv4fREWrl+jWCnjsHt457s/yhOPfJflxTFGB/sppYpEq3HSNYlnzmVY0k+zaWiYrZ02EgURf2A7haszRNeiPPrIo1imxvKkwcpiEkvXGdg6iqQ4iSXLFAo1bt53L+9+08exLDdT188TDnoplavcfGQvjz95nJ7+dgTBRTGXQNOrBCN+EtEU9arGwkINny/F5EQCVfFgs7vJWzIz8SKjtzyAXsiydfsOirmT1CtNHE4Fl9dOvVnBKKmIqh9JTtLWJYJLIml40QUbpijhcbloawmSTKfJr65zqEdn7119lNUhZssx5qYvUi0Wcdtl2v3QPziM4Q/w5NMXyOafp7E2yNsevIeXnj9FSatSa1hoho3bbrqV7hE/3/rql6hWRHr23sbRW+/juWMP4XLYNor6jRORZYLXKyOIChVdw+u34fZ4EE2V7uFtFMQiqfUYkbYW7G4nmiET6duFXi1z7fwVDuzdy86RO4lunmVIGWekRWHK7mDVVMjUbAQdMoFWk5EtR3jqoRnWUnUcqxnqupdUqkY6M4OqSNTqOqIg4nWrxNcLVGoLFItV2loH+eAHfw1JtqFUKxzslNnV4uf884+z9eAt3HnLYdYSa9icDvbe/SCF9WkKiRqGbiKIIoGgj9Fd20jF07iVIIHWXl459wyJtRiCY5yuSAvvedeHiC+vs7y6iD/iomkKNEoNfGIJRfVhGLAcA4/bjj0gMZmaxhIF8sU6hmkSWyuwY9BE9Kq0bz6ARYDvffsZ+kYNVLuduibSMbCHPXcc4PK1y3QFTTp8FTo6FDwhgdFdw2Tj6xTyRbbvHmbv0b2sLV2j3SNia+9kdLSbfGEVvdEk1LIxe1jDBorIbRfoCipkyxI5y0J12LDZVbJTMWLCq+zZtp+5ySXqjTyry1VUd4BcfJ3hLT2kVtc5dMvtNJsGLi3KnoN+tg26mNk0wLW5y0iywMTkOq0dYzi3DzEfLxPpbaW734ugd7C4EKDerNOo1sCCcIuKKNjwu+3IohvLsrjl6P30DG6jXKiTW4oy0uPk8OGbyD70JE8+8RgPvP1X2OQJ8NjjD3P15afYs30rZtUHloDDYSMYDBAODfLWB36J2245TLFY4rlnFml11bGXF/B2+hga6KR/aDPR5Cr1Jsiqg0a1QWwthcOVxjJN3F6RWEZDlwp4AzKFQhnNgGq1TkMzWMlbNAQv3ridenmJdKWMEk/SPzhMqL2T1s0DvHxqjGx0joN9Evfdtp/ere/nvz/6KG1dLUT8HuqmRritl6XxeVJj3+PIkB3N4WN28jKy4eDWXW9jIXNto6jfOBHZPC7kSD/13CqCKLJ1y0FGR3fx9eTXuO2mPdxy2y/wvSe/R6WYQHXcOJ9sffYihTUboUgvXvcAl6/OU1dMmq4eqrqTAwdv5aWLVxibPI/f3+DSxWlm5x+i3qwwdfUqZtPgbQ/cwa49/4p4rMDY9fPE1uMUCgkq5QIzi3M4nSqVqobH30olZZAvVvF0+KhXW1ipVOjc1cfT33iKi+deoLNthF3bDnJ57AR7923j2mUY2JxndOsm9u49Qk//KF5nOy+dOMfzj3+VXZ15Pvyr70N2bGI8X2R2/jp333kAQSxybWIKxR+knErjsNuoVpoYBiSSFpuGwRewKFZK5PJV9IZGUQSbDQpFsGSR5dQay3PLJDMVPN4qkTY7Rk3i0rV1otOXCflrJH0q5+NelK2d1Gt1VtMZevt7qGfyrK/lcQ8EsIIDpBsZJEyazThWfoHAQJCAWd4o6jdw2mPvYVySA1+hRl3XCYda2NI7zOE+PwNtLqJr80iyQLFoomkaDqcNRbETj2fYumMTpXiJYgPGl0G3qvRuM4l09jLUd5ALF18lWjZJJlI4HBXe8o43E42tEPLYsFdWCLr6cUc66b63FZslcW7sChcvn2ZlcYlGQ0eRRaYWr+Nxvcj65DVOnX+cUFDAPxQlHS1RbZQYu3yMtcgKbZF+2iOtFPIZ3C6Jw0d2ILvaUZz9VFIKgU6D7zz8Lez2eZwdW1F6DtM3vI+n/uj3OPPkM9x16x3ccvNtGIbJxPwCoZCMWbdo1EG3oNGAqYkGE2MLiJKMXtcAE9UuAwaVEtRrBVY86xTzFXRNwrQFyKfLVKsyqUyMbFlDFyXcHXYslwtBVRFsbkrxKVKqh4ZWYXLsEmdekujsH2L/lg7q1TwuZ5l8Pslzx7+Gbo9sFPUbJ6JyNoOgOvF57ahKF16Pn0oywY6BLjxWlQsXj6M1awiCiMfrwmZ34wxGGN51CKtu4mzv5PqT32V9dYpqw0J66RK33n4Ity+M2xukVEyiayB7VUa27GbX/ju49MozXLwywS1HurnpyE6+9cgjHDt1gqqlUyzmkBURQzPpGeogGrvO30xP0dU/SGtvBMwc2WyUTcM9nL9gJ52I49YT9PVU6NjZwczqDKLNTbmY4MLzL3JCeJrDN+8jnckxM3eR7bvsZGoyTVcXE/Mxri+tE03kOXb8Vd78wP3cedudpLM5dLcTlyxjiatkqgAm1WIJRQVB0LG4sQS79v2takRJQNKbZFI5LAFERWJxZZWyO0o6laeYr+D2ubE7XMTWU8RblyhkVyiWy+TyeZqNMUIdPmwOGy1bhimvxogWnQR8DZ55boZtWyOsZkQK2Z/DcaJKbIkDd92OZoWYn02wvJpma+8oVmAHqXKa9s42XE4Pw1s7kNwuenYcZu7KPAsTszSqRRYW1liaukQ4KNLSFiDcKlGtTaME6gzs2EU6kSSXXCLY6qehVcmsVzl7/jqapBBT8+T1cTo7tlAuPs7y+jKKakdV3Rw8uhNkndWCQKg7zPzF83S2OTE1E5+nyfVrM8RiGRRZpiY5WErn8XlUpq/OEnLp7OysEh4wObEYY3zmEuWigaRYNBsG2Jo09RLXxleZnppBUCyadYutg6OYQo56AzKZOsPbdrHJ00L58hWqlSamyY0jHmwi9bqF1rxx/odiU1CdIp29/Yzu3U9qfQFjbo5kNEYpYWCziVhAKBwi1NrCwnyZ4y/PMLPyV6TWFigUa0ATIa2RT1Zo6gu0BP3E1sZZna8RaHGSyClUKmVqlcpGUb9xIhrs9iI7fOiaRrjTTipR4srEItXsGIFWF9FkhaEt/VhSkbW1BPXKq2wb2YUsBLh86QJGc5ktO/txh4PkKnD5Uorz575GNBmnbXgPsiRQza9QrpS4emUKhyLi8VpURYWO/lYUTw2t5qe9rZ9kMsnAUC83Hz2Mw2PyxS88jIlCMNTJ0cM7GL92mUQiy/PPnmZoYCtunwd0k3hOI19L43I1MM0SN+3yMNK3G/Qwl9aOEU0WaVRvnAU7PVVlbOxlXn6liKq6KFUKtDk8dHRvZmT7fk6ceQwlHGTn7oMsnbnI7ffcRK1a4uK5ywB4PC0Isk6jkcM0a8iyjdG9m0jGsrR07GLHtiPkWjsY3RLmW195jmrZpKWljYGRQWSHg1DHFgRDZX5hkumr59HqNSzLpFQWCLUqeD0mNkWlVq8jkiMTt2hpb6FaKZNL59GNn8PBRsWq8Oi3HsPm9NG/bReSWOHJ576KaBXp6Bugv6+DnQc6uX4+Sj0fozXk4v4H9/PwV45RKpaxuwSqWo3VsQU8Tjf733w/7sIqET3B1PR5FJebzs4Qc1NRfOF2ens9nDz2DE0jyYUXHmPLe34Jr89gaHiIplxhsLcLvZRlaX4aWa8g2iXe8eC9KIqDmfE5wiGFldUYuWyJhiFTr9aRZYuGLpIvl2kNwnoxQCPTgW7romNUJHr5FJId8sk8sixgmFCsZHErMr07d1Gdm6S7y83V8XH+8i+/wlpyHbPu4k1vf5Dk6gINrYmuGcg2hZaOTnSzilktIJoCuiASW12nVjfxdnhwBVTC3nZm5pKARaQlwJbtbayvJ1iPFjhyZDObt4ywND9945h1E7w+F06nSr0uguTC6YnQ1h7i6qspapUKyXiJls42BrwBujft2SjqN3BrGdOH3V/H3dGOzSbjMCzK1RzBEIhShbpep3z1VUbkOL0jEeotXsqVFMVijGa9gmgIlON5GoaBUXUwFyvzvre8m/e//a18+a8fZqqSJBwKMLJpGzs297K4PIkvZKNWqtIZhp6BCNWKSrIGmuCikFzHb07wzv372Nk6yGOXJti8bTPTY2u4XD5Up0Qum6WQL1GqNNGaGqIMsizS2hrk0G07sVyDHH91nrWpCxy59Q5CPi+rq+sIooDbbafR1EnE4uSrMoFIDy3dA1QbacbnnycRm8OGylC7n707d3OyFCcejyLJFv6gG1cgyOy1RQRTo6vbgaclRKVaY3Uhx5nnvkc1leTD772P3q5WhofDdPX2UalU0Yw6fZt6GRySOPHCSXwhOwYutIaAzSbidMgoLhEl0Metb3kbzkaF2OIM+cw6oTY/kiLjbenB2fZzePKixxekOjePIEfRFC++QISG7qImuIjnbWDm2eKvcnT3Xvr77uQvH32BZ576Lp4AuBwKnV3tOLwRlhaukEyUeOWJb5BeXOT3Pvtv6dl8H9dPPcWmzd10dbWRXI9y8vlXaHNpBF0SO/u6OX/iPOHWNgY73NjFCB5rgsHezWw+8iCdOS/Hrkxz+dwV2tp66Ozq4Oz5C1iCjW233EEk0s2Lj32HbDqGTVbZe/gwsYxFcmqFtnAXoZ0W4RaNZnULW/cM88qps1QLNQY39SG7XBT1AG09I7SLGSqFFJV0mc6Ak/5Nmxkc7mM9k6BYrmCzKaiqSLVSYX5mHKfHji/cSWuLk2pZZ2U+jSxZmLUMZC9Svi7jd4TpCvdQzBbQDQ2nKuOULQxJJdQWZPzCMqrDRe9QG5VsHK9XZC1Wolqb4fS3T/D//Mt/yfTmixx7cZVqtUwlkSaTqxNN54B/vyHcb5iI3vOBf8HM5L8nH1/H8Aa5+c0PMHVpnlopj9vhwqRB3OxgsjpCKaeyljdIV+M4XRJ2pcHy4io2l47N7sflEbn56J2MXZrk6tjL7DhyOw25yWJ0lbMXprl68TS59BK9/Qa37Ovm3jfdz+MvTnLh0hl6ejroam8nl6gxvazjmc6RiF4hli8gzV2lbmgUak38Ha3Y9CZjlybYvN3L7fe9nQuvPMbgphaCfpiZTrDnpgNEo3UCbQM8/djTNDWTerVGo1HD43bQ0t1NrarS3tbF7OQk3SNBetoktPgYbz3aR2vfHh5+/hrrz5zC47ExcmAvY6+8TCqao5CK4+gP0NTtLK3USa1mAZ32bjtmTcReipJbepb997ydt3XfyRf/8mlWEuuAgMPhoJQr4fL4KFcruCSLZMyioz3MwLCX1fUraLUKxdx11pIXcQVMRJtAqVCk2TCpV6MIxs/hWnzJcNFuN/FbOl0dPhxuN1t37+HSxdOUc2kUQcPva0f22jh1aYrVZA0TnUajjmATGBwcQg1tYWXlOpKo8Z5f/GVGBicZO/4EPk2nNRAhGlNYWkySSsXwei3sbRIJIUDW5qNz8zDfO/0S8dwKsuAm4vWx4+hu1rNxvvztp2jUy9iicWTLQTASZnZ5FuxuQn3dzF95AXnrJrYOBdgVieNTIXJoC9cmliiXNIyIm1KpgmEYVEoVBAEk1cn1C9cY3H8Ho9v30eZW6e1UKS69gohBW9hLsxhleuwiNctA7epAL0u0d7WTjRfwemWMWpWlhSz1uo4oWjjdAqahYhMN0kWTq8kql7/1Kve8u4973nEHf/2FVYr5PNlEkaR/lrnZ2Rtjb/kysuhg0+h2YskEdlVEEwxCHpmTpx5naWUWj08gn9Zp1gW8Xht+98/h3NnihRe5dVOWmw7fztVJBxdOnqO9u5fO9XVWV69QLVepNXKcO3uJ8asp1taitHZ4MLQGNlXGEDMU5l8kn0siCAqVTIm7bruJr5/8a7LTz9A+dJjN/YM4I+/hW1+KUSzPsZAEywGXZuIsTaaIxVL4Wh1UykvY5DZOn6mTTRfRDAtVURENiXDYx8LKPNHlFew2me6+Llq3dFLJ57j/7nYOb3KzklDIrWWZvz6FaHcwO5GjXq+iKiqq3YYkQGd3iGQ8T3RujCs2J0d3bwJBY3GtRsjtxVADLMVERNVNOZFkOjvB4TsOoNUNAhE3hm6QyVpgsyE0NERZRFZvbJAeaguQ1CVevl4g1L5G87FneOf7foFbbr2Fc88+yc2jIRbzUQrZOPWKQWtnF/2bu8kX6ixen8Nv1Dk0KtLV7uTsSpSV+TSCaCCKAoLIjd3gtJ9D99hyo4ars5f2fW8lb8uyvJRA9nrZfeQuEg8tE4+mSccruHwVnO4IqtOGw2XH0G6cari6uES5rCEIFjabSTKZYse2/bgCO5lfeQQ13E371sOYWQ/79tzChctFkDJkcgWy2TUE1SRfrVCNVijlK5SKMXbvduEPuujSe5ENk7BPRavnWZiaw6GI9PRFCIc9NBoWXR0q4aCXiTWRqqly6fI4bq+KJULOquH3qqjOAMGWCPlEle17dnLy+ZPkV2bI2QQ6HthPqV7D3tJCqV5mMS9TsMnsvfsomm5x8pEnWZ3K0hbpQHO7iacSmIKGateRaKKjousigqiiKg4MQQVJZ2W1DMIUTzz+NIYmE2oJYHO5UQwHmhHH5xPp6O2lXBApZGKU8kl8PhM16MXXFsKZyaDrBoZpoSgiui4gqG4SydJGUb9xIro+FyPoD3B1TeXywhonT17BHYhx1+23snvXzbx8JkG1kEINKQS6wlS0KoYkU61YlEsNSnkdsBAlMJomy0txNMtJ+75389X/cYK0MsGh4DT1uhdTBEtUKRUqSMBadIKVpTqmaZFPFdANk0S0wYvpi3R0tdExPIRT9eKWsziqM+wcjLCeLRF0qUyPLbFn301s2W6nIBjUTZNXTq0wtljF4bJht4nYbDbS6TxysYnPGeDXfv2fs+fIDkqJNLXpE9yzK4CzXOAvv/RNRJeG0+UkMznL+EQad0s/Nl2hq7uXd73nHdy6/y5sipe5mRivXLrC+XOPkUheIZu/0dYqFCUm58qI2DBNmWpZYGaqxOL8K7S0hWgadmLXFDp72ujq60WrV7F0k1qjRq2SQbDpNBWBuaSNqlyhqN/Yz9owbjjLSTYFf1sYe3PjFuNvmIggjtu3FVfAzdjELO4uF3qtyukXnmX/kb2Ernrp9pqoPjvLY7MEu4IIhkSxYOLvjhDoahKbmsQmWUgSXL90lsx978Xd2kq84iV2Zo5g7wXqVZUTJ0/R1ArUKjrZVIlk7FXqDQsDHUu0IYk6ZsNAkiQsoc7aeoHWrl7slsSRYQ+hXJ5QyM3V+Ry5Qg2Pz0azmWdyssL6YpHl1RIufxiaTRxOO7oJslWgr6OVQ7fdgsfXytTVFLXlNY7ssXPHXZsR/CGEpkY0myXSYt3oeUXstA710uLwcemlRR792reIzlW44+572bann4O3bWJx8QDHXnqCr3/lSxh6nP9fe+/1Y1l2Xnn+jr/e37g3fGRkRkT6rMwsb8liFY1ISqIokmJDakEaQGh0A/M0wLwN0A+NmXmaFqBpDbpnWqPukdQSRYqiE12ximWzqrLSm/D+xvX23OPdPAQb/QcwHwroWi/n8T6sdff+9t7ft1ahACDSPOoRRcfN/r4XMTuXozQdo29lOfvsRWZjKY5yNrevf8BBbZ1Oo08U+MhiRD4tUJpVSRZkjNrxnyudiSGIHobuIgxC/uBP/viRMf/IRPTSS1/kqeefo93tsLe1R6T5zM6cZvFUlcZum2deepEzp6eoH42Z2OoSxYc0B0ec/cyLHHy0gau3SaZjRL5PPKGyuXOLH/z8u+SVLPqoiWHrfPu//Ixytciwf4RtHUctuU6A541ZWJxgNIbSlXM4zUNG/T5LZ5fpdJuYoU+hGiMvihhCh82DA0hOMRyaxDSR7Z2HrK2NKBVKaOkSv/F7zyO4MqY+Zm11jVRWRPBDXvzNLzE1fQ5VrFCv7zN0B2wOs3y4m2DxsQITs4vs3+gy6B5Heg5HPuWsx+f+8FX6zQ1+/J1/YH1ni93GXTQpiTH2OH/pJKm8wPnLC+xtuxBLEHgKkShApLC4PEEynmF2Mc2D2xuMzREbv3iXy9/4CuNEnG6rgz408f1jKz85LtAfR9y5q1MoNOm0x8iyyuR8FVmwqO+0qWRzXHz80qOi/tGJaOnsOTRJ5P67H4AxoFyY4Q//4J8hCxkiUULVQjQ55MLjCUTB4c/+7b9nb/2AsqsxVc7gxBIMxWkKE0m2NncxPIvvfe8/4A58TLdFEES0mn3GhoHnekTRsdtXGEIypXH+6hUEKYetxEmcOMmF8xe5dHmF/+Pf/O/cuvUue67Eq3/0L3j9n/6J/jhOKZYgPzFJVvKQE2kOduvo/ZCF0zFqezWefGIZo2Vw3xzS6LSpzpTIV4v4dsTwaIdrP3+TRtfj5Pkq9VCk/bBG4fQ54g/3iCUFTl9ZYmzLXHzsComCyO7mIYIk4EcWftRHFhz88R7JUYN4kGE6KzIuFRmMFGRZIFsokkrnmJqqMneiTGPvAVlphBBExKUx0zMpfGGaxZMrbKxtYbljFCHA80IiQaAyE5JO+xzWPLKFDNl4jJTT59RCkievzmO324+K+kc47bG2h7N3nxNJn88+fYnCpQs89tglbry9z9A3sZwB/eYqMXHIoHlAu/YQzBHDnR1e+srXiSkX8YIhw3GTjdVtRJIIXgKfAwQx/NWvHNdP/63HPEJWJMyxy/Lss8ydXuFv//p1Lr30JBfOPYUSDpkUR1QuThCfmGPp4gxS6kv87V+0GYwcQjnAsHxESyKZLiF4XW5/eIu5hRwZ4w7zWZWv/PbT/P13PwR/wO13foLTSyDEZG4/uI8f+bz34RE//cW3EcIcX/7a73LpycscHe0guAoPPtiicxDncH2f1tEu6XyCZLJAdWKOK4+fo5qwuXIyTy4zw4c31rjZsFjf2eb6tRvkCyWS2SKSkmD7/g5JfYPfezxLqXiW+90Uq+sb1Go11HiMdDpDZESIgofrGXRbEf2OhSTVKRRL5MtZBN+nmg+5fPEJLl55gs2j+qOi/hHWRL6JL8ClF56EIEBP57h7Z5tfvH2NzqBGfW8Nxz7k7JxIVXV5dmGZuVSFoSzy9IuPYXVB33mPeq3FxRMLLF59jskTK/zjt/9fOq3er3yDRITw2MkVIIoEfDfEE6CQKjBfOskffLNAUiuTUpL87Ft/y1SqzZd+46voZpIf/v0/cf7VF3j5t3+Df/zrb7G+9gA5ppCfMElpEJgmouzSq7e43bCxTpd46ZksL37hZb7/X/6ao80bzExPElOnECWJdHoCKRmQSMUoleZYOlPkcGtEt7HDcNjE01xKy2nKMxqCJGF0XS5fWeH84ycpVVMEXpGdnsLpjMS5p18lMXTY3vlL0vEkpXIJy1Ro7LWI+Xt89uUqLzzxIidXPgU/eov/9T99H920kGQJy7UwRwYRAWF43KoMEYmkQq6YRRJVbNfBFQvIqQVaZsTq7t4jo/6Riaje2SA9cZoH2w32un1yuVMc7rV58xffZ2wfosge1WqClXMLnJta4Ilnvkrt/gb/4R+/x833H3B+5QyVhfM88/zzfKrZZaMP3//pL9l6sE0QRMRTSZKpPKImMei0cccm0a+s8eJanHgaJLfNiWqGfnfMvVsHrB3cIa6U6KYvocRt7tz4EZYY58Lzz7N86ZBWr4bjeYRiSIRH5WSe2uGARn3IWAVze0Ti9gMuPf1ZMrkpREFmbuVJFs9eRPffJlYMWb+3xtgwmckp5IoZVm+bhMqIOzf30R2F/tGIiUtnqFar+LZOPi8QT4y5/f4+mVyaH11fZWF2mme//DvcvrXK7tYqsZRCrznCsSVa7QYLUyZR/CSWeoqWm2e1qbO7tQ8SxFMJEEEQQwL3v9qLHuf5pXMxAiFk0O2RSUYI2QJyIUPf7XL//qOz23tkIjoabKLtq4x6Ou3WkOn8iEQihqqKCPYYxwmRlASRliExcx6dBFvNI7b3GqSm1pgq54mJCn1TQstOc+fN13nvjddwgzHFaoaJuSUuf+or3PrFe3jWLTzDIooiEEDWRO7e/4B3rr2DMQwI7TjtUZdYYovZxy/gxDJcv7ZDvdemf+1t8sWTnFs6y+3rRXqbG7iGQ26xQDKTwvdHGLaA64fYLZc3Xr+BwySFUokTi1MsX7wIsQSpkkpc6+IaY5RQYWYqRRBCtzfCMYJjc6qBRcxxuXRuhQvnT1M/WOfe3RvsrG9Rncvw8KMDXN/j7WsxvvfzmzRah5hGHy2RIohCHNMlCHymJjPU+zJtO4E1GHPzQZ1IUAg8B300QpZlIiFElEUkVcK1PEQRTMMiqNfRezZOVkKfz9DXHQ4Oj9jYefioqH90Irp+bZu94gDLdIgUjb0RLF/4NAsrK3TeXieIbCTJZ2w71IcOR71r/NX33qBt6Ozvb5LPJ5DkEm9du0kiN8PdjV18fCIBFElmvjLDc2cvMp9J8/3v1hm064hChKqBKFq88/bbmK4IsQKFyWUG+hGZQGfYtTnaP6DZ3abXGZIII27cepfHHztHtZxjdyMiloRsXuJoa8yw46DFVRzLRtdBH/VAfJfJSpaT51Yw3B5vv/Y6ndYB1WoKVY4Qo4jqZIz7d26ydv8m8VTEE8+/wLBrU06l6XdaHB4cMjRdjH2bMOjx4L6AqmlkC3HiSZV0NaDZNXE8F3fUIwojguD4glDUAsJEiCUa3HznBq1+j/mzi+gDk+5RA9/zkJU0oRIiCAECPmEYMh7ZGMPj1dr1oNYa8GBjjXa7S7P2MayJCqUsh7UO+CGZUo7hsEl+PklKfYLNW3cYWFt02y4PH3aw7OusP2yytrVLviATobCz2yOW8TjUHU7Oq0iaipaIoxBy9tQiv/GFT9FpbtNuHSEraU6cO4ME6P0eoSXwpd/6IxrdDu9d/4jZlTKCHqd1ZGJ5fertO7zzyw+YmC4gxhMQ16jrPrYToSkioe1xuNPD80QEAsIwIggERElAVES6QwddbzMamswtZ+k0txGiAG/gc6oSMFfNkxAGvPf+Orbr09jooEQPOX3qBLM5icbuFqsPNvHsANQYoqCSz0xw4eoZ1ITB7ev3EIoBczMFAj9gPLbx/ABBhCCI2F43sfR1Ht6JEFWJnu7guCrVpVNImsKg3WHqzDK+G7F36+bxBO7xiwq+F0EEo4HPxlqXg91rjAYWuB/DZ49YRiZlSOQzU1x55lP88icfcOdnP+MPvv4nnP6f/zV//n/+KVGqjmFHXL++jz7yUZQSpdwiv/Hlr+Jh89Of/JB2q0MuW+Hc2XO0d7bIpHp84dXnqKbS/OBb38LUPHSjT2GmjBYrMCcUWKqe4Wu//01u3LnJGz9+jc1rH1AtZLj/kcf3/v5dcskDLq98lhc+/wzX7r1BYblKKpkmeMNjKhcRjwdYponhiIB0bIcsiQRhhKLGiefLyIGBgE5ClpiqxLBsgQQhU5VFludn8AKHVFzh5MXL3PvgTVp7D5iRRpQWylhHe2gyFCtlVh6/xPTEBV5++TkmF8rcufVLeoc7LKUHzJ6e4qN0goe1FqOhgzFy8DyP8dij13dI5YeoqkJquoDsSlgNnUIxi28bNNfqnH/5KoPGAd29w19dfxybOhzHrh8nGZmGj++FJJRHZ4b+yEQ0bPaRhASvfv4b/M43v0ohXmDr3X9iuQwXv/JFMvkCf/bv/pSjgzvIiSznnnqWT7/wHItzZ6nOl/nxD7+F19nlhKJzsaTx5T/6OlZzSK3xDqnSNKOxTaO2Q5QJMbt9mrVDsqWTfOObX+DLX/kcw7FPp9YkWylQnp7k0lMX2Fpvo0lpfvdrv88//+dfIFlQ2f6f7vDh937CzMIZnnr2Se6+doQWa6MT0tUDfCkCJGRJIpVPgJYiXVbRdIOpoohsWWhRQL0XcmBENMwCuYULBPoe6ZKG70fEJJt4QkNL5dHSWdKKxPLSImPVJpVOkaqk6Joe0dChUY84PX+GE9U+1elJitNJet97l3g6RIh8xn2TIIJyJUuhLPHwXg3PS3Hu3JOUzgrcvnmXU2fnWbuxxt2fvU0U/qrLQI6IJwVcB1zn+MQW+P+tJTZ4VMTzCEXUa5ucXF7hpc+9Si5V4MqZJWaifYp5n0b9gFe+doX1g8/yH/+fLWLZGGeXF3n8ypPk05P8w9/9iO//zd/w9JkBv/XKZc4+9SxCOc3imdP0nCPe+vAB3YZOz7ZxRjrFSpag75Et5VhcXiAppDg4aDPo1MlOlrGiJA9vDvjM57/B0y89zQvPnkVVBFbv3mdG3uXCq4voQZKF554hHfO4896PsfUOIS6hJ5AvpUmnylQXlxj2B3TWaiwvpZDjRQzXYzAysU0Txw2wBYegkCT0SpidJvsbD3Atg3g2gyVpOFEMKZFGTaoMmkfsrtZ58NF9fh7EqCyc4czKGb76x/+S0OqyvXmXmQuTnN7u8Mtf3qI8kaa4kCZCJCmHaFaXsD8gmc7wwkuXGJldXvv+T+k3ZPKFDK1WG0H0UFSRWEI+3s5cH02OEAA/BN8XjocC0uqjov7RiUjvGmSLWUCgVXexgjgDpch+b8S9X3wLuVglNQ2zp6volkcqoxBYPV5/Z5MffftbjNw6hlpgz15kKTmP1TNYfuwM6w+32Vj7kCiehUSFfC7FhasXGA59VCmD6nlk0x69zICbNx4wspsUJtPIrszy2cuU0iV21vrU6g02Pvo287Mun/ncV2judvjL7/yMxGKR5Rc+i/7OLeisk1BholrmzJVnOH35KoLv8db3XyMe79EbRTiojH2LZFZFdkJ6h4d88Iv3eOnpp3n8mQV2t+oMhhEoIUPLpzUYMm42OTrskkyX8dMdTKOPpY/xrQ7PnF9kYXqFXD5OKXcSIeZw+kKHd9+7h65bhKFGJS1xoehwdnGay+UFPti28AOL2n4LWRJJJiVml6bpdrsMex6SJJHOZQncAEUYkUxFyApYjoRuS2hxFe3jOIufjQe4xoja5jqi12N9r4EdxWhYPjv1Ou/9/XdQs3EGnS5GTyfSB0TRgP3tD4niPax2RNNM0RLK1HSPnBbn6atXyGXi/G//+h5CEibnysxkT/Hsk88hyBqmYRJLWaw9/IjDBzcIOw8x2n0q2jRf/x8/j+pWeOMf3uDa279Ap0u5OkB74TQ1O0eYEjg42MHudFi5eomVF9KYqRR2p04kOOxtrZNK5PnCF16k+I1X+OC9n9FYO2JghURmnM+9+iqZUpy/+4u/o725QeHzL7F0dpmnn7tKs36Eael0RiPubt2n02ig60OqU4sosQKtuovrQBhZjDr72OMWqaklLjx2lkZ7TCp+j2Q8TX/YRYx8JheTrJyd5PFLL3DWVdn9m9dZv3OPkIi5hUmGwwGba3vHM2m5LKXiBKIYx4wMAmxGhkUiCaIik03kyU8UGXR7j4r6R2jooCk8vHGbb0nfwndUep7M7PIshYpOpztgMBgQtLaJRx6XJ6vMFyXU0Gb5ZIlAfoKf9rvow4hGz2DrqMOVczMkUxGCaZGT4GBzm0S6wspzT7Myv4jRH1Bvtzm4dQs9EXKq6PG//Msv8t71TZpSgVQiYNjvEyYMDsb3GBt1tFSWUM1AIkfP+FUgTGTgmC5JJYEQpAiQGXb69Bt9RHvMykIOMR7gRhb5CQGnYaJKizz17GcpTMa49eY1Bgdb2MMuu/d2WD5/ipf6L3Hn5hb6oM2DuxsEvk6nP6T/QZ/iVJbRwMAYO2hqxDu/fA1j84Df/frX+PRXv0w6mSApFZkoTWB7Y1TVIZAExsEEbTvG/uER9VYdtzekkCuS0lTaXki71kQQIggEYtkMiXSW0doQy3YQBXD142HJ0rRMYrpC8HFcifxwgdm5GRzVpa0fkZ5bwNQ73HlvQG1vF00LicVUrpw9yedefgVJVbl57QapVJal2QXqFy/R6q/y3s/f4trrmyyfOsernzqP2jvgm68+Sy9Q2ej2Geseh4c1kpJPLOEhx2WqMyXmFuYpFyuomff4zz/4iJsfvI8ay5GbUnn8xSf48K03GOkOI8PECUwODmq0Om1kN+Tu7TtkJibJZkAOBTzfpaJanCroNNc/5OFBm4PaLn7gY440Xn7xMpXyBMN6jVnFY3E2y8l4gsPWgKM9m2SmxKe+OEf9YI/Nh7fpdcb4PoSyhedJSFKAYweoikRpocJqa4t/+2f/hkavzSvf+CZLp0+xPHeGRv0ARJ+hpdAJNG7s9/no2gMG9hhEh9DSyU+c59TFk+zv/B2+FzAc9HDvuVTmpwh9F1GQCQmIxTTiMfAci9r9fWTtYxjL8Mf/6l9RnE3z/luv8fDWfXxP4PKLv4VMxK23ryOIIRPzFS58+mUmLr/Aww9XWV2/w7mLi2QzGU6fOoV+p029vobujkikfGp1hwsLs1y+9AqCmkV58wbvf/QOq+v38T2b0HeYX15AyxcJ0rPs9XXevLXP+9dvEts9YvbkSRKJPLKWIZSStBt93nrzBt1OyLA3JIwcQt/j6HCPsWNQKigEdkAq8njirMql8/PcPwzYeXjEwDQQpYBsYpozly4ShClq230E12LuRJ7T5+ZI1Gwevn+DO3d3yE6UyWUTFMpFXKOLY40YGh7DnoWqysiigCKBZTuMgpBat82/+89/zu3tfV54+dOcefwsbatJs7fJOBR453aH6ekErRHYdoQkjfE8i1jqFLOX5tC0BLZtIUoCiiYSElE9M0+8mKbf6hHPxokFLsWZDO1GhFb8GHo2Ll84R7uxweiohmD2Cfsiswt5Ti0vcefdh+zVu0Syhi+qHDT63FtrUO8NmRgO6Axt5FSGlUvnqbcG6OGI/GSJQqWAlC9x2NJJJFV836PTbrC3V8dzbcpTE6jZFKXKFKJW49Z79/nBD9/ksNkgYY0YG11iyQyDoYSU0BDGcTbu7bC/dkguM8vzn3uFem2D/cMaSc1iPBzSb/YQEh4db5quMocdD0gWq0SxGNagTTaRRSZOq+bQ6JkcGj5Ra8jiYZ3WyObe7TtsbmwRr8WpTE5SLmWJZVIoukwYuAz7DplURCYukJQNhgdrNLohbhBhuS0GP/8WH964zsXHrzK1OEtv2GFz9bjVQy3MsvjYJQQ/oN89Yhy4GM0tRm8ZqDEQxxLJdJJ0pYDnqlhdgZn5BYKxiz82SEykWFh8jNk5hdW1u4+K+kcnoje++wuGB+9SZJUvXqmgpKYw2nt0CgVWHj+Je6NFr9fipz94n1R2g/phF0FyufbRKr7tUy7NcuG5y0xOT3F0vYXZHtNujXHsA5x+m3HfpeXo7Ozu4jhNKtMpdFNnq96kZ94hFj3ggzc/4OBgB1kJcBwLQx+QKQgEjkEiU0KWyxze66MmyvzWb/4hn/29p/ibv/gr9jb3GDRtRDFkNHBQVZFOoHHtYYNWR2H+0gViskPt7kcoSJjWgKi1xdqD26wdteh7GuqtVVrtEQdbR4RegDGy2XMajMYDPHNAf2Dj+yDKKlosS0r2SWkmquIxGgv07QgviNDNMSPjAd1xiydeegohJuC7No5pUtvdoZp5nC99/Z8x6nT52Q//gZ5h0OsNKOYrxBNJ5KyCHEsiihqJCHJxkdhyhcAdo9sCUxNLVBfKbNx9/1FR/+hE9ODuuxRjq1y5nOGZJz+P78X53utbbOx3yZdyTC7Osr1t8vD+JuORjiBrTMxVwPJIxROUz5UQfBd3MCIbi7O4NM/ebo9ud5XsxDShp7J26zadoyOUpM9YF6kdGoRrY8rzASo6e3vbGLZBIR/DNI8TpYPAR1EyZLSI4VjhscvP8PzzX+DV3/w0kuehWGNmMzJmCLYoImsCtgP7tRFRbQPdlFlIyiiJFBMLJbpHPW7c/AGyEGdn/y6CLDIx8RiV4rMkIpXEp5+gaW9y1N9hONJp7u/gu/rxO1gsTq5UoVScJCm4eGabfMGl6oZ4bRPHtSEK8DyfRr3FGz94m7mlE5xaWWRzdZfW5gNGxSoXf/830VSBXMLj3oM9mkMHT3IxzTrNRg9PN8gXk0zMFOkfdQgDk7gq4LsWg8N9sqpNJvkx3M4ODw5RTgmMlJM4uQtIoYzhrbN29ybpYg5TN2jsNNAHOmEYEEYepmlSzhSZnZoipokMtx9SEcacfPoqp5dP89G792g3m+ztt4iX59HycSpailFPx3Ed3CBCSNmYox5yAiQ1ILJd/EBEEETUuIqSjqEpMUqT80xPqcwvLVKszvFwtUX38CZWZ4PzpxLs7w952LQQiAjCkF6vTxiZ2KbA1gcm6okKs4t5RlrI7t4H+J6I5Yq8/Jnf4n/4k3/B0qlZiCTGnssPf/guP/zJTxjTJnR1Bi0HKaYSS5UoTi1Szc2RUyKM4RrFqgtJCz0YYNkOjqXjOMd90X4QMVWZ4cpLy7h+SGf7Iflol/H+PYZylsxMhQvFLLmDHp1mg3q9RUKJsMLjN7eYlmBs2tjjPprK8aFk7wZKMEEh9zE8nU0uzGD4dTq2RMMKcIc2TiTiOxbtozFjfUy/20NLKJRmpnFsAd8ISU7FQQzZfniPKWGXV58/x+TZpxlSYi0hs7A8gzkKsOMqRiMkGU+TmlfpdrrYY5u4FrF4bgHBt1kzHxC6EeOhhYBIuihjjDxs2SA9HjMxVeTu3XWMdzdYWj5DMR2QqC6QTPrQvodl9nC9CNsR0IcB6UJILhUxn+7y/FKF6sIEesNmb9w6TnfUJbxQxJfAMj00OUAcuyznpzAff54P79yiVVzH0nsEIURSmkxyknwlSf+oTr/TIVVKoSRkXCdAkNMk0woCQyRVZmFxkeVzK8SSJVRBpJqwmNBq+K177PUV7m63UDNJUukEKSWkklCJl9LsHIwJQ5CTMQqzVWwjiTPqg9liYAxY3/WQtY+hK8iLv/0sd967we7+iPL6OpInYJkjXMNlaPmISp5COYOkWQjxCTKVImnBII7FzvYGertF7lxIthCSwKHRbTIajFlcuUj1uQq33n9AJz2E0EFQoNsMcCyDlOGxvDCJaTvk8jkq0yquMWY80hEjh8AcgmbS2dslDtQ29+kNBkSSw9OvPMPczFVE38VbbWMHNVzXx/ePzRHiCYV8luPE6hOnmDt9heoeuNdXMX2b4cDjR9/9e5p7hzx58TE+89xFzl25xFMvneDk49PYGKyuvUYiKeMFAuUTJeaWMziDFqt3buKFPeJ5jWQmTjIXByFOMp/FHanE4nFOLJ1CjWdpH+j0j4akhAATm5bepzsKuXXzBq4XMDlRZKIYJ6n5TOeTDAc+Tdtga+sAyxOJxQvo3ph228BJehhxKBWzj4r6RyeiwXBIplJk606PG9dukE2lCaKAhcUFHC/O1KklYmmX+3fu0jYchkctEoUEXmAwanXoDUfs93Pc2e4h775Dx07jBQ6Lp5c5eWqO/l4TZ7zPaOzSPmgi2CMyskilmCCbDWntNUFwiCU1VMHHt3Ucy0ZMCmiqROTaeIFLeSaFZbWpb9xhNVZi6pWnmJrLMFNtcyusE/n7yHKEqgkEocxgJNBIp2hHFcraNEK6iecljo3e4xqO1+XG7Z8S2A84sxzjcuYZJE2mv7XP+s0bjNpdFFkFJPyuzmC/QTrjIsngeSn0sUwUS5GqSPimjtHrITkGlXKOpBLHH0UgRESyRnuksNEMSXT6RHICSYkY6zob211qhzLVco6JchlNUhD8ITu37uD5MVYuX0SQNGwjQAhdVDX98QzNe/sHP0bJTGC7PkJrSOAIJLU0U1NVMhNlKrNlmrVdhq0RTuCSjaVIiyYZLcE4W0A3PbqmwO3dNu3aDu2RgBJPMfnhNMF4hD1uoY+6HOzVyEptri4rVCuX6Dp5Rs0+w2GdQafNqOeQTomoMQHfBtt28HyB8pSEEESIQQxFiZEt5jmzUqCoxZhIVXjpS5/BR+aN13/GYLyPFnOPE4rCgM7YpaPrDCwbOZ0kMz1NqArYdoTZPkQKbeSkysh16fQGOG6bH333O7z/1k+Q4z6xbAE7UClUc+QzCvmJBDPL03R7DpF0vOWaIwNr1CEt9FmqSJyZy6EUcxiBy8gyENNJgrBMfeiRb/aoTsfJFBK0uz0CwWLsy7THKqIyZqqUJ0iI1JodAtlH0FSWTi9gtJvY4y6B4HC49zGc9jD6PdyWTrpUoTw9Rz6dJ5Q07DBC6naxgw5Co0ZMbyEqBS5fPYssesiiS6JSga0mxrDO6naPQXfI2PDIpNPcu/EGZn0VxzVo1Np4lsHCqZDnr8xx5ZlXuXVf5627h3iuB5GE5YbIvkRCjRFELp4HluGhxS0WFhSKlSJ4Izw7yflz5zk3V4HBkMJEEfmLnyWeKfDOG6/RG90n8G1c26V5NObOzS0ktcJQN8nN5Ijlish+Ar2RobG/hiOIHOl1fvqLH7B5f5+f/fg1wsijPFMh0uLYbRE7jOPLEa22TjIp4bry8UHDc/EsAxmLE7MCZ5eKpKfKmIJI+6hFo3aE64zx1Rj9scPeUR0xKaGbBkEYosZlolBCtx3omExOTxM6Ia7lYroB7d0el86cwzi/wMMbQ0TJxfs4zuJPzc9hDBwy+SQnTsyQSKU42GnS7vdQ0w7lcobHr1aYTp3myJ+keuUCd957yP3NXZRcifziY7jbKs16h9HYQxAFEuk42XIaT5UYGxGeL6BqcQoTk2RnXkKKnyKZsihm8wTRkM50gXa/Rxh0AYNEEjRBwRzrjLoD9le3SZ1ZIZ+pcNTp0d/vkjm3TCqdwsGlYsQ4c/lJXDnixtsm7foGkR9AqKCPDTa37jFqDhjVOnh9j+defp7odIlffKfH5sM6uDeZnu8x6lgsrKyQnlI5avbQo4gw6TA+7NDQfQzTQkiI+F6ApQ8IgxBEAUHKMA5DVusKw71d7NAklksRzwaERybjzgDfNRkPTQ72xpiGj6RAYEfHpqqEKGkfPQTPtxEEn9C2CcYdBM8/PnToNp4X4fsfw8L6zLlLCI5H+6jNsNmgtuOzuXmIKBhULuUoTC4yt7hELJFCa2hEiobnhvS6TSLT5Mz8CSamZtm5fY8wEo/DbgMfw3QwrBHtnoktJygmNPKzT5JfegVt+jRLEyrTLwhEYcig59HTTW5ff58HD94iTEV4gsr+2gGtnVUGgz6dZpMT82fxJwVu31hn5bEVqtk0iqriYdPc7mAMI1LJAsJ0hSD00FIKIQHdnX1mNZOVkwl8JUYxo5GqTLJw8gyb92GkR+SGPgsrCxSncnR6Te7cuE974FIqzlHO+4TBgJbexx1KqFqa8kQRKS5iBBq6HlLvD2n0R4zNGlLc5kL1PJKg4TghRAKCkMQyTYaDIb4XomoiYRQRhSGqKpBKRkiSgCJGxLQIW4JMBkZ6j1athfOryWHp0ZVEj9DHeukqkwWVndtr3Lx+nZ2DHY66PbI5DV8u4SUqtByNo6FMo2sRCWMCISCWkDAcnXFPZ372BO0T5zg8AsPqMh47HDW6eG6AbkQkJ6YQ4jL1tsluY4gvDYnELGgKghwg5CQKhQJLwgJHjZvU2gMy5TmKWZGusMdI79Fo9jl9LseEFufhgzW+9+MYZ0+dZX5xEiWnMNL32L59h3jBp1qaxPNd2s0ug0aPxaLP5ScWefqJZ+kbCe41fAzL58IzV5iencF1bETRx7cNGqt1trY26eweUSif4lPPXCAmOHx0/Rq2PiJXmuDs+TPkJ2LsNg4JzJAoLiMNfca6SSC4FPNZpqfyuLaDrMgkMykKlTT6QOdgq0YQ+Fjmf11RIqLQw/VtRuM+o9EAKYzIxCQE3+ZgZx/LGqOqCpoWkpDdR0X9IzS5UlSWl84zNT1DZ9Bn+2AXgYhQACcSGTg+XnfInfUme02PhJ1kbJhk0hXiKY/YSOLy569SSmV4442QvfX7OLaNYzkgRIiyiJLWSJdKbO/t0PhPf0mhsECkZjHGLoFgMByMCAOJbMmlvr+Dkp3nld89C6OT6AdHbG5eo9U+YnXzPko8ztDe551362yu3+fE8gpzp1dwYjrpgkDkR+gtg95oQLfVQ8YjNTGBVr2KPPkUdHT23n2T0X6DmRMLFGZL9Bttho0m7mCfkupwsaqh2YtUT1/i/OPnaG7VUOITLJzOcuHKWS5cXaF2WOfG9bv0+mPK01XUlIoxON6GEoJHMZtioEQoMjiOjWPK+E6AKP7KaIjoV18IwoixbrK7eUBgDVEFj1JZQopGNA9twtA/btuVPaqpj6GInLGPombJJbKkiieI5ycoqApqSqPTi7h7dxPbstm4X6dnyGRNAX/Up1ye4MzFRaZy57h0aRnB9QndOJKqkEkmmFtYIIxsNu7uIA9ELn36MfbXRR7cu87q1jqODaYVoMRDiKLj6309IhFKTM+cZ+XiIifyU4R9lf/4p32a+l3u3b+Oqqp4vosf+LQPD9lYvUflo3Ocf+IqV588jTfosHprjZ39A0aGTq4kE6pJLK1Cy0+wflTj/uo6vhhgOQPwJMzhANnrsJgbcGlpjlLlBKWyi53IYbRN+kOLiZk5dN+hPQq5s9ogctposkAhrRDXXMaDPp49RpVFUikRwxhwtHsAZotUaGJ3DEIhRraYIvAjXPc4pI8oQpJFoihi0BsheCZJOUIVQwy9R3csgqohSRKKFKI+uu7YRxgQk42Q0jJCECIpKg4KYUJDyE7QMzxe//ktbHuMabhI8Sy+7BNZLjOFFMuTs5w8uUBO0wgNH2c4RkYhl5nk4uXnkGST1nafuXKOs5eXGR62GR15pIsCruBimWMcLyIVlynnfVZKPtVimlDc5+ij25x6dY7Pfu0ZDnd2+Ou/OqTX6xKLaSST2vFq6XuYuseos0Mx+RgvPH8JNYhxevks2Z++wxtvvYfvdDFtC8e3aHUarN57yO7mLmIcDHOEa4aEgcfspIySzOCqKt3BAGPo40Rp7FYb27SQtIhup8Ph+gGCGOPkQp4T0yX8yGG/2aff6KJgUs4kiOGwu7pJv7XNqYkRxXTITsPjcKwiqWny1SShJGENRxj9PiDguAFRFKGICUJFxQoE+qMhY8tDCgRiMQ0rjDDDj+E90Yn5HJbnYgy84/rE8zH6QxDzJMtpRkadYWdAJPjEAKHrICMSRCME1yCrKEiOgxw4VKfKZByJieI0U4UiYaAyn0uyUNJI+MfJjrF0gskTadpNncHQwvvVcdwzIpyRAAmTwD3kvX/8O4ZDuPTUVTLzSZKZDNagQ+gHiJKCJMtE0fHsQ+iHRJZLPhlnbuYkp5aWmZo7TbZykvevvU6n1uL+rQdsbR5y/dptesMuqi0gCB6iqBCLK6jpOL6qsXU0ot+oMTDixIIUiVDAiUyOGgc0D+oYnk4MGW8UohXL5LITDEyRkdpF8IZM50Ty2Tj7DR3PGpObS1GpxBi7Y5pjEUmJEZ9MkJ8uMmh2qa362JZN4IfICY1UPk+mXCKTUDHWtxnWO0QRhFGEF0Df0B4V9Y/QUb+c56gzYHtjjGeJVGcrGMYA09YR4jkmqjN4uovPkNAzGdsWiiwxHOkMRh66bWB0I3qjEYKUoFxSODFXQnB1zNYR0wWoZjzcZh08g+JkjvJ0nk7PwQ8FPA8IBHoG7LRgbPnIsTZ1N+T+//d/8cufnUA3TEJhhCoLaKpKXIshSBK2L4MaJ8Dh1luvs1ItMfM705RKFS5dOkOkpMlV8ly/9iY3r2/iukMGvTEeAo5hEwkR5UqRZEZGVSRMT6DRG9FuWvgCJPsNolETxxtxdFCnXTcoliY5tVJFCV0OGgMkQyRRmWQxITPellBlyFVmaLkDxnoNVygxcOKMXZu5hSpBRqVe6xKNbCpJDaazDIYijhmSzSdJFxIgyEhqnGKlimUFOI6NpiiEoYQXfgznzrrNFtvtDoedIb5jsriwgBCErG0fIuoyT77wLPWJaTZW1wikAeORhaIoFEoTqNkYe506naHDw8Y2HX2ANAoo5NIIUUinccQ4jHAFGX1sIIg+ruOytXFEq95HFGNkCgkkwccNDQ77Lm09QlBcXGGM6ehsrq2jyDLJpMx0pUwuVyY/WaDVH+IZDrYjIohxdlpH/O1f/SWJVJbP/OaXkWWNWBijWJjk1PklBu6I3o5OqCURwgh/6DEaWARuC8dO43k2vbZF4EuMjQBRsRm1athjiyA00YdjNCXFzEKZuYVpWkcH7G3XMF2dqfkE8ydKWOkOgRjiK2k8b4QVqPTdJL5VZHJxmskzy1h+H3nwUzI0mZ6s0MtP8nBXYGg6lCbyZLMpxl0HceQzO50nFpNpNXrYloVtmdjOx1BE771/nbdvHmBHkIo8yuUJVs6uEIUBUmSzcmqaiytzzM5VGDtNDNMgxOfEqVmimMXq+g1u3tlm6AkgR/hjh0azxXAI3XaTMPDIuR7y0KCnm7Q7I4LmGEGCyZNFlFQMc2Bh9gR0fUDgBSBGII5RNBVRlNGUJJWJEifmZ5iam2RgD+npBp7nHruMRQGW43J7a53/+9//OVomz+nLF2k2H/Lha2/SiVp4oYGUSJJIZdEch6HjEbgjvCCg1RxhWyHJTEjgSwR+RCQYRJGHFtrkNJdsUkHNZMik4/T7Os12D9u3sT0XX68xasXp6w5+QmOsW7iOThhBry9QKi+w+NgzTJ+apbFzj6m8yExRYOXsDF1Dptf3cdwhxVyV+ZkKQaaHaJkkCmXy+SLxZIqN+3uY5gj541hYv33tFrdvr4LoE9dkKhMzPP3pz3D5sVMMdnZRhnXmV86hXj7NTi1Bs3NEt9eivrfPqFVjb+uQ/YMuc0sXWXximcZui8OdHSyzi+0MSaUlRvYYZTig1x+iyAKyJuIjEIkitumgd8aEoUAoSThOQBQIxGIKhUKRfLFMKpWmVMhSqJSQFQW36zJqD/EHIivnl5AEk+0HXUZuyIPtVb7z7b/id5MRe5097j54g5HXIZbT0JJTVBcukVMT1KIJxv0jJNUhCG28yEHXPTzfQohCAt9DwqFS9jk7K5OI5xjLaYbmgFZDp37UwjR98hNVyjNJHNPCMB3QZOqtFv3RED8UkLQUpal5KpVZXBM219vU6kNUTWE5WaI6NUFh1aLdq1HMLTNdrBLPD4jLBr6gIXZcfEGj17PRx2Nk7WNohr6+tsfY0pFEH8c5nrYctfucPjWBkoywm/fxqxmy8SKKr7D/sEG9vklRG7NQ0ZhV44jFJHMLU5y5dJGk0mHrdoNmq0skj/BDmVrtgDDSEBWPQjmO6UW06yP0fgtJE7ENB0EUjqc8EVBVlUqlxMyJWaqVBZLpBJHv4A57WD2LlOMyG08yV5rjygtXMEcDGpuHELSwPI97a/fJv/5j2u0hA6uBH1mkhRilbIVnzj/O5SeWGHz6RcxBA98bcNTaY31jg/v31nDMHpIUIMsCqhShxETEZAIxFse3PYa6zaDTJTCHKKFCJiGTKcSpDfXjA0rbp344wHVtQmQCyaPe6hJcv0u7PeT+g+uYfRtb0cjuecyvqARyCjWWJ1eaPTYu9RTi6Qn8wGO0tYllulSmS4wGPUxz+KioR4ii6NE9onyC/y7xCF9QPsF/r/hERJ/g18YnIvoEvzY+EdEn+LXxiYg+wa+NT0T0CX5tfCKiT/Br4xMRfYJfG5+I6BP82vj/AdJmQm/ScS0SAAAAAElFTkSuQmCC\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"visualize_model(model_ft)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "vJTTbA44zhFi"
},
"source": [
"## ConvNet as fixed feature extractor\n",
"\n",
"Here, we need to freeze all the network except the final layer. We need\n",
"to set ``requires_grad = False`` to freeze the parameters so that the\n",
"gradients are not computed in ``backward()``.\n",
"\n",
"You can read more about this in the documentation\n",
"[here](https://pytorch.org/docs/notes/autograd.html#excluding-subgraphs-from-backward)_.\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"id": "EJnsmCCozhFi"
},
"outputs": [],
"source": [
"model_conv = torchvision.models.resnet50(weights='IMAGENET1K_V1')\n",
"for param in model_conv.parameters():\n",
" param.requires_grad = False\n",
"\n",
"# Parameters of newly constructed modules have requires_grad=True by default\n",
"num_ftrs = model_conv.fc.in_features\n",
"model_conv.fc = nn.Linear(num_ftrs, 2)\n",
"\n",
"model_conv = model_conv.to(device)\n",
"\n",
"criterion = nn.CrossEntropyLoss()\n",
"\n",
"# Observe that only parameters of final layer are being optimized as\n",
"# opposed to before.\n",
"optimizer_conv = optim.SGD(model_conv.fc.parameters(), lr=0.001, momentum=0.9)\n",
"\n",
"# Decay LR by a factor of 0.1 every 7 epochs\n",
"exp_lr_scheduler = lr_scheduler.StepLR(optimizer_conv, step_size=7, gamma=0.1)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "dUP9Jp1EzhFi"
},
"source": [
"### Train and evaluate\n",
"\n",
"On CPU this will take about half the time compared to previous scenario.\n",
"This is expected as gradients don't need to be computed for most of the\n",
"network. However, forward does need to be computed.\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 0
},
"id": "E3W00L61zhFi",
"outputId": "507f9e52-f210-4a37-ad21-be671146240a"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch 0/9\n",
"----------\n",
"train Loss: 0.6940 Acc: 0.6557\n",
"val Loss: 0.2874 Acc: 0.8954\n",
"\n",
"Epoch 1/9\n",
"----------\n",
"train Loss: 0.4998 Acc: 0.7295\n",
"val Loss: 0.2727 Acc: 0.8562\n",
"\n",
"Epoch 2/9\n",
"----------\n",
"train Loss: 0.3772 Acc: 0.8402\n",
"val Loss: 0.1781 Acc: 0.9281\n",
"\n",
"Epoch 3/9\n",
"----------\n",
"train Loss: 0.4847 Acc: 0.7828\n",
"val Loss: 0.2573 Acc: 0.8693\n",
"\n",
"Epoch 4/9\n",
"----------\n",
"train Loss: 0.7914 Acc: 0.7090\n",
"val Loss: 0.4508 Acc: 0.8366\n",
"\n",
"Epoch 5/9\n",
"----------\n",
"train Loss: 0.3299 Acc: 0.8402\n",
"val Loss: 0.2357 Acc: 0.8758\n",
"\n",
"Epoch 6/9\n",
"----------\n",
"train Loss: 0.4937 Acc: 0.8361\n",
"val Loss: 0.4223 Acc: 0.8497\n",
"\n",
"Epoch 7/9\n",
"----------\n",
"train Loss: 0.3261 Acc: 0.8893\n",
"val Loss: 0.1644 Acc: 0.9281\n",
"\n",
"Epoch 8/9\n",
"----------\n",
"train Loss: 0.2803 Acc: 0.8811\n",
"val Loss: 0.1730 Acc: 0.9150\n",
"\n",
"Epoch 9/9\n",
"----------\n",
"train Loss: 0.2819 Acc: 0.8893\n",
"val Loss: 0.1417 Acc: 0.9542\n",
"\n",
"Training complete in 1m 37s\n",
"Best val Acc: 0.954248\n"
]
}
],
"source": [
"model_conv = train_model(model_conv, criterion, optimizer_conv,\n",
" exp_lr_scheduler, num_epochs=10)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 923
},
"id": "xI_eFV3rzhFj",
"outputId": "8c975a5c-dce4-4bfb-b23d-e04661b6d589"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"visualize_model(model_conv)\n",
"\n",
"plt.ioff()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "oGyX6XpFzhFj"
},
"source": [
"## Inference on custom images\n",
"\n",
"Use the trained model to make predictions on custom images and visualize\n",
"the predicted class labels along with the images.\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"id": "PSVIq1DLzhFj"
},
"outputs": [],
"source": [
"def visualize_model_predictions(model,img_path):\n",
" was_training = model.training\n",
" model.eval()\n",
"\n",
" img = Image.open(img_path)\n",
" img = data_transforms['val'](img)\n",
" img = img.unsqueeze(0)\n",
" img = img.to(device)\n",
"\n",
" with torch.no_grad():\n",
" outputs = model(img)\n",
" _, preds = torch.max(outputs, 1)\n",
"\n",
" ax = plt.subplot(2,2,1)\n",
" ax.axis('off')\n",
" ax.set_title(f'Predicted: {class_names[preds[0]]}')\n",
" imshow(img.cpu().data[0])\n",
"\n",
" model.train(mode=was_training)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 227
},
"id": "5vggKlbTzhFj",
"outputId": "72b07148-0200-4676-f592-5ba092dfe249"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"visualize_model_predictions(\n",
" model_conv,\n",
" img_path='/content/drive/MyDrive/Colab Notebooks/data/hymenoptera_data/val/bees/72100438_73de9f17af.jpg'\n",
")\n",
"\n",
"plt.ioff()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "HtpVRKGBzhFj"
},
"source": [
"## Further Learning\n",
"\n",
"If you would like to learn more about the applications of transfer learning,\n",
"checkout our [Quantized Transfer Learning for Computer Vision Tutorial](https://pytorch.org/tutorials/intermediate/quantized_transfer_learning_tutorial.html).\n",
"\n",
"\n",
"\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
},
"colab": {
"provenance": [],
"machine_shape": "hm"
},
"accelerator": "TPU"
},
"nbformat": 4,
"nbformat_minor": 0
}