{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [], "gpuType": "T4" }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "accelerator": "GPU" }, "cells": [ { "cell_type": "markdown", "source": [ "# Classifying CIFAR10 images using ResNets, Regularization and Data Augmentation in PyTorch" ], "metadata": { "id": "pXzk6yRoN0U6" } }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "AzXm2hyiLBva" }, "outputs": [], "source": [ "import os\n", "import torch\n", "import torchvision\n", "import tarfile\n", "import torch.nn as nn\n", "import numpy as np\n", "import torch.nn.functional as F\n", "from torchvision.datasets.utils import download_url\n", "from torchvision.datasets import ImageFolder\n", "from torch.utils.data import DataLoader\n", "import torchvision.transforms as tt\n", "from torch.utils.data import random_split\n", "from torchvision.utils import make_grid\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "matplotlib.rcParams['figure.facecolor'] = '#ffffff'" ] }, { "cell_type": "markdown", "source": [ "## Preparing the CIFAR10 Dataset" ], "metadata": { "id": "B5gfVesROaf0" } }, { "cell_type": "code", "source": [ "from torchvision.datasets.utils import download_url\n", "\n", "\n", "# Dowload the dataset\n", "dataset_url = \"https://s3.amazonaws.com/fast-ai-imageclas/cifar10.tgz\"\n", "download_url(dataset_url, '.')\n", "\n", "# Extract from archive\n", "with tarfile.open('./cifar10.tgz', 'r:gz') as tar:\n", " tar.extractall(path='./data')\n", "\n", "# Look into the data directory\n", "data_dir = './data/cifar10'\n", "print(os.listdir(data_dir))\n", "classes = os.listdir(data_dir + \"/train\")\n", "print(classes)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "HV9Zui2JL-W8", "outputId": "45c28e64-0e07-46b4-810f-c5a27ee255e5" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Using downloaded and verified file: ./cifar10.tgz\n", "['train', 'test']\n", "['deer', 'cat', 'automobile', 'truck', 'frog', 'dog', 'bird', 'ship', 'airplane', 'horse']\n" ] } ] }, { "cell_type": "code", "source": [ "# Data transforms (normalization & data augmentation)\n", "stats = ((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010))\n", "train_tfms = tt.Compose([tt.RandomCrop(32, padding=4, padding_mode='reflect'),\n", " tt.RandomHorizontalFlip(),\n", " tt.ToTensor(),\n", " tt.Normalize(*stats,inplace=True)])\n", "valid_tfms = tt.Compose([tt.ToTensor(), tt.Normalize(*stats)])" ], "metadata": { "id": "zhqQpJYkMX7V" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# PyTorch datasets\n", "train_ds = ImageFolder(data_dir+'/train', train_tfms)\n", "valid_ds = ImageFolder(data_dir+'/test', valid_tfms)" ], "metadata": { "id": "ncJGaIUNMzaU" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "batch_size = 400" ], "metadata": { "id": "6NzA_7hYNNIv" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# PyTorch data loaders\n", "train_dl = DataLoader(train_ds, batch_size, shuffle=True, num_workers=3, pin_memory=True)\n", "valid_dl = DataLoader(valid_ds, batch_size*2, num_workers=3, pin_memory=True)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "b6qwAupVNHNZ", "outputId": "7b6a2471-65c0-4e3c-f5ac-a92b232ef5a4" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/torch/utils/data/dataloader.py:558: UserWarning: This DataLoader will create 3 worker processes in total. Our suggested max number of worker in current system is 2, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n", " warnings.warn(_create_warning_msg(\n" ] } ] }, { "cell_type": "code", "source": [ "def denormalize(images, means, stds):\n", " means = torch.tensor(means).reshape(1, 3, 1, 1)\n", " stds = torch.tensor(stds).reshape(1, 3, 1, 1)\n", " return images * stds + means\n", "\n", "def show_batch(dl):\n", " for images, labels in dl:\n", " fig, ax = plt.subplots(figsize=(12, 12))\n", " ax.set_xticks([]); ax.set_yticks([])\n", " denorm_images = denormalize(images, *stats)\n", " ax.imshow(make_grid(denorm_images[:64], nrow=8).permute(1, 2, 0).clamp(0,1))\n", " break" ], "metadata": { "id": "w_dgA_Z7NPKp" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "show_batch(train_dl)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 961 }, "id": "FizatpYxNmI2", "outputId": "02100671-6982-4595-da70-a119b479f866" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## Using a GPU" ], "metadata": { "id": "-OC7w3cqNn2b" } }, { "cell_type": "code", "source": [ "def get_default_device():\n", " \"\"\"Pick GPU if available, else CPU\"\"\"\n", " if torch.cuda.is_available():\n", " return torch.device('cuda')\n", " else:\n", " return torch.device('cpu')\n", "\n", "def to_device(data, device):\n", " \"\"\"Move tensor(s) to chosen device\"\"\"\n", " if isinstance(data, (list,tuple)):\n", " return [to_device(x, device) for x in data]\n", " return data.to(device, non_blocking=True)\n", "\n", "class DeviceDataLoader():\n", " \"\"\"Wrap a dataloader to move data to a device\"\"\"\n", " def __init__(self, dl, device):\n", " self.dl = dl\n", " self.device = device\n", "\n", " def __iter__(self):\n", " \"\"\"Yield a batch of data after moving it to device\"\"\"\n", " for b in self.dl:\n", " yield to_device(b, self.device)\n", "\n", " def __len__(self):\n", " \"\"\"Number of batches\"\"\"\n", " return len(self.dl)" ], "metadata": { "id": "r8_brEVOOngl" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "device = get_default_device()\n", "device" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "o_zE036qOon2", "outputId": "83ff3b63-3219-4216-cb1b-e26da94df664" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "device(type='cuda')" ] }, "metadata": {}, "execution_count": 10 } ] }, { "cell_type": "code", "source": [ "train_dl = DeviceDataLoader(train_dl, device)\n", "valid_dl = DeviceDataLoader(valid_dl, device)" ], "metadata": { "id": "8wcRZvqiOol-" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## Model with Residual Blocks and Batch Normalization\n", "\n", "![](https://miro.medium.com/max/1140/1*D0F3UitQ2l5Q0Ak-tjEdJg.png)\n", "\n", "We will use the ResNet9 architecture ![resnet-9](https://github.com/lambdal/cifar10-fast/raw/master/net.svg?sanitize=true)" ], "metadata": { "id": "pZxp7G8qOog-" } }, { "cell_type": "code", "source": [ "def accuracy(outputs, labels):\n", " _, preds = torch.max(outputs, dim=1)\n", " return torch.tensor(torch.sum(preds == labels).item() / len(preds))\n", "\n", "class ImageClassificationBase(nn.Module):\n", " def training_step(self, batch):\n", " images, labels = batch\n", " out = self(images) # Generate predictions\n", " loss = F.cross_entropy(out, labels) # Calculate loss\n", " return loss\n", "\n", " def validation_step(self, batch):\n", " images, labels = batch\n", " out = self(images) # Generate predictions\n", " loss = F.cross_entropy(out, labels) # Calculate loss\n", " acc = accuracy(out, labels) # Calculate accuracy\n", " return {'val_loss': loss.detach(), 'val_acc': acc}\n", "\n", " def validation_epoch_end(self, outputs):\n", " batch_losses = [x['val_loss'] for x in outputs]\n", " epoch_loss = torch.stack(batch_losses).mean() # Combine losses\n", " batch_accs = [x['val_acc'] for x in outputs]\n", " epoch_acc = torch.stack(batch_accs).mean() # Combine accuracies\n", " return {'val_loss': epoch_loss.item(), 'val_acc': epoch_acc.item()}\n", "\n", " def epoch_end(self, epoch, result):\n", " print(\"Epoch [{}], last_lr: {:.5f}, train_loss: {:.4f}, val_loss: {:.4f}, val_acc: {:.4f}\".format(\n", " epoch, result['lrs'][-1], result['train_loss'], result['val_loss'], result['val_acc']))" ], "metadata": { "id": "nZM_srqvOoex" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "def conv_block(in_channels, out_channels, pool=False):\n", " layers = [nn.Conv2d(in_channels, out_channels, kernel_size=3, padding=1),\n", " nn.BatchNorm2d(out_channels),\n", " nn.ReLU(inplace=True)]\n", " if pool: layers.append(nn.MaxPool2d(2))\n", " return nn.Sequential(*layers)\n", "\n", "class ResNet9(ImageClassificationBase):\n", " def __init__(self, in_channels, num_classes):\n", " super().__init__()\n", "\n", " self.conv1 = conv_block(in_channels, 64)\n", " self.conv2 = conv_block(64, 128, pool=True)\n", " self.res1 = nn.Sequential(conv_block(128, 128), conv_block(128, 128))\n", "\n", " self.conv3 = conv_block(128, 256, pool=True)\n", " self.conv4 = conv_block(256, 512, pool=True)\n", " self.res2 = nn.Sequential(conv_block(512, 512), conv_block(512, 512))\n", "\n", " self.classifier = nn.Sequential(nn.MaxPool2d(4),\n", " nn.Flatten(),\n", " nn.Dropout(0.2),\n", " nn.Linear(512, num_classes))\n", "\n", " def forward(self, xb):\n", " out = self.conv1(xb)\n", " out = self.conv2(out)\n", " out = self.res1(out) + out\n", " out = self.conv3(out)\n", " out = self.conv4(out)\n", " out = self.res2(out) + out\n", " out = self.classifier(out)\n", " return out" ], "metadata": { "id": "AGlcD9dcOodO" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "model = to_device(ResNet9(3, 10), device)\n", "model" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PM0oW250Ooap", "outputId": "0bedf079-f6d6-419e-db6e-24de6ea53952" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "ResNet9(\n", " (conv1): Sequential(\n", " (0): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " )\n", " (conv2): Sequential(\n", " (0): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " (3): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " )\n", " (res1): Sequential(\n", " (0): Sequential(\n", " (0): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " )\n", " (1): Sequential(\n", " (0): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " )\n", " )\n", " (conv3): Sequential(\n", " (0): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " (3): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " )\n", " (conv4): Sequential(\n", " (0): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " (3): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " )\n", " (res2): Sequential(\n", " (0): Sequential(\n", " (0): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " )\n", " (1): Sequential(\n", " (0): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " )\n", " )\n", " (classifier): Sequential(\n", " (0): MaxPool2d(kernel_size=4, stride=4, padding=0, dilation=1, ceil_mode=False)\n", " (1): Flatten(start_dim=1, end_dim=-1)\n", " (2): Dropout(p=0.2, inplace=False)\n", " (3): Linear(in_features=512, out_features=10, bias=True)\n", " )\n", ")" ] }, "metadata": {}, "execution_count": 14 } ] }, { "cell_type": "markdown", "source": [ "## Training the model" ], "metadata": { "id": "J6M8WO--OoY6" } }, { "cell_type": "code", "source": [ "@torch.no_grad()\n", "def evaluate(model, val_loader):\n", " model.eval()\n", " outputs = [model.validation_step(batch) for batch in val_loader]\n", " return model.validation_epoch_end(outputs)\n", "\n", "def get_lr(optimizer):\n", " for param_group in optimizer.param_groups:\n", " return param_group['lr']\n", "\n", "def fit_one_cycle(epochs, max_lr, model, train_loader, val_loader,\n", " weight_decay=0, grad_clip=None, opt_func=torch.optim.SGD):\n", " torch.cuda.empty_cache()\n", " history = []\n", "\n", " # Set up cutom optimizer with weight decay\n", " optimizer = opt_func(model.parameters(), max_lr, weight_decay=weight_decay)\n", " # Set up one-cycle learning rate scheduler\n", " sched = torch.optim.lr_scheduler.OneCycleLR(optimizer, max_lr, epochs=epochs,\n", " steps_per_epoch=len(train_loader))\n", "\n", " for epoch in range(epochs):\n", " # Training Phase\n", " model.train()\n", " train_losses = []\n", " lrs = []\n", " for batch in train_loader:\n", " loss = model.training_step(batch)\n", " train_losses.append(loss)\n", " loss.backward()\n", "\n", " # Gradient clipping\n", " if grad_clip:\n", " nn.utils.clip_grad_value_(model.parameters(), grad_clip)\n", "\n", " optimizer.step()\n", " optimizer.zero_grad()\n", "\n", " # Record & update learning rate\n", " lrs.append(get_lr(optimizer))\n", " sched.step()\n", "\n", " # Validation phase\n", " result = evaluate(model, val_loader)\n", " result['train_loss'] = torch.stack(train_losses).mean().item()\n", " result['lrs'] = lrs\n", " model.epoch_end(epoch, result)\n", " history.append(result)\n", " return history" ], "metadata": { "id": "QRgJep1GOoSa" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "history = [evaluate(model, valid_dl)]\n", "history" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "UjnFmlEQOoQA", "outputId": "5e1ca94b-e92e-40a2-f109-d8c6ffa96f60" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[{'val_loss': 2.302516222000122, 'val_acc': 0.09605769068002701}]" ] }, "metadata": {}, "execution_count": 16 } ] }, { "cell_type": "code", "source": [ "epochs = 10\n", "max_lr = 0.01\n", "grad_clip = 0.1\n", "weight_decay = 1e-4\n", "opt_func = torch.optim.Adam" ], "metadata": { "id": "TaXDEZTaOoLw" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "%%time\n", "history += fit_one_cycle(epochs, max_lr, model, train_dl, valid_dl,\n", " grad_clip=grad_clip,\n", " weight_decay=weight_decay,\n", " opt_func=opt_func)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "s9-RZNsOQn9C", "outputId": "e118fc5d-b05c-4685-d4ab-d9094c427a32" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch [0], last_lr: 0.00278, train_loss: 1.4925, val_loss: 1.7777, val_acc: 0.4506\n", "Epoch [1], last_lr: 0.00759, train_loss: 1.0333, val_loss: 2.0584, val_acc: 0.5060\n", "Epoch [2], last_lr: 0.01000, train_loss: 0.8883, val_loss: 1.0931, val_acc: 0.6779\n", "Epoch [3], last_lr: 0.00950, train_loss: 0.6782, val_loss: 0.7675, val_acc: 0.7562\n", "Epoch [4], last_lr: 0.00812, train_loss: 0.5427, val_loss: 0.5158, val_acc: 0.8187\n", "Epoch [5], last_lr: 0.00611, train_loss: 0.4563, val_loss: 0.5194, val_acc: 0.8215\n", "Epoch [6], last_lr: 0.00389, train_loss: 0.3748, val_loss: 0.4675, val_acc: 0.8401\n", "Epoch [7], last_lr: 0.00188, train_loss: 0.2947, val_loss: 0.3723, val_acc: 0.8719\n", "Epoch [8], last_lr: 0.00050, train_loss: 0.2134, val_loss: 0.2718, val_acc: 0.9087\n", "Epoch [9], last_lr: 0.00000, train_loss: 0.1585, val_loss: 0.2569, val_acc: 0.9164\n", "CPU times: user 28.9 s, sys: 5.75 s, total: 34.7 s\n", "Wall time: 6min 51s\n" ] } ] }, { "cell_type": "code", "source": [ "def plot_accuracies(history):\n", " accuracies = [x['val_acc'] for x in history]\n", " plt.plot(accuracies, '-x')\n", " plt.xlabel('epoch')\n", " plt.ylabel('accuracy')\n", " plt.title('Accuracy vs. No. of epochs');" ], "metadata": { "id": "xy1G3b_HQ_YL" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "plot_accuracies(history)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "id": "Q7kmc3oDSTk4", "outputId": "4a9fd03f-8554-40a1-c8e2-c895b2fb51d7" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "def plot_losses(history):\n", " train_losses = [x.get('train_loss') for x in history]\n", " val_losses = [x['val_loss'] for x in history]\n", " plt.plot(train_losses, '-bx')\n", " plt.plot(val_losses, '-rx')\n", " plt.xlabel('epoch')\n", " plt.ylabel('loss')\n", " plt.legend(['Training', 'Validation'])\n", " plt.title('Loss vs. No. of epochs');" ], "metadata": { "id": "8tEONftDSTiD" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "plot_losses(history)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "id": "hfgAKP6aSTdW", "outputId": "a01234eb-aace-49ac-dfa9-9e8f82fab33b" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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3RERkOVQqFdLT0+Uug/TE3t7+rdO8c4LhhoiIzI4kSYiPj0dCQoLcpZAe2djYwM/PD/b29vm6DsMNERGZHU2wKVq0KJydnbkoqwXQLLJ7//59+Pr65uvPlOGGiIjMikql0gabQoUKyV0O6VGRIkVw7949vHz5EnZ2dnm+DgcUExGRWdGMsXF2dpa5EtI3TXeUSqXK13UYboiIyCyxK8ry6OvPlOGGiIiILArDTX5FRgJRUVk/FxUlniciIjKQUqVKYdasWTk+f/fu3VAoFBY904zhJr+USmDs2NcDTlSUOK5UylMXERGZFIVCke0tMo//GD527Bj69OmT4/Pr1KmD+/fvw8PDI0/vZw44Wyq/IiLEz7FjgSdPgF69gLVrxeMJEzKeJyIikxEZKf7tmdVf0VFRgEql/4b3+/fva++vWrUKY8eOxeXLl7XHXF1dtfclSYJKpYKt7du/posUKZKrOuzt7eHt7Z2r15gbttzoQ0QE0LEjMHMmEBTEYENEZOLkaHT39vbW3jw8PKBQKLSPL126BDc3N2zevBnVq1eHg4MD9u/fj+vXr6NNmzbw8vKCq6sratasie3bt+tc99VuKYVCgUWLFuHDDz+Es7MzypQpgz///FP7/KvdUkuWLIGnpye2bt2K8uXLw9XVFc2aNdMJYy9fvkT//v3h6emJQoUKYfjw4ejevTvCw8P1/0HpAcONvsycKX5KEmBry2BDRGREkgSkpOT8NngwMGaMCDIREeJYRIR4PGaMeD6n15Ik/f0eI0aMwKRJk3Dx4kVUqlQJycnJaNGiBXbs2IFTp06hWbNmaN26NeLi4rK9zvjx49G+fXucOXMGLVq0QOfOnfH48eM3nv/s2TNMmzYNy5Ytw969exEXF4chQ4Zon588eTJ+/fVXLF68GAcOHEBSUhLWr1+vr19b/yQrk5iYKAGQEhMT9XvhCRMkSfw3Lm7jxun3+kREJEmSJD1//ly6cOGC9Pz5c+2x5GTdv4KNeUtOzv3vsHjxYsnDw0P7eNeuXRIAaf369W99bWBgoDRnzhzt45IlS0ozZ87UPgYgjRkzJtNnkywBkDZv3qzzXk+ePNHWAkC6du2a9jVz586VvLy8tI+9vLykqVOnah+/fPlS8vX1ldq0aZPTXzlHsvqz1cjN9zdbbvRB0445Zgzg5SWOjR//5llUREREWahRo4bO4+TkZAwZMgTly5eHp6cnXF1dcfHixbe23FSqVEl738XFBe7u7nj48OEbz3d2doa/v7/2sY+Pj/b8xMREPHjwALVq1dI+r1QqUb169Vz9bsbEAcX5pQk2mjE2xYsDn38OODuL4wC7qIiIDMzZGUhOzv3rJk0CvvkGsLcH0tLEv1FHjMj9e+uLi4uLzuMhQ4YgJiYG06ZNQ0BAAJycnPDRRx8hLS0t2+u8unWBQqGAWq3O1fmSPvvbjIwtN/mlUukOHu7VC3j3XeDZM6BBA/E8EREZlEIBuLjk7jZjhgg2EyYAqani5zffiOO5uY4hF0o+cOAAevTogQ8//BBBQUHw9vbGrVu3DPeGWfDw8ICXlxeOHTumPaZSqXDy5Emj1pEbbLnJr1fnCtraApMnA+HhwNGjwK+/ylEVERFl49VGd0B3ZY/Mj+VUpkwZrF27Fq1bt4ZCoUBERES2LTCG8tVXXyE6OhoBAQEoV64c5syZgydPnpjsFhhsuTGEDz4A6tcHXrwAxo2TuxoiInrFq43uGhER4ripNLrPmDEDBQoUQJ06ddC6dWuEhYWhWrVqRq9j+PDh6NSpE7p164bg4GC4uroiLCwMjo6ORq8lJxSSOXeq5UFSUhI8PDyQmJgId3d3w73RkSPAe++J9srTp8X6N0RElG8vXrzAzZs34efnZ7JfrpZOrVajfPnyaN++PaL0OHkmuz/b3Hx/s+XGUGrXBtq1EzMFhw+XuxoiIqI8u337NhYuXIgrV67g7Nmz+OKLL3Dz5k18/PHHcpeWJYYbQ4qOBuzsgM2bgR075K6GiIgoT2xsbLBkyRLUrFkTdevWxdmzZ7F9+3aUL19e7tKyxAHFhuTvD3zxBTB7NjB0KHD8OGDDPElEROalRIkSOHDggNxl5Bi/aQ0tIgJwdwdOnQJWrJC7GiIiIovHcGNohQsDI0eK+6NGiRlUREREZDAMN8YwYIBYuTguDvj+e7mrISIismgMN8bg5JSxz9S33wLZ7MxKRERE+cNwYyxduwKVKgEJCSLgEBERkUEw3BiLUglMmSLuf/89cPOmvPUQERFZKIYbYwoLA5o0ydh6loiIKBcaNmyIgQMHah+XKlUKs2bNyvY1CoUC69evz/d76+s6xsBwY2yTJ4stGZYvF+veEBGRVWjdujWaNWuW5XP79u2DQqHAmTNncnXNY8eOoU+fPvooTysyMhJVqlR57fj9+/fRvHlzvb6XoTDcGFvVqkCXLuL+0KFiewYiIjKuyMiMiR6viooSz+tZr169EBMTg7///vu15xYvXowaNWqgUqVKubpmkSJF4OzsrK8Ss+Xt7Q0HBwejvFd+MdzI4ZtvAAcHYPduYNMmuashIrI+SiUwduzrAScqShxXKvX+lq1atUKRIkWwZMkSnePJyclYvXo1wsPD0alTJ7zzzjtwdnZGUFAQVrxl8ddXu6WuXr2KBg0awNHRERUqVEBMTMxrrxk+fDjKli0LZ2dnlC5dGhEREUhPTwcALFmyBOPHj8fp06ehUCigUCi09b7aLXX27Fm8//77cHJyQqFChdCnTx8kJydrn+/RowfCw8Mxbdo0+Pj4oFChQujbt6/2vQyJ2y/IwddXrH0zZQowbJgYi2PLPwoiojyTJODZs5yfP3iwGP84dqz4OWIEMGmS+MfnmDHi+ZSUnF3L2VkMN3gLW1tbdOvWDUuWLMHo0aOh+O81q1evhkqlQpcuXbB69WoMHz4c7u7u2LhxI7p27Qp/f3/UqlXrrddXq9X4v//7P3h5eeHIkSNITEzUGZ+j4ebmhiVLlqBYsWI4e/YsPv30U7i5uWHYsGHo0KEDzp07hy1btmD79u0AAA8Pj9eukZKSgrCwMAQHB+PYsWN4+PAhevfujX79+umEt127dsHHxwe7du3CtWvX0KFDB1SpUgWffvrpW3+ffJGsTGJiogRASkxMlLeQJ08kqWBBSQIkadEieWshIjIjz58/ly5cuCA9f/4842Bysvj7VI5bcnKOa7948aIEQNq1a5f2WP369aUuXbpkeX7Lli2lr7/+Wvs4JCREGjBggPZxyZIlpZkzZ0qSJElbt26VbG1tpbt372qf37x5swRAWrdu3Rtrmjp1qlS9enXt43HjxkmVK1d+7bzM11mwYIFUoEABKTnT775x40bJxsZGio+PlyRJkrp37y6VLFlSevnypfacdu3aSR06dHhjLVn+2f4nN9/f7JaSi6en2HcKED9z+i8EIiIyW+XKlUOdOnXw888/AwCuXbuGffv2oVevXlCpVIiKikJQUBAKFiwIV1dXbN26FXFxcTm69sWLF1GiRAkUK1ZMeyw4OPi181atWoW6devC29sbrq6uGDNmTI7fI/N7Va5cGS4uLtpjdevWhVqtxuXLl7XHAgMDoczUxefj44OHDx/m6r3yguFGTl98Afj5AffvAzNnyl0NEZH5cnYGkpNzf9Msy2FvL36OGZP7a+RyQG+vXr3w+++/4+nTp1i8eDH8/f0REhKCqVOn4rvvvsPw4cOxa9cuxMbGIiwsDGlpaXr7mA4dOoTOnTujRYsW2LBhA06dOoXRo0fr9T0ys7Oz03msUCigVqsN8l6ZMdzIycEBmDhR3J88GTBCmiUiskgKBeDikrvbjBlijM2ECUBqqvj5zTfieG6uk4PxNpm1b98eNjY2WL58OZYuXYqePXtCoVDgwIEDaNOmDbp06YLKlSujdOnSuHLlSo6vW758edy5cwf379/XHjt8+LDOOQcPHkTJkiUxevRo1KhRA2XKlMHt27d1zrG3t4dKpXrre50+fRopmXodDhw4ABsbG7z77rs5rtlQGG7k1r49ULOmSP/jx8tdDRGRddDMipowQXeIwIQJWc+i0iNXV1d06NABI0eOxP3799GjRw8AQJkyZRATE4ODBw/i4sWL+Oyzz/DgwYMcXzc0NBRly5ZF9+7dcfr0aezbtw+jR4/WOadMmTKIi4vDypUrcf36dcyePRvr1q3TOadUqVK4efMmYmNj8c8//yA1NfW19+rcuTMcHR3RvXt3nDt3Drt27cJXX32Frl27wsvLK/cfip4x3MjNxiZjW4b584FMfZVERGQgKpVusNHQBJy3tFzkV69evfDkyROEhYVpx8iMGTMG1apVQ1hYGBo2bAhvb2+Eh4fn+Jo2NjZYt24dnj9/jlq1aqF379749pW9DD/44AMMGjQI/fr1Q5UqVXDw4EFEvPIZtG3bFs2aNUOjRo1QpEiRLKejOzs7Y+vWrXj8+DFq1qyJjz76CI0bN8b333+f+w/DABT/jYC2GklJSfDw8EBiYiLc3d3lLidD69bAhg3A//0f8PvvcldDRGSyXrx4gZs3b8LPzw+Ojo5yl0N6lN2fbW6+v9lyYyomTxatOGvXAgcOyF0NERGR2WK4MRUVKgC9eon73JaBiIgozxhuTMn48WJK4aFDwCsDvIiIiChnGG5MiY8PMGSIuD9iBGCE/TeIiIgsDcONqRkyBChaFLh6FViwQO5qiIhMlpXNh7EK+vozZbgxNW5uQGSkuD9+PJCUJGs5JiMy8s3rTkRFZXxmRGTxNKvePsvNRplkFjQrJSvzuSs7t6I2Rb17A999J9a8mTJFrJhp7ZRKsbAWoLsuReaFuIjIKiiVSnh6emr3KHJ2dtbusE3mS61W49GjR3B2doatbf7iCcONKbKzAyZNAj78UCwD/sUXwDvvyF2VvDSBJnPAyWqFUSKyCt7e3gBglE0YyXhsbGzg6+ub77DKRfxMlSQBDRoA+/cDPXsCP/0kd0WmISJCtGTZ2ABqNYMNkZVTqVRI5+QLi2Fvbw8bm6xHzOTm+5vhxpQdPgwEB4sv8thYIChI7orklZQEtGiRscihnR1goJ1siYjItHCFYkvx3nvARx+JFooRI+SuRl4JCUDTprqrN6enG3RzOyIiMk8MN6YuOhqwtQU2bQJ27pS7Gnk8fgyEhgJHjojHtWuLn8WLG3z3XiIiMj8MN6YuIEAMKAbEtgxqtbz1GNujR8D77wMnTojHX34p9t8CgLt3gWHDGHCIiEgHw405iIgA3N2BkyeBlSvlrsZ4HjwAGjUCTp8GXFyAfv2AuXOBYsWA6tXFoOty5cSgYpVK7mqJiMhEyBpuoqOjUbNmTbi5uaFo0aIIDw/H5cuX3/q61atXo1y5cnB0dERQUBA2bdpkhGplVKRIxpibUaOAFy/krccY7t0DGjYEzp8XYebECWDOnIznW7cWPzdsEOGPi/gREdF/ZA03e/bsQd++fXH48GHExMQgPT0dTZs2RUpKyhtfc/DgQXTq1Am9evXCqVOnEB4ejvDwcJw7d86IlctgwACx1s3t26L1wpLduQOEhACXLgElSgB79gDvvqt7TqtW4ue2bUBqqvFrJCIik2VSU8EfPXqEokWLYs+ePWjQoEGW53To0AEpKSnYsGGD9th7772HKlWqYN68eW99D7OaCv6qxYvFmjeensD160DBgnJXpH+3bokxNjdvAqVKAbt2iZ+vUqvFgOL794GtW8VMKiIislhmOxU8MTERAFAwmy/tQ4cOITQ0VOdYWFgYDh06lOX5qampSEpK0rmZrW7dxFo3CQnAxIlyV6N/16+LhQtv3hQDqffuzTrYAGLtn5Ytxf1MQZeIiMhkwo1arcbAgQNRt25dVKxY8Y3nxcfHw8vLS+eYl5cX4uPjszw/OjoaHh4e2luJEiX0WrdRKZVirylAjD+5dUvWcvTq8mURbO7cEV1Qe/aILqnsZB53YzoNkEREJDOTCTd9+/bFuXPnsFLPs4FGjhyJxMRE7e3OnTt6vb7RhYUBjRuLlXlHj5a7Gv24cEGMsbl3DwgMFMGmWLG3v65xY8DBQbT0XLhg+DqJiMgsmES46devHzZs2IBdu3ahePHi2Z7r7e2NBw8e6Bx78OCBdhO1Vzk4OMDd3V3nZtYUCmDqVHF/+fKM9V/M1ZkzYlbUgwdA5cpijM0rLXNv5OIixucA7JoiIiItWcONJEno168f1q1bh507d8LPz++trwkODsaOHTt0jsXExCA4ONhQZZqeqlWBLl3E/aFDzbdL5uRJsY7No0di3ZqdO8W099zI3DVFREQEmcNN37598b///Q/Lly+Hm5sb4uPjER8fj+fPn2vP6datG0aOHKl9PGDAAGzZsgXTp0/HpUuXEBkZiePHj6Nfv35y/Ary+eYb0SWzaxewebPc1eTe0aOiW+nxY7GdwvbteZv9pRlUfPAg8O+/+q2RiIjMkqzh5scff0RiYiIaNmwIHx8f7W3VqlXac+Li4nD//n3t4zp16mD58uVYsGABKleujDVr1mD9+vXZDkK2SCVLAv37i/vDhpnXCr0HDoi9ohISgHr1xFo1np55u5avL1Cpkpgabo4hj4iI9M6k1rkxBrNe5+ZVT54A/v7i508/iTVwTN2ePaK1JSVFjLX56y/A1TV/1xwzBvj2W6BDB+vanoKIyIqY7To3lEsFCogvdkBsQZDNys4mYccOoHlzUWdoKLBxY/6DDZCxWvGWLUB6ev6vR0REZo3hxtz17SsWurt3D5g1S+5q3mzLFhFCnj8XAeevvwBnZ/1cu2ZNMRA5MRHYv18/1yQiIrPFcGPuHBwyViuePBl4+FDeerLy119AmzZiw88PPgDWrQMcHfV3faWSqxUTEZEWw40l6NABqFEDePoUmDBB7mp0rV0L/N//iUUH27YFVq8WgUzfNF1Tf/2l/2sTEZFZYbixBDY2GdsyzJ8PXLkibz0aq1YB7dsDL18CnTqJwb729oZ5ryZNADs74OpV0/n9iYhIFgw3lqJRI9E18/IlkGldINn873/Axx+LKerdugHLlgG2toZ7P3d3sYUDwK4pIiIrx3BjSSZPFq04a9eKRe3k8vPPItCo1UDv3sDixWJcjKFxtWIiIgLDjWUJDMxY60aubRnmzwd69RLv/cUX4rGNkf4z0wwq3rdPLBBIRERWieHG0owfL6ZYHzwoZiUZ05w5wOefi/sDBgBz5xov2ABiQcPy5UXX3NatxntfIiIyKQw3lqZYMeDrr8X9ESOMt6jd9Om620HMnCl2MDc2dk0REVk9hhtLNHSoWNTu6lVg4ULDv9/EicCQIeL+mDHApEnyBBsgY0r4pk2iBYeIiKwOw40lcnMDIiPF/chIICnJMO8jSeL6o0eLxxMmAFFR8gUbAAgOFttSPH4MHD4sXx1ERCQbhhtL9emnQNmywKNHwNSp+r++JIlQM368eDxpktjfSm62tkCLFuI+u6aIiKwSw42lsrMTgQMQ42Hu3dPftSVJdH1FR4vHM2YAw4fr7/r5xdWKiYisGsONJQsPB+rWFZtVjh2rn2tKkpgJNX26ePz998CgQfq5tr6EhYl1dS5cAG7ckLsaIiIyMoYbS6ZQZHRJLV4MnDuXv+up1WLtmjlzxLUXLBC7kpuaAgWAevXE/Y0b5a2FiIiMjuHG0gUHiw0r1er8dR2pVGK14fnzRbD5+WcxrsdUcUo4EZHVYrixBtHRYqDtpk3Azp25f/3Ll0CPHqL1x8ZG7BvVo4e+q9Qvzbib3bvFbulERGQ1GG6sQZkyGSsHDxsmWnFyKj0d6NJFBBpbW7Gz98cfG6ZOfSpbFggIANLSgJgYuashIiIjYrixFhERYv2bEydEQMmJtDSgQwdg1Sox+2r1aqBdO8PWqS8KBbumiIisFMONtShaNGPMzahRQGpq9uenpoqxOuvWAfb24md4uMHL1CtN19TGjblrrSIiIrPGcGNNBg0Se0/dvi02tXyT58+BNm1Ei4ejo1gvRrPjtjmpVw9wdwcePgSOHZO7GiIiMhKGG2vi7Cy2RwCAb74Bnjx5/ZyUFNHisXWrOH/jRqBpU+PWqS/29kCzZuI+u6aIiKwGw4216d4dqFhRBJuJE3Wfe/pUbF2wcyfg6gps2QK8/748deoLVysmIrI6DDfWRqkEKlUS92fPBm7dEvcTE8XKvnv3ihaPbduA+vVlK1NvmjcX09dPnwbu3JG7GiIiMgKGG2v07rviZ1oaMGaMaMVp0gQ4dEgc/+QTsfifJShcOON34WrFRERWgeHGGo0dm7Huza+/ii9/zYDbL74A5s2TrzZD0HRNcdwNEZFVYLixVj/+mNE9dfmy+Nm3L/DDD/LVZCiacLNjB/Dsmby1EBGRwTHcWLM//si4b2cndvi2RIGBQMmSwIsXIuAQEZFFY7ixZsuWiZ/29mKbBc00cUvD1YqJiKwKw421iooSY28mTBCrEU+YIB5basDJPO5GkuSthYiIDMpW7gJIBpmDTUSEOKb5OXas7mNLERICuLgA9+4Bp04B1arJXRERERkIW26skUqlG2w0IiLEcZVKnroMydExY6Vldk0REVk0hSRZVxt9UlISPDw8kJiYCHd3d7nLIWP6+WegVy+gRg3uNUVEZGZy8/3NlhuyHi1aiJ/HjwP378tbCxERGQzDDVkPb2+gVi1xf9MmeWshIiKDYbgh68KNNImILB7DDVkXTbiJiRGL+hERkcVhuCHrUqUK8M47YhuG3bvlroaIiAyA4Yasi0LBjTSJiCwcww1Zn8zjbqxrJQQiIqvAcEPW5/33xaJ+cXHAuXNyV0NERHrGcEPWx9kZCA0V99k1RURkcRhuyDpxSjgRkcViuCHr1LKl+Hn4MPDokby1EBGRXjHckHUqXhyoWlUMKN68We5qiIhIjxhuyHqxa4qIyCIx3JD10oSbrVuBtDR5ayEiIr1huCHrVaMG4OUFPH0K7NsndzVERKQnDDdkvWxsMgYWc0o4EZHFYLgh68bViomILA7DDVm3Jk0Ae3vg+nXg8mW5qyEiIj1guCHr5uoKNGok7rNriojIIjDcEHFKOBGRRWG4IdKEmwMHgMeP5a2FiIjyjeGGqFQpoGJFQKUSa94QEZFZY7ghAtg1RURkQRhuiICMcLN5M/Dypby1EBFRvjDcEAHAe+8BhQoBCQnAwYNyV0NERPnAcEMEAEol0KKFuM+uKSIis8ZwQ6Sh6ZriejdERGaN4YZIIywMsLUFLl0Crl2TuxoiIsojhhsiDQ8PoEEDcX/jRnlrISKiPGO4IcqMU8KJiMweww1RZppws2cPkJQkby1ERJQnDDdEmZUpA7z7rljrZts2uashIqI8YLghehW7poiIzJqs4Wbv3r1o3bo1ihUrBoVCgfXr12d7/u7du6FQKF67xcfHG6dgsg6acLNpk9hvioiIzIqs4SYlJQWVK1fG3Llzc/W6y5cv4/79+9pb0aJFDVQhWaW6dQFPT+Cff4CjR+WuhoiIcslWzjdv3rw5mjdvnuvXFS1aFJ6envovyEpERooFeSMiXn8uKko0VkRGGrsqE2JnBzRrBqxcKbqmgoPlroiIiHLBLMfcVKlSBT4+PmjSpAkOHDggdzlmR6kExo4VQSazqChxXKmUpy6TwtWKiYjMlqwtN7nl4+ODefPmoUaNGkhNTcWiRYvQsGFDHDlyBNWqVcvyNampqUhNTdU+TuL0Xm2LzdixwL//Ah06ANu3i8cTJmTdomN1mjcHbGyAs2eB27eBkiXlroiIiHJIIUmSJHcRAKBQKLBu3TqEh4fn6nUhISHw9fXFsmXLsnw+MjIS48ePf+14YmIi3N3d81KqxejRA/jll4zHDDavaNAA2LcPmDsX+PJLuashIrJqSUlJ8PDwyNH3t1l2S2VWq1YtXMtmH6CRI0ciMTFRe7tz544RqzNt33+fcf9NY3CsGqeEExGZJbMPN7GxsfDx8Xnj8w4ODnB3d9e5kTBzZsZ9lQro21e+WkySJtzs3AkkJ8tbCxER5ZisY26Sk5N1Wl1u3ryJ2NhYFCxYEL6+vhg5ciTu3r2LpUuXAgBmzZoFPz8/BAYG4sWLF1i0aBF27tyJbVxJNtc0g4cnTABOnwZ+/x344QegaFFg3Di5qzMR5csDpUsDN24AO3YAbdrIXREREeWArC03x48fR9WqVVG1alUAwODBg1G1alWMHTsWAHD//n3ExcVpz09LS8PXX3+NoKAghISE4PTp09i+fTsaN24sS/3mKnOwiYgAZs8G3NzEc5GRr8+isloKBbumiIjMkMkMKDaW3AxIslRZrXMzdy7Qrx/g4CC6p6ZPl6080xITAzRtCnh7A3fvihlURERkdFY1oJhyLzLy9cHDn38O1K4NpKYCmRrLKCQEcHUF4uOBkyflroaIiHKA4YYAiJac+fPFzzVruHadlr09EBYm7rNriojILDDckFblysDgweJ+376cIKTF1YqJiMwKww3pGDcOKFVKdE1x1tR/WrQQg4tPnhTjboiIyKQx3JAOFxcxJRwAZs0CTp2StRzTULSoGJAEAJs2yVsLERG9FcMNvaZ5c7HflFoN9OkjFvizepwSTkRkNhhuKEszZwIeHsDx42KauNXThJvt24Hnz+WthYiIssVwQ1ny8QEmTRL3R48G/v5b3npkV6kSUKKECDa7dsldDRERZYPhht6oTx8gOFjMmvrqK7mrkRlXKyYiMhsMN/RGNjbAggWArS2wfr24WbXMU8Kta2FvIiKzwnBD2apYERg6VNz/6ivg6VN565HV++8Dzs6ij+7MGbmrISKiN2C4obcaM0Zsjv33369v22BVHB2B0FBxn11TREQmi+GG3srZGfjxR3F/zhwxg8pqcbViIiKTx3BDOdK0KfDxxxlr37x8KXdFMmnZUvw8ehR48EDeWoiIKEsMN5RjM2YAnp5i1eI5c+SuRibFigHVq4sBxVytmIjIJDHcUI55eQFTp4r7ERFi/ymrxK4pIiKTxnBDudKzJ1CvHpCSInYOt8oZ0a1bi5/btgGpqfLWQkREr2G4oVyxsQHmzwfs7ETDxbp1clckg6pVxRLOycnA3r1yV0NERK9guKFcq1ABGD5c3P/qKyAxUd56jM7GJmNgMaeEExGZHIYbypNRo4CAAODePbEOjtXhasVERCaL4YbyxMkJmDdP3J87FzhyRN56jC40FHBwAG7eBC5elLsaIiLKhOGG8qxxY6BrV9Fw0acPkJ4ud0VG5OIitmMA2DVFRGRiGG4oX6ZPBwoWFFstffed3NUYGaeEExGZJIYbypciRYBp08T9ceOAW7dkLce4NOHm4EHg33/lrYWIiLQYbijfevQAQkKAZ8+sbO0bX1+gUiWxJ8XmzXJXQ0RE/2G4oXxTKMTgYnt7sSPB6tVyV2RE7JoiIjI5eQo3v/zyCzZu3Kh9PGzYMHh6eqJOnTq4ffu23ooj81GuHDBypLg/YACQkCBrOcajWa14yxYrG1FNRGS68hRuJk6cCCcnJwDAoUOHMHfuXEyZMgWFCxfGoEGD9FogmY+RI4GyZYH4+IygY/Fq1hQDjxITgQMH5K6GiIiQx3Bz584dBAQEAADWr1+Ptm3bok+fPoiOjsa+ffv0WiCZDwcHsTUDILqpDh2Stx6jUCqBFi3EfU4JJyIyCXkKN66urvj3v9kh27ZtQ5MmTQAAjo6OeP78uf6qI7PTsKEYYAxY0do3HHdDRGRS8hRumjRpgt69e6N37964cuUKWvz3L9fz58+jVKlS+qyPzNC0aUDhwsC5c2IdHIvXtKnYSfTKFXEjIiJZ5SnczJ07F8HBwXj06BF+//13FCpUCABw4sQJdOrUSa8FkvkpVCgj1IwfD9y4IW89BufuLubCA2y9ISIyAQpJsppVSQAASUlJ8PDwQGJiItzd3eUux2JJkth+aedO0bCxZYuYMm6xvvsOGDgQaNRI/NJERKRXufn+zlPLzZYtW7B//37t47lz56JKlSr4+OOP8eTJk7xckiyMZu0bBwdg2zZg5Uq5KzIwzbibffusaB48EZFpylO4GTp0KJKSkgAAZ8+exddff40WLVrg5s2bGDx4sF4LJPNVpgwwZoy4P3Ag8PixrOUYlr8/UL488PIlsHWr3NUQEVm1PIWbmzdvokKFCgCA33//Ha1atcLEiRMxd+5cbOYy9JTJ0KHiO//hQ2DECLmrMTDOmiIiMgl5Cjf29vZ49uwZAGD79u1o2rQpAKBgwYLaFh0iQHftm4ULgUy9mZZHs1rxpk2ASiVvLUREVixP4aZevXoYPHgwoqKicPToUbRs2RIAcOXKFRQvXlyvBZL5q18f6N1b3P/sMyAtTd56DCY4GChQQPS/WcUKhkREpilP4eb777+Hra0t1qxZgx9//BHvvPMOAGDz5s1o1qyZXgskyzB5MlC0KHDhAjB1qtzVGIitLdC8ubjPrikiItlwKjgZzfLlQOfOoqvq7Fkx4NjirFwJdOoEBAaKVQyJiEgvcvP9nedwo1KpsH79ely8eBEAEBgYiA8++ABKpTIvlzMahhv5SBIQFgbExACNG4ufFrf2zZMnYiNNlUqsXujnJ3dFREQWweDr3Fy7dg3ly5dHt27dsHbtWqxduxZdunRBYGAgrl+/nqeiyfIpFMCPPwKOjsCOHcCvv8pdkQEUKADUqyfus2uKiEgWeQo3/fv3h7+/P+7cuYOTJ0/i5MmTiIuLg5+fH/r376/vGsmC+PsDY8eK+4MGAf/tv2pZOCWciEhWeeqWcnFxweHDhxEUFKRz/PTp06hbty6Sk5P1VqC+sVtKfmlpQLVqwPnzQM+ewE8/yV2Rnl2+DJQrB9jbA//8A7i5yV0REZHZM3i3lIODA54+ffra8eTkZNjb2+flkmRF7O2BBQvE/Z9/BvbskbcevStbFggIECkuJkbuaoiIrE6ewk2rVq3Qp08fHDlyBJIkQZIkHD58GJ9//jk++OADfddIFqhOHbHmDSB+pqbKW49eKRTsmiIiklGews3s2bPh7++P4OBgODo6wtHREXXq1EFAQABmzZql5xLJUkVHA15eohdn0iS5q9EzzWrFGzcCarW8tRARWZl8rXNz7do17VTw8uXLIyAgQG+FGQrH3JiWVauAjh1FV9WZM8C778pdkZ6kpYkp4UlJwOHDQO3acldERGTWcvP9bZvTi75tt+9du3Zp78+YMSOnlyUr1749sGQJsGUL8PnnwM6dFrL2jb29WNRn9WrRNcVwQ0RkNDkON6dOncrReQqL+GYiY1EogB9+EAv67t4N/PIL0KOH3FXpSevWGeEmKkruaoiIrAa3XyCTMGUKMHw4UKgQcOkSULiw3BXpwT//iA21JAm4cwfgprJERHlm8KngRPo2aBBQqZJY1O/rr+WuRk8KFxY7hQOcNUVEZEQMN2QS7OyA+fNFN9XSpWLsjUXglHAiIqNjuCGT8d57wBdfiPuffw68eCFvPfkWGQncvSvu79gBPHuW8VxUlHieiIj0juGGTMrEiYCPD3D1qrhv1pRKYO5cwMNDJLUdO8TxqCixwZZSKW99REQWiuGGTIqHBzB7trg/aRLw3zJK5ikiApgwAUhMFI81s6bGjhXHIyLkrY+IyEJxthSZHEkCPvhAZIH69cUUcRtzjuHdugHLlmU8ZrAhIsq13Hx/M9yQSbp9G6hQQQxTWbQI6NVL7ory4cULwMlJ3FcqgZcv5a2HiMgMcSo4mb2SJUUDBwAMHQo8fChvPfkydWrGfZUqY98pIiIyCIYbMlkDBgBVqgBPngBv2f3DdGUeY6NJaxs2AJ07y1sXEZEFY7ghk2VrCyxYIMbb/PorEBMjd0W59Org4TFjgN69xXPLlwN9+shbHxGRhWK4IZNWsybQr5+4/8UXwPPn8taTKyqV7uBhhQL48UegRQvx+H//E3PeiYhIrzigmExeUpIYXHz3LjBqFPDtt3JXlE/JyUCjRsDx44C/P3DwoNiDioiI3ogDismiuLsDdeuK+1OmAOfO6T5vdov9urqKcTd+fsD162KLhpQUuasiIrIYDDdkFipWFD9fvgQ++wxQq8Vjs13s18sL2LJFbIN+7BjQsSOniBMR6QnDDZmFiIiM3cIPHhRr35j9Yr9lywJ//QU4OoqWnL59xQqGRESULxxzQ2alRQtg8+aMx19/DUybJl89erF+PfB//yeCzbffioFFRESkg2NuyGL99ZfuVgxz5ojZVJrNt81SeLj4RQBg9Ghg6VJZyyEiMneyhpu9e/eidevWKFasGBQKBdavX//W1+zevRvVqlWDg4MDAgICsGTJEoPXSaZj4kQx3sbOTjxOSxMbb/v7A/37A/fuyVtfnvXtCwwbJu736mWGi/oQEZkOWcNNSkoKKleujLlz5+bo/Js3b6Jly5Zo1KgRYmNjMXDgQPTu3Rtbt241cKVkCjKPsUlLy1jwt2RJIDVVNH74+wMDBwL378taat5ERwOdOomBxW3bArGxcldERGSWTGbMjUKhwLp16xAeHv7Gc4YPH46NGzfiXKa5wB07dkRCQgK2bNmSo/fhmBvz9KbBw5rjPXqI9fAOHBDHHR3Fon/Dh4uJSWYjNRVo3hzYtQvw8QEOHwZ8feWuiohIdhY75ubQoUMIDQ3VORYWFoZDhw698TWpqalISkrSuZH5eXWxX42ICHG8ZElg3z5g2zYgOFhsxD1zplhKZsgQM9p408EBWLtWzH2/f18EnSdP5K6KiMismFW4iY+Ph9cr/wz38vJCUlISnr9hXf7o6Gh4eHhobyVKlDBGqaRnkZFvnu4dESGeVyiAJk1E682WLUDt2mK7hunTRcgZNgx49MiYVeeRpyewaRPwzjvAhQtiwHFqqtxVERGZDbMKN3kxcuRIJCYmam937tyRuyQyMIUCCAsDDh0SGaFmTeDZM2DqVBFyRowA/vlH7irfokQJMefd3R3Yuxfo1i1j5UIiIsqWWYUbb29vPHjwQOfYgwcP4O7uDicnpyxf4+DgAHd3d50bWQeFQvTqHDki1sirXl3scjB5sgg5o0YB//4rd5XZCAoC1q0TU8N++y1jNhUREWXLrMJNcHAwduzYoXMsJiYGwcHBMlVE5kChAFq2FLsc/PknULWq2LsyOlqEnDFjgMeP5a7yDd5/H9AsdzB9OvDdd7KWQ0RkDmQNN8nJyYiNjUXsf1Neb968idjYWMTFxQEQXUrdunXTnv/555/jxo0bGDZsGC5duoQffvgBv/32GwYNGiRH+WRmFAqgdWvgxAmxKHCVKsDTp2JRYD8/YNw4ICFB5iKz8vHHwKRJ4v6gQcDvv8tbDxGRiZM13Bw/fhxVq1ZF1apVAQCDBw9G1apVMXbsWADA/fv3tUEHAPz8/LBx40bExMSgcuXKmD59OhYtWoSwsDBZ6ifzpFAAbdqIkLN2LVCpEpCUJGZdlSoFjB8PJCbKXeUrhg0DvvxSbNHQuTOwf7/cFRERmSyTWefGWLjODb1KrRZDWyIjAc0SSp6ewODBwIABYkyvSVCpxOJ+f/wBFCggdhAtV07uqoiIjMJi17khMgQbG5EZTp8W43YDA0X31NixoiXn229Fy47slEpg+XLgvffE2jfNmgHx8XJXRURkchhuiP5jYwO0awecOQOsXAmULy8yxJgxYkxOdLQYoyMrZ2exe2iZMsDt22KktOxFERGZFoYbolfY2AAdOgBnz4qGknffFbOpRo0SIWfyZDHbSjaFC4s1cIoUAU6eFIksPV3GgoiITAvDDdEbKJViH8vz54H//Q8oW1asizNihAg5U6eKdXNk4e8PbNwoWnK2bgU++0wMNiYiIoYbordRKsUEpfPngaVLgYAAscLxsGFA6dJi+Zlnz2QorGZNMUjIxgZYvFhM8yIiIoYbopyytQW6dgUuXhTr6vn7iw05hwwRIWfmTLGXlVG1bAn8+KO4P3488NNPRi6AiMj0MNwQ5ZKtLdC9uwg5P/8suqgePBBTx0uXFosIGzXk9OkjRj0Dontq0yYjvjkRkelhuCHKIzs74JNPgMuXgUWLgJIlxczsgQNFq07z5mLV46xERYl1dfRmwgSxuaZKJQYYHz+ux4sTEZkXhhuifLKzA3r1Aq5cAebPB3x9gfv3gS1bROZo1QpITc04PypKrKGjVOqxCIUCWLgQaNJEDABq2RK4cUOPb0BEZD64QjGRnqWlie6qb78F/v5bHHN3B6ZNE6Fn3DgReiIiDPDmSUlASAgQGyumdx08CBQqZIA3IiIyrtx8fzPcEBlIaqoY3ztihO46e8OHZ+yDaRD37gHBwUBcHFCnDrB9O+DkZMA3JCIyPG6/QGQCHBzEXpcPH+p2QS1dCuzcacA3LlZMLPLn6Slabjp3FmNxiIisBMMNkYFNnSqyhZ2deHz/PhAaCowebcCFhStUEBts2tuLXUEHDuQif0RkNRhuiAxIM3h4wgQxFkczzkaSgIkTxfCYW7cM9OYNGoillQHg++/FaoNERFaA4YbIQDIHG02omTBB3ADRbXXoEFClCrB6tYGKaNcOmDFD3B86VOwISkRk4WzlLoDIUqlUWc+K0jz+91/g6FERcNq3F2vxzZwptovSq0GDxODiWbPE6oPe3kDDhnp+EyIi08HZUkQySk8Xi/lFR4uuqgoVRONKUJCe30itFludr1kDeHgA+/cDFSvq+U2IiAyHs6WIzISdnVgPJyZGNKhcuADUqiW2i9LrPztsbIBly4B69YDERLF88t27enwDIiLTwXBDZAIaNwbOnAFatABevBBTyD/6CHj8WI9v4ugoZlCVKydWF2zRQgQdIiILw3BDZCKKFAH++kuM/7WzA9auFYON9+/X45sULCjWwPH2FmmqbVsxjYuIyIIw3BCZEBsbMf730CEgIAC4c0dMF4+K0uM6fKVKiZ3DXV2BHTuAnj25Bg4RWRSGGyITVL06cPIk0LWrGAs8dqxY+E9vw2SqVhWDi21tgV9/FSsKEhFZCIYbIhPl5ia2ali6FHBxAXbvBipXFl1XehEWJnYSB8R0rR9/1NOFiYjkxXBDZOK6dgVOnQKqVRNr43zwATBggBh4nG89emSsKtivnxhwTERk5hhuiMxAmTJiD8xBg8Tj2bPFxt+XL+vh4mPGAL17i/6vTp2Aw4f1cFEiIvkw3BCZCQcHMZNq40agcGEgNlaMzVmyJJ/jgRUK0SXVogXw/LmYl3716uvnRUWJFQeJiEwcww2RmWnRAjh9Gnj/fSAlBfjkE6BzZyApKR8XtbUFVq0CihUDnj0DatcGHj7MeF6zUZZSme/6iYgMjeGGyAwVKwZs2yZWN1YqgRUrxASoY8fycVFXVzFFy9MTePJEDPJJScl6B1AiIhPGcENkppRKYNQoYO9eoGRJ4MYNoE4dYOpUMXwmT7y8gCNHACcnMe/c3Z3BhojMDsMNkZmrU0eMv/noI+DlS2DYMNF19eBBHi9YtqxY3A8QKUmhAPr311e5REQGx3BDZAE8PYHffgMWLBCNLlu3ijVxtm3L4wW3b8+4L0ki8Ny5o49SiYgMjuGGyEIoFMCnnwLHjwMVK4qWm7AwYPjwXG4flXmMzcmTYizOw4dAYKBoIiIiMnEMN0QWpkIF4OhR4IsvxOMpU4D69cWYnLd6dfBw1arA+fNiV8+nT8Usqq1bDVo/EVF+MdwQWSAnJ+CHH4DffxddVkePipyycuVbXqhSvT542NcXuHIF8PMTTUAtWwI//WTI8omI8kUhSda1HXBSUhI8PDyQmJgId3d3ucshMri4OODjj4EDB8Tjnj3FCscuLrm8UFoa0KsX8L//iccREcD48aI/jIjIwHLz/c2WGyIL5+srNt2MiBA55OefxcrGuR4+Y28vdvEcM0Y8jooCunfP5YAeIiLDY7ghsgK2tqK3aedOsQDg5cti+Mz33+dy6waFQoSahQvFQjvLlgHNmwOJiQarnYgotxhuiKxIw4Zi64ZWrUSDy1dfAeHhYrfxXOndG9iwQcyk2rkTqFePU8WJyGQw3BBZmcKFgT//BL77TvQ0/fmnWBNnz55cXqhZM2DfPsDHBzh3DnjvPU4VJyKTwHBDZIU0iw4fPizW57t7V2zEGRIixghnJctNwatUERcJDATu3RNzzjlVnIhkxnBDZMWqVgVOnAB69BA7LezdKwLMkCG652W7KbivL7B/P9CoEZCczKniRCQ7hhsiK+fqCixeDPz6K+DmJo5Nny6mjwM53BTc0xPYsgXo2lWsldO7t3iRda00QUQmguvcEJHW9etAx45iCwcAsLERLTo53hRckkSo+eYb8bhrV2DRIjG4h4goH7jODRHlib+/WOxv6FDxWK0WP+PjgZs3c3ABzVTxRYt0p4onJBiqZCKi1zDcEJEOe/uM7inN4sM//ACUKQN06QKcPZuDi/TqBWzcyKniRCQLhhsi0pF5jI1KBXzyiTiuUolxOZUqAa1bZ2zn8EZhYRlTxc+f51RxIjIahhsi0np18LBmu4YJE8TzFSqIYxs2iMaYBg2AzZuzGTec1VTxLVuM9esQkZViuCEiraw2BQfE4wkTgHbtgEuXRK+TnZ1omGnRImPH8Zcvs7ioZqr4+++LqeKtWnGqOBEZFGdLEVGe3L0LzJwJzJsHpKSIY6VLA8OGif00HR1feUFampgivmyZeDxmjEhM3FWciHKAs6WIyODeeQeYNg2IixOrGhcqBNy4AXz+OeDnB0yZAiQlZXqBvT3wyy8ZzULffMNdxYnIIBhuiChfChYU43Ru3wZmzQKKFxdTx4cPFz1So0cDDx/+d7JCIVprOFWciAyI4YaI9MLFBRgwQCwEuHgxUK4ckJgITJwIlCwJ9OsH3Lr138lZTRWPi5OzfCKyIAw3RKRX9vZir6rz54G1a4GaNYEXL4C5c4GAALFo8blz4FRxIjIYhhsiMggbG+DDD4EjR4AdO4DQUDEb63//A4KCgA8+AA49r5IxVfz+fU4VJyK9YLghIoNSKMQs8JgY4NgxoG1bceyvv4A6dYCQrr7YHrkfUuap4osWyV02EZkxhhsiMpoaNYA1a4CLFzPWytm7F2jSzhO1/tmMmw26ieadTz8Vs6qsa6UKItIThhsiMrp33xWNMzduAIMHi8HIx8/Yo/TeJZhTgFPFiSh/GG6ISDbFiwPTp4tp5JGRQMGCCvR/MgE98RNeQkwVfxnajFPFiShXGG6ISHaFCgHjxonZ4DNnAjHFe6IlNuIpXGG7bxcelK2Hf09xqjgR5QzDDRGZDBcXYOBAsVZOx5/D0LXkPtxFMXg9Oo+0au9hcsdTuH1b7iqJyNQx3BCRybG3Bz75BFh7owrOzD+Ma04V4YP7+HJVA3xZegu6dRNL4xARZYXhhohMlo0N0LxPCfjf3YfHVd+HG5Lxh7oV7JctQsWKQJs2Yi/OqKisXx8VJcbyEJF1YbghIpOnKOCJgoc3A926wRYqLMKn+AZj8OefEn76Sext1a2b7szxqChxXKmUr24ikgfDDRGZB3t7YMkSkVgAjMa3OOjfDc62Yqr4smVip/IVK8QSOWPHij06NZuQE5H1YLghIvOhUADjxwM//QQolQi+/j/8W6sZRn6RADs7sYPDxx+LJXLKlAEKFwbu3JG76CxERrIvjciAGG6IyPz07KndVdzx4C5MXFMWD47F6XRBXb0K3PsyCj/5RqJqVdGSc+wYoFbLV7aWUikKejXgsC+NSC8YbojIPGl2FXdzAx49gnOtQASpTsHeXjy9uHQUojAWaigRGytyQ61aouuqd2/gjz+AlBSZao+IEH1mmQOOJtiwL40o3xSSJP/mLXPnzsXUqVMRHx+PypUrY86cOahVq1aW5y5ZsgSffPKJzjEHBwe8ePEiR++VlJQEDw8PJCYmwt3dPd+1E5HM7txBcvkacE15iJdKe9iuXonDU/fivUOzcLT2VwiY0gf796iwf/dLHD2kQupzFZQQN2e7l6heRYXgWirUrqFC4QIq4OVLsb9V5puhjp05I+a029iIJqVOnUSfWqlS4hgRaeXm+1v2cLNq1Sp069YN8+bNQ+3atTFr1iysXr0aly9fRtGiRV87f8mSJRgwYAAuX76sPaZQKODl5ZWj92O4IbIsUVHAtLGJuFmgGgo+uSF3Ofrh5gYEBQGVKmXcgoIA/p1FViw339+2RqrpjWbMmIFPP/1U2xozb948bNy4ET///DNGjBiR5WsUCgW8vb2NWSYRmSiVChgywQMFh18EnJwyBtV4eOBZmhKSQgkXD1sxjiXTTbK1RWq6EokpSjxJUiIpRbTnvIQtVFBCaa9EwSJKFPZSorCXLZT2yteuAdvXr/vG41kd274d2LRJ3FepAB8f4N9/gadPgYMHxS2zUqWAypV1Q4+/P8foEL1C1nCTlpaGEydOYOTIkdpjNjY2CA0NxaFDh974uuTkZJQsWRJqtRrVqlXDxIkTERgYmOW5qampSE1N1T5OSkrS3y9ARLLTTiyKmiyCjb292En866/hnM3YFQUAx/9uXgAePgQ2bwb++gvYuhVITgZwV9wcHYHGjYHWzYFWrcS4nXyLihLBRjPGRjPmZtw4oH170WV1+rT4eeYM8PffwK1b4vbHHxnXcXICKlbUDT1BQUDBgnookshMSTK6e/euBEA6ePCgzvGhQ4dKtWrVyvI1Bw8elH755Rfp1KlT0u7du6VWrVpJ7u7u0p07d7I8f9y4cRKA126JiYl6/32ISCYTJkgSIH5m9TiXXryQpK1bJalfP0kqWVJcKvOtalVJGjtWko4dkySVSg/1vu24JEnSv/9K0u7dkjR7tiT16iVJNWtKkpPT68VpbsWLS1KLFpI0YoQkrVghSefPS1J6el4+DiKTkJiYmOPvb1nH3Ny7dw/vvPMODh48iODgYO3xYcOGYc+ePThy5Mhbr5Geno7y5cujU6dOiMpi3YisWm5KlCjBMTdEluJNs4z0NPtIkoBz54ANG0SrzuHDuish+/iI1pzWrUXrjrNzDi4aGSm6krKqKypKdFHlZK0blUrsMqpp3dG09ty6lfX5Dg5AhQoZLTya1p4iRYxXM1Eemc2Ym8KFC0OpVOLBgwc6xx88eJDjMTV2dnaoWrUqrl27luXzDg4OcHBwyHetRGSiVKqsA4zmsUqVr8srFKKXJygIGDlSdF9t2iSCzrZtYuHAhQvFzdERCA0VYSfb7qvsQkBugphSCZQtK24ffZRxPDFRJLLMoefMGdHXduqUuGXm7a07jqdSJaB8eWjn1Wve67/Vod8YIolMhOyzpWrXro1atWphzpw5AAC1Wg1fX1/069fvjQOKM1OpVAgMDESLFi0wY8aMt57P2VJEpC+pqcDu3SLo/PUXEBen+3y1aqJFp3VrcV+hEMdlaQRRq0WLzquB59o13aYoDVtbEXAyB54dO4Bp014fJ8S1ecgIcvX9beAusrdauXKl5ODgIC1ZskS6cOGC1KdPH8nT01OKj4+XJEmSunbtKo0YMUJ7/vjx46WtW7dK169fl06cOCF17NhRcnR0lM6fP5+j98tNnx0RUU6p1ZJ05owkffutJL33niQpFLpDYIoVk6Q+fSTpzz8lKSIi90NuDCY5WZKOHJGkBQvEIKMGDSTJ0/PNY3mcncVPpVL8jIw0YrFkzXLz/S37VPAOHTrg0aNHGDt2LOLj41GlShVs2bJFu25NXFwcbDItZvXkyRN8+umniI+PR4ECBVC9enUcPHgQFSpUkOtXICLS6b4aNQp48EC3++rePWDBAnFzchI9SWPHAklJwNSpMjaCuLiIpZszL5wqSWJ2VuZxPGfOAJcvA8+eiXM03X3ffw/cvQu0awc0aiRafIhkJnu3lLGxW4qIjO3FC2DPnjd3XykUIk/07g38+KMJ54Pnz4HBg4F58zJWVc6sUCEgPFwEnfffB+zsZCmTLFNuvr+5vjcRkYE5OoqtsL7/Xgx7OX1a7LJQu7Z4XvNPzEWLgKJFgQ4dgMWLxWBlkzJtmgg2EyboDgyqUUNswf7vv2LH9mbNxCDlXr2ALVvEukNERsSWGyIimWi6omxtxXZTjo6ilSezypWB5s1FXqhTR8bGkLdNuY+MBOrXB1avBtauFdPKNAoUANq0ES06oaG6s7CIcsis9pYyNoYbIjIFr2YFzeNPPxVr52zeDBw/rjuRyd1dZINmzcStRAkjFpybKV4qldixffVq4PffxQAkDQ+PjKDTpIlYe4coBxhussFwQ0Ryy+m6g48eicHIW7aILSEePdK9TmCgCDnNmwP16ploTlCpgAMHMoJO5r42d3fggw9E0GnaVDRdEb0Bw002GG6ISG55WedGrQZOnhQtOlu2iJWSM4/ndXERY3g1YcfPz5C/QR6p1bpB5969jOfc3ETQ+egj8Usw6NArGG6ywXBDRJbg8WOxqbgm7MTH6z5ftmzGWJ2QEDH93KSo1cChQyLorFkjppNruLqKlQ/btRO/gMkVT3JguMkGww0RWRpJEjOwNEHnwAHdXSccHYGGDUXYad4cCAjIWC3ZJKjVwJEjGUHnzp2M51xcxF4W7dqJ4nO0eRdZIoabbDDcEJGlS0wUOyVows7ff+s+X7p0RqtOo0YiP5gMtRo4elSEnNWrdRcFcnYGWrYUQadFCxMrnAyN4SYbDDdEZE0kCTh/XoSczZvFJKb09Izn7e2BBg0ywk758ibUqiNJwLFjGS06mXc7d3ISQeejj8RPV1fZyiTjYLjJBsMNEVmz5GRg586MsJM5LwCAr2/GoOT33xcTmgCZNvvMTJKAEydE0Fm9Grh5M+M5JydRcLt2Iui4uWU8J3vhpC9coZiIiLLk6iomJf3wA3DjBnDpEjBzplhB2cFB9AItWAB8+KHYTaFRI2DyZDENfexYkQcy00xfVyoNXLhCIVZCnjwZuH5dBJ0RIwB/f7EtxNq1QKdOYonnDz8Eli8XG3cplTIXTnJgyw0REQEQe2Lu2ZMxVufqVd3n3dyAp0+B9u2B+fOBOXNk2uwzM0kCYmMzxuhkLtrBQaQ2Ozsx9fzVFRNlLZxyi91S2WC4ISLKmevXM7qvdu3K2BA8s0aNgEmTgOrVTaARRJLE7uWarqsrVzKeUypFF5RmrwsGG7PDcJMNhhsiotx78UIMRt6yRXRjvfrNUbCg2E2hWTOx2HCxYvLUqSVJwLlzGUHn0iXd5zt0EN1YzZqZ6NLO9CqGm2ww3BAR5Z2mR8feXmz2XaGCWH8vMVH3vKAg0SPUrJkJbA0hSUD//mJb9ld5egJt2wIffyxWO5S9+YnehAOKiYhI7zIPVUlNFT8vXAAGDQL27xe9PDVrirG/Z88C06aJjT4LFhSTmGbPFj1FRv8n9TffiGAzYYJYR+ezz8RxNzcgIQH46SegcWOxE+nAgWJBQev6d7/FYcsNERG9VU43+wSAf/4RW0Ns3SpumffKBIBSpUSrTliYyBQG/av4bYV/8okYh7NmDfDkScbzpUuLbquPPxbNUyQ7dktlg+GGiCj38rpcjCSJVhxN0Nm3T3RnadjaAsHBGWGnWjXARp99CjktPC1NbMG+fDnwxx+6o6crVRJBp2NHkcxIFgw32WC4ISKST0oKsHu3CDpZTTcvUkQMTA4LEwOTvb1lKvLPP4EVK0SRmZd0rlNHtOa0ayfW1CGjYbjJBsMNEZHpuHkzo1Vnxw6xjk5mVapktOrUrSsGMhvV48dijZwVK0Qq03xlKpWiT+3jj8Wigfw+MTiGm2ww3BARmab0dODQoYxWnZMndZ93cRFbQmjCTkCAkQu8exf47TcRdI4dyzju4CBGTH/8sdjQ08nJyIVZB4abbDDcEBGZh4cPgZiYjJadhw91n/f3zwg6jRrpbillcNeuiZCzfLnuGjpubsD//Z8Yo9O4sRhURHrBcJMNhhsiIvOjVgOnT2cEnf37xULDGnZ2ottKE3YqVxYDkw2+b6YkicJWrABWrhSbc2kUKSL2qujUSYya1utIaevDcJMNhhsiIvP39KnYEkLThXXjhu7zRYuKkPPsme62UhoG2V5KrQYOHhRB57ffxJx4DV9fEXI6dRKzrxQKPb2p9WC4yQbDDRGR5bl2LaNVZ+dOMeHpVQ0aiPX8duwAxo838PZS6enijVasEDuWJydnPFehQkbQ8fc3UAGWh+EmGww3RESWLTVVNKBoWnVOn379nAoVxMrKzZoBxYsbuKDnz4GNG0XQ2bhRFKhRq5YIOR06AD4+4pjB+9LME8NNNhhuiIisS3y8WJ/vk09Ez9GrKlYUIcco+2AlJgLr1omgs317RkEKhRgV3amT6GOLjjZSX5r5YLjJBsMNEZH1eXXDz0aNRIPKq9tIaaabN28uwo6fnwGLevBA7Fi+YoVoatKwsxPbP1y+DIwZI4o39WBjhNYmhptsMNwQEVmXV3NB5sdffimmm2/ZIm4PHui+tmzZjKATEmLAJWxu3RKzrZYvF/tVZKZQiATm5yemgbm5Zdzc3bO+/+pjQ+92npvNx/KI4SYbDDdERNYjN9+5munmW7YAmzeLxhSVKuM1jo5Aw4YZXVhlyxpo0tP58xlr6Ny8qZ9rOjllH36ye+7Vx2/qt8suReqhtYnhJhsMN0RE1iM/vSWJiWLC0+bNIvD8/bfu835+GUHn/fcBV1c9Fz9hAjBunOimSk8HPvoICA0V8+CfPgWSkrK+n/lx5l1K9cXO7s3h5/p1sbS0ra1YiEiP3WgMN9lguCEiotySJODChYygs3ev7n6adnZA/foi6DRvDgQG5rNVR1+tIKmpuqEnu1D0poCkuf/8ee5+B3t73Zlh+cRwkw2GGyIiyq/kZLGIoKYL69Xeo+LFM1p1QkMBD49cXNwI41fy5OVL8YtnF4r++EM0d8nccsNNL4iIiHLJ1RVo3VrcJAm4ejVjUPKuXaILa9EicVMqgTp1MsJOlSpv2YlBpco6FGgeZx4IZEy2toCnp7hlJSpKBJtXW5sAo4cxttwQERHp0fPnottK04V1+bLu815eYmuIZs2Apk2BQoV0nzfLNfxMbLYUW26IiIj0yMkpYwNPQHRZaVp1duwQ082XLhU3hUIsUqyZbl6jhgg2WTV4ZM4JJsfEWpvYckNERGQkqanAgQMZY3XOndN9vlAh0ZqTmiq2pDLQrGqzxAHF2WC4ISIiU/H332IPrM2bxWKCSUmvn2NjI9bg+fxzYNYsA28PYcIYbrLBcENERKYoPV1sB6EZq3Py5Ovn2NqKaeZVqgBVq4pblSpimRlLx3CTDYYbIiIyB8OHA1OmiDE4KpVYIfnFi6zP9ffPCDqa0KPZZNxScEAxERGRGYuKEsHm1TE3gweLxQJPnRK32Fjgzh2xMPD168CaNRnX8PJ6PfD4+79lGrqFYLghIiIyIVkNHtb8HDtWLDMzfnzG+f/8I0JO5sBz+bKYlaWZpaXh5ib23swcegIDxWLCloThhoiIyITkdlZ14cJiFeTQ0IxjKSlic/HMgefMGbGI8P794qZhZycCTubAU7myeY/j4ZgbIiIiK/DyJXDpkm7gOXUKSEjI+vyAAN1By1WrAt7eWZ9rjIUHOeaGiIiIdNjaAhUrilvXruKYJAG3b2cEHk3o+ftv4No1cVu9OuMa3t4ZgUcTekqXNr2FB9lyQ0RERDoePcp6HE9WicHNTYSc9HTg8GHgiy/EejyTJ+t34UFOBc8Gww0REVHupaSIcTuZA8/Zs2I15VcpFCII6XNFZYabbDDcEBER6Ud6+uvjeHbvFs/Z22cdfPIqN9/fVjDbnYiIiAzBzg4ICgK6dQNmzgTef18ct7cH0tLEmBs5MNwQERFRvmUePJyaKn6OHStPwOFsKSIiIsqXty08mPmxMTDcEBERUb7kduFBQ+OAYiIiIjJ5HFBMREREVovhhoiIiCwKww0RERFZFIYbIiIisigMN0RERGRRGG6IiIjIojDcEBERkUVhuCEiIiKLwnBDREREFoXhhoiIiCyK1e0tpdltIikpSeZKiIiIKKc039s52TXK6sLN06dPAQAlSpSQuRIiIiLKradPn8LDwyPbc6xu40y1Wo179+7Bzc0NCoVCr9dOSkpCiRIlcOfOHW7KaUD8nI2Dn7Nx8HM2Hn7WxmGoz1mSJDx9+hTFihWDjU32o2qsruXGxsYGxYsXN+h7uLu7838cI+DnbBz8nI2Dn7Px8LM2DkN8zm9rsdHggGIiIiKyKAw3REREZFEYbvTIwcEB48aNg4ODg9ylWDR+zsbBz9k4+DkbDz9r4zCFz9nqBhQTERGRZWPLDREREVkUhhsiIiKyKAw3REREZFEYboiIiMiiMNzoydy5c1GqVCk4Ojqidu3aOHr0qNwlWZzo6GjUrFkTbm5uKFq0KMLDw3H58mW5y7JokyZNgkKhwMCBA+UuxSLdvXsXXbp0QaFCheDk5ISgoCAcP35c7rIsikqlQkREBPz8/ODk5AR/f39ERUXlaH8ierO9e/eidevWKFasGBQKBdavX6/zvCRJGDt2LHx8fODk5ITQ0FBcvXrVaPUx3OjBqlWrMHjwYIwbNw4nT55E5cqVERYWhocPH8pdmkXZs2cP+vbti8OHDyMmJgbp6elo2rQpUlJS5C7NIh07dgzz589HpUqV5C7FIj158gR169aFnZ0dNm/ejAsXLmD69OkoUKCA3KVZlMmTJ+PHH3/E999/j4sXL2Ly5MmYMmUK5syZI3dpZi0lJQWVK1fG3Llzs3x+ypQpmD17NubNm4cjR47AxcUFYWFhePHihXEKlCjfatWqJfXt21f7WKVSScWKFZOio6NlrMryPXz4UAIg7dmzR+5SLM7Tp0+lMmXKSDExMVJISIg0YMAAuUuyOMOHD5fq1asndxkWr2XLllLPnj11jv3f//2f1LlzZ5kqsjwApHXr1mkfq9VqydvbW5o6dar2WEJCguTg4CCtWLHCKDWx5Saf0tLScOLECYSGhmqP2djYIDQ0FIcOHZKxMsuXmJgIAChYsKDMlVievn37omXLljr/XZN+/fnnn6hRowbatWuHokWLomrVqli4cKHcZVmcOnXqYMeOHbhy5QoA4PTp09i/fz+aN28uc2WW6+bNm4iPj9f5+8PDwwO1a9c22vei1W2cqW///PMPVCoVvLy8dI57eXnh0qVLMlVl+dRqNQYOHIi6deuiYsWKcpdjUVauXImTJ0/i2LFjcpdi0W7cuIEff/wRgwcPxqhRo3Ds2DH0798f9vb26N69u9zlWYwRI0YgKSkJ5cqVg1KphEqlwrfffovOnTvLXZrFio+PB4Asvxc1zxkaww2Zpb59++LcuXPYv3+/3KVYlDt37mDAgAGIiYmBo6Oj3OVYNLVajRo1amDixIkAgKpVq+LcuXOYN28ew40e/fbbb/j111+xfPlyBAYGIjY2FgMHDkSxYsX4OVswdkvlU+HChaFUKvHgwQOd4w8ePIC3t7dMVVm2fv36YcOGDdi1axeKFy8udzkW5cSJE3j48CGqVasGW1tb2NraYs+ePZg9ezZsbW2hUqnkLtFi+Pj4oEKFCjrHypcvj7i4OJkqskxDhw7FiBEj0LFjRwQFBaFr164YNGgQoqOj5S7NYmm+++T8XmS4ySd7e3tUr14dO3bs0B5Tq9XYsWMHgoODZazM8kiShH79+mHdunXYuXMn/Pz85C7J4jRu3Bhnz55FbGys9lajRg107twZsbGxUCqVcpdoMerWrfvaUgZXrlxByZIlZarIMj179gw2NrpfdUqlEmq1WqaKLJ+fnx+8vb11vheTkpJw5MgRo30vsltKDwYPHozu3bujRo0aqFWrFmbNmoWUlBR88skncpdmUfr27Yvly5fjjz/+gJubm7bv1sPDA05OTjJXZxnc3NxeG8Pk4uKCQoUKcWyTng0aNAh16tTBxIkT0b59exw9ehQLFizAggUL5C7NorRu3RrffvstfH19ERgYiFOnTmHGjBno2bOn3KWZteTkZFy7dk37+ObNm4iNjUXBggXh6+uLgQMH4ptvvkGZMmXg5+eHiIgIFCtWDOHh4cYp0ChzsqzAnDlzJF9fX8ne3l6qVauWdPjwYblLsjgAsrwtXrxY7tIsGqeCG85ff/0lVaxYUXJwcJDKlSsnLViwQO6SLE5SUpI0YMAAydfXV3J0dJRKly4tjR49WkpNTZW7NLO2a9euLP8+7t69uyRJYjp4RESE5OXlJTk4OEiNGzeWLl++bLT6FJLEZRqJiIjIcnDMDREREVkUhhsiIiKyKAw3REREZFEYboiIiMiiMNwQERGRRWG4ISIiIovCcENEREQWheGGiKze7t27oVAokJCQIHcpRKQHDDdERERkURhuiIiIyKIw3BCR7NRqNaKjo+Hn5wcnJydUrlwZa9asAZDRZbRx40ZUqlQJjo6OeO+993Du3Dmda/z+++8IDAyEg4MDSpUqhenTp+s8n5qaiuHDh6NEiRJwcHBAQEAAfvrpJ51zTpw4gRo1asDZ2Rl16tR5bdduIjIPDDdEJLvo6GgsXboU8+bNw/nz5zFo0CB06dIFe/bs0Z4zdOhQTJ8+HceOHUORIkXQunVrpKenAxChpH379ujYsSPOnj2LyMhIREREYMmSJdrXd+vWDStWrMDs2bNx8eJFzJ8/H66urjp1jB49GtOnT8fx48dha2vLnaOJzBQ3ziQiWaWmpqJgwYLYvn07goODtcd79+6NZ8+eoU+fPmjUqBFWrlyJDh06AAAeP36M4sWLY8mSJWjfvj06d+6MR48eYdu2bdrXDxs2DBs3bsT58+dx5coVvPvuu4iJiUFoaOhrNezevRuNGjXC9u3b0bhxYwDApk2b0LJlSzx//hyOjo4G/hSISJ/YckNEsrp27RqePXuGJk2awNXVVXtbunQprl+/rj0vc/ApWLAg3n33XVy8eBEAcPHiRdStW1fnunXr1sXVq1ehUqkQGxsLpVKJkJCQbGupVKmS9r6Pjw8A4OHDh/n+HYnIuGzlLoCIrFtycjIAYOPGjXjnnXd0nnNwcNAJOHnl5OSUo/Ps7Oy09xUKBQAxHoiIzAtbbohIVhUqVICDgwPi4uIQEBCgcytRooT2vMOHD2vvP3nyBFeuXEH58uUBAOXLl8eBAwd0rnvgwAGULVsWSqUSQUFBUKvVOmN4iMhyseWGiGTl5uaGIUOGYNCgQVCr1ahXrx4SExNx4MABuLu7o2TJkgCACRMmoFChQvDy8sLo0aNRuHBhhIeHAwC+/vpr1KxZE1FRUejQoQMOHTqE77//Hj/88AMAoFSpUujevTt69uyJ2bNno3Llyrh9+zYePnyI9u3by/WrE5GBMNwQkeyioqJQpEgRREdH48aNG/D09ES1atUwatQobbfQpEmTMGDAAFy9ehVVqlTBX3/9BXt7ewBAtWrV8Ntvv2Hs2LGIioqCj48PJkyYgB49emjf48cff8SoUaPw5Zdf4t9//4Wvry9GjRolx69LRAbG2VJEZNI0M5mePHkCT09PucshIjPAMTdERERkURhuiIiIyKKwW4qIiIgsCltuiIiIyKIw3BAREZFFYbghIiIii8JwQ0RERBaF4YaIiIgsCsMNERERWRSGGyIiIrIoDDdERERkURhuiIiIyKL8P9jE4k3AUF9kAAAAAElFTkSuQmCC\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "def plot_lrs(history):\n", " lrs = np.concatenate([x.get('lrs', []) for x in history])\n", " plt.plot(lrs)\n", " plt.xlabel('Batch no.')\n", " plt.ylabel('Learning rate')\n", " plt.title('Learning Rate vs. Batch no.');" ], "metadata": { "id": "Q-itzdT7STat" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "plot_lrs(history)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "id": "S6Yc6TZzS_Xw", "outputId": "901d9560-8a65-46c1-92da-b6e752c49a53" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## Testing with individual images" ], "metadata": { "id": "T4J3yS4WSTXh" } }, { "cell_type": "code", "source": [ "def predict_image(img, model):\n", " # Convert to a batch of 1\n", " xb = to_device(img.unsqueeze(0), device)\n", " # Get predictions from model\n", " yb = model(xb)\n", " # Pick index with highest probability\n", " _, preds = torch.max(yb, dim=1)\n", " # Retrieve the class label\n", " return train_ds.classes[preds[0].item()]" ], "metadata": { "id": "ZWqwpJVGSTO9" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "img, label = valid_ds[0]\n", "plt.imshow(img.permute(1, 2, 0).clamp(0, 1))\n", "print('Label:', train_ds.classes[label], ', Predicted:', predict_image(img, model))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 447 }, "id": "3JyAxM2JSTLx", "outputId": "1df84352-5df5-4b21-e1a3-8a4734e99547" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Label: airplane , Predicted: airplane\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "img, label = valid_ds[1001]\n", "plt.imshow(img.permute(1, 2, 0))\n", "print('Label:', valid_ds.classes[label], ', Predicted:', predict_image(img, model))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 465 }, "id": "DHxB2D5gSTHQ", "outputId": "7943be68-bfe5-436d-8b25-6d2efbf08498" }, "execution_count": null, "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": [ "Label: automobile , Predicted: automobile\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "img, label = valid_ds[6161]\n", "plt.imshow(img.permute(1, 2, 0))\n", "print('Label:', train_ds.classes[label], ', Predicted:', predict_image(img, model))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 465 }, "id": "82Ta6cyfSrn7", "outputId": "556f650c-3ce0-417e-d645-20905b4af5f4" }, "execution_count": null, "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": [ "Label: frog , Predicted: frog\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "torch.save(model.state_dict(), 'cifar10-resnet9.pth')" ], "metadata": { "id": "ynB1XC5_TOke" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [], "metadata": { "id": "BtXsJhhkkpK6" }, "execution_count": null, "outputs": [] } ] }