{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "domain_adaptation.ipynb", "provenance": [], "collapsed_sections": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "accelerator": "GPU" }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "Qd1-eVW2-Ci6" }, "source": [ "# Table of Contents:\n", "\n", "[0. Making imports](#zero)\n", "\n", "[1. The data](#one)\n", "- [1.0 Exploring the data](#onezero)\n", "- [1.1 Creating ways to interacts with the data](#oneone)\n", "- [1.2 Preparing the data for training/testing](#onetwo)\n", "\n", "[2. The Adversarial Autoencoder (AAE)](#two)\n", "- [2.0 Defining the AAE architecture](#twozero)\n", "- [2.1 Creating a way to load the model](#twoone)\n", "- [2.2 Creating the training loop](#twotwo)\n", "- [2.3 Defining a way to visualize the metrics](#twothree)\n", "- [2.4 Defining a way to evaluate the model](#twofour)\n", "\n", "[3. Training the AAE from scratch](#three)\n", "- [3.0 Training the model](#threezero)\n", "- [3.1 Visualizing the training metrics](#threeone)\n", "- [3.2 Evaluating the model](#threetwo)\n", "\n", "[4. Using a pre-trained AAE as a feature extractor](#four)\n", "- [4.0 Loading the pre-trained model](#fourzero)\n", "- [4.1 Evaluating](#fourone)\n", "\n", "[5. Finetuning a pre-trained AAE](#five)\n", "- [5.0 Loading the pre-trained model](#fivezero)\n", "- [5.1 Training the model](#fiveone)\n", "- [5.2 Visualizing the training metrics](#fivetwo)\n", "- [5.3 Evaluating the model](#fivethree)\n", "\n", "[6. Next steps](#six)\n", "\n", "[REFERENCES](#red)" ] }, { "cell_type": "markdown", "metadata": { "id": "Mo0J_K5x-wvf" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "htaqaOiFUaN_" }, "source": [ "# 0. Making imports" ] }, { "cell_type": "markdown", "metadata": { "id": "hTL5yt-KUEo9" }, "source": [ "First things first, since I'm using Google Colab to train the model, I have to mount my Google Drive:" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "pse3O0asUMiT", "outputId": "cbd9b376-525e-448f-ac79-395be83bc317" }, "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')" ], "execution_count": 1, "outputs": [ { "output_type": "stream", "text": [ "Mounted at /content/drive\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "qD67xrT_UNxl" }, "source": [ "And also import all of the libraries I'm going to use:" ] }, { "cell_type": "code", "metadata": { "id": "q3kJAhLRUUmf" }, "source": [ "import torch\n", "import torch.nn as nn\n", "from torch.nn import functional as F\n", "from torchvision import transforms\n", "from torch.utils.data import Dataset, DataLoader\n", "from torch.utils.data import Subset\n", "from torchvision.datasets import ImageFolder\n", "from torch.autograd import Variable\n", "import torch.optim as optim\n", "from torch.optim import lr_scheduler\n", "import copy\n", "import time\n", "from tqdm import tqdm\n", "import matplotlib.pyplot as plt\n", "from sklearn.metrics import confusion_matrix\n", "import seaborn as sns\n", "import numpy as np\n", "import os\n", "import tarfile\n", "import PIL\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import roc_curve\n", "from sklearn.metrics import auc\n", "from sklearn.metrics import precision_recall_curve\n", "from scipy.interpolate import interp1d" ], "execution_count": 2, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "2FqGUsu86I6p" }, "source": [ "We'll also disable the warnings (some appear do to the large `num_workers` that we use in our `DataLoader`s):" ] }, { "cell_type": "code", "metadata": { "id": "ZXyZDXUp6W3P" }, "source": [ "import warnings\n", "warnings.filterwarnings('ignore')" ], "execution_count": 3, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "EtOzFXkno_A6" }, "source": [ "For reproducible results we'll already set both Numpy's and PyTorch's seeds:" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "69lREBQepDJV", "outputId": "84c2e026-cc54-4f17-b7c0-b8be2065f2e6" }, "source": [ "np.random.seed(42)\n", "torch.manual_seed(42)" ], "execution_count": 4, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 4 } ] }, { "cell_type": "markdown", "metadata": { "id": "U2oqPGGLAIIb" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "xS9IgoOIUVvk" }, "source": [ "# 1. The data" ] }, { "cell_type": "markdown", "metadata": { "id": "1jWTNzFYAJFa" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "vZnd2h0TXdn3" }, "source": [ "## 1.0 Exploring the data" ] }, { "cell_type": "markdown", "metadata": { "id": "bTQ1u8nmUvrh" }, "source": [ "I cloned [this](https://github.com/zysymu/ML4SCI_GSoC) ML4SCI_GSoC github that I forked from the original. I also changed some files around, the `Domain Adaptation` directory contains ML4Sci's evaluation test files, together with the data, the network definition and the pre-trained network weights.\n", "\n", "I extract `lenses.tgz` in order to be able to work with the images. The code that does this is commented out because this only needs to happen once." ] }, { "cell_type": "code", "metadata": { "id": "s32pWkq6UtBT", "colab": { "base_uri": "https://localhost:8080/", "height": 53 }, "outputId": "7980315f-8d8c-4852-ba3c-4fef56e849ba" }, "source": [ "\"\"\"\n", "fname = '/content/drive/MyDrive/ml4sci/domain_adaptation/Domain Adaptation/lenses.tgz'\n", "extract_path = '/content/drive/MyDrive/ml4sci/domain_adaptation/'\n", "\n", "with tarfile.open(fname, \"r:gz\") as tar:\n", " tar.extractall(extract_path)\n", " tar.close()\n", "\"\"\"" ], "execution_count": 5, "outputs": [ { "output_type": "execute_result", "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" }, "text/plain": [ "'\\nfname = \\'/content/drive/MyDrive/ml4sci/domain_adaptation/Domain Adaptation/lenses.tgz\\'\\nextract_path = \\'/content/drive/MyDrive/ml4sci/domain_adaptation/\\'\\n\\nwith tarfile.open(fname, \"r:gz\") as tar:\\n tar.extractall(extract_path)\\n tar.close()\\n'" ] }, "metadata": { "tags": [] }, "execution_count": 5 } ] }, { "cell_type": "markdown", "metadata": { "id": "J0O8sQ8cV_xR" }, "source": [ "I then crate a variable that has the path to the directory that contains all lens images:" ] }, { "cell_type": "code", "metadata": { "id": "cwD8ZeT7WNj-" }, "source": [ "lens_dir = '/content/drive/MyDrive/ml4sci/domain_adaptation/lenses'" ], "execution_count": 6, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "ycG6GD6JW1mt" }, "source": [ "I also plot two random images from each category in order to have a better idea of how they look like:" ] }, { "cell_type": "code", "metadata": { "id": "Fp8I1k5MW8WK", "colab": { "base_uri": "https://localhost:8080/", "height": 710 }, "outputId": "4d7e3e11-dc44-4d65-9eb6-c3b4874fe3a5" }, "source": [ "sub_dir = os.path.join(lens_dir, 'sub')\n", "no_sub_dir = os.path.join(lens_dir, 'no_sub')\n", "\n", "# pick random images to plot\n", "sub_img = PIL.Image.open(os.path.join(sub_dir,'image_100015241301657914033614173596761104525.jpg'))\n", "no_sub_img = PIL.Image.open(os.path.join(no_sub_dir,'image_97223362218452437755314224058973719256.jpg'))\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(15,7), dpi=200)\n", "im1 = axs[0].imshow(sub_img)\n", "axs[0].set_title('sub')\n", "plt.colorbar(im1, ax=axs[0])\n", "\n", "im2 = axs[1].imshow(no_sub_img)\n", "axs[1].set_title('no_sub')\n", "plt.colorbar(im2, ax=axs[1])\n", "plt.show()" ], "execution_count": 7, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "Vb26MLwAXoNa" }, "source": [ "We can also check some characteristics of the images:" ] }, { "cell_type": "code", "metadata": { "id": "0CDd91_TXwu5", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "6349ab1d-4781-4924-e7e3-4c6ffc45f283" }, "source": [ "print(sub_img.getextrema())\n", "print(sub_img.size)" ], "execution_count": 8, "outputs": [ { "output_type": "stream", "text": [ "(0, 255)\n", "(150, 150)\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "DfIFkACWALVt" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "hC4MYEpTWS6Q" }, "source": [ "## 1.1 Creating ways to interact with the data" ] }, { "cell_type": "markdown", "metadata": { "id": "QKol5ma7Xkg9" }, "source": [ "Now we're concerned with creating a way that'll make it possible for our AAE to retrieve this data and use it for both training and testing (inference).\n", "\n", "Since our images are neatly packed in sub-directories, I'll make use of PyTorch's `ImageFolder` to create a dataset that contains all images and their labels:" ] }, { "cell_type": "code", "metadata": { "id": "38AVc4W7WedX" }, "source": [ "dataset = ImageFolder(lens_dir)" ], "execution_count": 9, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "5d-UYrdQw-dn" }, "source": [ "We can then check how many images are in each category:" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "R2mWhSgVC9lj", "outputId": "a79fc838-f15e-4c11-e152-cd464547430c" }, "source": [ "np.unique(dataset.targets, return_counts=True)" ], "execution_count": 10, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(array([0, 1]), array([5000, 5000]))" ] }, "metadata": { "tags": [] }, "execution_count": 10 } ] }, { "cell_type": "markdown", "metadata": { "id": "W6RqVD_ExDRe" }, "source": [ "And notice that they're very well distributed!" ] }, { "cell_type": "markdown", "metadata": { "id": "levZN6AkY1WW" }, "source": [ "We can then make a map between the label index and the actual label class:\n", "- `no_sub` = 0\n", "- `sub` = 1" ] }, { "cell_type": "code", "metadata": { "id": "N9F0avFYYzs6", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "b2355986-c45f-4dfc-bb37-22a7aee15957" }, "source": [ "print(dataset.class_to_idx)" ], "execution_count": 11, "outputs": [ { "output_type": "stream", "text": [ "{'no_sub': 0, 'sub': 1}\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "wcrUMS2WZLZ7" }, "source": [ "The next step is to create a more elaborate dataset that lets us apply transforms to the data, return individual items and create a `DataLoader` from it:" ] }, { "cell_type": "code", "metadata": { "id": "qdlF4juSWSTF" }, "source": [ "class LensDataset(Dataset):\n", " def __init__(self, dataset, transform):\n", " self.dataset = dataset\n", " self.transform = transform\n", "\n", " def __getitem__(self, idx): \n", " data = self.transform(dataset[idx][0])\n", " label = dataset[idx][1] \n", " \n", " return data, label\n", "\n", " def __len__(self):\n", " return len(self.dataset)" ], "execution_count": 12, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "w4vXmhmvxt7j" }, "source": [ "The usage of `LensDataset` makes it really easy to apply transformations to the images. This will let us prepare the images neatly for our AAE while also letting us use data augmentation, something especially useful given the not so large amount of data that we have available." ] }, { "cell_type": "markdown", "metadata": { "id": "vNyaWx9jyZJX" }, "source": [ "In the following cell we define the types of transforms that we'll be using:" ] }, { "cell_type": "code", "metadata": { "id": "zEw7WvhODEeW" }, "source": [ "train_transform = transforms.Compose([transforms.ToTensor(),\n", " transforms.RandomRotation(5),\n", " transforms.RandomHorizontalFlip(),\n", " transforms.RandomVerticalFlip(),\n", " transforms.Resize((150, 150)),\n", " #transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n", " transforms.Grayscale(num_output_channels=1)\n", " ])\n", "\n", "eval_transform = transforms.Compose([transforms.ToTensor(),\n", " transforms.Resize((150, 150)),\n", " #transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n", " transforms.Grayscale(num_output_channels=1)\n", " ])" ], "execution_count": 13, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "ZmvjqqohAM9G" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "jJWsV8MrcXS0" }, "source": [ "## 1.2 Preparing the data for training/testing" ] }, { "cell_type": "markdown", "metadata": { "id": "XZcVnb-xcMb2" }, "source": [ "In the evaluation test we were supposed to split the data so that 90% of it was used for training and 10% of it was used for testing, so I will follow these proportions. I'll also create a validation set that is 10% of the data (you can think of it as being part of the training set's 90%):" ] }, { "cell_type": "code", "metadata": { "id": "sycaxcE-cmrp" }, "source": [ "train_dataset = LensDataset(dataset, train_transform)\n", "val_dataset = LensDataset(dataset, eval_transform)\n", "test_dataset = LensDataset(dataset, eval_transform)" ], "execution_count": 14, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "pp8sTUH-DJfr" }, "source": [ "train_size = 0.8\n", "\n", "num_train = len(dataset)\n", "indices = list(range(num_train))\n", "split = int(np.floor(train_size * num_train))\n", "split2 = int(np.floor((train_size+(1-train_size)/2) * num_train))\n", "np.random.shuffle(indices)\n", "train_idx, valid_idx, test_idx = indices[:split], indices[split:split2], indices[split2:]\n", "\n", "train_data = Subset(train_dataset, indices=train_idx)\n", "val_data = Subset(val_dataset, indices=valid_idx)\n", "test_data = Subset(test_dataset, indices=test_idx)\n", "\n", "train_data = Subset(train_dataset, indices=train_idx)\n", "val_data = Subset(val_dataset, indices=valid_idx)\n", "test_data = Subset(test_dataset, indices=test_idx)" ], "execution_count": 15, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "hnGwGayDzI6K" }, "source": [ "We can check if our data was split correctly:" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "7znl-MKeDLLf", "outputId": "8bd27029-1817-460f-b5fd-db8e02e91441" }, "source": [ "print(len(train_data))\n", "print(len(val_data))\n", "print(len(test_data))" ], "execution_count": 16, "outputs": [ { "output_type": "stream", "text": [ "8000\n", "1000\n", "1000\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "zgW_is3K0Uts" }, "source": [ "Since we're training an anomaly detector, we want to detect one class as an anomaly. In our case, this will be the `sub` class. If we were to make our dataset be composed of both `sub` and `no_sub`, both would have a similar distribution and we wouldn't be able to tell them apart. This mistake can be seen quite clearly from my original submission [here](https://github.com/zysymu/ml4sci/blob/main/domain_adaptation/domain_adaptation.ipynb).\n", "\n", "So in the next step we'll remove the `sub` images from the training dataset:" ] }, { "cell_type": "code", "metadata": { "id": "Qc3LVQBN0VN-" }, "source": [ "no_sub_idx = []\n", "\n", "for i, (data, label) in enumerate(train_data):\n", " if label == 0:\n", " no_sub_idx.append(i)\n", "\n", "no_sub_idx = np.array(train_data.indices)[no_sub_idx]\n", "train_data_no_sub = Subset(train_dataset, no_sub_idx)" ], "execution_count": 17, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "hIiClkqO2gNC", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "f5ecfffa-c509-4a80-f6b8-0b1dbc4636ee" }, "source": [ "len(train_data_no_sub)" ], "execution_count": 18, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "4020" ] }, "metadata": { "tags": [] }, "execution_count": 18 } ] }, { "cell_type": "markdown", "metadata": { "id": "JBpXEZII37KM" }, "source": [ "We still have a good amount of images! Just to double-check and make sure that we removed all of the `sub` images:" ] }, { "cell_type": "code", "metadata": { "id": "ZY9-Pbop2Dst" }, "source": [ "for data, label in train_data_no_sub:\n", " if label != 0:\n", " print('NOT OK', label)" ], "execution_count": 19, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "08oIcvzGdFAk" }, "source": [ "We can then create three `DataLoader`s, which will be used for training and testing. The `batch_size` is arbitrarily chosen to be 64:" ] }, { "cell_type": "code", "metadata": { "id": "_YQyXlyxdFXu" }, "source": [ "train_dataloader = DataLoader(train_data_no_sub, shuffle=True, batch_size=64, num_workers=8)\n", "val_dataloader = DataLoader(val_data, shuffle=True, batch_size=64, num_workers=2)\n", "test_dataloader = DataLoader(test_data, shuffle=False, batch_size=64, num_workers=2)" ], "execution_count": 20, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "kZ4Ws6Y_zbPb" }, "source": [ "Just to be sure that the data is homogenous across the training and testing samples, we print the first few labels of `test_dataloader`:" ] }, { "cell_type": "code", "metadata": { "id": "Kp2mgYDezoxJ", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "1eea5700-4453-4e12-d592-06ce120325cc" }, "source": [ "for i, (_, labels) in enumerate(test_dataloader):\n", " print(labels)\n", " break" ], "execution_count": 21, "outputs": [ { "output_type": "stream", "text": [ "tensor([1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0,\n", " 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0,\n", " 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0])\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "fPfnA33BAPXw" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "b0YZCXDXdilI" }, "source": [ "# 2. The Adversarial Autoencoder (AAE)" ] }, { "cell_type": "markdown", "metadata": { "id": "M43fyhQDAQrJ" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "WCmT1DRpF08t" }, "source": [ "## 2.0 Defining the AAE architecture" ] }, { "cell_type": "markdown", "metadata": { "id": "jZAPymZWN6LH" }, "source": [ "The structure of the AAE can be seen in the following picture, taken from [here](https://arxiv.org/pdf/1511.05644.pdf):\n", "\n", "![image.png](data:image/png;base64,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)\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "g8m4o4GSN8FL" }, "source": [ "We have three main components: the `Encoder` ($q(z|x)$), the `Decoder` (upper right) and the `Discriminator` (bottom row).\n", "\n", "The encoder receives as input an image $x$ and creates a latent representation of it, with smaller dimensions, similar to a compression operation. In our case, the input image $x$ has size 150x150x3, and it is transformed to a latent vector of size 1000x1x1: this is 67.5 times less information than the original image!!!\n", "\n", "The decoder's job is to take this latent representation and reconstruct the input. Ideally, this reconstruction would be as close as possible to the input image $x$.\n", "\n", "We want to create a latent space that follows a certain distriibution $p(z)$. so that we can generate new inputs without nedding to give the actual images. This makes it possible to \"travel\" around the latent space, exploring what's between the images that we used for training.\n", "\n", "To do this, we make use of the discriminator. It is important to note that if we want to create a distribution for our latent space, we must teach the model to encode images according to this distribution. So we draw samples from our ideal (\"real\") distribution, which in our case is a simple Gaussian, and compare it with the latent vector of the image. The discriminator identifies which distribution is real and which is fake (random distribution that our encoder generated). From this, we can update the encoder to create vectors that follow our ideal distribution." ] }, { "cell_type": "markdown", "metadata": { "id": "aqMMxt1KjBSW" }, "source": [ "We'll be using the AAE as defined by the DeepLense evaluation test, copying the contents of the `AAE_Network_Architecture.py` file. This will enable us to use the pre-trained weights that were given by the evaluation test." ] }, { "cell_type": "code", "metadata": { "id": "vwHELD5ui4Nj" }, "source": [ "class Encoder(nn.Module):\n", " def __init__(self):\n", " super().__init__()\n", "\n", " self.conv1 = nn.Conv2d(1, 16, 7, stride=3, padding=1)\n", " self.conv2 = nn.Conv2d(16, 32, 7, stride=3, padding=1)\n", " self.conv3 = nn.Conv2d(32, 64, 7)\n", " self.flat = nn.Flatten()\n", " self.linear = nn.Linear(5184, 1000)\n", "\n", " def forward(self, x):\n", " convolution1 = F.relu(self.conv1(x))\n", " convolution2 = F.relu(self.conv2(convolution1))\n", " convolution3 = F.relu(self.conv3(convolution2))\n", " Flattened = self.flat(convolution3)\n", " z = self.linear(Flattened)\n", "\n", " return z\n", "\n", "class Decoder(nn.Module):\n", " def __init__(self):\n", " super().__init__()\n", "\n", " self.linear = nn.Linear(1000, 5184)\n", " self.conv4 = nn.ConvTranspose2d(64, 32, 7)\n", " self.conv5 = nn.ConvTranspose2d(32, 16, 7, stride=3, padding=1, output_padding=2)\n", " self.conv6 = nn.ConvTranspose2d(16, 1, 6, stride=3, padding=1, output_padding=2)\n", "\n", " def forward(self, x):\n", " hidden = self.linear(x)\n", " Reshaped = hidden.reshape(-1,64,9,9)\n", " convolution4 = F.relu(self.conv4(Reshaped))\n", " convolution5 = F.relu(self.conv5(convolution4))\n", " predicted = torch.tanh(self.conv6(convolution5))\n", "\n", " return predicted\n", "\n", "class Discriminator(nn.Module):\n", " def __init__(self, dim_z=1000 , dim_h=256):\n", " super(Discriminator,self).__init__()\n", " \n", " self.dim_z = dim_z\n", " self.dim_h = dim_h\n", " self.network = []\n", " self.network.extend([\n", " nn.Linear(self.dim_z, self.dim_h),\n", " nn.ReLU(),\n", " nn.Linear(self.dim_h, self.dim_h),\n", " nn.ReLU(),\n", " nn.Linear(self.dim_h,1),\n", " nn.Sigmoid(),\n", " ])\n", " self.network = nn.Sequential(*self.network)\n", "\n", " def forward(self, z):\n", " disc = self.network(z)\n", "\n", " return disc" ], "execution_count": 22, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "EE629fZeOS1a" }, "source": [ "The distribution that we want our AAE to follow is arbitrary and it's definetely worth checking out different distributions in order to find the best one for the problem at hand. For simplicity sake we're going to use a simple gaussian distribution that can be seen in many different AAE implementations:" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 265 }, "id": "rPTybrYpOvC9", "outputId": "1ec711c3-e844-43c4-9abd-0da3fbf523d7" }, "source": [ "z_distribution = torch.randn(64, 1000)\n", "plt.scatter(z_distribution[:,0], z_distribution[:,1])\n", "plt.show()" ], "execution_count": 23, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "3yP-yuhoOxsE" }, "source": [ "Here $64$ represents the batch size, which is a hyperparameter and $1000$ is the size of our latent vector. This is made more easily understandable while looking at the training loops." ] }, { "cell_type": "markdown", "metadata": { "id": "H_c-RbSdASk1" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "Djt_QoJpFbpj" }, "source": [ "## 2.1 Creating a way to load the model" ] }, { "cell_type": "markdown", "metadata": { "id": "PdqLQl2_1RS7" }, "source": [ "We'll start off by defining the device that we'll use:" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "n-7E2MOH1Y77", "outputId": "fe908b7d-b325-4d9e-e7ed-d989d54407d4" }, "source": [ "global device\n", "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", "device" ], "execution_count": 24, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "device(type='cuda', index=0)" ] }, "metadata": { "tags": [] }, "execution_count": 24 } ] }, { "cell_type": "markdown", "metadata": { "id": "SeFjcOqF2bmp" }, "source": [ "We can then create a function that loads the model:" ] }, { "cell_type": "code", "metadata": { "id": "fJUXrvW52d0X" }, "source": [ "def load_model():\n", " \"\"\"\n", " Loads the model\n", " \"\"\"\n", " encoder = Encoder()\n", " decoder = Decoder()\n", " discriminator = Discriminator()\n", "\n", " encoder = encoder.to(device)\n", " decoder = decoder.to(device)\n", " discriminator = discriminator.to(device)\n", "\n", " return encoder, decoder, discriminator" ], "execution_count": 25, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "RuXCD1m61Zii" }, "source": [ "We'll also define a function that enables us to load the pre-trained model:" ] }, { "cell_type": "code", "metadata": { "id": "FujHHnQJ1fYW" }, "source": [ "def load_model_pretrained(encoder_model, decoder_model, discriminator_model):\n", " \"\"\"\n", " Loads the model by being given the path to the architecture + weights of each network\n", " \"\"\"\n", " encoder = Encoder()\n", " decoder = Decoder()\n", " discriminator = Discriminator()\n", "\n", " encoder = torch.load(encoder_model, map_location=device)\n", " decoder = torch.load(decoder_model, map_location=device)\n", " discriminator = torch.load(discriminator_model, map_location=device)\n", "\n", " encoder = encoder.to(device)\n", " decoder = decoder.to(device)\n", " discriminator = discriminator.to(device)\n", "\n", " return encoder, decoder, discriminator" ], "execution_count": 26, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "xHTwmHgn4j3D" }, "source": [ "Finally, we'll also define a function that enables us to load the model (using `state_dict`s, the recommended way of saving model weights in PyTorch) and its history:" ] }, { "cell_type": "code", "metadata": { "id": "cALWfFid40XA" }, "source": [ "def load_weights_and_history(save_path):\n", " \"\"\"\n", " Loads the model weights and history\n", " \"\"\"\n", " s = torch.load(save_path, map_location=device)\n", "\n", " history = s['history']\n", "\n", " encoder = Encoder()\n", " decoder = Decoder()\n", " discriminator = Discriminator()\n", "\n", " encoder.load_state_dict(s['encoder_weights'])\n", " decoder.load_state_dict(s['decoder_weights'])\n", " discriminator.load_state_dict(s['discriminator_weights'])\n", "\n", " encoder = encoder.to(device)\n", " decoder = decoder.to(device)\n", " discriminator = discriminator.to(device)\n", "\n", " return encoder, decoder, discriminator, history" ], "execution_count": 27, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "abbA7H9GAUQE" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "erlFWRqH2pk3" }, "source": [ "## 2.2 Creating the training loop" ] }, { "cell_type": "markdown", "metadata": { "id": "gkb34XqY20Dp" }, "source": [ "Now that we can access the model, we'll define a function that enables us to train it:" ] }, { "cell_type": "code", "metadata": { "id": "7Uvsqpv02s06" }, "source": [ "def train_model(encoder, decoder, discriminator, train_dataloader, epochs, save_path, viz=False):\n", " \"\"\"\n", " Train the AAE.\n", "\n", " Inputs:\n", " -------\n", " encoder: the encoder model.\n", " \n", " decoder: the decoder model.\n", " \n", " discriminator: the discriminator model.\n", "\n", " train_dataloader: a `DataLoader` based on a `LensDataset`.\n", "\n", " epochs: number of epochs to train on (int).\n", "\n", " save_path: path to save the model's weights and history (str).\n", "\n", " viz: if `True`, after each epoch a original image - reconstructed image pair will be plotted\n", " \"\"\"\n", " # --- HYPERPARAMETERS --- (these could be function arguments, but for simplicity sake we'll make them fixed)\n", " # reconstruction phase:\n", " reconstruction_criterion = nn.MSELoss()\n", " encoder_optimizer = optim.Adam(encoder.parameters(), lr=1e-4)\n", " decoder_optimizer = optim.Adam(decoder.parameters(), lr=1e-4)\n", "\n", " # regularization phase:\n", " def discriminator_criterion(input, target, epsilon):\n", " return -torch.mean(torch.log(target + epsilon) + torch.log(1 - input + epsilon))\n", "\n", " def generator_criterion(input, epsilon):\n", " return -torch.mean(torch.log(input + epsilon))\n", "\n", " discriminator_optimizer = optim.Adam(discriminator.parameters(), lr=1e-4)\n", " generator_optimizer = optim.Adam(encoder.parameters(), lr=1e-5)\n", "\n", " # set learning rate schedulers (a more thorough analysis of this would be really useful!)\n", " # as of now i'm using default parameters to all optimizers\n", " encoder_scheduler = lr_scheduler.StepLR(encoder_optimizer, step_size=7, gamma=0.1)\n", " decoder_scheduler = lr_scheduler.StepLR(decoder_optimizer, step_size=7, gamma=0.1)\n", " discriminator_scheduler = lr_scheduler.StepLR(discriminator_optimizer, step_size=7, gamma=0.1)\n", " generator_scheduler = lr_scheduler.StepLR(generator_optimizer, step_size=7, gamma=0.1)\n", "\n", " # --- HISOTRY ---\n", " history = {'reconstruction_losses': [],\n", " 'discriminator_losses': [],\n", " 'generator_losses': []}\n", "\n", " # --- TRAINING LOOP ---\n", " epsilon = 1e-15 # prevents the loss from getting to zero\n", "\n", " reconstruction_losses = []\n", " discriminator_losses = []\n", " generator_losses = []\n", "\n", " for epoch in range(epochs):\n", " decoder.train()\n", " encoder.train()\n", " discriminator.train()\n", "\n", " running_reconstruction_loss = 0.0\n", " running_discriminator_loss = 0.0\n", " running_generator_loss = 0.0\n", "\n", " loop = tqdm(train_dataloader, total=len(train_dataloader), position=0, leave=True)\n", " for data, label in loop:\n", " data = data.to(device)\n", "\n", " # zero the gradients\n", " encoder_optimizer.zero_grad()\n", " decoder_optimizer.zero_grad()\n", " discriminator_optimizer.zero_grad()\n", " generator_optimizer.zero_grad()\n", "\n", " # RECONSTRUCTION PHASE\n", " # pass data through the autoencoder\n", " z_sample = encoder(data)\n", " x_sample = decoder(z_sample)\n", "\n", " # compute the loss\n", " reconstruction_loss = reconstruction_criterion(input=x_sample, target=data)\n", " \n", " # backpropagate and update weights\n", " reconstruction_loss.backward()\n", " encoder_optimizer.step()\n", " decoder_optimizer.step()\n", "\n", " # REGULARIZATION PHASE - DISCRIMINATOR\n", " encoder.eval()\n", " \n", " # generate target latent space data according to a gaussian distribution\n", " z_real_gauss = Variable(torch.randn(data.size(0), 1000)) # 1000 fixed cuz its the encoder's input size\n", " z_real_gauss = z_real_gauss.to(device) # what we want\n", " z_fake_gauss = encoder(data) # what we currently have\n", "\n", " # determine discriminator classification of both samples\n", " d_real_gauss = discriminator(z_real_gauss) # real sampled gaussian \n", " d_fake_gauss = discriminator(z_fake_gauss) # fake created gaussian\n", "\n", " # compute the loss\n", " discriminator_loss = discriminator_criterion(input=d_fake_gauss, target=d_real_gauss, epsilon=epsilon)\n", " \n", " # backpropagate and update weights\n", " discriminator_loss.backward()\n", " discriminator_optimizer.step()\n", "\n", " # REGULARIZATION PHASE - GENERATOR\n", " encoder.train()\n", "\n", " z_fake_gauss = encoder(data)\n", " d_fake_gauss = discriminator(z_fake_gauss)\n", " \n", " # compute the loss\n", " generator_loss = generator_criterion(input=d_fake_gauss, epsilon=epsilon)\n", "\n", " # backpropagate and update weights\n", " generator_loss.backward()\n", " generator_optimizer.step()\n", "\n", " # METRICS\n", " running_reconstruction_loss += reconstruction_loss.item()\n", " running_discriminator_loss += discriminator_loss.item()\n", " running_generator_loss += generator_loss.item()\n", "\n", " loop.set_description(f'Epoch {epoch+1}/{epochs}')\n", "\n", " # save metrics\n", " epoch_reconstruction_loss = running_reconstruction_loss / len(train_dataloader.dataset)\n", " epoch_discriminator_loss = running_discriminator_loss / len(train_dataloader.dataset)\n", " epoch_generator_loss = running_generator_loss / len(train_dataloader.dataset)\n", "\n", " reconstruction_losses.append(epoch_reconstruction_loss)\n", " discriminator_losses.append(epoch_discriminator_loss)\n", " generator_losses.append(epoch_generator_loss)\n", "\n", " # visualize the reconstruction\n", " if viz:\n", " fig, axs = plt.subplots(1,2)\n", " axs[0].imshow(data[0,0].detach().cpu().numpy())\n", " axs[1].imshow(x_sample[0,0].detach().cpu().numpy())\n", " plt.show()\n", "\n", " print(f'\\n[Epoch {epoch+1}/{epochs}]', 'reconstruction loss: {:.4f}; discriminator loss: {:.4f}; generator loss: {:.4f}'.format(epoch_reconstruction_loss, epoch_discriminator_loss, epoch_generator_loss))\n", "\n", " # learning rate scheduler\n", " encoder_scheduler.step()\n", " decoder_scheduler.step()\n", " discriminator_scheduler.step()\n", " generator_scheduler.step()\n", "\n", " history['reconstruction_losses'] = reconstruction_losses\n", " history['discriminator_losses'] = discriminator_losses\n", " history['generator_losses'] = generator_losses\n", "\n", " torch.save({'encoder_weights': encoder.state_dict(),\n", " 'decoder_weights': decoder.state_dict(),\n", " 'discriminator_weights': discriminator.state_dict(),\n", " 'history': history}, save_path)\n", " \n", " return encoder, decoder, discriminator, history" ], "execution_count": 28, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "rzfUvQDQAWAf" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "tUfP9Fd25xYT" }, "source": [ "## 2.3 Defining a way to visualize the metrics" ] }, { "cell_type": "markdown", "metadata": { "id": "a8up_6f155Lt" }, "source": [ "We'll define a function that enables us to visualize the model's training metrics:" ] }, { "cell_type": "code", "metadata": { "id": "TBGeg8vA53vy" }, "source": [ "def metrics(history):\n", " \"\"\"\n", " Plot the three metrics that are tracked during training.\n", " \"\"\"\n", " fig, axs = plt.subplots(1, 3, figsize=(18,5), dpi=200)\n", "\n", " epochs = len(history['reconstruction_losses'])\n", "\n", " axs[0].plot(range(1, epochs+1), history['reconstruction_losses'])\n", " axs[0].set_xlabel('Epochs')\n", " axs[0].set_ylabel('Reconstruction loss')\n", " axs[0].set_title('Reconstruction loss')\n", "\n", " axs[1].plot(range(1, epochs+1), history['discriminator_losses'])\n", " axs[1].set_xlabel('Epochs')\n", " axs[1].set_ylabel('Discriminator loss')\n", " axs[1].set_title('Discriminator loss')\n", "\n", " axs[2].plot(range(1, epochs+1), history['generator_losses'])\n", " axs[2].set_xlabel('Epochs')\n", " axs[2].set_ylabel('Generator loss')\n", " axs[2].set_title('Generator loss') \n", " \n", " plt.show()" ], "execution_count": 29, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "Ewy_Mut7AX8Q" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "qNU0Fsg16rW3" }, "source": [ "## 2.4 Defining a way to evaluate the model" ] }, { "cell_type": "markdown", "metadata": { "id": "WsiObiTKrJaD" }, "source": [ "The method that we'll use to evaluate the model was inspired heavily by [this](https://arxiv.org/pdf/1902.06924.pdf) paper. I apply a simple mean squared error comparing the original image to the generated one. This outputs an anomaly score. If the anomaly score is above a certain threshold, the image is considered an anomaly (`sub`).\n", "\n", "It is important to note that in the paper the authors mention applying the discriminator on the encoded data and using its output as an anomaly score. I didn't apply this method because it didn't seem to output good results for me, but more systematic tests could check if this is indeed the case." ] }, { "cell_type": "markdown", "metadata": { "id": "J-psJ_XlsQ67" }, "source": [ "First we must find a good value for the threshold. In my original submission I found a value from the test set. This would **not** be useful in a real life situation and would really damage the model's predictions. For this reason, we'll use the validation set to find this threshold. This makes sure that we don't influence our classifier with the test data.\n", "\n", "The following code is heavily based in [this](https://towardsdatascience.com/extreme-rare-event-classification-using-autoencoders-in-keras-a565b386f098) article and suggestions by one of the mentors:" ] }, { "cell_type": "code", "metadata": { "id": "YuV5IVyUs7Lp" }, "source": [ "def find_thresh(encoder, decoder, discriminator, val_dataloader, viz=False):\n", " encoder.eval()\n", " decoder.eval()\n", "\n", " errors_plot = {0:[], 1:[]}\n", " anomaly_scores = []\n", " labels = []\n", "\n", " mse = nn.MSELoss()\n", "\n", " loop = tqdm(val_dataloader, total=len(val_dataloader), position=0, leave=True)\n", " for data, label in loop:\n", " data = data.to(device)\n", "\n", " encoded = encoder(data)\n", " decoded = decoder(encoded)\n", "\n", " for i in range (data.size(0)):\n", " anomaly_score = mse(data[i], decoded[i])\n", " anomaly_scores.append(anomaly_score.item())\n", " labels.append(label[i])\n", "\n", " if viz == True:\n", " if label[i] == 0:\n", " errors_plot[0].append(anomaly_score.item())\n", " else:\n", " errors_plot[1].append(anomaly_score.item())\n", "\n", " precision, recall, thresholds = precision_recall_curve(labels, anomaly_scores)\n", " precision = precision[1:]\n", " recall = recall[1:]\n", "\n", " # calculate the intercept between precision and recall to find best trade-off\n", " # from https://stackoverflow.com/questions/3252194/numpy-and-line-intersections\n", " thresh = interp1d(precision - recall, thresholds)(0)\n", " pr_intersect = interp1d(thresholds, precision)(thresh)\n", "\n", " if viz == True:\n", " # precision recall\n", " plt.figure(figsize=(6,6), dpi=200)\n", " plt.plot(thresholds, precision, label='precision')\n", " plt.plot(thresholds, recall, label='recall')\n", " plt.scatter(thresh, pr_intersect, marker='*', c='black', label='thresh')\n", " plt.ylabel('Precision/Recall')\n", " plt.xlabel('Threshold')\n", " plt.legend()\n", " plt.show()\n", "\n", " # anomaly score histogram\n", " plt.figure(figsize=(6,6), dpi=200)\n", " plt.hist(errors_plot[0], bins=100, color='b', alpha=.5, label='0')\n", " plt.hist(errors_plot[1], bins=100, color='r', alpha=.5, label='1')\n", " plt.axvline(thresh, linestyle='--', c='black', label='thresh')\n", " plt.ylabel('Density')\n", " plt.xlabel('Anomaly score')\n", " plt.legend()\n", " plt.show()\n", "\n", " # ROC\n", " plt.figure(figsize=(6,6), dpi=200)\n", " fp, tp, _ = roc_curve(labels, anomaly_scores)\n", " auroc = auc(fp, tp)\n", "\n", " auroc = float('{:.2f}'.format(auroc))\n", " n = f'auroc = {auroc}'\n", "\n", " plt.plot(fp, tp, label=n)\n", " plt.title('Receiver Operating Characteristic (ROC)')\n", " plt.xlabel('False Positives')\n", " plt.ylabel('True Positives')\n", " ax = plt.gca()\n", " ax.set_aspect('equal')\n", " plt.legend()\n", " plt.show()\n", "\n", " return thresh.item()" ], "execution_count": 30, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "Y0qs8lLA5PER" }, "source": [ "Another point to keep in mind is that in order to find the best threshold I get the intercept between precision and recall. This could, of course, be tuned so that we prioritize one over the other." ] }, { "cell_type": "markdown", "metadata": { "id": "zFS-Bpa561KG" }, "source": [ "Now we'll define a function that enables us to compare the labels assigned to images by the model with the images real labels. This lets us see how accurate the model was:" ] }, { "cell_type": "code", "metadata": { "id": "i1XMbM2g6q-4" }, "source": [ "def evaluate(encoder, decoder, discriminator, test_dataloader, thresh):\n", " \"\"\"\n", " Use the AAE for inference over the `test_dataloader` data. A label is assigned \n", " depending on whether the anomaly_score, defined as the error between the original\n", " image and its reconstruction, is above or below `thresh`.\n", "\n", " Inputs:\n", " -------\n", " test_dataloader: a `DataLoader` based on a `LensDataset`\n", "\n", " thresh: a number that defines the label of an input image according to the error\n", " between the original image and its reconstruction. If error > thresh, label = 1; \n", " if error <= thresh, label = 0 (float)\n", " \"\"\"\n", " encoder.eval()\n", " decoder.eval()\n", "\n", " mse = nn.MSELoss()\n", " true_labels = []\n", " predictions = []\n", " \n", " loop = tqdm(test_dataloader, total=len(test_dataloader), position=0, leave=True)\n", " for data, label in loop:\n", " data = data.to(device)\n", " label = label.to(device)\n", "\n", " encoded = encoder(data)\n", " decoded = decoder(encoded)\n", "\n", " for i in range (data.size(0)):\n", " anomaly_score = mse(data[i], decoded[i])\n", "\n", " pred = int(anomaly_score > thresh)\n", "\n", " true_labels.append(label[i].item())\n", " predictions.append(pred)\n", "\n", " # plot confusion matrix\n", " cm = confusion_matrix(true_labels, predictions)\n", " group_counts = ['{0:0.0f}'.format(value) for value in cm.flatten()]\n", " group_percentages = ['({0:.2%})'.format(value) for value in cm.flatten()/np.sum(cm)]\n", " labels = [f'{v1}\\n{v2}' for v1, v2 in zip(group_counts, group_percentages)]\n", " labels = np.asarray(labels).reshape(2,2)\n", " tn, fp, fn, tp = cm.ravel()\n", "\n", " plt.figure(figsize=(5,5), dpi=200)\n", " sns.heatmap(cm, annot=labels, fmt=\"\")\n", " plt.title('Confusion matrix')\n", " plt.ylabel('Actual label')\n", " plt.xlabel('Predicted label')\n", " plt.show()" ], "execution_count": 31, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "q2DATiTYAZ7_" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "zCx4Rvac72xS" }, "source": [ "# 3. Training the AAE from scratch" ] }, { "cell_type": "markdown", "metadata": { "id": "uHqsFyRAAbSV" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "9f5APnndLysX" }, "source": [ "## 3.0 Training the model " ] }, { "cell_type": "markdown", "metadata": { "id": "jjVqMUmuMGyq" }, "source": [ "We can first visualize how the model is performing without any training. To do this we'll load the model:" ] }, { "cell_type": "code", "metadata": { "id": "X41F_onPMQCi" }, "source": [ "encoder_scratch, decoder_scratch, discriminator_scratch = load_model()" ], "execution_count": 32, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "vO6X2234MYAF" }, "source": [ "And try to reconstruct a random image: (left: original image; right: reconstructed image)" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 221 }, "id": "d3-fXaO7McG1", "outputId": "f8465491-b102-4a6c-ff3d-ae52c060eb24" }, "source": [ "for data, label in train_dataloader:\n", " data = data.to(device)\n", "\n", " z_sample = encoder_scratch(data)\n", " x_sample = decoder_scratch(z_sample)\n", "\n", " print(label[0])\n", " fig, axs = plt.subplots(1,2)\n", " axs[0].imshow(data[0,0].detach().cpu().numpy())\n", " axs[1].imshow(x_sample[0,0].detach().cpu().numpy())\n", " plt.show()\n", " \n", " break" ], "execution_count": 33, "outputs": [ { "output_type": "stream", "text": [ "tensor(0)\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "WyjC1LHxGZCH" }, "source": [ "We'll then train the AAE from the scratch (i.e. not using the pre-trained weights). We'll also be enabling `viz` in order to see the progress of the reconstruction:" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "SqNdvcJRGWrX", "outputId": "46b39a53-7fd0-4363-911d-24bed2382f61" }, "source": [ "save_path_scratch = os.path.join('/content/drive/MyDrive/ml4sci/domain_adaptation/', 'weights_history_scratch.pt')\n", "\n", "encoder_scratch, decoder_scratch, discriminator_scratch, history_scratch = train_model(encoder_scratch, decoder_scratch, discriminator_scratch, train_dataloader, 50, save_path_scratch, viz=True)" ], "execution_count": 34, "outputs": [ { "output_type": "stream", "text": [ "Epoch 1/50: 100%|██████████| 63/63 [00:19<00:00, 3.28it/s]\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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"metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "\r 0%| | 0/63 [00:00" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "\n", "[Epoch 50/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "Ab0wSVNMAduW" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "QXX6dO2CNWA7" }, "source": [ "## 3.1 Visualizing the training metrics" ] }, { "cell_type": "markdown", "metadata": { "id": "ZGqMnPq5NpsN" }, "source": [ "We'll now load the model and the history and visualize the training metrics. Note that it isn't necessary to load the model and the training history since we already have it. But this could be useful in case the runtime crashes." ] }, { "cell_type": "code", "metadata": { "id": "Ib2QSVyFNjoC", "colab": { "base_uri": "https://localhost:8080/", "height": 478 }, "outputId": "c628c804-ea91-42fe-c929-6a0350a93a89" }, "source": [ "encoder_scratch, decoder_scratch, discriminator_scratch, history_scratch = load_weights_and_history(save_path_scratch)\n", "metrics(history_scratch)" ], "execution_count": 35, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "CQHws-EkAgJ8" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "5x_Z3TVvNpOf" }, "source": [ "## 3.2 Evaluating the model" ] }, { "cell_type": "markdown", "metadata": { "id": "Qvqncav7OLFZ" }, "source": [ "Now, finally, we'll evaluate the model on the testing set that we defined earlier:" ] }, { "cell_type": "code", "metadata": { "id": "Zjo9MQwoORfF", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "92bb2af4-4b38-4148-eee5-75aac66b22b3" }, "source": [ "thresh_scratch = find_thresh(encoder_scratch, decoder_scratch, discriminator_scratch, val_dataloader, viz=True)\n", "thresh_scratch" ], "execution_count": 36, "outputs": [ { "output_type": "stream", "text": [ "100%|██████████| 16/16 [02:23<00:00, 8.98s/it]\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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pBQDQt82V9hUYJ08Z7joJ5BsPvaGDDe5tJkPB3cSTFRgAABBgAMkwaal77vfvltqbk18LAKBPm6vsKzDOnzdWN18x3zZX29yhrz6QmK0k9MAAAMCNAANIhjmXeM9XvJLcOgAAfYpEY9pabQ8w5pQX6+IF43TR/LG2+cfeqE7IVhLnFhICDAAACDCA5DBG+tw693z9vuTXAgDo1VuHm9UWidnmZo/t7GX0zXfP1YjCHNu1RGwlqXc28aQHBgAABBhA0gyfIo2ea5+rI8AAgFSzydH/YkxJ7tuhRVlRrr797nm267XNHbr1qW1D9nzLsjyaeLICAwAAAgwgmSadYh/X7/WnDgBAXM4jVGeX20+SumjBWNdWkme2Hhiy5ze3R+Vsq8EWEgAACDCA5CoZbx+zAgMAUs5mxxGqs8cWu+759PLptnFFTYsONw7NNhJnA0+JAAMAAIkAA0iu0gn2cf3QN34DABwb5wkkcxwrMCRp5pgi5WeHbXNrK2qH5PmNbR2uObaQAABAgAEkV7F9ybEaCDAAIJXUtXRoX22Lbc5rBUZWOKT5E0ptc2v2DE2AUe9YgZGfHVZWmC/ZAADgsyGQTCXj7OPWOqm9yZ9aAAAumx0NPLPDRtNGFXnee8LEYbbxkK3AcAQYRWwfAQBAEgEGkFzOFRiStOaPya8DAODJuX1k+uhiZcdZ/XDCJHuAsa6iVrGY5XnvQDhPIKH/BQAAnQgwgGTKLZJyHEuRH/2S1FDlTz0AABvnCSRzyt3bR7otmjjcNm5oi7i2nwxGQ6u9B0Yx/S8AAJBEgAEk3/Ap7rmt/0p6GQAAt039OIGk25iSXBXk2Bt57j0yFAEGW0gAAPBCgAEk22mfcc9VrE5+HQAAm1jM0hbnCSRj3SeQdDPGaPywfNvc0KzAcGwhyc0+5vcEACATEGAAybbwvdL8q+xza+/2pxYAwNt21zSrpSNqm5vtcYRqTxOGOwKMIViB4eyBwQoMAAA6EWAAfhh+nHvOOvbGbwCAwXOeQFJWlKNRxbm9vma8M8CobT7mOpynkNDEEwCATgQYgB9GeAQYL96a/DoAAG/b5Ng+0tfqC0kaP6zANh6SLSRtNPEEAMALAQbghxnvcs898XVp6+PJrwUAIMm9AmN2LyeQdHOuwNhW3ajdh5uOqQ6aeAIA4I0AA/BD4UjpxA+651+6Pfm1AAAkSZsH0MCzm7OJ54GGNi3/4TP69D2va/3e2kHV4WrimUcTTwAAJAIMwD+X3CqNnmufa6nxpxYACLiG1g7tqbH3r+jtCNVuM8YUKTfL/uVUzJIeWV+pS29/Qdf++mU9u/WgrAH0OXI18WQLCQAAkggwAP8YIy37gn2uaoM/tQBAwG2ttq++CIeMpo8u6vN1JXnZ+sYlc5UdNp7XX9xxWNffuUoX/PR5PbBmnzqisT7fkyaeAAB4I8AA/BTO8bsCAICkTZX2AGPaqELlZoX79dprT5mk525cro+dOTXuaonNVQ3693vX6uwfPKM7V+5Sk2OVRU8NrY4mngQYAABIIsAA/BVtd89F2pJfBwAE3OYqZwPPvvtf9DS2NF9fuXCOXvjPc/Tl82fHPX51X22LvvXwmzrt5hX68eNbdKjR/v/8aMxSU3vUNleUSw8MAAAkAgzAX6Nmu+cqXkl+HQAQcM4VGP1p4OmlND9bnzx7mp6/cbluvny+ppYVet5X19KhW1ds1+k3r9BXH9jw9sklzv4XEiswAADoxmdEwE9lM91z25+Sjjsz+bUAQEDFYpa2OE4g6U8Dz97kZYf1viWTdPVJE/XEpmr98tkdWrPHfSpJWySmu1/eo3te2aML5o3VJQvHuu7hGFUAADrxGRHwU5ZHDwwaeQJAUu2rbXGtfJgzwC0k8YRCRu+aW653Hj9Gr+4+ojue3aEnNx1w3RezpEc2VOqRDZWua0U5fLkGAIDEFhLAf3Mvt493vyBFPHpjAAASYlOlvf/FsIJsjSnx7mExWMYYnTxlhH5z/cl64vNn6qrFE+KeXNJTUW6WQqG+7wMAIAgIMAC/nft1+zjSKrXU+FMLAATQZsf2kTnlJTImcaHBjDHF+sFVC/X8jef0enKJpF6vAQAQNAQYgN/yh7nnYvGP1wMADC3nCoxj7X/RX+WleX2eXDJ1lHcTUAAAgogAA/BbbqkUchyRV+/eAw0ASAyvFRjJ1H1yycovL9ctV8x/O7QYVpCt/7d8elJrAQAglbEuEfBbKCSVjJNqdx+dW3ePNPFk/2oCgIBobo/ora4jTLslawWGU25WWO89eZKuWjxRh5ralJsVVml+dt8vBAAgIFiBAaSCnCL7+NU7pUPb/KkFAAJka3WjLOvoOGSkmWP8CTDeriFkNLo4j/ACAAAHAgwgFYw4zj13+0nS/rXJrwUAAmSzo//FcWWFyssO+1QNAADoDQEGkAre8d/e8786S3rhVtl+PAgAGDLuBp7J7X8BAAD6jwADSAVlM6SLf+J97YmvSdseT249ABAQm1wNPP3dPgIAAOIjwABSxeIPSRf+0PvaPVcntRQACALLslxbSGYn+QQSAADQfwQYQKowRlryUenjz3tfbzqc3HoAIMNV1rWqvjVim5szjgADAIBUxTGqQKoZu0A656vSiu/Y5xsqpcKR/tQEABmiIxrT429US5Is2fsLFedlaVxpnh9lAQCAfiDAAFLR0s94Bxjl8/ypBwAyxJf/vl73vb7P89qc8hIZY5JcEQAA6C+2kACpKDtPKp9vn1v1K39qAYAMUdvcrvvXeIcXkjR7LA08AQBIZQQYQKoKZftdAQBklG0HGns9lZoGngAApDYCDCBVTT3bPq7f70cVAJAxth9o7PX6HFZgAACQ0ggwgFRVNMY+rt6oXn90CADoVW8BhjHSzDEEGAAApDICDCBV5RS656rWJ78OAMgQvQUYk0cUqDCX3uYAAKQyAgwgVU092z33Co08AWCwegsw6H8BAEDqI8AAUtWwie65LY8kvw4AyABNbRHtq22Je3388PwkVgMAAAaDAANIZZOWOiaML2UAQLrbebCp1+unHDciSZUAAIDBIsAAUtmUZfaxV18MAECfth9siHttysgCnT1rdBKrAQAAg0G3KiCVTVsuPff9o+O6Cv9qAYA05ux/sXzWKH1g6WTtPdKiSxaMU04WP9MBACDVEWAAqSyc457raJGy2asNAAPhDDBmjCnWObPHxLkbAACkIn7cAKSyknHuuVpWYQDAQDkDjOmjinyqBAAADBYBBpDKvAKMHU8lvw4ASGMd0Zh2H262zU0bTYABAEC6IcAAUl3+cPv4X/8pNdf4UwsApKHdh5sUiVm2uekEGAAApB0CDCDVFY5yzz33g+TXAQBpyrl9ZFRxrkrzs32qBgAADBYBBpDqFn/YPffyz5NfB4CEicUsrX6rRluq4h/1icGj/wUAAJmBAANIdUs/JYVz3fONB5JfC4CE+OQfX9NVv3xJ7/rJc7pz5S6/y8k4rgCD7SMAAKQlAgwgHVz9O/fcpn8kvw4AQ25bdYMee6P67fH/PrHVx2oy0/aDBBgAAGQCAgwgHUxd7p579MvJrwPAkHt260HbuKEtoobWDp+qyTyxmKUdB5pscwQYAACkJwIMIB1k57nnRkxNfh0AkqKqrtXvEjLG/roWtXREbXMEGAAApCcCDCBdLLzWPg6F/akDwJCqa3GvtthEM88hs83R/6I4N0ujiz36CgEAgJRHgAGki1nn28dRlpgDmcBrtcVrb9X4UElm2uEIMKaNLpIxxqdqAADAscjyuwAA/RTKto+j7f7UAWBIVdW7A4xXdx/p83XV9a26bcU2NbZGdMaMUXrX3DEqzsvu83VBwwkkAABkDgIMIF2EHd+YxCL+1AFgSB2ob3PNbaqsV2NbREW58T9Nf/ZPa/TKrs6VGg+s3a//uj+k844fo8sWjdeZM0cpJ4tFlhIBBgAAmYQAA0gXIcd/rqzAADKC1wqMmCWt3VOrM2aUeb5mW3XD2+FFt7ZITA+vr9TD6ys1vCBbFy8Yp8tOGKcTJw0P7JYJy7LcR6iOIsAAACBdEWAA6cIZYDQd9L4PQNpo7Yh6NvGUpFd318QNMB7ZUNnr+x5p7tAfXt6tP7y8WxNH5OuyReP1/lMna0yJx4lGGexwU7tqm+1/vqzAAAAgfbG+FEgXzgBDkqJsIwHSWbXH6otuaytqPecty9LD63sPMHqqqGnRbSu26x0/flYVNc0DrjGdObeP5GSFNHFEgU/VAACAY0WAAaSLHI8vuqs3JL8OAHFZlqW2SLTf93udQNJtXUWtLMtyzW+tbnR9Y/7rD56kb182T4snD4/7fg2tEd35wq5+15YJnH9OU8sKFQ4FczsNAACZgC0kQLoYPdc913Q4+XUA8LRhb50+cfdrqqpv1RUnjtc3Lpmrwl6acEre/S+6HWnu0N4jLa4VA4+s328bjy3N07mzRysUMvrAqZO1+3CTHly7Xw+s2aedh5ps9z68vlJfvej4wHwTTwNPAAAyCyswgHQRzpLCOfa5P14hdbT4Uw8Am/95dJP21bYoGrP0l1f36vKfv6i3HAGCk9cJJD1tqWqwjS3L0sOO/hcXzh+rUI9AYvLIQn323Bl66otn6Q8fWWK792BDm17ZGZzgc4ezgScBBgAAaY0AA0gnI2e45956Ifl1ALCJxiy9tvuIbW5LdYMuuX2lnt5yIO7reluBIUlbD9gDjM1VDdp50B6KXLRgrOdrjTFaNmOU5owtsc331QA0k7ACAwCAzEKAAaST8Se45166Lfl1ALDZdahJbZGYa76hNaKP/u5VV7jRra8A46G1+xWNHe2D8Yijeef4Yfk6YeKwXt/jovnltvHW6oY4d2aWxraIKh09RggwAABIbwQYQDo579vuOcv9TROA5NpcVR/3WiRm6TP3vK7a5nbXNedqilOnjnC8b4Pue32vpM7tI87VExfOL5cxvfezmDbK/k17dR/bVnpqaY/qQEOrZzPRVLfDsfoiZKTjygp9qgYAAAwFAgwgnRSMkEZOt88Z/jMG/LapMn6AIUn761r1H39dZwsCOqIx1zfZnz1nhmaNKbbN/ejxrWpuj+jNynrtOuTcPjKuz9pGl+TZxtX1/Qsk1lXU6swfPK0l331Kn7j7NcVi6RViOLePTBpRoNyssE/VAACAocB3PkC6OevL9nHVRikNfzoKZJLNlfZtGTeccZxOOc6+muLJTQf0zw1Vb4/fOtSk9qh9BdXx40r0nxfOts1V1bfq2w+/6do+MmF4vhZOKO2ztjElubZxWySmvUf6bv77s6e362BD52qNx96o1os70qv553YaeAIAkHEIMIB0M9F+qoCaD0k1O/2pBQiYVbtqdO2vX9ZHf/+qbTXEZsdpIfPGl+q2a05QWZH95KDvPPKmmtsjnq8ZU5KrYQU5OnvmKJ0+faTt2p9WVejnz+ywzV20YGyf20ckqbwkT8V59uNc711d0efrHn+z2jb+2dPb+3xNKtlWbQ8wphFgAACQ9ggwgHQzbLJUYP/mRoe2+lMLECBtkag+8rvVenHHYT3xZrW+9Nd1kqS65g7tq7WvaJg9tlijS/L0rXfPs81X1rXqV891Bo7OZpqzyjtPCzHG6DuXzVdBTu/bHS6e3/f2EUnKCod02aLxtrk/r65Qu0fT0d50RNOr347rCNVRBBgAAKQ7Agwg3RjjPk710DZ/agEyXGtHVDfdt0EX/PR5ffLu19XQGnn72qu7j6iuucPVwDM7bDS1rPOb5QvmlbtWU9z98h51RGOuFRizy4/2vjiurNAVfvQ0aUSB5o0viXvd6f2nTraNDzW26dGN8Y9TjXr0u0injWptkah2H7b3C2ELCQAA6Y8AA0hHZY5GnocJMIBEuH3Fdv1p1R5tqqzXis0HXNe/+883tXL7Idvc9NHFysnq/PRqjNFXLzredv1QY5ue2nRAWxwBxkxH884rThyvyxZ5r7Lo7/aRbrPKi7Vkir0nx9cffMPVFLRbfUuHay6dTiJ561CznBkMW0gAAEh/BBhAOnKuwDi8w/s+AINmWZb++lrvvSL+8upe3bbC3htiTrk9iJgztkSLJw+3zd34t3XaU9Nsm5vteJ0xRh8/a5rncy+aP7bXurxcf9oU2/ZL3woAACAASURBVLiupUMf+d1q1XmEFUc8jnyNpNEpJM4TSMaU5KokL9unagAAwFAhwADSkfMo1cr1UkerP7UAGWrnoSZV17cN+HVzxrq3drz35Im2cX2PrSiSFDLeWxwmjSjwfMbccf3fPtLtwvnletfcMba5nQeb9P/ueV0RR3+LI83uUGN/bd8nl6QKZ4DB9hEAADIDAQaQjiacJKnH8vH2BmnnM35VA2SkZ7YcHNTrZo8tds1dtmi8FvRy5OmUskLlZbubdhbmZrnm3r1o3IC2j3QzxujHVy9yBSzPbzuk7/1zs23uSJN7BcahxnbP1RqpyHWEKg08AQDICAQYQDoqLpfGLbLPcRIJMKSe3dp3gBFy5Ag54ZDmjnMHFTlZIf3+35Zo4cRhnu/j3D7S07WnTHr749yskD537oy49/alMDdLv7n+JJUV5drm73xhl+1UFK8tJJLi9sxINTudAQYrMAAAyAgEGEC6KrIvBVcs4n0fgAFr7YjqlZ2He71n2YwyPf75s3Th/HJJUlbI6PPnzdSIwhzP+4cV5OiPN5yiU44b4bo2a0z8LSFfPG+m3n/qJC2bUabbrjlBU49xNcH4Yfm64wOLlRO2fwlwx7M73/44XoDhDAZSVX2rfaXImJI8nyoBAABDyb02FUB6MI780Yp53wdgwF7eeVhtkd7/m8rPDmv66CL9/LrFamyLqKU9qlHFub2+pig3S59ePl2v7Fplm5/VywqMkUW5+s5l8/tffD8snjxcnzhrqm7t0YD0wbX79MV3ztS4YfmePTAkaf3eOl1+4oQhrSURYo6/uuwwP68BACAT8BkdSFchx375qPdPTAEMXH+2j+TnHP1vsCg3q8/wotvwAvcKjZljkr/F4frTpigv++iXAZGYpd+u3CVJqo2zAuOJN6sHfZzqjoON+sr9G/TDx7aosS2xK8YijgQj5NzrAwAA0hIBBpCuCkfZxw2V/tQBpKmt1Q36zsNv6p5X9ri+KX/W0cCz2KOZZniQ3xTPLC+ybTOZOCJfU0YWDuq9jsXIolxdfZL9dJQ/rdqjfbUtqvFo4ilJ+2pbtH5v3YCf1RaJ6opfvKh7Xtmj25/erq8/sHFQNfeX41AVZRFgAACQEQgwgHRVMt4+rtvrTx1AGqppatfFt63Ub1bu0lfu36CbHz16Cseew83a6WhWeft1J7reY8MgvpGXpNyssH509UJNH12kOWNL9KOrFvm2QuCjy6bagpjm9qi+9Nd1OtIU/7SRRzdWDfg5z209pNoe21LuW7Nv0Cs5+iPmeO/QIE5tAQAAqYcAA0hXpfafnKpunz91AGno+W0H1d6jx8Udz+3U5qp6SdKz2+yrL0YW5mjZ9DLXe5wze/Sgn7981mg9+YWz9OjnlmmJR1PPZJk4okBXLbb3tHhxx2Gteqsm7mv+tbFywOGDV1PQRB7JGnEswRjsahkAAJBaCDCAdFXqWIFRv09K4E80gUzS0OruwfCdhzdJkp539L84c+YohUJG379igW3+Hcc7TgJKU1+5aI7Glfb/lI63Djdrx8GBHadaVuTu+7GvtmVA7zEQMcf/CgkwAADIDAQYQLpybiFpb5Raa/2pBUgzXlHfyu2HtP1Ao17ZZV99sGxG5+qLq06aoO+9Z74uP2G8fvn+xTp5in8rJ4ZSSV62fnjVwgG9puJI84DuN3IHCPtrWwf0HgPhbOJJgAEAQGYgwADSVck4yflNAdtIgH6JOrs8drn50U2urQ2nTh0pSTLG6NpTJunH712k8+eVJ7zGZDptepk+fPqUft8/0C0kHR5/3vsTuQKDJp4AAGQkAgwgXWXlSkWOPfj1BBhAf0Scewy6PLnpgG08eWSBxg3LT0ZJvvvy+bM1bZT3aSg9T02R3AFBX6Ief9776xIXYERp4gkAQEYiwJBkjJlsjPmRMWazMabJGFNjjFltjPmSMaZgiJ4xxRhzizHmNWNMrTGmo+s5Lxpjvm6MGXw3OASX6ySSCn/qANKM1zfUXk49bmSCK0kdedlhXXfKZNd8Tjik4jz7MbLOgKAvXoFRoraQWJbl+vtlCwkAAJkh8AGGMeYSSeslfUHSLEkFkoZLOknS9yWtMcZMP8ZnfEDSm5JulHSipFJJWV3PWSrpm5I2GWPOO5bnIIBK7acHsIUE6J94KzCclk4LToAhef/ztkdjCjtWMFTXDyx88AqMNlXWD6y4fvL6qyXAAAAgMwQ6wDDGnCDpXkklkhol/Zek0ySdK+nXXbfNlPSIMaZ4kM84XdJdkvIlxST9n6TLJC2RdKWkf3TdOkLSg8aYqYN5DgKqZJx93HTA+z4ANpFo/wKMU6ZmRqPO/po1xvtTnXMHxtcffEPX/Oplrdx2qF/9MLwCo+0HGlWZgG0kzgaeEgEGAACZItABhqSfqjNYiEh6p2VZ37Ms6yXLslZYlvUxda6YkDpDjC8O8hk36eif82csy/o3y7IetCxrtWVZf7cs61JJP+66nq/OlSBA/4QdRxPGov7UAaSZaD+aOEwZWaCxpcHof9EtFOcb/ePK3L0xXtp5WO//7Su67Gcv6LE3qhTrZVVLvD/v57cdGlyhvfB6FE08AQDIDIENMIwxSyQt6xr+1rKslzxu+5GkTV0ff84Ykz2IR53W9fthy7J+Hueeb/X4eOkgnoGgMo7/hAkwgH7p6McWkqBtH+n2/SsW2MbXL52sz583U6OLcz3vX7e3Th//w2t610+e0/1r9iriceJIvC07iQgwvPpzxAtmAABAeglsgKHObRzd/s/rBsuyYpJ+3zUcJmn5IJ7T/SPyXfFusCyrTlL3V3E58e4DXEL2xnqKdXjfB8Cmtrm9z3u6j08NmvecOF7vmNPZV3r66CLdsGyq5o4r1dP/cba+etEcjSnxDjK2HWjU5+9dp+U/ekZ/fGW3WjuOBqrxmqau3Haw15UbgxH12B7ECgwAADJDVt+3ZKwzun5vkvRaL/c92+Pj0yU9PsDnbFFn487j4t1gjCmRVNbjfqB/covs47YGf+oA0szBBnuAUZyXpYbWiG0uqAFGdjik31x/spraIirICct0NcAozM3SDcum6gNLJ+vvr+3TL5/doT01za7XV9S06L/u36ifPrlNH102VdeeMiluz5EjzR16Y3+95k8oHbL6PVdgcIwqAAAZIcgrMOZ0/b7dsqxIL/dt9njNQPyy6/eRxphPxLnnax7395sxZkJvvySVD/Q9kSbyh9vHLUf8qQNIM4ca22zjD582RQU54bfHiycP15iSvGSXlVIKc7PeDi96ys0K69pTJmnFF8/ST9+3SDPHFHm8WjrQ0Kbv/nOTTrt5he54bkfc5zy37eCQ1SzRxBMAgEwWyBUYxpg8HV3xsLe3ey3LOmKMaZJUKGniIB53pzpXe3xQ0s+MMYslPSSpUtIkSR/Q0e0s37Us68lBPKNiEK9BJiDAAAbFGWAcP65UP7pqoW5dsV1lRTn6xiXH+1RZ+sgKh/TuReN1yYJxemrzAd3+9Hatq6h13VfX0qHeDhv5w0u7tXzWaB0/rmRI6vJq4kmAAQBAZghkgCGp5zlxjf24vzvA8P4xUy8sy4pKut4Y8w9JX5F0Q9evnp6W9L1BhhcIMgIMYFAON9q3kIwqztHiySN0wfyxPlWUvkIho/OOH6N3zBmtF3cc1s+e3q4Xdxzu9+ur6lt15S9f1I+vXqTz5x37gkFWYAAAkLmCuoWk57rgvju5Sd0/qhvUeXrGmDnqXIExP84tSyV9xBgzfjDvr86VIb39OnmQ74tUlz/CPm454v3jRwBva2qLqKXDfmJPWZF3Y0r0nzFGp08v0z0fPVX3feo0nT69/z1Emtuj+sTdr+m2p7bJ8uhhMRAcowoAQOYKaoDR2uPj/pz60f2VbS+LYL0ZY5ZJeknSJZL2qXPLSHnXcydK+rSkZknvk7TKGDN3oM+wLGtvb78kVQ30PZEmnCswJKl6Y/LrANKIc/uIRIAx1E6cNFzfuCT+p7OlU0fqpMnu/3/96Imt+uyf16qlffBHQtPEEwCAzBXUAKPnUQ392RZS2PV7f7abvM0YkyvpT5JK1RkinGpZ1t2WZVVbltXRFTD8XNKZ6gxVxkn63UCegYAr8PgJZ9X65NcBpBFngJGXHbI18MTQmDaqSPnZ3n+u5aV5+uNHT9FViye4rv1j3X5dfcdLqqpr9Xhl36JsIQEAIGMFMsCwLKtVUvcGXfdXTz0YY4braIAx0GaZ50vq3hZym2VZnishLMt6Q9LdXcPFxpiFA3wOgirb45SEpqHt6A9kmkOO/hdlRbmep23g2IRDJm5jznDIKDcrrO9fuUBfvWiOnPnChn11uvT2lVrr0RS0L1GPLSTkFwAAZIZABhhd3uz6fboxprdmprN7fLxpgM/oeezq633c+1qcZwK9W3iNffzs9/2pA0gTbRH7d7hFuUHtZ51488eXes5396QwxuiGZVP12w+drGLH38OBhjZdfcdLenDtvgE909nEMxwyBFQAAGSIIAcYK7t+L5S0uJf7zurx8QsDfEakx8d9fYWcHed1QO+yC+zj4mPv4g9kMmeTSL65TZx5cQIM55aO5bNG6/5Pn6bJI+3/P2uPxPS5P6/VLf/arFisf809nTtI2D4CAEDmCHKA8UCPjz/sdYMxJqTO00MkqVadx50OxK4eHy/r496eQcmuuHcBTmFHH9oQP00GehNzBBh8f5s4fa3A6Gn66GI9+OnTPU8v+cUzO3TD719VTVPfB4c5m3iGCagAAMgYgQ0wLMtaJen5ruFHjDFLPW77oo5uA/mpZVkdPS8aY842xlhdv+7yeP1T6jxhRJI+aYzxPEbVGHOBpPd0DfdJWtv/fxIE3rTl9nFrvT91AGnC+RN6TqhInGmjCpWX7f5SIxzy/vJjWEGO7vrwEn1w6WTXtRWbD+j8nzynF7Yf6vWZziaerMAAACBzBDbA6PI5dR6NmiXpcWPMTcaYU40xy40xd0jqbiawVdKPBvrmlmXVSrq5a1gs6UVjzPe63n+RMeZdxpifS3pIR/8u/tOyLI8WZEAczi0jjVVSDYt4gHjaHV0e+f42cbLCIc0Z627kmRWO/4eeHQ7pW++ep+9cNs+1UuNAQ5ve/9tX9D+PblJ7xPtTpbOJJwEGAACZI9ABhmVZayS9V1K9Oo9T/Z6klyStkPSxrtu2SrrIsqwGzzfp23ck/USS1fWMm7ref42kf0n6pDoDlA5JX7Is6+447wN4K/E4SOfWRVJ7U/JrAdLADx7bYhtX1Q/uuE70j9c2kv6ECu8/dbJ+/5ElGllo3yZnWdIdz+7UFb94UTsPuk8392riCQAAMkOgAwxJsizrH5IWSPpfdYYVzersd/GqpC9LOsGyrO3H8P6WZVmfl3SypF9K2iipQVJUUp06Tx/5saR5lmX98Bj+URBUBSPcjTwlqWJV8msBUlxrR9TVR6G6vs2naoLBq5GnVw8ML6dNK9Oj/75My2aUua5t2Feni29bqb+srrA1ZqWJJwAAmYtuf5Isy9ot6Qtdvwbyumck9esrI8uyXpP9qFRgaBgjzblUWv9n+3y7+yeTQNA9temA3yUEjtcKjIbW/h+2Nbo4T7/78BLd+cIu3fKvzeqIHg0rmtujuvHv6/XstoP63mXzVVqQ7V6BQY8TAAAyBgEGkAku+ak7wIj23a0fCILWjqi+8eAbWrn9kPbVtvhdTuDMGF3kmttcNbBmw6GQ0Q3LpurUqSP1uT+v0Y6D9i1yj6yv1JrdR/ST953gOmWGFRgAAGSOwG8hATJCdp5UvsA+988bpQOb/akHSCH3rq7Qva9WxA0vPnvO9CRXFCxZYfeXGrPL3Y09+2Pe+FI9/JlluvaUSa5r++ta9b5fvaTfrrQ3MSbAAAAgcxBgAJkibG90p+ZD0m/fKbXU+lMPkCLuW7Mv7rXrTpmkTxNgJNxXL5pjG19+4vhBv1d+Tljfe898/fL9izWsINt2LWZJL2w/bJsjwAAAIHOwhQTIFLnF7rm2Omn7k9L8K5NfD5AidnmcVCFJ75o7Rt99z/wkVxNMH1w6RW2RmN7YX6eLF4zTggnDjvk9z59XroUTS/WFe9fppZ2H495HgAEAQOZgBQaQKea+x3u+akNy6wBSzClTR3rOX7Zo8KsAMDA5WSF9evl0/fy6xbpw/tghe9+xpfm6+4ZTdOP5s+KebEITTwAAMgcBBpApFl8vXXOve37Xc8mvBUghRbneiw2Xzx6d5EqQCOGQ0afOnq6/f/I0TRnpPlI6J4svdQAAyBR8VgcyyazzpQ8+ZJ/b/7rU0epPPUAKcJ5KIUnHlRUqLzvsQzVIlIUTh+nhzy7TlYsn2OZPnTrCp4oAAMBQowcGkGlGz3HP7XlRmnZO8msBUkDMnV/olisWuCeR9opys/TDqxbqgnnlun/NPk0tK6RJKwAAGYQAA8g0OYXuuYrVBBgILOcKjMKcsJYcx0/lM9m5c8bo3Dlj/C4DAAAMMbaQAJnGK8DoaE5+HUCKsBwBxkfPnOpTJQAAADgWBBhAJjrh/fZxW70/dQApIBazj0OcSgEAAJCWCDCATFQ4yj6u2eVPHUAKcG4hiXPaJgAAAFIcPTCATDRmnn286zmpuUYqYN8/MsuaPUd086ObJUk3nj9Liye7/x13NvE0rMAAAABIS6zAADLRzPOlcO7RsRWVDrzpXz1AAnREY/rMn9bolV01emVXjT5x9+tqaY+67nOvwCDAAAAASEcEGEAmyi2Sihwd+Fvr/KkFSJB1FbXae6Tl7fHBhjY9sanadd/LOw/bxlFnUwwAAACkBQIMIFM5t4ts+Ks/dQAJ8sL2w665XzyzQ7XN7ba5ZseqjFd21SS0LgAAACQGAQaQqUon2MfN7m/2gHT2wvZDrrlNlfV6369e1qHGtrive36b+3UAAABIfQQYQFAc2e13BcCQaWqLaE3FEc9rm6sadNGtz+u+1/eqobUjyZUBAAAgUTiFBMhUZ3xB2vzw0XHtbungFmnULP9qAobIqrdq1BG14l6vrm/TF/6yTjlZ7pz+KxfOTmRpAAAASBBWYACZatgk99xzP0x+HUACvOjYPlJekqcJw/Nd97VH3A07rz1lcsLqAgAAQOIQYACZqrDMPdfM3n9khpWOBp7vPXmi/vaJ07Rshse/9z2cMGmYinJZfAgAAJCOCDCATGWMNP9q+xxHqSIDtLRHtbmq3jZ3+vQylZfm6ff/tkS/vf4kHVdW6Pna2eXFySgRAAAACUCAAWSy2RfZxwQYyADbDzTK6tH+whhp/vjSro+Nzp0zRo/9+5n6+FlTXa8dVZSbrDIBAAAwxAgwgEyW6/hpc1uDP3UAQ2hLtf3f48kjCpSfE7bN5WSF9NlzZrhee/y40oTWBgAAgMRhIzCQybLy7ONImz91AMdo/d5a3fKvzZKkxtaI7drMMd7bQgpzs/TZc6br1hXbJUljSnJ19qxRiS0UAAAACUOAAWQyAgxkgEg0pk/e/br21bZ4Xp/VS1+Lf3/HTE0pK9TeIy26cvEE5WWH494LAACA1EaAAWSybGeA0SJZVmfTACBNbK1ujBteSPFXYEhSKGR0+YkTElEWAAAAkoweGEAmc67AkKRoe/LrAI7Bxn29N5/tbQUGAAAAMgcBBpDJsjxOXIi0Jr8O4Bhs6CXAyA4bTRnpfWQqAAAAMgsBBpDJvFZg0AcDaaa3AOOi+WOVk8WnMgAAgCCgBwaQybxWYLTUSkWjk18LMAiRaEybKuttc/9z+XztO9KikvwsfXDpFH8KAwAAQNIRYACZLLtACufY+14ceEMaNdO/moAB2HagUW2RmG3u/LnlGl6Y41NFAAAA8AvrboFMFgq7m3buX+tPLcAAdURj+smTW21zE4bnE14AAAAEFAEGkOmWfMw+bjzgTx3AAESiMX3+3rV67I1q2/zJU0b4VBEAAAD8RoABZLrsAvs4ShNPpLZozNKNf1uvh9dX2uYLcsL69PJpPlUFAAAAvxFgAJmuuNw+rq3wpw6gH2IxSzfdt173rdlnm8/LDunOD52s6aOLfaoMAAAAfiPAADJd6UT7eO8qf+oA+mBZlr724Eb95dW9tvmcrJB+88GTderUkT5VBgAAgFRAgAFkOq+jVKMdya8D6IVlWfrmP97UH1/ZY5vPCYd0xwcW64wZZT5VBgAAgFRBgAFkugKPn1o31yS/DqAXP3t6u+568S3bXFbI6GfXnajls0b7UxQAAABSCgEGkOlGz3HPtRxJfh1AHLGYpV88s8M2Fw4Z3XbNCTrv+DE+VQUAAIBUQ4ABZLrsfKnI8U1g1QZ/agE8tEaiamqP2uZuvny+Lpg/1qeKAAAAkIoIMIAgGDPXPq7b430f4IOOqOWaWzZjlA+VAAAAIJURYABBkOs4erK92Z86AA8d0ZhrLitsfKgEAAAAqYwAAwiConL7uPoNf+oAPEQ8VmBkh/n0BAAAADu+QgSCYMJJ9jEBBlKI1wqMbFZgAAAAwIEAAwiC0gn2cWudP3UAHrwDDD49AQAAwI6vEIEgcPbAaKuXLPeyfcAPTW32E0hCRsoKsQIDAAAAdgQYQBDkljgmLKm90ZdSAKe9R+xNZctL8mQMAQYAAADssvwuAEASOFdgSFLVRmny0uTXAnTZXFWve1dX6F8bq2zzE0cU+FQRAAAAUhkBBhAErhUYkvavIcCAbw40tOrqX76k+taI6xoBBgAAALywhQQIgrBHVmn4zx/++ftr+zzDC0maOJwAAwAAAG58BwMExXFn2sf0wICPHly7L+61iSPyk1gJAAAA0gUBBhAUJY6jVJsP+1MHAm9LVYM2VzXEvc4WEgAAAHghwACCorDMPm6s5ihV+OKhdfFXXxTlZmnOWI+eLQAAAAg8AgwgKIpG28cb/y59f6q06tf+1INAsixLD63bb5tbOHGY5owt0ZSRBfrBlQtUlEt/aQAAALjxVSIQFBNPcc+11EiP3ijNuUQqLk9+TQicNRW1qqhpsc1997J5mje+1KeKAAAAkC5YgQEExfjFUvFY97wVkyrXJb8eBNLzWw/ZxlNHFWruOLaMAAAAoG8EGEBQhMLSJbdKecPc17Y8mvx6EEjVDa228alTR8oY41M1AAAASCcEGECQzHyn9B/bpLEL7fOv/Z8UjfhTEwKlprHdNi4rzPGpEgAAAKQbAgwgaLJypFkXuucPbU1+LQicmmZ7gDGCAAMAAAD9RIABBNH8q9xzkRb3HDDEapocAUZRrk+VAAAAIN0QYABBNHKaey7akfw6EDiuAKOAFRgAAADoHwIMIKgKyuzjmp3+1IHAaI/EVMsWEgAAAAwSAQYQVGHHN44PfNKfOhAYmyrrFbPsc+OH5/tTDAAAANJOlt8FAPBJONs919EiZfMNJYbWkaZ2/eLZHfrVc/ZVPlNHFao03+PfQwAAAMADKzCAoDr5Bvdc08Hk14GM97UHN7rCC0k6YeJwH6oBAABAuiLAAILqtM+457Y+lvw6kNFaO6L618Yqz2uLJg1LcjUAAABIZwQYQFAZI5VOtM+t/q0/tSBjba1uUMTZ+KLLCRMJMAAAANB/BBhAkDUfto8PbuI4VQypjfvqPedzs0KaVV6c5GoAAACQzggwgCC7/Nfuuf1rk18HMtbG/XWe82fOHKXsMJ+CAAAA0H989QgE2cx3uecqXk5+HchYG/e5A4wzppfpaxcd70M1AAAASGccowoEWThbmn2xtPnho3MtR/yrBxmlIxrT5soG29w9N5yi06aX+VQRAAAA0hkrMICgyyu1jyNt/tSBjHOwoU3t0Zhtjr4XAAAAGCwCDCDosvLs490vStGIP7UgoxxpbreNQ0YaXpDjUzUAAABIdwQYQNDlOn4ivv916Y9XSLGY9/1AP9U220+0GVaQo1DI+FQNAAAA0h0BBhB0w6e453Y+I216MNmVIMO4Aoz8bJ8qAQAAQCYgwACCbsoZ3vN//RCrMDAo7ZGY/vDybv3gsc22+WEFBBgAAAAYPAIMIOjKZkiX3u597dCW5NaCjHDj39bpaw9s1FuHm23z9L8AAADAsSDAACCd+AHpsl+457c8mvxakNYsy9IjGyo9r40uyfOcBwAAAPqDAANAp0XXuufeWpn8OpDWYpbUEbU8r80YXZTkagAAAJBJCDAAHFU8zj6uWOVPHUhb0Zh3eCFJM8cUx70GAAAA9IUAA8BRI6fZx+0NUmu9P7UgLcWs+AHGjDGswAAAAMDgZfldAIAUsvAa6a3n7XOVa6XjzvSnHqSN+tYO3fbUNu12NO7saXRxbhIrAgAAQKYhwABw1Izz3HPRjuTXgbTztQc26sG1++NeXzx5uIwxSawIAAAAmYYtJACOKhotZeXb51rr/KkFaWXF5gO9Xr9q8YQkVQIAAIBMRYABwG78Yvv4ia9LvfQ1AJraImpojcS9/r/vXairTpqYxIoAAACQiQgwANiNnmMf11VI2x73pxakhar61l6vv+eECQqH2D4CAACAY0OAAcBu8mnuufs/nvw6kDaq6noPMAAAAIChQIABwG7Ope65liNSLJr8WpAWCDAAAACQDAQYAOzCWdLyr7rnaeaJOHYcbIx7bdmMsiRWAgAAgExGgAHA7YTr3HMcp4o4Xtxx2HO+MCesr118fJKrAQAAQKbK8rsAACkot9g9F21Lfh1IefWtHVq/t9Y29/0rF6gkL1sLJ5ZqbGl+nFcCAAAAA0OAAcAtnOOeYwUGPKzaWaNYj1N2c8IhXbpwnPKyw/4VBQAAgIzEFhIAbl4BRoRGjXB7Ycch2/jEycMILwAAAJAQBBgA3IyR8kfY5+r2+lMLUtq6Cvv2kdOn0bQTAAAAiUGAAcDbyOn2ceU6f+pASqtpareNZ4wp8qkSAAAAZDoCDADexi+2j3c9508dSGm1LfbeKKX5HtuPAAAAgCFAgAHA26RT7eMju/2pAykrFrNU7wowsn2qBgAAAJmOAAOAt/zh9nHTHzObgQAAIABJREFUQU4igU1DW8R2AokkDSsgwAAAAEBiEGAA8DZymn0caWEbCWycqy8kVmAAAAAgcQgwAHgrnSCNO9E+t+clf2pBSmrtiLrm8jlCFQAAAAlCgAEgPmcfjI1/lyzL+14ETlskZhtnh41CIeNTNQAAAMh0BBgA4hs2yT6u2Sk9/lV/akHKcQYYuVmsvgAAAEDiEGAAiM/ZyFOSVv1a6mhNfi1IOW0R+xaS3Cw+pQAAACBx+GoTQHwTTnbPRduktobk14KUU1HTbBvn0f8CAAAACUSAASC+kdOkS29zz3c0u+cQOP9YV2kbzx1X4lMlAAAACAICDAC9W3iNe27fa8mvAynlQH2rXtxxyDZ36aJxPlUDAACAICDAANC7UJZ7Ltqe/DqQUh5eX6lYjwNpCnPCesecMf4VBAAAgIxHgAGgd8bjWMxDW5NfB1LKQ+v228bvmldODwwAAAAkFAEGgL4t+bh9/MYD/tSBlGBZljbuq7PNXbKQ7SMAAABILAIMAH2bf5V9XLNDaq3zvhcZryNqKdJz/4ikKSMLfaoGAAAAQUGAAaBv5fPccw3Vya8DKWFtRa1rLjeLTycAAABILI/ufADgkJ0vZeVJkdajc+2N/tUD39y+Ypt++Li7Bwr9LwAAAJBo/MgMQP+Esu3jaIc/dcA3Da0dnuGFxAoMAAAAJB5fcQLon7BjwVb1Bn/qgG9WbD7gOZ8VMqzAAAAAQMKxhQRA/7QcsY+rCDCCYufBRtW1dOjRDVWe16ePLlI45HHcLgAAADCECDAADM6Gv0mX/NTvKgJl+4EG/eTJbZKkL5w3U1NHFSX8mfeu3qOb7tsgx6EjNnPGliS8DgAAAIAAA/j/7N13mJxV2fjx79lNstm0TU9IIQmBEEIoMfQaOoqA2FBRBPVFKWJBX+RnR0BQ8EURFRWw00QFRHoHQ++EEFpIg/ReNtnd8/tjZrM7O7M1M/PMZr+f65rrmXM/53nOHTV7mXtPUdv0GgzrljS0B4xNLJWuaFNtHV/449PMXroOgFcWrOL+cw4mhMLOfLjkztdaLF4A7Di8b0FzkCRJksA9MCS11SHnZbarVyWTRxf1n5fe3Vy8AHh7yVqWrt1IbV1k5bpN1LZWZeiAmto6lq3d2Go/CxiSJEkqBmdgSGqbgeMz25vWJ5NHF7R0TTXfvOnFrPgdL7/HZXe/xop1qRNhDpowhG8dPZFJI/KzpGPZutaLF/17dWfqmAF5GU+SJElqiQUMSW3To3dme+O63P2UN2ura3jgtUV886YX2Vhbl3X/u/96OaP98KzFvLloDbectT93vvwefSq6cexuIzq8webi1dUt3t9lZBVfO2IH+vXs3mI/SZIkKR8sYEhqm+69Mtub1kGMUOA9GLZ2j7+1lFtfWMAROw3jkIlDN8dfnLeCE696nPWbatv1vvkr1rPHBfdubj/x9jJ+/OFdOpRbSwWMa07Zg0MnDuvQeyVJkqSOsIAhqW16NClgEFPLSLLiaqtHXl/MZ65+EoC/PTGHk/cdw17jBtK/sgfXPTmn3cWLXK57ck6HCxgr129q9t62A3s3e0+SJEkqBAsYktqmIse+Cgueg7H7Fz+XrcQV97+R0f7T9Hf40/R38j5OXV2krAPLSNZtzF1AGTOoF+MGW8CQJElScXkKiaS26TUIBm2fGXvmD4mk0tktWrWBS+96jSffXlaU8Wo6eELJ2uqarNi0HYdw5afe1+F9NSRJkqSOsoAhqW1CgEkfyoy9dCMseyuZfDqp2rrIR37zX375wButd86TTTk2AG3NM+8s54LbX82IHTFpGH84dS8mj6zKV2qSJElSm1nAkNR2A8Zmx168sehpdGa3v/Quc5dt2RG0156yJ/88Y78295/x7qpW+1TX1HLFfa9zzo0vcNPTc/nIr/+b1adPhasOJUmSlBz/36ikthu9V3Zs3dLi59FJ1dTWcfZ1z23RO/YaO5BpOw4hhMDPPr4bX7/xhVafefLtZew5dmCLfS66/VX+mN5/4+Zn5+Xss+1AN2yVJElScixgSGq7ITtCRRVUr2yI1TR/1KYgxsgf/zubax6bzZxl6zr8nv+cfSBL1lSz3/hBhPTRtSdMGUll93Ken7uCw3YaxmeveTLnySU/ves1TjtoO7qX5550d8mdMzcXL1qy/dA+Hc5fkiRJ2lIuIZHUPvucntleuySZPDqJ1xau5ge3zdii4sVfv7A3k0b046AJQ+jWqAgRQuD9u2zDeR/Yib3GDWSb/j2bfccBl9zPa++tzoq/s3Qtv37wzTblMX6IBQxJkiQlxwKGpPbpMzSzvWZhMnkkZFNtHTG27VSPGCNHX/5Iu94/tG8F5xwxgb4V3Rjat4JrT92T/bcf3KZnl63d2Oy9hauq+civ/8v8FZn7b9z87Pw257bdEI9OlSRJUnJcQiKpfZoWMJa9BXW1UFaeTD5FsmLdRg659EGWr9sEwJPfPoyhfZuf8QDwRBuPSQ0BPrPPGPr36sHH9xjFqAG9OPOQ7amLMWPGRWtOmDKSax+b3ez9NdU1fO9fL3P1KXtujv3ivtfb9O6DJwyhZ/et+79jSZIklTYLGJLaZ9jkzPb6ZTD/WRi9Z+7+W4lrH5u9uXgBsNeF9zH74mNafOaOl95t9b2f238cx+y6DVPHDMiIl5UFygjtyvGkvcfw18fnsLGFY1Pvm7moXe+s938n7t6h5yRJkqR8KVgBI4RwciHeG2P8UyHeK6mNBo6DwRNgyayG2MKXt8oCxoZNtVz5wBvMfG8198xo/1KZ656cmzM+++JjWLexhl498vsjePuhffjnmfvxwMxFXHr3rGb7bdhU267ZFBedsAsDe/fIR4qSJElShxVyBsYfgLYtFG+7CFjAkJLWf0xmAWP98uRyKaBP/e5xnp2zotn7McbNJ4I09fUbn885E+LY3UYA5L14UW/nEVXsPKKKtxav5R/P5d7fYv6K9Zs35BzSt4LFq7NPkjlq52F8fI/RDOvXk8kjqwqSqyRJktQehV5C0r75z5I6hz7DMtsrc8806OxaKl5AqhAwakCvnPF/NLM55uE7Dc0Zz7fLPr5bswWMwy57iJk/OpqausjK9Zsy7l384V04evJw+vdyxoUkSZJKSyELGOMK+G5JSRrY5K/38tmJpFFI1TW1rfa58oE3+fGHd8mK/3n6Ozn7bzekN8fvPnKLc2uLEAInTBnJP5spYkz87p1Zse7lgfdP3oaqXt0LnZ4kSZLUbgUrYMQYc/8/eEmdX+8mx3pWr04mjwKau2x9q32ue3IOby5aw0n7bMt+4wczpG8FAL956M2c/f95+v55zbE12w/t067+B2w/2OKFJEmSSpankEhqv+69M9sb1yWTRwHNeHdVm/o9OXsZT85OHZfaq0c5nz8g9+Sze79+UNGLAydMGcn/3TOLmrq2bUd0zK4jCpyRJEmS1HFlSScgqRPq0bSAsSaZPArojUXt/zOt21jLFfe/kRX/4kHbsf3QvvlIq11G9K/kpx/btc39D5owuPVOkiRJUkKcgSGp/Xo02bhy09Y1A6O2LvKL+17PiA3u04OT9x3LqAGVrNtYy/n/nsHGmuxTRnI5fNKw1jsVyAlTRjGsb08+9fsnWu070I07JUmSVMIKVsAIIVxTgNfGGOPnC/BeSe2RtYRkbTJ5FMDCVRv40l+eyXEncPZhO2xu1cXI9255pU3vnDwi2WNI99t+MGUBWltJ0q3cSXmSJEkqXYWcgXEK0LaF120T0u+zgCElrekSkk3roK4Oyjr3P4DPv20G1zz2ds57x+2WuT/EZ/YZwz+fm89zrRy1+sFdt6GyR3necuyop759OFMvuDfpNCRJkqQOK2QBYw75LWAUTAhhDHA2cAwwGqgG3gRuBK6MMeZtfnwI4XDg08ABwDZADbAQeBG4D/hzjHHr21BAW5eKHPs5VK+EygHFzyVPnnhrabPFC4BP7DU6ox1C4KYv7suUH93D6g01zT43ZdvS+M9kUJ8KBvepYMma6pz3T953TJEzkiRJktqnkMeoji3Uu/MphHAs8BegX6NwL2CP9OcLIYRjYozZO/O1b5wBwLXA8Tlu9wN2AD4CTAee35KxpILrPSQ7tmZxpy1grN9Yy4m/fbzZ+/16dmPCsOyiTbfyMl76wVFs2FTLxO/emfPZd5aWzvKaI3cext+emJMRO2D7wew7fhBfODD36SmSJElSqejc8723UAhhCnADqQLCGuDbwH7AYcDv0t0mALeHEDp8hEAIoQq4h4bixT+Bk4B9gD2BDwM/B+Z1dAypqLr3hIom+zqsXZRMLltoxbqNHHDJ/S32ufOrB7V4v2f3ck7Zb2zOe+8rkRkYAJ/eO3uWxS8+OYUzD9meim7JL3ORJEmSWtKlCxikigaVpJZxHBljvCjGOD3GeH+M8TTgf9P9JgDnbME4VwBTSS1NOT7G+OEY499ijE/EGJ+OMf4zxvhVYFvg5S0YRyqe3k2O3Lzuk1CTe3lCKXpr8RouvmMmu59/D0vXbmy230l7b8uI/pWtvu+LB2/HxOGZdc6qyu4cutPQLc41XyaN6MeHdm/Yy2PajkMY2NuTRyRJktQ5hBg7xTYVeRdC2AuoP1fwqhjjl3L0KSNVUNgJWAEMjTFuauc4BwCPpJvfjDFe2vGsOyaEMAqYCzB37lxGjRpV7BS0NfrtNFjwXGZs/6/CET9MJJ32WFtdw1GXP8y85etb7Ddpm35c9ZmpjB7Yq8V+9WrrImuqa3ho1mLmLlvHcbuNaPOzxVJdU8s9MxZSUxs5evJwenZ35oUkSZLyb968eYwevXkfudExxi1ecVDITTxL3Ycafb82V4cYY10I4U/Aj4H+wCHA3e0c56z0dSXwy/YmKZWsqtHZBYzHLocpn4bBO+R+pkTc++rCVosXr1/4frq381jR8rJAVWX3rBNLSklFt3I+uGvp5idJkiQ1J7ElJCGEHiGEU0MIt4QQZocQ1oQQalv5NL/Vf/sdkL6uBZ5pod9Djb7v354BQgg9aNj34p4Y44Z0vDyEMDqEMDaE0LM975RKxv5fzR1/7s/FzaMDvnJ9y/vk3nz6fu0uXkiSJEkqrERmYIQQJgD/AnYEQhI5kFoWAvBGjLGlwsjMHM+01W5AfYHipRBCP+B84LOkZnQAbAwhPAxcGGN8sJ3vBzYvEWnJ8I68V2rRqKnwv2/DT5qcXrHq3WTyyZOdtunH1DGls/GmJEmSpJSiFzBCCL2BO4BxQB1wC7AY+B8gAhcAA0kdYbp3Ojad1Cke+cqhJ1C/A2GL63BijMtDCGuB3sDolvrmMKnR9zLgaVLHpTbWAzgcOCyEcF6M8ZJ2jgHp/S2kous1EHY4El5vtLLqpRthx6Nh8kfa9Io3F6/hsMsaJjqdech4jt55G3YZVdXCUx0zb/k6PtHMcalfOWwH9hs/iL23G5T3cSVJkiRtuSRmYHyJVPGiFjgqxnh/CGFnUgUMYozfr++YPub0z6SOG70+xpivPSQaHxWwpg396wsYfdo5zsBG388lNRvjTuB7wIukjm/9CHAxUAVcHEKYGWO8pZ3jSMnZ7pDMAgbArWfDjsekjlttwX9eepcz/vpsRuzKB97kygfeBGCHoX342cd3z1sx45I7X8u598UNp+1j4UKSJEkqcUks8j6W1KyKG2OM97fUMcb4HKmNMxcBPwshTM1TDo3/VdX8+YkN6s+GbP0sxUy9m4x5D/DBGONTMcbqGOPiGONvgA+Smo0C8OMQQnuX1Yxu5bNnO98ntd3AcdmxjWtgZeubDDctXjT1+qI1nPfPFzuaWYa6usiDry3KeW/i8H55GUOSJElS4SRRwKhfVvHPXDfTR5duFmNcDPyM1GyRs3I90wEbGn3v0Yb+Felry8cWtDwOwLkxxtqmnWKMjwL/SDd3AnZpzyAxxnktfYD32pm31HbjD4UdP5Ad39j85KYYI3/87+w2vf7l+at4Ye6KDibXYO7ydazekL3dzYiqnlT16r7F75ckSZJUWEkUMOo3r3ynUay60ffGsxbqPZa+HpynHFY3+t6WZSH1ObVluUlz4yxOzyhpzl2NvjtjQp1Htwr45HXZ8WYKGDW1dYw77z98/9ZX2jzEZffM6mh2m81fkV1/7F4euOWsA3L0liRJklRqktgDYx2pPShio1jjX69uCzT3L5u8nKYRY9wQQlgKDAJaPMEjhDCAhgJGezfLbNy/tfn0jfsOaec4UvKqRsPKRv8zXrs4Z7ezr2+pjpfbw7MWM/ZbtwMwuE8Ff/nCXkwc3o8HXlvEZXe/RvWmOq49dU9GDejV7DtefXd1Rrtvz2689IOj2p2LJEmSpGQkMQPj7fR1RH0gxrgEWJZu7p/jmfq9L9qyX0VbzUhftw8htFTImdjo+6vtHKNxIaa8lb6N77d0rKtUmno0mcx03/k5u/3npeZXNB02cWirwyxZU83Rlz/CD297hVOvfYqX56/i9UVrOOCSB1ixrvkfET/694yMdq7lJJIkSZJKVxIFjKfT1z2axO8DAvDNEMLm0ztCCNsB3yI1Y+P5PObxaPram4YCSS6Nl6081myvHGKM7wBz0s2xrWzOOb7R9/ntGUcqCasXZLaXvQVPX0NdXR2vv/46dXV1LMixjKPeHz+3F5/ed0ybh7v2sdlZsd3Pv4dv3fwis5eszYivqbZYIUmSJHV2SRQw7iFVqDiuSfwX6et2wKwQwk0hhP+QKlrUz9b4bR7z+Fej76fm6pDeUPTkdHMF8EAHxrk5fe0HHNZCvw83+v5os72kUjU+x/+8//01Tjnls0yYMIFTTjmFXz34Rs5HTztoOw7aYTAH7TCECcPae1pxpuufmsu0Sx/k5mfmEWMkxshbi9u7fY0kSZKkUhNijK33yueAIfQC/kNqycQpMcY3G937AfC9dLM+sfpZC9fEGL+Q51weBg4ktWTjoBjj9Cb3vwn8JN38YYzxB03uT6OhqPHHGOMpOcbYFniN1DGqLwEHxBhXNenzaeDP6ebtMcYPdvxPlS2EMIr0Hhtz585l1KgWt/2QOmb+M/C7Q7PCp922gd89u5GeIycy7NOXZt1/4v8dxrB+DScbb6yp46FZi6mtq+NLf2n5mNUt8ZtPT+XoyXnZVkeSJElSE/PmzWP06NH1zdHpEzK3SNFnYMQY18UYp8UYD2xcvEjf+wFwBHADqf0jXgNuAz6W7+JF2ldIHY3aDbg7hHBeCGGfEMIhIYSraChezAIu68gAMcY5NBRldgGeDCGcGkKYmh7nCuAP6furgK918M8iJWvkVDj0O1nh3x7bk97dyVm8ADKKFwA9upVxxKRhHD15m4KkWc/ihSRJktS5JHEKSYtijPeR2g+jGGM9F0I4EfgLqSUeF+XoNgs4Jsa4Ose9to7z0/S+HucCOwLX5Oi2CPhQjPH1jo4jJe7Ab8BDP4Xa6ozwJ/cczD05ul90wi4tvu7aU/bk1D88BUDP7mVs2FSXlzSP221E650kSZIklZQk9sAoKTHG24Bdgf8jVaxYR2q/i6dJFRymxBhzL9xv3zjnkTph5c/AbKAaWAk8BXwXmNB0CYvU6YQA38z+63LZ4blrpRtralt83SETh/LaBUfz2gVHM/NH7+cHx07a4hR3HVXFhSdM3uL3SJIkSSqukpuBkYT0aSFfT3/a89yDNOzR0Zb+0wGLFNqqLF26lBtuuIHVqxsmKZ1UNopRdQ1L3HpSTU+q2UBFxrP/vf9OFj66ir59+3LiiScyaNCgrPdXdGs4Yfgz+47llhcW8NycFR3Kdb/xg/jlp95H357dO/S8JEmSpOQUvYARQhgHXE1qk86TY4wtHhkaQhgJ/CndbLW/pOI644wzuPHGGze3Q49Kpp/xLf5V1bBtTI9Qy7Hl07mpdtrmWN2maq6+8JvUVaeOPH344Ye5/vrrWxyrvCxw1WemcuwVj7JwVWqZysn7juHAHYZQFuCVBav42T2zcj777y8fwOSRVR39Y0qSJElKWBIzME4GpgGPtaUYEWOcH0LoBhwAfAa4uLDpSWqP/v37Z7RHf/mvPN+tB2tiT/qEDZvj+5W9klHAWHjdeZuLFwBVVW0rLgzt25PHzj2U1xauZkRVJQN699h879CJQzlutxH8372zuOX5BUBqycgtZ+5PCG2eLCVJkiSpBCWxB8ZhpGZf/KMdz/yD1FKNIwuSkaQOu/zyyzn99NMBqNh2F0K3VEHhxzWfyuh3Qvljm7/P/83n2fhuw0yJ008/ncsvv7zNY3YrL2PnEVUZxQuAEAJjB/fm55+Ywts//gCzLz6GW886wOKFJEmStBVIYgbGTunrs+145vn0dct38JOUV5WVlfzqV7/iiCOO4Oy7lm6OP1e3fVbfncPb3H/91dSsXAjAgAEDuPrqqznhhBPynpdFC0mSJGnrksQMjPp54u3Zha++74A85yIpT0444QQO2n3C5vZrcXRWn1H3fpMNs1P1yAMPPJAXXnihIMULSZIkSVufJAoYq9LX7OMGmlffd12ec5GUR2XdG04ZqaU86/6gnnWbv3/ta19j9OjsIockSZIk5ZJEAWN2+jqtHc8ckr7OyWsmkvKmti7yyOtLMmJ/f6dfRvvc/RsKHDfffHNR8pIkSZK0dUiigHEvqQ05zwwhbNNa5/QxqmeS2vjz3gLnJqmDvn/ry1mxxctXZ7SrejbsS3HbbbdRXV1d8LwkSZIkbR2SKGD8GtgE9AfuCyHs2lzHEMJupIoW/YEa4FdFyVBSuzw7Zzl/eTx7gtTilRuyYlXpSRirVq3i3nutSUqSJElqm6IXMGKM7wDfJjULY0fg2RDCvSGE74cQTkt/vh9CuA94BphAavbF92OMbxY7X6krq6uLOeMPz1rM1294nrteeQ+Avz8zL2e/u1aNz4rtO7rh8KN//KM9pylLkiRJ6sqSOEaVGOOlIYRK4PukiiiH0LDPRWMBqCNVvLi4iClKXd6fps/me7e8AsAXDhjH7x99O6vPP56bz/8evSMzFqzKugdw76NPwyXDM2KfP/5A7rzsAQCWL1+e36QlSZIkbbWSWEICQIzxR8AewPXASlLFisaflcBfgakxxguTylPqitZtrNlcvAByFi/q/eTO13hp/sqs+Cf2HE1lZSXsdFxG/KNH7sedd97JOeecw09/+tP8JS1JkiRpq5bIDIx6McbngU+FEAIwDhicvrUEeDvGmHv+uqSCeuLtZe3qX9tkqcnI/pVcdMIuqUbfJnv1LnqVoz59AUcdddSWpChJkiSpi0m0gFEvXah4K/2RlKDX3lvNqdc+tUXveOxbhzY0hk/OvPnmA7B6IfQdtkVjSJIkSepaEltCIqn0bKqt46jLH87vSyd9CMorGtqxFmbdkd8xJEmSJG31Ei1ghBCqQgifDyH8PoTw7xDC/SGEMU36jAghTAohbJdUnlJX8ZsHC3DQT89+MGj7zNjjv87/OJIkSZK2aoktIQkhnAVcCPSpD5E6LrV3k67TgL8AG0IIo2KM7VucL6nNLrtn1ha/4xefnJIdXPp6ZnvxzC0eR5IkSVLXkkgBI4TwQ+A7pIoW1cBLpE4kyeV64FJgGPAR4HfFyFHqampq63LGP7nXaL59zCR6lJfRo1sZMUbeW7WBfX98f1bfqsruHLfbiOyXTD0FnvxtZmz5bBgwdovzliRJktQ1FH0JSQhhKqniBaRmVgyPMe7VXP8YYx1wE6lixxGFz1Dqmj7/x6dzxr92xAT6VHSjR7fUj4sQAttUVebs++x3m/krOvWU7Ngy9+yVJEmS1HZJ7IFxFqlixPQY48kxxpVteGZ6+rpL4dKSuqa6usgDMxfx0KzFWffeuugDDO3bM+dzh04cmtG+9tQ9KS8LuQcZtnN2bMFz7c5VkiRJUteVRAHjIFJ7XfyyHc/MTl9H5j0bqYv75t9f5NQ/ZB+bOnpgJWXNFSSAMw8Zz8DePQA4ZpdtmDZhSMsD7fiBzPbcLTuqVZIkSVLXksQeGNukr6+145kN6WtFi70ktdn8Fev57r9e5v6Zi3Lev/JT72vx+aljBvLouYewprqGIX0qCKH5YgcA65rsv9s998wOSZIkScoliRkYG9PX/u14Zlj6uiLPuUhd1jdufKHZ4gXAuMFNDwTK1qtHN4b27dl68QJg+8Mz2yvntf6MJEmSJKUlMQNjDrAzsAPwQBufOTR9bc+sDanLeuyNJZz0+yfYfXR/Vm/YxJrqGvYeN4gLTphMv57dqa2LTH9rabPPH7jDYPr27J7fpIZPzmyvmJvf90uSJEnaqiUxA+M+Upt4fqktnUMII4HTSO2bcXcB85K2Cj+9ayYn/f4JAJ6fu4I3F69l4apqbn1hAb97OHXyx4IV61t8x5Untbx8pEOqRme217wHNdX5H0eSJEnSVimJAsYvgU3AbiGE77bUMYSwI3AnUAWsA64qfHpS5/Xy/JVc+cCbzd6/4v43APjuLS832+e+cw6mX75nXwBUjcqOrZqf/3EkSZIkbZWKXsCIMb4JfJvULIwfhBAeDyH8b6MuHwsh/L8Qwu3Ay8AkUrMvvhpjzD7nUdJmP/r3jFb7rKmu4cHXcv9VeuWHRzF+SJ98p5VS2R8q+mXG7vp2YcaSJEmStNVJYg8MYoyXhtSufxcAewF7kipSAHyvUdcA1ALfiDFeXdwspc6lpraO5+e2vs/t5O/flTP+7HePoHdFgX8k9BsBi1c1tJe+UdjxJEmSJG01klhCAkCM8afA7sC1wBJSxYrGn1XAdcCUGOPPk8pT6iwWrNhAdU1dh5699GO7MbB3jzxnlEPf4ZntpW9AjLn7SpIkSVIjiRUwAGKMr8YYPx9jHAaMJTUbY19gAjAoxnhSjLH5xfqSNpuzbF1Gu09FN7540HZtevajU3PsT1EIx1+Z2Y51sODZ4owtSZIkqVNLtIDRWIxxTozx6RjjEzHGN2KMGb9KDiH0CiGck1R+Uil5fu4KzvvHi/y8kX/eAAAgAElEQVTmoTeprqkF4LePvJXRZ9uBvTjvAzvx1LcPb/Fdu46qKlieWfqNhO69MmMzbine+JIkSZI6rUT2wGiPEEJf4GzgK8Ag4LJkM5KS9fCsxZx8zZOb2xffMZNHzz2Eh2dlbsy5cv0mAIb0rWCXkVW8NH9lzvcdsP3gwiXbVAiwKXOmiEepSpIkSWqLkpmB0VQIYWAI4UfAO8D5QBH/lSWVnrq6yPm3zcgoXtQ74JIHsmLzV6zf/P2mL+2b851D+1bwxYPG5y/Jtpj4wcz2xrXFHV+SJElSp1SUAkYIYUwI4RchhBkhhNUhhGUhhGdDCOeFEKqa9O0TQvghMBv4f0B/Upt6LgG+U4x8pVL0xb88wzWPvd3m/mdMayhM9Oxezin7jc243708cPvZB1LVq3u+UmybIRMz2xvXFHd8SZIkSZ1SwZeQhBCOAG4GeteH0tfd0p+TQwiHxBjfCyHsD/wVGN2o33zgUuC3McaGXylLXcgNT83hnhkL2/XMl6Zlzqz4/rGT2G/8IK588E2mjO7P5/Yfx5C+FflMs20q+ma2q1cXPwdJkiRJnU5BCxghhCGkjkLt0yi8FqgB6mdeTACuDCH8HLgL6EGqePE2cDHwhxjjpkLmKZWyjTV1nHvzS+165oFvTKNfz8yZFSEEjtx5OEfuPLyZp4qkckBm+417k8lDkiRJUqdS6CUk/wMMBCLwd2D7GGPfGOMAYATwy3S/44G/ABXAGuDLwI4xxt9ZvFBXd85NL7Sr/4RhfRg3uHfrHZPStIAB8PYjxc9DkiRJUqdS6ALGkenr4zHGj8cYN5/zGGN8L8Z4NvCndB6jgBXAfjHGK2OMNQXOTSp5K9dt4rYXFjR7f6+xAzPafSq6cffXDi50Wlum7zbZsTvPg7ra4uciSZIkqdMo9B4YE0nNvvhVC31+AXw23e8XMcZXCpyT1Gnsdv7dzd7bdmAv/vY/e7NuUy2Pvb6EySOrGD2wVxGz66ARU6Bnf9iwoiG28CV4578w7sDk8pIkSZJU0gpdwKifK/5GC31eb/TdeeRSWowxZ/x7H5zEXuMGMmmbfpSVBfqVl/H+XXLMaihV5d3gy8/CT7fLjD/8UwsYkiRJkppV6AJGd1IzK5o9ZiDGuCaE+gNHeK/A+Uidxl8efydn/JT9xlJWFnLe6zR6D4KRU2H+Mw2xdx5LLh9JkiRJJa/Qe2C0V+5fOUtdzMr1m/juLdmrqW4764DOX7yot25ZZrvObW8kSZIkNa/UChhSl7dkTTUHXHJ/znu7jKrKGe+U9jsr6QwkSZIkdSKFXkJS79oQwto89IsxxsPylZRUal6Yu4Ljr8y9lGJk/8oiZ1NgI96XHVsxB/pvW/xcJEmSJJW8YhUw9mjlfv3SkZb6BVxioq3chf95tdl7//7yAUXMpAiG7pQdWzTTAoYkSZKknIqxhCTk6SNt1TbV1vHsO8tz3pt98TEM6N2jyBkVWPccM0qe/2vx85AkSZLUKRS0gBFjLMvzp7yQ+UqFlOtY1IWrNjBv+Tpq6yKvLFhFTV1mnz4V3Xj6O4cXK8Xi2+2Tme0Z/4KajcnkIkmSJKmkFWsJidSl/f2ZeVxw+wxWrNvEee+fyMgBlZz1t+dafe7p7xxOz+5bcd0u1zKSJbNg+OTi5yJJkiSppBW0gBFCGBhjXNZ6T2nrtXh1Nd+46YXN7R/fMbNNzx2324itu3gBsOuJcM/3MmMb1ySTiyRJkqSSVug9MBaGEB4KIXwzhDCxwGNJJWX2krWceu2T7HnhvR16fsfhffOcUQnqOxx6DcqMLX0zmVwkSZIklbRCLyEpBw4EDgAuDiG8BfwbuA14KMZYW+DxpaL71s0vcv1Tc7f4PfuOH9R6p63BtvvCzH83tBe+nFwukiRJkkpWoWdg7A9cDMwgdZLIeOBs4B5gSQjhhhDCp0MIAwuch1QUNz8zLy/FiyMmDeN92w7IQ0adwPBdMtsWMCRJkiTlUNAZGDHG6cB04P+FEMYCxwIfBA4GqoCPAR8F6kII00nPzogxvlrIvKRCeG/lBs5ptNdFW716/tHc+sJ8Xn13NUP6VnD87iMYNaBXATIsUYO2z2yvfi+ZPCRJkiSVtKKdQhJjnA1cAVwRQugDHEWqoPF+YAipZSb7Az8OIbxNapmJS03UKdz6wgLOvq71U0Wu+OQUjp48nIv+8yoxwhmHjKeyRzkn7rltEbIsUT16Z7aXvpFMHpIkSZJKWiLHqMYY1wA3AzeHEAKwD6lixrHAzsB2pJaanA2sDiHcRaqY8R9PNVGpqa2L/PDWV1rs86MPTeZTe21LeVkA4PvH7lyM1DqHbj0z27EONq2H7pXJ5CNJkiSpJCVSwGgsxhhJLTOpX2oyhoZixsFAPzKXmjwO3ApcH2Pc8s0GpC10x8vvsnTtxqx4VWV3HvzGNAb07pFAVp1Iz37ZsTfug50+WPxcJEmSJJWsQm/i2W4xxndijL+MMR4FDCZVvPgjsITUqSb1G4OemlyWUkqMkbP+lnvpyIUnTLZ40RbDd8uOzbil+HlIkiRJKmklV8BoLMa4JsZ4c4zxVGA4qeLFJcArQEw0OXV581esZ9x5/8l5ryzAkZOGFzmjTqq8G+zx+czYSzfC0jeTyUeSJElSSSrpAkZjMWV6jPG8GOOupGZhSIm446V32f/i+3Pem7bjEF754dH06NZp/nolb+TU7NgL1xU/D0mSJEklK/E9MDoqxrgp6RzUNc18bxWn//XZZu//4dS9ipjNVmLbfbJjK+cVPw9JkiRJJSvRAkYIYRCwL6lTR/qS2uOiRTHG8wudl9ScF+et4LhfPpbzXs/uZcz80fuLnNFWYtB4GLITLH61IbZhZXL5SJIkSSo5iRQwQghDgf8jdbJIe3OwgKFEvLdyQ7PFi5H9K3n03EOKnNFWZo/PwR3fbGivX5FcLpIkSZJKTtELGCGEAcCjwHggFHt8KZcYI+8sXUdNXSQEGNirB7UxsnTNRiYM68Or767mA794JOezXz9iAmcftkORM94KVfbPbG+wgCFJkiSpQRIzML4FbJ/+fjfwM+AZYFmM0ZNFVBQxRp6fu4KnZi9j5rureXbOcmYvXdfu94wd1MviRb70bFLAWDUf6mqhrNWVZZIkSZK6gCQKGMeTOgL19hjjcQmMry5sbXUNM95dxbk3v8hbi9du8fse+Ma0LU9KKUMnZrY3rIQFz8OoHCeUSJIkSepykihgbJu+XpnA2NrK1NVFlq7dyMJVG9Kfahau2sCi1RtYsmYjA3p1Z8yg3nQvDzzy+hIeeX1JXsb90O4juPwTU/LyLqX13xYGbQ9L32iILX7VAoYkSZIkIJkCxhqgAliYwNgqcRtr6li3sYZ1G2sbXTO/r9lQw8sLVvLEW8tYuGoDNXXFXXm0++j+/PjDuxZ1zC6j34jMAoYnkUiSJElKS6KA8RIwDRgDPJ/A+CpRu/3wblau31T0cT+x52gmjejH7qP78+7KDfzkzplMHlnFnmMHsmRNNZff+/rmvp/ddww/PH5y0XPsMnoNzmyvWpBMHpIkSZJKThIFjKuAQ4DPALckML5KVPfysqKOt//2g/jJR3djZP/KzbFdR8FROw/P6Hf2oTvw7qoN9K/sTu+KRE4e7joGjstsT/8lHHkBBA8skiRJkrq6ov9rLMZ4YwjhWOBTIYRvxRgvLnYOKk29enT8tImyAEP6VjCsX0+G9u3J8KoKBvauYMmaamYvWcuSNdWMHdSbyh7lHLjDEPYdPyijcNHiu8tCm/tqCw0Ylx17/W6YcFTxc5EkSZJUUopewAghHARcDYwDLgwhfBj4GzATaPUcyxjjw4XNUEnJVcDo0a2MXj3K6d2jG5U9yumV/vSp6M4eYwew73aDGF7Vk8F9Kigv87f0nd6QidmxF66zgCFJkiQpkSUkD5I6RrXe1PSnLSLJ5KwiuPKk9xGAXj260auinF7dy+lW5GUlStjIHD8K5jxe/DwkSZIklZykigH+qlxZxg/pk3QKSlpZWWoZyfK3G2Kr300uH0mSJEklI4kCxiEJjCmps9jtE/Dgj5POQpIkSVKJSWITz4eKPaakTmTYztmx9cuhckDxc5EkSZJUMtxgQFJp2SHHhp3znyl+HpIkSZJKigUMSaWlWw8YvU9mbO6TyeQiSZIkqWQkfqJHCGEqcDgwGRiYDi8DXgbujTH6q1epqxk2CeY2On1k7ZLkcpEkSZJUEhIrYIQQdgF+C+zVQreLQghPAF+MMb5UnMwkJa6iX2a7elUyeUiSJEkqGYksIQkhHA48Sap4EdKfGmBh+lPTKL4P8GQI4bAkcpWUgIq+me0NFjAkSZKkrq7oBYwQwmDgJqACiMDvgb2B3jHGETHGEUAvUsWN3wG16b43hRAGFTtfSQnoPSSzvfjVZPKQJEmSVDKSmIHxFaAK2AgcE2M8Lcb4VIyxpr5DjLE2xvh0jPGLwDHApvQzX0kgX0nFNmqPzPaKObDIIoYkSZLUlSVRwDiG1MyLX8YY72qtc4zxbuAKUstJjilwbpJKwZCdoFtlZuyqg5LJRZIkSVJJSKKAMS59vbUdz9T33S7PuUgqRWVl0G9EZqx2I2zakEw+kiRJkhKXRAGjZ/q6th3P1PetyHMukkrVLh/NjtWsL34ekiRJkkpCEgWM99LXKe14pr7vwjznIqlU7fXF7FjtpuLnIUmSJKkkJFHAeITUfhbfCiH0a61zCKEvcC6pfTMeKXBukkpFeffsWO3G4uchSZIkqSQkUcC4Kn0dBzwcQtijuY7pew8B45s8K2lr1y3HirGa6uLnIUmSJKkkdCv2gDHGx0IIvwLOAHYBngghvAI8ASwiNdNiGLA3sHOjR38VY3ys2PlKSkhZjhkYFjAkSZKkLqvoBYy0LwPrgK+TmgUymcxiBaSWmQDUAZcC3ypadpKSV1YG3XvBpnUNsQXPwbBJyeUkSZIkKTFJLCEhpvwvsDvwa+B1UgWLxp/X0/d2jzGeG2OMSeQqKUHde2W2bzkD5jyRTC6SJEmSEpXUDAwAYowvA2cChBB6AAPSt5bHGN2tT+rqKvrCuiWZsZduhG33TiYfSZIkSYlJZAZGLjHGjTHGhemPxQtJsN207Nj65cXOQpIkSVIJKJkChiRlOfrHEMozYwtfSSYXSZIkSYmygCGpdHWvhM/dmRlbPBPefSGZfCRJkiQlpmB7YIQQ7k9/jTHGw3LEOyLjXZK6gJF7QJ/hsOa9htjVR8F33mv+GUmSJElbnUJu4jktfW16esi0dCzQdvX9PYlE6mrKymDiMfD01Q2xmg1QvTq1yackSZKkLqGQBYyHyV1waC4uSblNOSmzgEGE6jUWMCRJkqQupGAFjBjjtPbEJalZQydlx6pXAdsUPRVJkiRJyXATT0mlr7wiOzb70eLnIUmSJCkxFjAklb6yHD+q6mqKn4ckSZKkxJRsASOEMD6EsHcIYVjSuUgqAVXbZrbXr0gmD0mSJEmJKHoBI4QwNIRwRvpTleP+9iGEZ4BZwH+B+SGEm0MIA4qdq6QSst1Bme31y5PJQ5IkSVIikpiB8WHgl8BXYowrG98IIVQAdwC7kzo2NZDK8UPALUXOU1IpqWxSw3zi18nkIUmSJCkRSRQwjiR1jOo/c9w7BRif/n4r8BXgNlKFjP1DCCcWI0FJJahn1oQtSZIkSV1IEgWMHdPXx3Pc+1T6en+M8UMxxitijMcD95IqYnyiGAlKKkGhPLPdo08yeUiSJElKRBIFjCHp67zGwRBCJbAPqdkZv23yzDXp6/sKm5qkkrXDEZntTesgxmRykSRJklR0SRQw+qevdU3i+wDdSRUw7m1y7+30dWgB85JUyrr3ymzHOqipTiYXSZIkSUWXRAFjTfo6vEl8Wvo6I8bY9HiBTelrTaGSklTici0Z2bgmOyZJkiRpq5REAWNm+np0k/hHSM2+eCjHM/XFjoWFSkpSicu1ief8Z4qfhyRJkqREJFHAuJ3UhpynhRBODyFMDiFcCkxK3/9Hjmfq976YX4wEJZWg7j1hyMTM2DN/SCQVSZIkScWXRAHjl8C7QI/09xeAr6XvTY8xPpDjmWNJzc54qigZSipNUz6T2XYGhiRJktRlFL2AEWNcCRwOPEtqJkb95xHg4037hxB2A/ZMN+8pUpqSStGIKZntNQth0/pkcpEkSZJUVN2SGDTG+CqwRwhhHKn9Ld6NMc5u4ZFT09f7C52bpBI2YEx27D/fgOOvLH4ukiRJkooqiSUkm8UY344xTm+peBFjfCHG+Mf0Z1Nz/SR1AVWjYNzBmbHn/gLrliWTjyRJkqSiSbSAIUnttu+Z2bHrPlH8PCRJkiQVlQUMSZ3LhKOyY3OfgDlPFD8XSZIkSUVTsD0wQgjfq/8eYzw/V7wjGr9LUhe19+nwxK8zYw9cAJ+9LZl8JEmSJBVciDEW5sUh1JE6+pQYY3mueEc0fpfaJoQwCpgLMHfuXEaNGpVwRtIWWrcMfjIuM9Z3GzhnZjL5SJIkScowb948Ro8eXd8cHWOct6XvLPQSkvojUpuLd+QjqavrNRCmfCYztvpdKFBBVpIkSVLyClbAiDGW1X+ai3fkU6h8JXUyB349O/bGvcXPQ5IkSVJRWBCQ1Dn1GZ4dW/Rq8fOQJEmSVBQWMCR1Tj16ZcdibfHzkCRJklQUFjAkdV47fiCzXVeTTB6SJEmSCq7oBYwQwvAQwjXpz8g29B+Z7nt1CGFgMXKU1EmUd89sV69JJg9JkiRJBZfEDIzPAKcAu8cY57fWOd1n9/Qzny5oZpI6l/5jMttLZiWThyRJkqSCS6KAcSQQgb+345kbSB2h+v6CZCSpcxo6KbPtJp6SJEnSViuJAsbk9PXJdjzzdPq6a55zkdSZDd0ps738baipTiYXSZIkSQWVRAFjUPq6uB3PLGnyrCRBn6HZsaevLX4ekiRJkgouiQJG/S57Ve14pl/6ujHPuUjqzLpXZsfeeqD4eUiSJEkquCQKGPPS133b8cz+6Wurm35K6kIqB2TH1q8ofh6SJEmSCi6JAsaDpDbk/HIIoV8rfUn3OYvUxp8PFjQzSZ3PcVdkthc8C+uWJZOLJEmSpIJJooBxFalixDbA7SGEYc11DCEMB24HRqSfuaooGUrqPHY6FsorGtq1G+Hth5PLR5IkSVJBdCv2gDHGV0IIPwe+CuwHvBFCuAF4BHg33W0b4CDg40AvUsWLK2OMzxc7X0klrnIAjJwKc/7bEFv9bvP9JUmSJHVKRS9gpH2D1CaepwK909dTc/QL6evvSRU8JClb09NI7v0h7HN6MrlIkiRJKogklpAQY6yLMX4e+BAwPR0OTT4AjwHHxRhPizHG4mcqqVPoPSSzXbMe1i7J3VeSJElSp5TUDAwAYoy3AreGEAYCuwOD07eWAM/FGJcnlpykzmPoxOzYsreh9+DsuCRJkqROKdECRr0Y4zLg/qTzkNRJ7Xoi3H5OZmzt4mRykSRJklQQiSwhkaS8qugL2+6bGXvTmqgkSZK0NUl0BkYIoQw4BNgXGE7qxJFvxxjfbdSnB6k8a2OM1YkkKqn0jT8U5kxvaC+ZlVwukiRJkvIusQJGCOGDwC+AMU1uXUrDcaoAXwCuANaEEEbEGNcWKUVJnUmvgZnt2Y9CjBBC7v6SJEmSOpVElpCEEP4HuAUYS+rEkaU0nDzS1O+BlUAf4IRi5CepE2p6EkmshRdvTCYXSZIkSXlX9AJGCGEH4Mp0835gUoxxaHP9Y4wbgZtJFTiOLFBOY0IIl4UQZoYQ1oYQloUQngohfDOE0KtAY/YKIbwVQojpz+xCjCN1GSPelx17+CfFz0OSJElSQSQxA+NrpJauvAJ8IMY4sw3PPJK+Tsl3MiGEY4EXga8DO5Lah2MAsAfwE+C5EML2+R4XOB8YV4D3Sl1T1SiobLKMZOkbsMbTSCRJkqStQRIFjEOBCFyenl3RFm+kr6PzmUgIYQpwA9APWAN8G9gPOAz4XbrbBOD2EELfPI/7VWADsDpf75W6tBDg9P9mx93MU5IkSdoqJFHAGJW+vtCOZ+o37sz3co6fA5VADXBkjPGiGOP0GOP9McbTgP9N95sAnJOPAUMI5aSKI+XARcCyfLxXEtBvGxi0Q2Zs5bxkcpEkSZKUV0kUMGL62p5ixKD0dWW+kggh7AUcmG5eHWOcnqPbZcCr6e9fCSF0z8PQXwGmAq8Bl+ThfZIaG9hkZdZ7LyaThyRJkqS8SqKAMT993a4dzxyQvr6Vxzw+1Oj7tbk6xBjrgD+lm/2BQ7ZkwBDCGFJ7XwB8qR1LaCS11YgmW+UsejV3P0mSJEmdShIFjAdJnSjy2bZ0DiFUAV8iNXPj/jzmUV8UWQs800K/hxp9338Lx/wV0Bv4c4zxwS18l6RcqkZlttcvTyYPSZIkSXmVRAHjKlLFiINDCKe01DGEMAj4FzCc1D4Vv8ljHjulr2/EGGta6Nf4lJSdmu3VihDCJ4APAMvJ034aknLo2T+zveDZZPKQJEmSlFfdij1gjPG5EMLPSZ3CcXUI4f3AzY267BdC2J3UbIdPkTohJAI/ijG+k48cQgg9gcHpZos7/MUYl4cQ1pKaOdGhU1BCCAOAy9PNb8UY83quYwhhVCtdhudzPKmkVQ7Ijq2YA/23LX4ukiRJkvKm6AWMtHOACuB04KPpT/3mnlc16hfS18tjjBfkcfzGR6KuaUP/+gJGnw6O91NgGDCdhuNZ82luAd4pdU7DJ2fHXrgBDv5m8XORJEmSlDdJLCEhppwJHEVqT4xIqljR+AOpf/AfE2P8ep5T6Nnoe1s20qxOXyvbO1AI4SDgc6SWwHwpxhhbeUTSlqgcAFVNJks9/1fwr54kSZLUqSU1AwOAGOM9wD0hhL7AFGAoUA4sBZ6PMS4p0NAbGn3v0Yb+Fenr+vYMEkKoAH5LqiDz8xhjoc5zbG1py3DgqQKNLZWej/0Bfn9YQ3v52/DOYzD2gGYfkSRJklTail7ACCFck/56R4zxJoAY42rg4SKmsbrR97YsC+mdvrZluUlj3wZ2JLXE4/vtfLbNYowt7uMRQmjptrT1GTkVBk+AJbMaYn84Bn6wMrmcJEmSJG2RJGZg1B+fekMCYwMQY9wQQlgKDAJa3AAzvQFnfQGjvXtNnJu+3gsc20whof7dvdMnlQAsijHm88hYqWsJAXb/FNz7g8z40jdh0PhEUpIkSZK0ZZIoYCwGhgALExi7sRnAgcD2IYRuLRylOrHR91fbOUb98pRT05+WDAauS39/CLCAIW2J3T6ZXcC4/iQ4Y3qqwCFJkiSpU0liE88Z6euYBMZu7NH0tTcwtYV+Bzf6/ljh0pGUV32HQ2jyI27xq3DBMHj1tmRykiRJktRhSRQw/kJqU8vPttaxwP7V6HvO2REhhDLg5HRzBfBAewaIMYbWPsA76e7vNIpPa+efRVIuH/pNdqy2Gm45C6rbu6WNJEmSpCQlUcC4FrgPOD6E8IOQ0A6TMcYngUfSzc+HEPbN0e0cYKf095/HGDc1vhlCmBZCiOnPHwqXraQO2e1EGLZLdnzDCpgzvfj5SJIkSeqwJPbAOBC4lNQ+GN8FTgwh3AC8CCwHalt6OMaYz9NKvkJqWUglcHcI4SJSsywqgU8Ap6X7zQIuy+O4korl1NvhbydmFywevBh2OCKZnCRJkiS1WxIFjAeB2Kg9gVQhoy0iecw5xvhcCOFEUsta+gEX5eg2CzgmfdSrpM6mZxV87k74++fg5Zsb4vOfhoUzYNik5HKTJEmS1GZJLCGB1B4YHf3kVYzxNmBX4P9IFSvWkdrv4mlSx6BOiTG+ke9xJRXZtjlWif1639TRqpIkSZJKXogxtt4rnwOGcHDrvZoXY3woX7l0FSGEUcBcgLlz5zJq1KiEM5ISsGYRXLpDdnzHY+CTfyt+PpIkSdJWbN68eYwePbq+OTrGOG9L31n0JSQWICQlos9Q+OIjcNWBmfHXboe6WigrTyYvSZIkSW1StCUkIYRjQghXhBBuDSHcHkL4XQjhpBBC92LlIKmL22ZXOOBr2fFX/ln8XCRJkiS1S8ELGCGEYSGE6cCtwBnAMcDRwOeAPwEzQwg5zjmUpAI49HvZsZs/D8vfKX4ukiRJktqsoAWMEEI5qcLF3jS/Kec44K4QwuBC5iJJAJSVwZj9s+M/3xUe+knx85EkSZLUJoWegfFxYE9Sx5++AXwe2AWYCHwMeDzdbxhwToFzkaSUI87PHX/oEtiwsri5SJIkSWqTYhQwAGYDe8UYr40xvhJjnBVjvBk4EHiI1EyMjxU4F0lKGbUHfO6u7HhdDaxaUPx8JEmSJLWq0AWMKaRmX1wWY1zR9GaMsRb4fro5LoTQt8D5SFLKtvvAF+7PjlvAkCRJkkpSoQsYQ9LXp1vo0/ie+2BIKp5RU2HUnpmxd/6bTC6SJEmSWlToAkZl+rqmuQ4xxnWNmj0Lm44kNTF678z2I5dCzcZkcpEkSZLUrIIfo9pOIekEJHUxVaOyY7MfLn4ekiRJklpUagUMSSquUXtlx+76TvHzkCRJktSibkUa54wQwqJ89IsxNnP+oSR1wMj3ZccWvwoxQnBSmCRJklQqilXAOL2V+7GN/QAsYEjKnxBgnzPh8Ssz4zP/DTsdm0xOkiRJkrIUYwlJyONHkvLvqAuzY6/fXfw8JEmSJDWr0DMwDinw+yVpy4UAE46GWXc2xF76Oxx3RXI5SZIkScpQ0AJGjPGhQr5fkvJm7y9mFjA2rYO6WigrTy4nSZIkSZt5CokkAfTsnx1776Xi5yFJkiQpJwsYkgQwfNfs2D9OS83CkCRJkpQ4CxiSBFDeDXY4KjO25DX4+6mpI1UlSZIkJcoChiTVO+KH0K1nZmzGLfDaHcnkI0mSJGkzCxiSVG/oTvCBS7Pj919Q/FwkSZIkZbCAIUmNve8zMP7QzNiiV2D9imTykSRJkgRYwJCkbB//U5O4GbIAACAASURBVHZs5dzi5yFJkiRpMwsYktRUjz7Qo29m7DcHuJmnJEmSlCALGJLUVAgwbFJ2/L0Xi5+LJEmSJMAChiTlNvGD2bElrxc/D0mSJEmABQxJym3fM7NjK+cVPw9JkiRJgAUMScqtrBwmfzQztuC5ZHKRJEmSZAFDkpo1dGJm+9XbYNnbyeQiSZIkdXEWMCSpOVNOhm6VDe1YC/edn1w+kiRJUhdmAUOSmtN3GEz8QGbslX/AhlXJ5CNJkiR1YRYwJKklI/fIjr18c/HzkCRJkro4CxiS1JJdT8yO3XFu8fOQJEmSujgLGJLUkt6D4MgLM2O11fDWQ8nkI0mSJHVRFjAkqTUDxmbHZvyr6GlIkiRJXZkFDElqzZj9smMr5hQ/D0mSJKkLs4AhSa3pNRAO+HpmbO2SZHKRJEmSuigLGJLUFiOmZLarVyeThyRJktRFWcCQpLao6JvZtoAhSZIkFZUFDElqi579MtsbVkCMyeQiSZIkdUEWMCSpLSoHZrZrNzoLQ5IkSSoiCxiS1BZ9hgEhM7b0/7N333FW1Pf+x1+zBRYWkF6U3qxYUSxgFysGgwmxXbEENeo1ttzftdzg9Wo0CSYWxC4oWLALghWlKREpirHRXaT3Dlvm98fZXfZwdpet52x5PR+PeezMZ75n5nOOIp73fmdmfkJakSRJkmojAwxJKok69aFZl+jairmJ6UWSJEmqhQwwJKmkWveI3p4zGnZsSkwvkiRJUi1jgCFJJdXm8OjtjH/BiHO9F4YkSZIUBwYYklRSR/4HpDWOrq34Bj79S2L6kSRJkmoRAwxJKqn6TeGytyC9RXR9xjOwISMxPUmSJEm1hAGGJJXGfkfCoPGQlLq7lr0zcimJJEmSpEpjgCFJpdWiO/S8Irq2YQn8MjMx/UiSJEm1gAGGJJXFibdDSr3o2pyXEtOLJEmSVAsYYEhSWTRoCa0Oiq7NeAa2rEpMP5IkSVINZ4AhSWV1yp2xtWfPgJ1b4t+LJEmSVMMZYEhSWdVpEFtbvxjmvhb3ViRJkqSazgBDksqqzaFQv1lsfd5H8e9FkiRJquEMMCSprFLrwRUTIDU9ur5uQWL6kSRJkmowAwxJKo8W+8OAp6Nr3gNDkiRJqnAGGJJUXo32jd7etBS2rklML5IkSVINZYAhSeXVqkfsZSSzRyWmF0mSJKmGMsCQpPJKToGWB0TXPv5zYnqRJEmSaigDDEmqCGn7JLoDSZIkqUYzwJCkinDUFbG1nOz49yFJkiTVUAYYklQR2vaMrf30fvz7kCRJkmooAwxJqgj1m8fWFk2Jfx+SJElSDWWAIUkVIaVObG2bj1KVJEmSKooBhiRVlL7/F739y8zE9CFJkiTVQAYYklRROp0Uvb1uIWz4OTG9SJIkSTWMAYYkVZRWh0CdhtG1d25ITC+SJElSDWOAIUkVJSkJWveIri2aBNvWJaYfSZIkqQYxwJCkirT/2bG19/87/n1IkiRJNYwBhiRVpBP+M7Y270PIzop/L5IkSVINYoAhSRXtwuejt7evg/f/KzG9SJIkSTWEAYYkVbRDfh25oWdBM56BZbMT048kSZJUAxhgSFJlOOC82Nrnj8W/D0mSJKmGMMCQpMrQ65rY2revx78PSZIkqYYwwJCkylC/KXQ/K7qWkubNPCVJkqQyMsCQpMpyxr3R21k74IdxielFkiRJquYMMCSpsrToDq16RNfe/U9Y8S1k7UpMT5IkSVI1ZYAhSZXpgHOit3duhCdOgIcPg7ULEtOTJEmSVA0ZYEhSZdrzPhh5Ni+Dzx+Jby+SJElSNWaAIUmVqc1hkN6i8H0/T49vL5IkSVI1ZoAhSZUpKRkufA6ad4/dt/pHyMmJf0+SJElSNWSAIUmVrdOJcMMMuOGrPXaEEGYnpCVJkiSpujHAkKR4qdswtvb+/4t/H5IkSVI1ZIAhSfHSsDU0bh9dm/EMrP4pMf1IkiRJ1YgBhiTF0yEXxtY+ujv+fUiSJEnVjAGGJMXTSX+CIDm6Nu8jyNqVmH4kSZKkasIAQ5LiKbUe3PJ9dC3MhjVeRiJJkiQVxwBDkuKtYSuo3zy69sQJsG1dYvqRJEmSqgEDDElKhGZdYmvTh8e/D0mSJKmaMMCQpETodFJsbdHk+PchSZIkVRMGGJKUCH1ugSadomurf0hML5IkSVI1YIAhSYmQWg9+OzK6tnMz5GQnph9JkiSpijPAkKREadgmejvMhl9mJqYXSZIkqYozwJCkRGnQElocGF1b8nliepEkSZKqOAMMSUqk/Y6M3t68PDF9SJIkSVWcAYYkJVLD1tHbq75PTB+SJElSFWeAIUmJtO8R0duLJsGP73szT0mSJGkPBhiSlEhtj46tvTwQPvqf+PciSZIkVWEGGJKUSA1aQWp6bH3647Dxl/j3I0mSJFVRBhiSlEhBAPufFVsPc2DWyPj3I0mSJFVRBhiSlGj9HoE+t8bWZ46A7My4tyNJkiRVRQYYkpRodRvAaf8D106Lrm9ZCWP/mJieJEmSpCrGAEOSqorWh0C7Y6Nrc0bBnJcS048kSZJUhRhgSFJVcvTVsbW3r4MwjH8vkiRJUhVigCFJVclB5xde//xRyNoZ314kSZKkKsQAQ5KqkpS6cPm42PpHd8OwXrB5Rfx7kiRJkqoAAwxJqmo69Sm8vn6R98OQJElSrWWAIUlV0aD3Cq+v/jG+fUiSJElVhAGGJFVFHU6AU++Ora/4Jv69SJIkSVWAAYYkVUVBACfeBld+EF1f9R3M+9inkkiSJKnWMcCQpKpsv56QXCe6NnoAfHBHYvqRJEmSEsQAQ5KqsuQUqNsotv7l07BrW/z7kSRJkhLEAEOSqrq2R8fWcjJhx8b49yJJkiQliAGGJFV1/f4J3c+OrRtgSJIkqRYxwJCkqq5ha7j4FUhvEV1fOy8x/UiSJEkJYIAhSdVFiwOit//1pE8jkSRJUq1hgCFJ1UX3M6O3F0+BJ/vA5hWJ6UeSJEmKIwMMSaouDhkAqfWjayvmwhtXOxNDkiRJNZ4BhiRVF432hV8NgyA5ur54Cqz6PjE9SZIkSXFigCFJ1ckhv4aBL8bWfxgX/14kSZKkODLAkKTq5oBzoftZ0bUlnyemF0mSJClODDAkqTo6/OLo7YWfwo5NielFkiRJigMDDEmqjjr2gaSU6NrHf05ML5IkSVIcGGBIUnVUvyl0PiW6NuclWL84Ie1IkiRJlc0AQ5Kqq5P+K3o7awd8MSwxvUiSJEmVzABDkqqrdkfHzsL48inIyU5MP5IkSVIlMsCQpOrsoPNja0umxb8PSZIkqZIZYEhSddb19NjaD+/Fvw9JkiSpkhlgSFJ11rg9dD8rupbxr8T0IkmSJFUiAwxJqu6O/UP09sp/Q9auxPQiSZIkVRIDDEmq7tocFr2dvQsypiemF0mSJKmSGGBIUnVXrzE07RJd++R/fRqJJEmSahQDDEmqCQ4ZEL29dAYsmJiYXiRJkqRKYIAhSTVB75uhXpPo2i+zEtOLJEmSVAkMMCSpJqhTH7qeEV377H7YsSkx/UiSJEkVzABDkmqK9OaxtbeuiX8fkiRJUiUwwJCkmqJBy9javI/i34ckSZJUCQwwJKmmOKBfbC0n06eRSJIkqUYwwJCkmqJ5V7jo1dh6dmb8e5EkSZIqmAGGJNUkrQ6Ore3YEP8+JEmSpApmgCFJNUnD1pCaHl1bOCkxvUiSJEkVyABDkmqS5FTodGJ0bdnsxPQiSZIkVSADDEmqaVr3iN5etyAxfUiSJEkVyAADCIKgQxAEQ4Mg+CEIgq1BEKwLgmBGEAS3B0FQv5zHrh8Ewa+DIBiee8z1QRBkBkGwNgiCL4IgGBIEQeuKei+SRLMu0dvrFiamD0mSJKkCpSS6gUQLgqAfMApoVKBcH+iZu1wdBMG5YRjOL8OxDwWmAQ0K2d0UODZ3uTkIgsFhGBby+ABJKqWmewQYa+dD1i5IqZOYfiRJkqQKUKtnYARBcATwKpHwYgtwJ3A8cBrwdO6w7sB7QRA0LMMpGrE7vJgG/DdwBnAkcCbwJJCTO250EARnl+2dSFIBTTvH1qb8Pf59SJIkSRWots/AeBioB2QBfcMw/KLAvolBEMwD/kokxLgVGFLK4+cAY4B7wjD8rpD9HwZBMAF4C0gGHg2CoFsYhmEpzyNJu9VvGlvzMhJJkiRVc7V2BkYQBMcAfXI3n90jvMgzFPg+d/2mIAhSS3OOMAw/D8NwYBHhRd6Yd4A3cze7AEeU5hySFCMIIL1ldG3LysT0IkmSJFWQWhtgAP0LrD9f2IAwDHOAF3I3GwOnVFIvnxZY71LkKEkqqTPvj97esioxfUiSJEkVpDYHGL1zf24FZhYzblKB9RMqqZe6BdazK+kckmqThq2it9cugK1rE9OLJEmSVAFqc4BxYO7P+WEYZhUz7odCXlPRTiqw/n2RoySppNocBskFstGcTPj2jcT1I0mSJJVTrQwwgiBIA5rnbi4tbmwYhuuJzNIAaFcJvRwGnJu7OTcMw1IHGEEQtC1uAVpXaNOSqr60feDA86JrE26H7MzE9CNJkiSVU60MMICCj0TdUoLxeQFGg2JHlVIQBHWBZ4g8gQQij3Eti4y9LDPK16mkaqnTSbG1WS/E1iRJkqRqoLYGGGkF1neVYPzO3J/1KriPx4CeuesjwzAcW8HHl1SbdToxtjZndPz7kCRJkipASqIbSJAdBdbrlGB83oXk2yuqgSAI/hu4OndzBnB9OQ63t0tbWuMsDKn2adoJup8FP72/u/bLTMjcAalpRb9OkiRJqoJqa4CxucB6SS4LSc/9WZLLTfYqCIJrgLxnHP4AnBOG4dZiXlKsMAyLvY9HEARlPbSk6u5Xw+Bvezydeft6SG2TmH4kSZKkMqqVl5CEYbgDyHueYNvixgZB0ITdAUZGec8dBMFFwOO5m0uAM8IwXFPe40pSoeo1gaTU6NrqHwofK0mSJFVhtTLAyPVd7s+uQRAUNxPlgALr5XrEaRAE5wMvEPnclwOn7W32hCSVS1Jy5JGqBS2blZheJEmSpHKozQHG1Nyf6cBRxYwreBv/aWU9WRAEpwFjiFy2s5bIzIsFZT2eJJVYywOjtzctT0wfkiRJUjnU5gDj7QLrVxQ2IAiCJOA/cjc3AJ+W5URBEBwPvEPkZqAbgTPDMPx3WY4lSaXWoGX09tZVielDkiRJKodaG2CEYfglMCV386ogCI4rZNitQN6vLh8OwzCz4M4gCE4OgiDMXUYUdp4gCA4H3iMy02MrcG4YhjMr4j1IUok0aBW9vWZeYvqQJEmSyqG2PoUkz01ELgupB3wYBMH9RGZZ1AN+BwzOHfcTMLS0Bw+CoAvwAdA4t3QXsDEIgkOKedmqMAz99aikitOwdfT2qu9gy6rYmRmSJElSFVarA4wwDGcHQTAQGAU0YvejTQv6icisic2F7NubPkDBbwj/KMFr7gGGlOFcklS4pp1ja9+8CsffGP9eJEmSpDKqtZeQ5AnDcCxwKJFw4SdgG5H7XXwF/BdwRBiG8xPXoSSVU4sDYmvLZse/D0mSJKkcavUMjDxhGC4BbsldSvO6z4CgmP0jgBHlaE2Syi85FY64DGa/uLu2fnHC2pEkSZLKotbPwJCkWqHLKdHbOzYmpg9JkiSpjAwwJKk2aNgmenvdQti+ITG9SJIkSWVggCFJtcG+R0Jy3d3bYQ58+XTi+pEkSZJKyQBDkmqD1DToelp0bdo/YeeWxPQjSZIklZIBhiTVFif/d/T2ri2wbFZiepEkSZJKyQBDkmqLNodC60Ojayu+TUwvkiRJUikZYEhSbdK0U/T2pAcT04ckSZJUSgYYklSbhDnR2zs2QNauxPQiSZIklYIBhiTVJkmpsbWP7o5/H5IkSVIpGWBIUm3S59bY2pdPw6rv49+LJEmSVAoGGJJUm7Q6GDqdGF0Ls+HxY2HhZwlpSZIkSSoJAwxJqk2CAC59C9ocHrvvhV/BTx/EvydJkiSpBAwwJKm2SU6BE28vfN83Y+LbiyRJklRCBhiSVBt1PgnqNY2tf/s67NwS/34kSZKkvTDAkKTaqG5DuOojaH987L5/HAzZmfHvSZIkSSqGAYYk1VbNu8Kg92Lvh7FjA8z7KDE9SZIkSUUwwJCk2iwpCfoPj61nTI9/L5IkSVIxDDAkqbZrdRC0OSy6Nu1hePHXsGVVYnqSJEmS9mCAIUmCcx+KrS34BN66Jv69SJIkSYUwwJAkwX5Hwb5HxtYXTISfvZxEkiRJiWeAIUmCIIDzHy1834xn4tuLJEmSVAgDDElSROtD4O61sfUdG+PfiyRJkrQHAwxJ0m7JKXDM4OjavA8T04skSZJUgAGGJCla22Nia+Nvh11b49+LJEmSlMsAQ5IUrdVBsbUvn4KR50NOTvz7kSRJkjDAkCTtqeVBUHef2PovX8GyWfHvR5IkScIAQ5K0pyCAP34Dqemx+967FTb87OUkkiRJijsDDElSrHqN4coJsfXlc+CfPeCBDjBlaPz7kiRJUq1lgCFJKlybw2DQe4Xvy8mEiffB1kIeuypJkiRVAgMMSVLROvaG8/5R+L4wG9b8GN9+JEmSVGulJLoBSVIV1/NKSK0PE/4LdmyI3vf82dDigN3bDdvAkf8BB18QuZeGJEmSVEGcgSFJ2rvDfgd/WgQH9ovdt/qH3cvCT+H1K+CNq2D7htixkiRJUhkZYEiSSiYpCU77MwTJex/77Rvw1MmwZVWltyVJkqTawQBDklRyzbvBKXeUbOz6RfD5I5XbjyRJkmoN74EhSSqdPrfCAefCqu+j61vXwITbo2ufPxqZtZGcGr/+JEmSVCMZYEiSSicIoOWBkWVPP38O/34ruvbDe3Bw//j0JkmSpBrLS0gkSRXnqEGxtdcuh4WTYMVcCMO4tyRJkqSawQBDklRxOp8Mh/4utv7C+fBEb3j5IsjcHu+uJEmSVAN4CYkkqWKd/yhkTIf1i2P3/TQBnj8HWh0U2Q6SoF0vOORCSE2La5uSJEmqXoLQ6bw1XhAEbYEMgIyMDNq2bZvgjiTVeHNfhzeuKvn4lgfDgKeh1cGV15MkSZLiZunSpbRr1y5vs10YhkvLe0xnYEiSKt4hA2BjBsx6AXZuhh0bIXtX0eNX/RuGnwDJdYo/bpOO0PNKOPoqn2wiSZJUyzgDoxZwBoakhPtlJrxwAezcWDHHa94dTrgJ6jaMbDfpBK17RJ6QIkmSpIRzBoYkqXra7yi4djJ8/Qrs2LS7vmgSrPy29Mdb8xO8c3107Zhr4Jy/lq9PSZIkVVkGGJKk+GjSEU7+f9G1rJ3wyf/Cl09D9s7yHf/LJ+HgC6DDceU7jiRJkqokLyGpBbyERFKVt3MzrJ1f/Jgtq+HT+2D5nKLH1G0EFz4P3U6v2P4kSZJUKl5CooQJw5CtW7eyadMmduzYQXZ2dqJbkmqs5ORk0tLSaNSoEenp6QS14b4OdRvCvkfsfVzX0+GbV2DOS7B5BaydF71/5yYYPQD2Pxd6XgFdToWk5MrpWZIkSXHlDIxaoLwzMHJycvj555/Zvn17ZbQnqRj16tWjffv2JCUlJbqVqmnnFnj6lMg9MQqzTzs48j+g51WQ3iy+vUmSJNVilTEDwwCjFihPgBGGIUuWLIkKL4IgIDnZ32hKlSU7O5uC/22uV68eHTp0qB0zMcpi84rIDT3nf1z0mAat4JrJ0LB1/PqSJEmqxbyERHG3devW/PAiOTmZ1q1b06BBA38bLFWinJwctmzZwooVK8jOzmb79u1s3bqVBg0aJLq1qqlha7jkdZg5Aj76n8hlJHvashKG7h8Z1+2MuLcoSZKk8vNbqIq1adPuLwKtW7emUaNGhhdSJUtKSqJRo0a0br17tsDmzZsT2FE1EASRe17c/G847x/Q+tDCx730W1i7IL69SZIkqUL4TVTF2rFjBxC5bMTf/krx1aBBg/zLRrwHTQmlNYKeV8K1U+DiMbH7wxyY/0n8+5IkSVK5GWCoWHlPG0lOTnbmhRRnSUlJ+feb8ck/ZdD9TDj7r7H1r1+Kfy+SJEkqN7+RSpJqrl7XQKtDomublkN2VmL6kSRJUpkZYEiSarYz7one3rIC7m0GI8+H795NTE+SJEkqNQMMSVLN1vV0aFDI41MXTYIxl8Hyr+PfkyRJkkrNAEOSVPM161L0vidPhCVfxK8XSZIklYkBhiSp5jv2OgiK+Svv1Uth07L49SNJkqRSM8CQlDCDBg0iCAI6duxYoccdMWIEQRAQBAGLFy+u0GOrmjqwH9zwFQx4Fo69Pnb/tjXw1rUQhvHvTZIkSSWSkugGJEmKi2ZdIkuPC6FRG/jwruj9iybBosnQ+aTE9CdJkqRiOQNDklT7HH8j/NdiaLRfdP2LYQlpR5IkSXtngCEpYUaMGEEYhhV+mcegQYMIw5AwDCv88hTVIPWawAl/jK4tmeZlJJIkSVWUAYYkqfbq3jd6e9cW+GZMYnqRJElSsQwwJEm11z7tI0tBE/4E29cnph9JkiQVyQBDqkKGDBmS//QMgA0bNvDnP/+Zgw8+mAYNGtC0aVNOOeUUXn755SKP0bFjR4IgYNCgQQDMnDmTQYMG0alTJ+rWrZt/7II2btzIX/7yF0444QRatGhBnTp1aNOmDf369eP1118nLMGU+s2bNzN06FBOPfVUWrduTZ06dWjUqBFHHHEEN954I9OmTYt5TUmeQvLWW2/Rv39/2rZtS926dWnYsCGdO3emT58+3H333Xz55ZcxrynpU0hWr17NXXfdxRFHHEHjxo1JS0ujY8eOXHbZZUydOrXY97vn5/zjjz/y+9//no4dO1K3bl1atWrFBRdcwPTp04s9jhIsKQnOGBJd27EBHuwI9+27e/lbN/jofyAnJxFdSpIkCZ9CIlVZixYt4owzzmDBggX5ta1bt/LZZ5/x2Wef8fbbbzN69GhSUor+Y/zEE09w4403kpWVVeSYTz75hIEDB7J27dqo+ooVKxg3bhzjxo3jnHPO4dVXX6VBgwaFHuPjjz/moosuYs2aNVH1zMxM5syZw5w5c3jsscdKFITkyc7O5qKLLuK1116Lqu/atYstW7awaNEipk6dyoQJE/jqq69KfNw8H374Ib/5zW/YtGlTVH3JkiUsWbKEUaNGcf311/PII4+QlFR81vvWW29x6aWXsm3btvzaqlWrePvttxk7diyjR49m4MCBpe5RcXLIAPj2TfhhXHQ9c2v0+rSHYZ92cMzv49ufJEmSAAMMqcoaOHAgixYt4tprr+XCCy9kn3324ZtvvuHBBx/kp59+YsyYMey777784x//KPT1M2bMYNSoUbRr147bbruNnj17kpWVxZQpU/LHTJs2jbPPPpvMzExatWrFjTfeyGGHHca+++7LsmXLePXVVxk1ahTjx4/n8ssv54033og5z6effsrZZ59NVlYWycnJXHbZZfzqV7+iffv27Nixg++++44JEyYwduzYUr3/4cOH54cXvXv35uqrr6ZLly6kp6ezdu1avvnmG95//302btxYquMCzJkzh379+rFr1y5SU1O54YYbOP/880lPT2f27Nk88MADLFq0iGHDhpGens6DDz5Y5LHmzp3Lq6++Sps2bbj11lvp2bMnYRjywQcf8MADD7Bjxw4GDx7MqaeeSosWLUrdq+LkuOtjA4zCfHo/HDoQ0hpVfk+SJEmKEpTmN6KqnoIgaAtkAGRkZNC2bdsSv3bevHlkZWWRkpJCt27dCh2TkxOyftuuCum1OmhSvw5JSbGXYVSEIUOGcM899+Rvv/TSS1x00UVRYzZv3kyfPn34+uuvSUpK4uuvv+aQQw7J39+xY0eWLFkCQI8ePZg8eTKNGzeOOVdmZibdu3dn8eLFnHXWWbzxxhvUr18/ZtzTTz/N4MGDgcishTPOOCN/344dO+jSpQvLli2jfv36vPfee5x88smFvreMjAzatWsXVRs0aBAjR46kQ4cOMZd6nHjiiUyZMoVevXoxderUImearFu3jqZNm0bVRowYwRVXXAFEZrLseYnKMcccw4wZM0hOTmb8+PH07Rt9I8f169fTu3dvvvvuO5KSkvjmm284+OCDo8YU/JyPOuooJk6cSKNG0V9qR48ezaWXXgrAQw89xM0331zoeyhOSf4MqoKMvx2+fGrv4y58LjJrQ5IkSUVaunRpwf//bxeG4dLyHtMZGCq39dt2cdT/fZzoNuJm5l2n06xB3Uo/z3nnnRcTXgA0bNiQp556il69epGTk8MTTzzBY489Vugxhg0bVmh4AfDKK6+wePFi0tLSeOGFFwoNLwB+//vf88wzz/Dll18yYsSIqADjhRdeYNmyZQDcf//9RYYXQEx4sTcrVqwA4Pjjjy/2Mpk9w4u9+fLLL5kxYwYQeW97hhcATZo04amnnqJ3797k5OTw+OOPM2zYsCKP+dxzz8WEFwAXX3wxf/rTn1i2bBlTpkwpU4ChODrnb5HHqm5eHl1/5rTo7UWTDTAkSZISwJt4SlVU3gyCwhxzzDH5MwI+/rjw8Khdu3b06dOnyGO8++67AJx00kl7vbThxBNPBOCLL76Iqo8bF5lyn56ezu9/X7H3BWjTpg0AY8eOjbm3RnkU/LyuuuqqIsedcMIJHHjggTGv2VOPHj049NBDC90XBAFHHHEEAAsXLixLu4q3ffaDtj2jlyMuix4z52VY+e/E9CdJklSLGWBIVdTRRx9d7P5jjjkGgJ9++oldu2Iv4SnqS3WevBtffvDBB/lP7Chq+fvf/w7snhWRZ/bs2UDkEoqiZnCU1eWXXw7A/Pnz6dq1K1deeSUvv/wyS5eWb+bZt99+C0CdOnU4/PDDix3bq1cvIHIZR2GfMcABBxxQ7DHyZohs3ry5tK2qqujxm+jt7J3wQv/E9CJJklSLGWBIVVTLli2L3d+qVSsAwjBk/fr1MfubNGlS7OtXrVpV6p62b98ecxsTcwAAIABJREFUtZ03MyJvtkRFuvLKK7njjjtISUlh48aNPP/881x88cW0a9eOrl27cuutt5ZpVsO6deuASLBQ3KUpAK1btwaK/oyBvQY3eU8wyc7OLm2rqio6nwRH7zHDaOsqeP+OxPQjSZJUS3kPDJVbk/p1mHnX6YluI26a1K8Tl/MEQfluFJqcnFzs/rwv1GeffTZ//etfy3WuynLfffcxePBgRo8ezSeffML06dPZtm0bCxYs4KGHHuLRRx/lkUce4dprry31scv7+aqW6ft/8N3bsHX17tr0YXD0VdCsS+L6kiRJqkUMMFRuSUlBXG5qWdusXLmy2Btfrly5Eoh8Ed/bbIvCNGvWjGXLlrFr166op5iURvPmzVm6dCnLly/f++Ay6tChA3fccQd33HEHmZmZzJgxgzFjxvDkk0+yY8cO/vCHP9CrV6/8e03sTd4lHWvXrs1/ukdR8i6ZKetnrBokNQ16XQMT/y+6/uiR0OGEyE09u50BKWlQpwHUqdhLqiRJkuQlJFKVlfekjL3t79atG3XqlH5WSN4X/q+++qrI+zvszZFHHpl/jG3btpXpGKWRmprK8ccfzz//+U9eeuklIHJ5x+uvv17iY+SFNbt27WLOnDnFjv3yyy+Bsn/GqmF631p4fck0eO8W+GcP+Hs3eKAdvHIJrPohvv1JkiTVcAYYUhU1cuTIIvfNmDEj/2aUp59etst3zj//fID8+0uURb9+/QDYtm0bTz31VJmOUVannbb70ZaleUpJwc/rueeeK3LcF198wXfffRfzGtViSUnwmxF7H5eTBT+Mg+HHwTs3wOYVe3+NJEmS9soAQ6qi3n33XcaMGRNT37JlC9dccw0QuUFk3nppXX755fmXqNx2221Mnjy52PFTp05l0qRJUbVLL72U/fbbD4A777wzZn9BpX16yKhRo8jKyipy/4cffpi/3qlTpxIf95hjjqFnz54APP3003zyyScxYzZu3Bj1GV933XUlPr5quIMvgKs+hsMvgbqNih8b5sDsF2H48ZBR/IwqSZIk7Z33wJCqqJ49e3LxxRczadIkLrzwQho1asQ333zDgw8+yI8//gjA9ddfv9fHpRalbt26jBkzhpNPPpktW7Zw6qmn8rvf/Y7+/fvTqVMncnJyWL58OTNnzuStt95i7ty5PProo5x00kn5x0hLS+PFF1+kb9++bNu2jdNPP53LLruM/v3707ZtW3bu3MkPP/zA+PHjeffdd9m5c2eJ+7vsssu47bbb+PWvf83xxx9Ply5dSEtLY+XKlXz00UcMHz4cgAYNGnDJJZeU6r0//fTT9OrVi127dnHOOedw44030q9fP9LT05k9ezYPPPBA/hNObrvttjLfI0Q1VLujI8u5D8H8j2Du6/DTB5C1vfDx29bCyPNgwLNw4Hnx7VWSJKkGMcCQqqgxY8Zw2mmn8fjjj/P444/H7B8wYAAPPfRQuc5x7LHH8tlnn/Hb3/6WjIwMRo8ezejRo4sc36hR7G+cTznlFMaNG8dFF13E+vXref7558t8ScqeVq5cyfDhw/PDij3ts88+vPLKK8Xe7LQwhx9+OGPHjuU3v/kNmzZtYujQoQwdOjRm3PXXX89f/vKXMvWuWiA1DQ7sF1mys2DHRsjeBV89B188BpkF7guTtQNeuxx+9zJ075u4niVJkqoxAwypiurUqRMzZ87k73//O2+99RZLliwhNTWVww47jMGDB5d61kFRjj32WObNm8eIESMYO3Yss2fPZs2aNSQlJdGiRQsOPPBATjrpJAYMGMD+++9f6DHOPPNMFi5cyPDhwxk3bhw//vgjGzZsID09na5du3LiiSdy8cUXl6qvb7/9lvfee4+pU6eyYMECVq5cyYYNG2jYsCEHHHAAZ555Jtdddx2tWrUq0/vu27cv8+fP55///Cfjx49n4cKF7Ny5k1atWtGnTx+uvfZaevfuXaZjqxZKToH0ZpH1U++Eo6+Gt6+DBQUuUcrJgjGXweXjIjM4JEmSVCpBGIaJ7kGVLAiCtkAGQEZGBm3bti3xa+fNm5f/qMlu3bpVVovKNWTIEO655x4g8nQNyT+D1Vh2Joz7I8weFV1v0hGu+xzqpCekLUmSpHhYunRpwZnS7cIwLN1N8QrhTTwlSaoMyanQ71E49HfR9fWLYfgJsGBiQtqSJEmqrgwwJEmqLElJ8KthsF/P6Pr6RfDiBfDS72D7hsT0JkmSVM0YYEiSVJmSU+D8RyG1fuy+nybAC+dDxpeRZeua+PcnSZJUTRhgSJJU2VodBJePhZYHx+5b/jU8e0Zk+Xs3mPNy/PuTJEmqBgwwJEmKh7Y94dopcOTlRY8Jc+CTe8Cb+EqSJMUwwJCqkCFDhhCGoU8gkWqqpGQ4+0FI26foMZuXw5aV8etJkiSpmjDAkCQpnlLrwa+fgRYHQN1GUKdB7Jh5H8W/L0mSpCouJdENSJJU63TvG1nyvHwR/Dh+9/bsUXDkZfHvS5IkqQpzBoYkSYl2+CXR2xnTYc28xPQiSZJURRlgSJKUaN3PhPQW0bXZoxLTiyRJUhVlgCFJUqIlp8KhA6NrX78M2VmJ6UeSJKkKMsCQJKkqOOLS6O0tK2HBJ4npRZIkqQoywJAkqSpoeSC07hFdG3sTrF+ckHYkSZKqGgMMSZKqioN+Fb29eTk8fRp8PzYx/UiSJFUhBhiSJFUVva6DZl2ja9vWwKuXwhu/h11bE9OXJElSFWCAIUlSVVG3AVwxAVodErtv7hh46xrYti56ydwR/z4lSZISICXRDUiSpAIatIRB4+CdG+CHcdH7vh9byOUkATTpCK0OhpYHQauDoOXB0LQzJPvXvCRJqjn8PxtJkqqaek1g4Cj48mmYcPteBoewflFkKRh4JNeFFvtHgo1Wh8BB50Pj9pXatiRJUmXyEhJJkqqiIIBeg6HdsWV7ffZOWPENfP0yfHgnDD8BVsyt2B4lSZLiyABDUkJ89tlnBEFAEAR89tlnMfuHDBmSv1+q1c77R+yNPcti5yZ4bRDs3Fz+Y0mSJCWAl5BIklSVtToIbvgKtq6BMGePnWHkUasrv4NV38HKf0d+bllZ+LHWzodpD8Opd1V625IkSRXNAEOSpKouCKBBi8L3NWwN+x4RXdu6JhJmLP8aPro7et/Xr8Apd0aOKUmSVI14CYkkSTVNenPofBKc8J9w6ZvR+zZmwKf3Qc6eszkkSZKqNgMMSZJqso69oX6z6Nrkv8Hw4+GbMZCdlZi+JEmSSskAQ5KkmiylLpz1YGx99ffw5u/hsaPgx/fj35ckSVIpGWBIVcieT97YuHEj9957L0cccQSNGzcmCAJGjBgR9Zq3336b3/zmN7Rv3560tDQaN25Mz549ueeee1i/fn2Jzjt+/HguvfRSOnfuTHp6OmlpaXTq1IkBAwYwYsQItm3bFvOahQsXMnToUPr160fHjh2pV68e9erVo0OHDgwcOJD33/cLkVRlHPobOO+fhe9bvxheHgif/sXLSiRJUpXmTTylKmrevHn07duXxYsXF7p//fr1XHjhhUycODGqvnPnTmbOnMnMmTN5/PHHeeeddzj22GMLPcbatWsZOHAgn3zyScy+xYsXs3jxYt58M3L9/KBBg/L3LVq0iC5duhR6zJ9//pmff/6ZMWPGcOmll/L888+TkuJ/aqSE63kFNGwDHw+JzL7Y06QHYMHEyBNKOp8U9/YkSZL2xm8VUhV14YUX8ssvv3DjjTdy/vnn06RJE+bNm0eHDh3YuXMnp59+OrNmzSI5OZmLL76Yc845h06dOpGZmcnkyZN56KGHWLVqFeeccw6zZ8+mQ4cOUcfftm0bp5xyCnPnzgXgqKOOYvDgwRxyyCHUrVuXjIwMJk+ezKuvvhrTW3Z2NnXq1OHMM8/kjDPO4KCDDqJp06asW7eOn376iWHDhvHvf/+bUaNG0blzZ+655564fGaS9mL/s6BbX/hpAkwZCr/MjN6/9Et44Xzo2Af6/h/se3hi+pQkSSqEAYbKLycHtq9LdBfxU68pJFX+1VfffvstEyZMoG/fvvm1o446CoA777yTWbNm0bhxYz7++OP8ep7evXtzySWXcNxxx7F8+XLuuOMORo8eHTXmrrvuyg8vrr/+eh599NH8S1fyztW/f38eeOCBmEtR2rRpw+LFi2nTpk1M36eddhrXXnstV155JSNGjGDo0KHccsst7LPPPuX7QCRVjKQkOOBc2P8c+NcT8MGdEGZHj1k8BZ47Ey4fB+2OTkyfkiRJezDAUPltXwd/K/xyghrp9gWRRxRWskGDBkWFF3m2bNnCsGHDALj33ntjwos8HTp04O677+YPf/gDr732Gk899RTp6ekAbNiwgSeffBKIBBUPP/xwVHhRUJ06dWjVqlVULT09Pf9YhQmCgKFDh/Liiy+ydetWPv74YwYMGLD3Ny0pfoIAjr0OWh0M71wPG36O3p+1A549HRp3gBNugqOvSkyfkiRJubyJp1RFXXLJJYXWJ02axMaNG4HIZSbFOfHEEwHIzMxk5szdU8UnTpyYf2PO//zP/yQ5OblcvWZmZrJ06VK+//57vv32W7799luWLVtGs2aRRzd+/fXX5Tq+pErU6US4YSac9w9o0Dp2/4Yl8N6tsNw/x5IkKbGcgSFVUYceemih9a+++ip/vbBLOIqyYsWK/PXZs2fnr/fp06cM3UVCi6eeeooXX3yR2bNns2vXriLHrlmzpkznkBQnKXWg55Vw6EB48QLI+NceA0L4fhy0OSwh7UmSJIEzMKQqq0mTJoXWV61aVabjFXwUasFAoTQhSJ5169Zx3HHHccMNN/Cvf/2r2PACYPv27aU+h6QEqJMOA0dBy4Ni930/FsIw/j1JkiTlcgaGyq9e08h9IWqLek3jcpqiLuvIzt59s71Zs2aRmppaouO1bdu2QvoCuOmmm/IvSenfvz9XXnklhx56KC1btiQtLS3/fhrt27cnIyOD0C89UvXRoCUMngSfPwIT791dX/09fHo/nHpn4nqTJEm1mgGGyi8pKS43tVRE3n0lAFq0aFGmYKJ5893/vJYvX06nTp1K/NpNmzblP1r1kksuYdSoUUWO3fPpJZKqiZQ60PsWmPsarP5hd33yXyM/DTEkSVICeAmJVM0cccQR+evTpk0r0zGOPPLI/PXJkyeX6rXz5s0jMzMTgIEDBxY57ocffmDLli1l6k9SFZCUBKfeFVuf/Ff4ebqXk0iSpLgzwJCqmdNPP5369esD8Mgjj5Tp8oxTTjkl/zGojz76aNRlKXuTlZWVv75169Yixz3xxBOl7ktSFXNgPzjrwdj6c2fCfW3gsWNg1IUw7maY+g/49g3ImAGbVxpwSJKkCmeAIVUzjRs35oYbbgDg888/5+abbyYnJ6fI8StXruSZZ56JOcY111wDwMyZM/njH/9YZBCSmZkZdePQrl275t/jYuTIkYW+buzYsTz22GOle2OSqqZjr4XU9Nh61nZY8yPM/wi+eg4+HgKvXwnPng5Du8N9reHRo+DFX8OMZw00JElSuRlgSNXQ//7v/9KrVy8AHn74YY488kiGDRvGtGnTmDNnDp9++imPPfYY/fv3p3379oXOhrj33nvp0aMHAI899hhHH300Tz/9NNOnT2fWrFm8++673H777XTq1Inx48fnv65Zs2acc845ALz//vv07duXN998k5kzZzJhwgSuvvpqLrjgAjp37kyLFi3i8GlIqnQH9y/9a7J2wNr5sOATeO8W+OSeiu9LkiTVKt7EU6qG6taty0cffcSgQYN48803+frrr/NnZRSmUaNGMbX69eszceJEBgwYwOTJk5k5cyaDBw8u0fmHDx9O7969+fnnn/n444/5+OOPo/a3b9+et99+Oz/okFTNnXk/EMDiKbDpF8jJ2utLYkz9BzTpCEcNquDmJElSbWGAIVVTDRs25I033mDq1KmMHDmSKVOmsGzZMrZv306jRo3o0qULxxxzDOeeey59+/Yt9BjNmzdn0qRJvPXWW7z00ktMnz6d1atXEwQB++67L0cddRT9+/dnwIABUa9r164ds2bN4sEHH+Sdd95hyZIlpKWl0bFjR/r3789NN91EkyZN4vExSIqHeo2h/7DIek42bF4OG37OXTJgw5LI+saMyHZOZuHHGXsTbF0NfW6D3EvRJEmSSiooyw0AVb0EQdAWyADIyMgo1WM3582bR1ZWFikpKXTr1q2yWpRUBP8MqtrJyYEtKyJBxsLP4LP7Y8ecejeceFvcW5MkSfGzdOlS2rVrl7fZLgzDpeU9pjMwJElSxUlKgkb7Rpb2vSI3+5z6j+gxnz0AB/WH5l0T06MkSaqWvImnJEmqPKf+Dxz86+haTia82B9WzE1MT5IkqVpyBoYkSao8SUlwwZPw7zej6xsz4Ine0Gg/aN4NmnfPXXLXG7bxPhmSJCmKAYYkSapcKXXgtvnw1EmRp5gUtOmXyLLws+h6nYYFgo2u0LgD7NM2sjTcF5L9XxhJkmob//aXJEmVr0ELuPIDeO1y+GXm3sfv2gzLZkWWPQVJkRAjL9Bo3C53vcDPtNjHR0uSpOrNAEOSJMVH43Zwxfsw8V6Y8QxkbivbccIc2LQ0smQUMabuPtCgZSTsKEzzbnDsddCxd9l6kCRJcWeAIUmS4ielDvS9F065E9YthDU/wZp5uT9/jKyXNdgoaOfGyFKUNT/CD+/BSX+CA87dS8/1oFkXSEouf1+SJKnMDDAkSVL8paZBq4MiS0E5ObB5WXSwsXZB5D4ZGzIij2WtMCFMejCy7E2j/aDXtXDU5ZC2TwX2IEmSSsoAQ5IkVR1JSbvvbdHl1Oh9YQjb1kWeYLJxae6SEb29ZWXl9LXpF/jobpj010iIcex1kR4lSVLcGGBIkqTqIQggvVlk2ffwwsdk7oiEDRszYPv6wses+h4m/x3C7NL3sGszfPEYTB8Oh/wajruh6F4kSVKFMsCQJEk1R2pa5H4VzboUPebgCyKzOz69H36eDoRFjw1DyMkspJ4Nc1+LLN36wq8ejzxpRZIkVRoDDEmSVPu0PxYuf7dkYzNmwBePwvdjI09A2dO8D+Gl38IV4yG1XsX2KUmS8hXxbDFJkiQB0O5o+O0LcONMOGYwpNaPHbNsFoy7Jf69SZJUizgDQ5IkqSSadoZz/gYn/zd89RxM/htk7di9/+uXIvffOLAfpDeH+s0jP9NbQL0mPoZVkqRyMsCQJEkqjfpN4cTb4IBz4ZkzIjf2zLNoUmSJEUReVz830EhvFh1w1G8WHXrUawrJ/m+aJEkF+TejJElSWbQ8EE67Gyb8qQSDQ9i2NrKs+bEE4wNITo0tpzWG5t2hRffIz+bdoPn+0Gi/yCNoJUmqwQwwJEmSyuqoK2DOaFj+dQUfOITsXbHlrasiy5Kp0fXU+rlhRm6w0awrNGgZmdlRr2lk9kdhgYgkSdWIAYYkSVJZpdSBy96GOS/Bmp9g6xrYtmb3zx0b49NH5rZIiFJckFJ3n9zLWJpGgo28pV6T6O36zSJj6jUx9JAkVSkGGJIkSeVRvykcf0Ph+7J25V46khtq7Blw7FnbsaHy+ty5MbKsX1Ty16TtEz2LI7UeJNeNBDfJdYpZrwMpdXevJ9fJ3Ve3mPXU3NfUjdzwNAgq77OQJFVLBhhSNTRo0CBGjhxJhw4dWLx4caLbqXS17f1KqkFS6kCjNpGlJLIzd98rIzszel+YA5uWRWZ65C2rf4q+iWhF27ExdxbJwso7R6GC3WFGfrBRVBBSSGASs56aG7AUXC9BCFPwWHXSfZKMJCWYAYYkSVJVkZwKDVtHlsLsd2T0dhjC5hXRocaan2D9Eti+Ln6XsFS4MPKI2oKPqU20pJTIzVIbt4fGHXJ/FlgatvHJMZJUyfyvLBAEQQfgP4FzgXbATmABMAYYFobhtgo6z9nAYOBooAWwGpgBPBWG4YSKOIeqtxEjRnDFFVcAsGjRIjp27JjYhiRJVVsQ7J7h0fmk2P3ZWbB9/e5ZHdvWRoKNbWth27oC9QK1ndU19KhkOVmwYUlkYUrs/qiAI3dp0hFaHBBZUtPi3bEk1Ti1PsAIgqAfMApoVKBcH+iZu1wdBMG5YRjOL8c5koCngKv22LVf7tI/CIJngGvCMMwp63kkSZKiJKdAgxaRpaSyMyNBxvZ10cHHtnWRJ6Nk7Yz8jFnfBdk7C6wXNmZn5Ph542qSqIBjD0ESNO0CrQ6ClrlLq4MjAYeXpUhSidXqACMIgiOAV4F6wBbgL8Cnudu/A34PdAfeC4KgZxiGZb3I9D52hxezgb8SmeHRBfgTcARwNZEZGXeU8Ry1Tk5ODgsWLKBLly4kJSUluh1JkmqG5FRo2CqyVKYwLBBmZOaGG0WtFxKARK3nBSZFvaaUIUuYXcHvNQfWzoss372zu55SD1p0h7qNcm9cmhyZyZGUXGA7txYkQ1JSgfXccUFSgfW8etIex0rJHVfwWEXVC3l9/viS9FhM75JUTrU6wAAeJhJWZAF9wzD8osC+iUEQzCMSNnQHbgWGlPYEQRB0B27L3fwKODEMw+252zOCIHgXmERktsftQRA8V57ZHrXJoEGDePHFF7nssst44YUXEt2OJEkqjSCI3DAzpU6iO4mVkx0dmGTtgK2rYMPPhS+ZZbzaOGt78Y++rVGC2ACkqPBlr2FIIWFKiY5VVJCz57FKUC9JYFNc2JRcJxIWJqXuXvfJO9Je1doAIwiCY4A+uZvP7hFe5BkKXAEcCNwUBMF9YRhmFjKuOH9k9+d8Y4HwAoAwDLcFQXAj8EXuuJuB60t5jlpn9erVjB49GoDRo0czdOhQWrQoxfTYKuazzz7jlFNOiap16tQpZtynn37KySefHFPfsGEDDz30EG+88QaLFy8mNTWVQw89lGuuuYZLLrmkyPMGuX9R/vnPf2bIkCFMnDiR4cOHM336dFasWMF+++0X89SPFStW8Oijj/LBBx+wcOFCtm7dSsuWLTnuuOMYPHgwp59+epHny87O5sUXX+Tll1/m66+/Zt26ddSrV4+WLVvSvn17TjvtNPr3789BBx1UzKdV9vcrSVKJJCVDUr3IY2PzNG4H+x0VOzYMI5fXbFiyR7CxJPeGqovj1nbVFkYusyErMgtGsZJSc5+Sk7r7KThJKQWeilNwXynGJO1ZS40en1TIMZNT9jIm1cuflBC1NsAA+hdYf76wAWEY5gRB8AKRS0saA6cAH5b0BEHk2+Gvcjd/CMNwehHnmR4EwY/A/sCvgiC4IQzDsKTnqY3efvttcnIitwvJycnhnXfe4eqrr05wV4nx448/ctZZZ8UEDVOmTGHKlCl88cUXPPbYY3s9zp133sn9999f7JjRo0dzzTXXsHXr1qj60qVLee2113jttde46qqreOKJJ0hJif7Py5YtWzjnnHOYMiX6xmeZmZls2rSJ+fPnM3HiRGbNmsXrr79e6e9XkqQKEQSQ3iyy7PmUGICdW2D1j7Dq37Dyu90/t62Jf6+q2nIyI0tpf12aKEHSXkKUvQUlpQxrkvY85p7j9zImKcVZLjVAbQ4weuf+3ArMLGbcpALrJ1CKAAPoBOxbyHGKOs/+RG7q2RFYVIrz1Dp7fsF9/fXXq3WAcfTRRzN37lzeeecd7rrrLgA++OAD9t1336hxe87K2LZtG/369WPt2rXcddddnH766TRo0IDZs2dzzz33sHTpUoYNG0a/fv0488wzizz/m2++ydy5c+nRowc333wzhxxyCNu3b2fOnDn5Y8aMGcNll11GGIZ07tyZG264gYMOOogWLVqwePFinn32WcaPH8+zzz5Lo0aNeOihh6LOMWTIkPzw4rzzzuOSSy6hffv2pKWlsWrVKmbPns24cePyZ4UUpqLeryRJcVO3AbQ9KrIUtGV1JMxYtzBymUpOVuTSlTA7dz2nwHpePW/Jit4Oi6vnvT6n8HOU5Vj4ezYR+Xeqqj3ueG9KHaIUEqaUN4gpzawY7x0TI6itv+gPgmA10Bz4OgzDw4sZ1wRYl7v5WhiGvy3FOc4DxuZu3hyG4T+LGXszkPeN79wwDMeX4jxt9zKkNZHHtZKRkUHbtnsbvtu8efPIysoiJSWFbt26lfh1lWn9+vW0bNmSrKys/FpKSgqrVq2iSZMmCeys/Er6GNVBgwYxcuRIAPbZZx+mTZvGwQcfHDVm/vz59OjRgx07dnD++efzzjvvxBynYFhw2mmn8d5771G3bt2YcWvWrKFr165s3LiRK6+8kieffDJmhgXsnsWRlJTEd999x/7775+/r3379mRkZHDhhRfy2muvFfkZrFu3jqZNm1bK+62OquKfQUlSLZcfruwRbBQagBQMSfYSpkQdKyt33J5hSlbJXl+RgU+h78XAR3EQJO89RGlzKPxqWKI7LdTSpUtp165d3ma7MAyXlveYtXIGRhAEaUTCC4BiP8QwDNcHQbAVSAfaFTe2EAWTgr39w8oosF7a82TsfUj1s3btWl599VU2b45++Mv3338fFV4AZGVlccstt3DAAQdE1Rs2bMjAgQNp1qxZpfebKPfee2/Ml3mArl270r9/f1555RWmTp1a7DGSkpJ45plnCg0vAIYPH87GjRvZb7/9ePzxxwsNLwDuueceRo4cyS+//MILL7zAfffdl79vxYoVAPTp06fQ1+bZM7zYU0W8X0mSVA5JSUBS5MuT9q5g4JOTtTvYyHvyTXZm5GdO5u717F2QnRU9Jiczenz2HuNz9hifnVm+4+dk7f29qXKF2ZGb/WZtL3pMnQbx66cKqJUBBtCwwPqWEozPCzBK+29Hac5T8KYCtevfwiL84Q9/YMyYMf+/vTsPt6sqDz/+fTOZhCkGkARQQMBqIrYIKAhoZJQhUCJUsFaZigJW6tzaUmlpKZWC9qdMylxFtIBCgMogpCDwNCD9VQiCGBkjY0IIEJJAWP1j75O7czjzcO/Ovd/P8+zApfdEAAAgAElEQVTn7HP32mutfd97zln3PXuv3XL5iy66qObPb731Vi677LIe9apcIoKPf/zjdbdvt912XHbZZSxatIjFixczadKkmuV23nnnumd7AFx99dVAdulHvSQHZGfC7LTTTlx++eXceefq8+JOnTqVxx57jB/96EccffTRTJw4scGR1dar45UkSRo0a2rCZ9WtjltMkPQjiVJdR7Mkzkg822X0yPqXfmQd7YDxhfUVLZSvTJU8oWGp7topTsfcbjvNzthYdQnJmqRX/3yut956PamnjDbYYIOGZ5cUz2Z48cUX6/5O3/Oe99StY+XKlavmwjj33HM599xzW+pb5YyLik996lOcfPLJ3HHHHWyxxRYccsgh7L777uyyyy4t30GmV8crSZKkJsp8q+N63nBmS7MESq+TLG0mcXpxlsvoNSg+PTBSExjFmWZaiXjlK+cG5+503U7xa+222ml2LVGjSRHL7Fvf+hajR4/m7LPP7riOY489ltNPP72HvSqXZmcxjCpM/LNy5cq65RrNHbJo0aI3XLLTiqVLl672/MQTT2TBggVceOGFPPPMM5x55pmceWZ2vd706dP56Ec/ynHHHcdGG21Ut85eHa8kSZKGoVq3QC6zyrwq3SRI1n7LUB/FoBqpCYzipAqtXK6xVv7YyuUmnbazVmG93XaGpQkTJnDWWWex5557ctRRR/H888+3vO+b3/xmzj//fA466KA+9nD4GD26/n28i4mAo48+mhNOOKGlOseNWz1nN3bsWM4//3y++MUv8sMf/pCbb76Zu+++mxUrVjBv3jzmzZvHGWecwfe//30OPPDAOrVKkiRJw8SoUTBqDTvLZYiNyARGSmlZRCwE1mf1iTbfIL8LSSW50O5kmcUzI5rd+qN4GciwnJSzUwcddBDbbbcdn/jEJ1bdhrORXXfdlR/84AfFGW/VheJlGSkl3v3ud3dV37Rp0zj55JM5+eSTWbZsGb/4xS+49NJLueSSS3jppZc47LDDmD9/PlOnTu2265IkSZKGkZF8Y9n788etIqJRIqd4W4tfd9hGdT29bmfYe9vb3sZf/uVftlT285///BqbvCjj5T7jxo1bddeP22+/vad1jx8/nj322IMLLriA0047DYBXXnmFa665pqftSJIkSVrzjeQERuU+i2sB2zUo96HCerv/vT0M/L5GPbV8MH9cADzSZjsjwhVXXNHTcmU0fvzAvK/Lly9vUHJwHXDAAQA88MADXH/99X1pY/fdd1+1/txzz/WlDUmSJElrrpGcwPhpYf2IWgUiYhTwyfzpYuCWdhpIKSXgqvzpOyNixzrt7MjAGRhX5fupYPny5cyePbulsrNnzy7VP//tKF42MX/+/CHsyepOOOEE1l47m8bliCOOYN68eQ3LX3vttfzqV79a9XzRokXMnj2bRn/aN9xww6r1LbbYosseS5IkSRpuRuQcGAAppbkRcRuwK3BURFycUrqzqtgXgXfl6/+WUnq1uDEiZjCQ1Lg4pXR4jaa+BRwDjAa+HREfTCmtustIREwAvp0/fS0vryo33ngjL7744mo/mzBhAkcccQQXXHABy5YN3PBlyZIl3HTTTey3336D3c2ubbvttowfP55ly5Zx4oknMnbsWDbbbLNVd9fYZJNNmDBh8GdV3mijjbj44os5+OCDefLJJ9l+++05/PDD2Weffdh000159dVXeeKJJ5g7dy6XX345v/vd75g9e/aq27MuWbKEAw44gM0335xZs2bx/ve/n80224wxY8bw5JNPMnv2bM4777xVx7j//vsP+jFKkiRJKrcRm8DInUB2WcgE4IaIOIUsITEBOJQs8QDwG6Cje3GmlH4TEacBfwVsD9weEf8CzAe2BL4KbJsXPy2l9FCHxzKs/eQnP1nt+TbbbMNll13GtGnTOO644zj00EO57777Vm2/8sor18gExjrrrMPnPvc5vvGNb3DPPfew1157rbb9lltuYcaMGUPSt1mzZnHVVVdx+OGHs2jRIs455xzOOeecmmVHjRrFWmut9YafP/LII5xxxhl125g6dSpXXXXVqrM9JEmSJKliRCcwUkr/ExEfA74PrAucUqPYb4D9Ukov1tjWqr8B3gIcSZasuKxGmfOBv+2ijWFt0aJFq9aPP/54TjvttFVnIkyfPp25c+fypS99ibPOOgugrVuuls2pp57K1ltvzSWXXMK8efN44YUXVruV6VCaOXMmDz/8MN/73ve47rrrmDdvHosWLWLMmDFMmTKF6dOns9tuu3HwwQevNpHqZpttxty5c7nuuuu44447ePTRR3n66ad56aWXmDRpEtOmTWPmzJkcc8wxrLvuukN4hJIkSZLKKpxuASJiM7KzMfYju93pCuC3wH8A30kpLa2z3wyaX0JSLL8v2VkdOwAbAM8BdwHnppT+s+sDqd/upuS3Zn388cfZdNNmd3Qd8NBDD/Haa68xZswYtt566351san58+dz9tlns+eee7L33nvXLXf99ddz4403cuyxx7LlllsOYg+l/ijLa1CSJElqxxNPPFH8UvOtKaUnuq3TBMYIMBwSGNJI5WtQkiRJa6J+JDBG8l1IJEmSJEnSGsIEhiRJkiRJKj0TGJIkSZIkqfRMYEiSJEmSpNIzgSFJkiRJkkrPBIYkSZIkSSo9ExiSJEmSJKn0TGBIkiRJkqTSM4EhSZIkSZJKzwSGJEmSJEkqPRMYamjUqOxPZOXKlaSUhrg30siSUmLlypXAwGtRkiRJGqkcEauhcePGAdk/UsuXLx/i3kgjy/Lly1clDiuvRUmSJGmkMoGhhtZaa61V60uWLBnCnkgjT/E1V3wtSpIkSSORCQw1tPbaa69aX7hwIQsXLlx1Sruk/li5cuWq11tF8bUoSZIkjURjhroDKrdx48ax4YYb8uyzzwLwzDPP8MwzzzB69GgiYoh7Jw0/xXkvKjbccEMvIZEkSdKIZwJDTa2//vqsWLGCF154YdXPPAtDGhzrrbce66+//lB3Q5IkSRpyJjDUVESw8cYbM3nyZBYvXszSpUtNYEh9NHr0aCZOnMikSZMYP378UHdHkiRJKgUTGGrZ+PHjmTJlylB3Q5IkSZI0AjmJpyRJkiRJKj0TGJIkSZIkqfRMYEiSJEmSpNIzgSFJkiRJkkrPBIYkSZIkSSo9ExiSJEmSJKn0TGBIkiRJkqTSM4EhSZIkSZJKb8xQd0CDYnRl5cknnxzKfkiSJEmSRoCq/z1H1yvXjkgp9aIelVhEbA/cNdT9kCRJkiSNSDuklO7uthIvIZEkSZIkSaXnGRgjQES8Cdgmf/ossHIIu9NvUxg422QH4Kkh7Iu6YyyHF+M5vBjP4cNYDi/Gc/gwlsPLSI3naGDDfP3elNLybit0DowRIP9D6fp0nTVBRBSfPpVSemKo+qLuGMvhxXgOL8Zz+DCWw4vxHD6M5fAywuP5aC8r8xISSZIkSZJUeiYwJEmSJElS6ZnAkCRJkiRJpWcCQ5IkSZIklZ4JDEmSJEmSVHomMCRJkiRJUumZwJAkSZIkSaUXKaWh7oMkSZIkSVJDnoEhSZIkSZJKzwSGJEmSJEkqPRMYkiRJkiSp9ExgSJIkSZKk0jOBIUmSJEmSSs8EhiRJkiRJKj0TGJIkSZIkqfRMYEiSJEmSpNIzgSFJkiRJkkrPBIYkSZIkSSo9ExhqWURsFhGnR8QDEfFyRCyKiLsi4ssRMbGH7ewTET+JiCciYnn++JOI2KeNOsZExGci4raIeDYiXomI+RFxbkRMb2H/SRGxZ0T8TURcFRG/j4iUL3Na7MPYiPhIRHwzIu6IiOci4tWIWBwR90TEaRHx9laPqdeMZ3vxbFD3qIi4s1Bf6qa+DvtgLLuIZUS8LyLOiohfR8SSiHgp79O1EfGFiNiwk3o7ZTw7i2dEvCUi/i5/v11UeL/9ZUR8IyI2b6e+XhhhsZyWH9c1EfFIRCyLiKUR8XBEXBYR+7Z5TB+IiO9HxKN5XU9FxPURcVg79fSS8WwvnlHicZCx7Py1WVX3kI+B8n4Yzy7iGSUbBzWVUnJxaboAM4EXgFRneRDYqss2RgHnNWgjAd8DRjWpZwNgboM6lgFHN6nj4Qb7z2nhWDYEnmtyLAlYDpxgPMsdzyZ1f7a6TmO5ZsQSeFPe79ebHNsfG89yxxPYC1jU5JiWAn9mLHsfS+DiJn2oLD8DJrVwXCcBKxvUcw0wfrBiaTzbjyclHgcZy85fmzXqH9IxkPHs+r22dOOgluIx1B1wKf8CbEs28EvAi8DXgJ2A3YDvVr1BrNNFO/9cqOse4FBgh/zxnsK2UxrUMRq4rVD2CuAjwPuAvwCezn++EtinQT2PFOp4CphdeD6nhWPZtFD+f8gGY/sA7wU+DHwDeKVQ5hjjWd54Nqh3E2BJ/sb/bKVOY1n+WALjgOsK+/4cOBL4QP463R84BfgNg/TBbTw7iyfw9sLvLQE/BT6aH9OBwIUMDM5WAjsby97GErgpL7MQOBc4LD/eHYBjgAcK9d9Gg0E+8OlC2d/mr8tKLG8ubLt0MF6XxrOzeFLScZCx7Py1WaPuIR0DGc+u32tLNw5qOR5D3QGX8i/Arfkf9qvATjW2f7nwx39Sh228I68/AXcBE6q2T8x/XulHzUxq/sKr9OXMGtu3YiBL+xAwpk49XyIbAL+18LOWB9X5m/oNwI4Nyry/8Ka7uJs3VuPZ33g2OM6f5HWcD8yp1DkYcTSW3cUS+Id8n9eBzzQpO9Z4ljeewHcK+3yjTpm/KJS5xlj2NpZkSaJjgDfVaWMiqw/cP1mn3GSyz8MEPApsULV9NHB1oZ4Z/Y6l8ewsnpR0HGQsO3tt1tl3SMdAxrO7eFLCcVDLMRnqDriUeyHLClZeBOfUKTMKuD8v83wnf+TAWYV2an7YATs2euHnZSr9WAhMrFPmrwr1HNJGH9saVLdY578W6p1lPNeceAKz8v2fBdZnkD+8jWXnsST7xn5Fvs93BiNexrOv8ax8+/U6sG6dMpH3NQELjeXgxLKqjncX6ri6TpmvFMocWqfMpsBreZlr+xlL49ldPFusZ9DGQcayd7FkiMdAxrO7eFLCcVBbxzjUHXAp90J26lDlRfD+BuWKL7i92mwjgAX5vr9uUrZyatQTQFRte0ehD2c3qGNKoVzLp6AW9pnTw9/vfoV6v2w814x4AusWjvHw/GeD+uFtLDuPJXBqXn4lsMlgxMt49jWe9+Xln21SrvIN2YvGcnBiWaOeymnm8+psvyPf/gIwrkE9P8vLLaPP39obz87j2WIdgzYOMpa9iSUlGAMZz+7iSQnHQe0s3oVEzeySP74M/LJBuf8qrO/cZhtbABvXqKdRO5sAm1dt26VGuTdIKT1Fdj0XtN/XXntTYX3lILRnPHvjVLJjvDWldNEgtVnNWHbukPzxnpTSAoDITI2It0fEWn1sux7j2bkH88f1I2LdBuUqdzt4sEGZXjCW9Y3LH9/weRcR48i+UQW4M6W0okE9lb6+Cdi+i/60wnjWVzeebRjMcZCxrK+dWJZhDATGs5Fm8SzjOKhlJjDUzLvyx9+mlF5rUO6BGvu0alqdetptp5N63jrEL9IPFdZ/PQjtGc8uRcROwGfIrnM8tp9tNWEsO5DfCqzyj+y9ETEuIr4O/D5f5gNL8lv+zep1+w0Yz86dkz8G2QRubxARx5PNr1As3y/GsoaI2Jbsm1uo/Xn3DrI5LtrpC7T/u2uX8ayhhXi2ajDHQcayhnZiWaIxEBjPmprFs8TjoJaZwFBdETGe7HY/kJ0OVVdK6XmyDCjAW9tsatPCesN2gMcL69XtdFJPVO03aCJiKnBE/vRZ4JY+t2c8uxQRY8luNxXAv6aU7u9XW036YSw7VxxELCX7JuQkstM2K0aRzep9RUSc1Yc+rMZ4dieldCPwT/nTr0bEFRExKyK2j4iZEXE+8P/y7ReTTYLWF8ayoWJy6cc1tvfqmHrGeDbULJ5NDeY4yFg21FIsyzIGyvtiPOtrFs/SjYPaZQJDjaxTWH+phfKVN4e1+9jOy4X16nZ6VU/fRUSQ3f6o0ueTU0rL+tys8ezeV4HpwMPAyX1spxlj2bnJhfWjyCbemkt2y7WJwJuBj5N9CwFwbER8rg/9KDKeXUop/S2wJ9k/QLPIbk93F9kdK44E/hc4OKV0eEqpn6epG8saIuKjwMH5018CV9YoVrq/K4xnTS3Gs1kdgz0OMpY1tBnLsoyBwHjW1GI8yzgOaosJDDUyvrDe6FrUiuX544Q+trO8sF7dTq/qGQxfA2bm67cAZw5Cm8azCxGxNfA3+dPPppRe6Uc7LTKWnSuejjmebALID6eUbkkpvZJSWpxS+iEwg4FBxNcjYmIf+lLsR4Xx7EBEbEz2Te5OdYq8Bzg8IqbV2d4rxrJKRLyLgbNeXgH+LOWzyA12XzpgPKu0Ec9mBnscZCyrtBPLko2BwHi+QRvxLOM4qC0mMNRIMRM+rm6pAZWJmNp9U2unneJkT9Xt9KqevoqIP2Ugc/0w8PGU0uuD0LTx7M65ZG/0V6SUrutTG60ylp2r/obv71JKS6sLpZQeAs7On04G9uhDX2r1yXi2KR+0zSX7xuhl4Diy03fHkZ0S+0myWeT3B+6MiA/VqaoXjGVBnli6juzbxwQcmVKqd419qf6ucsazoM14NqpnKMZBxrKgg1iWaQwExnM1XbzXQjnGQW0xgaFGXiyst3IKUyWj18qpXJ22U8waVrfTq3r6JiL2I8uOBvAUsGc+4/BgMJ4diogjgQ/nfTqh1/V3wFh2rtiXBNzUoOz1hfUd+tCXCuPZnUvIZn1fCuyaUjo7pfRESunVlNLTKaV/JztF9mmyic0ujYg3NaivG8YyFxGTgRsYmI3/L1JKlzXYpWx/V2A8V+kgnvXqGapxkLHMtRvLEo6BwHiu0uV7bVnGQW0ZM9QdUHmllJZFxEJgfZpMIhMRb2bgBfd4o7I1FCezaTZZTXFSnOp2qut5roV6Kvdr7ruImAFcDowFngf2TinNH4y2wXh26av5438Bu2aX7r7BWyorEXFovvpySml2rztjLLtS7NvilNKLdUuuXnbDPvQFMJ7diIg/ZOA2mj+o941TSunJiPg28I9kt8T7CHBVr/tjLDMRsQ7wM7Lr5QFOTCk1u0SgV8fUM8Yz02E8a9UzgyEaBxnLTIexLNUYCIxnRYfxLN04qF0mMNTM/cCuwFYRMabBbYreWVhv93TC4izG76xbqnk71fX8/xbqeTyl9HKDcj0REe8DZpOdfvcSsE9K6Vf9brcG49mZyre1++dLMz/MHx8li3s/GMvOPER2+7exDNyysZ7i9ka3aOsF49mZ4q3q7mlS9peF9XfShwRGbkTHMiImkL3vVb6tOy2l9I9N+gjwG2Al2euum2PqNePZWTyr6ynDOMhYdhbLMo6BwHh2Gs+yjoNa5iUkauYX+eNawHYNyhWvKb69zTYeZmCm22bXJn8wf1wAPFK17ReF9br1RMQUsvvNQ/t9bVtEvIcsO7o22XVnM1NK/93vduswnsOHsexASulV4M786boRsUGD4lsW1hf0oz8FxrMzxQFVsy9lxtbZr9dGbCzz2yxeUajrnJTSV5r0D4CU0gqyuUwAdoqIRteJV+pfDtzdSv1dMJ4dxLOqnrKMg4xll7EsGePZ2XttWcdBrUspubjUXYD3kZ3ClMheHLXKjCLLLCayUwLHdtDOWYV2dqxTZsdCmTPrlKn0YyEwsU6ZvyrUc0gbfazsM6eNfd5Bdo1nIpt1eF/juebGs0l9cyp1GstyxxL4XGGfoxuUu7BQbhfjWb54kg1aK+V/1KTsvxbKzjKWvY0l2Td1/1EodwkQbR7TVwr7H1qnzKZkCagEXNuvOBrP7uOZ11OacZCx7C6WTY55TqV+41n+eFLCcVBb/R/qDriUfwFuzf9wXwV2qrH9y4U/7pNqbJ9R2H5RnTbewcCA5C5gQtX2CfnPK/3Yuk49Rxba+k6N7VsCL+TbHwLGtPF7aHlQnZd/G/BYvs9rwMFDHUvj2Xk8W6hvTqVOY1nuWJJ9C/h0vs8CYOMaZT5UOO576fFgz3j2Jp5kg9MnGHif3b1OufeSnbaeyO5UMslY9i6WZBMyXlCo53JgdAe/t8nA4ryOR4D1q7aPBq4utDOjn3E0nl3Hs3TjIGPZWSxb+L3OqbRhPMsfT0o6Dmq5/0PdAZfyL8C2ZLO7J7KZa/+aLNP4YbLbKlVeRA8C69TYv+mbQ17unwvl7gE+RjY528fy55VtpzSoYzTZaVrFF/beZFnazxZerCvJrr+sV88fAYdXLZU6H6ixbe2q/dcnu563ss+/AO9usmxiPMsZzxZ/r3MqdfraLH8s876/zsCH92fJriPdhWyix8rv9VVgZ+NZ3ngCf1bYZwXwbWCvvO7dgFPJkhaVMn9rLHsbS+D0wv73kiWMGn7mNejPpwt1/RY4Ij+mA4CbC9suHYzXpfHsLJ6UdBxkLDt/bTb5vc6ptDNYr0vj2fV7benGQS3Hfag74LJmLMBMBrKCtZYHga3q7Nvqm8Mo4PwGbSTgPGBUk75uQHYdbb06ltHgdKm8jpOa9KN62bzBMbe61P3dGM+hjWeLv9M5lf19ba4ZsQSOJ7uGvt6+LwIHGs/yxxP4ElnyotG+rwNnMEjfIo2kWJKdLdFOHFOT/vw9AwPrWsu1wHhfm+WNJyUeBxnLzl+bDdqZ083+xnPI3mtLNw5qKeZD3QGXNWcBNiMb/D1I9m3W82SnTH2FOtdy5fu19OZQKL8v8FOybODy/PGnNPgWr0YdY4BjgdvIblX0CjAf+C4wvYX9T2rzDWLzBsdcqg9u49l+PFvs45xWPiyMZbliSXbrsbPITtdcSvZh/b9k3xZOHexYGs/O4wn8Adm3U3eTXYbwGrCE7Fuqs4HtjGV/Ykkf/kkCPgD8gOwShOVk307eABw22HE0nu3Hk5KPg4xl56/NOu3M6WZ/4zmk77WlGwc1WyLvuCRJkiRJUml5G1VJkiRJklR6JjAkSZIkSVLpmcCQJEmSJEmlZwJDkiRJkiSVngkMSZIkSZJUeiYwJEmSJElS6ZnAkCRJkiRJpWcCQ5IkSZIklZ4JDEmSJEmSVHomMCRJkiRJUumZwJAkSZIkSaVnAkOSJEmSJJWeCQxJkiRJklR6JjAkSZIkSVLpmcCQJEmSJEmlZwJDkiRJkiSVngkMSZIkSZJUeiYwJElS30TERRGRIuKRoe7LYCjT8eb9SBFxUhd1zCjUM6N3vZMkqX1jhroDkiSpXCJic+DhbutJKUXXnZEkScp5BoYkSZIkSSo9z8CQJEnVFgDbNNh+b/54N3BE/7sjSZJkAkOSJFVJKb0K3Fdve8SqK0NeTinVLSdJktRLXkIiSZIkSZJKzwSGJEkaNBExKSL+ISLmRcTLEbE4Im6NiD9tst9qd9SIiN0i4j8i4vGIeLXWXT8iYkpE/FNE3B0RiyJieV7+xxGxR5P2RkfE4RFxfUQ8FRErIuKFiHgoIn4eEV+LiGn9Ot7C/ttExHfzdpdGxIt5Xd/MJ1vtSkRMyI/lf/P+LYyI2yPizyPCcaIkqVS8hESSJA2KiPgD4GfA5lWbdgV2jYidUkqfbaGefwK+1qTMnwLnAmtVbdoUOAQ4JCLOBz6TUnqtat+1gevyfhWNBdYFtgJ2A94LHNygD10db0T8NfCPvPELp2n5cmxEHJNSuqReHY1ExBTgZuBdhR9PBD6QLx8FzuikbkmS+sEEhiRJGgwTgdnA+mT/lN8EvARsC3ydLLFwfETMTild36CeWWQTjN4LfJNsro4JwB9VCkTEnwD/DgTwO+A7wP3As2TJhKOAffPHJcAXqto4iYHkxTXAD4DHgGXAW/I+7w+kfh1vRBwHnJI/fRb4F+B2YDSwB/BlsuTMRRHxXErpugZ9eYOIGJMfWyV5cQNwNvA48DbgOGBvYHI79UqS1E+RUqPPXkmSpNVFRGXw8F8ppRlNyl4EfCp/+gKwc0ppXlWZrcgSEuOBq1NKBzZoE+DnwH4ppeU1ym0A/BZYD7gA+HT1GRZ5ucpZHK8D01JKDxa2PQa8Fbg8pXRIg2ObnFJa1OvjjYgNgUfIkiC/B3ZMKT1eVWZb4DayJMYCYIt88tVimcrv7O9TSidVbTueLLED8N2U0qdrHN/5wJGFH304pTSnupwkSYPFaxslSdJgObH6n3mAlNJvgZ/mT3dpUsfrwNG1khe5Y8mSFwuA42olL3Jfz8uMAj5ZtW1K/nhbo45UJy9q6PR4jyBLXgB8oTp5kdfxP8A/5083Af64SV+qHZc/Pg18vk6ZE8jO/pAkqRRMYEiSpMGQgEsbbP9l/jg5IiY1KHd7SumRBtsPyB+vaZDkIE9s3Jk/3alq85P548ciYiKd6eZ4KxOMLgaubFDHeTX2aSoippLNoQHw45TS0lrlUkovAT9utV5JkvrNBIYkSRoMz6WUFjbYXjybYZ0G5X5Vb0NEjGZgLoxPF+5cUnNhYALOKVVVXZw/fgB4OCK+ExEH5Zd2tKqb4313/nhP9WUhRSmlp8kuNSnu04ptCut3NSk7t416JUnqKxMYkiRpMNT8lr/g9cL66Ablnm+wbTKdTVBefZbFyWTzZySySTuPJzsT4pmIuC8i/j4iNmpSZzfHW5k485kmdQA8VbVPK4plm7XxdBv1SpLUV96FRJIkrUlWNthWTAScB/xbi3WuKD7Jz3o4KiJOBw4ju2Xq9sA4YHq+fCEiPpFSuqrVjndgMGZadzZ3SdIawwSGJEkaLoqXZURK6b5uKksp3Q+cCJwYEePJJtz8ONmkn2sDP4yILVNKTzaophOLgKlAs7M8YODyl2YTihYVz2Jp1kYrfZAkaVB4CYkkSRoWUkorgMpdP3bucd3LUko3pZSOBL6c/3gCsH8v28lVEi/vjYi6XzZFxFuAzar2acW9hfUdmpRttl2SpAvjdCsAAALWSURBVEFjAkOSJA0nV+eP74yIvfvUxs8L6xv0of6b8sdJwKwG5Y4ComqfplJKvwd+nT89JCIm1CoXEWsBf9JqvZIk9ZsJDEmSNJz8G/BSvn5hRExvVDgi9ouI9xSeT46ImRERDXbbq7D+cOddretCBiYBPT0iNqkuEBF/CHwtf7oA+GmbbZydP04BTq9T5ptkk5hKklQKzoEhSZKGjZTS0xHxKeBysnkk7o6Ii4D/BJ4AxgKbAu8ju43q24GZDNyedV2yszgeiYgrgf8GHgVey+ubCRydl10AXNOHY3g2Ir4MnJn39ZcRcSpwB9nYbQ+yy1jWJpuE85hGt1ut42zgCGBb4NiI2AI4B3gceCtwHFmi5m6yCUwlSRpyJjAkSdKwklK6MiIOBC4iu2XoZ/KllteBl2v8fHPgCw2aeRI4MKX0UoMyHUspnRURk8hu6boR2dkQ1ZaTJS+u66D+1yJif+Bm4A+Aj+RL0Q1kZ2dc3279kiT1gwkMSZI07KSUZudnFfw5sC/ZrU8nk51J8RTZZJ83A5enlB4v7Poo2dkZ+wIfIJskcyOysx0WA/cDs4HvppSW9PkYTomIa4DPkt3KdWOyhMtjZMmFb6WUHumi/t9HxLZkiZpDgS3JkiIPAJcA5wIf7OYYJEnqpUjJ239LkiRJkqRycxJPSZIkSZJUeiYwJEmSJElS6ZnAkCRJkiRJpWcCQ5IkSZIklZ4JDEmSJEmSVHomMCRJkiRJUumZwJAkSZIkSaVnAkOSJEmSJJWeCQxJkiRJklR6JjAkSZIkSVLpmcCQJEmSJEmlZwJDkiRJkiSVngkMSZIkSZJUeiYwJEmSJElS6ZnAkCRJkiRJpWcCQ5IkSZIklZ4JDEmSJEmSVHomMCRJkiRJUumZwJAkSZIkSaVnAkOSJEmSJJWeCQxJkiRJklR6JjAkSZIkSVLpmcCQJEmSJEmlZwJDkiRJkiSV3v8BpKLX4oIyLZwAAAAASUVORK5CYII=\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "execute_result", "data": { "text/plain": [ "0.001372825470753014" ] }, "metadata": { "tags": [] }, "execution_count": 36 } ] }, { "cell_type": "markdown", "metadata": { "id": "mD5tRo0X-D20" }, "source": [ "We can see that in this the AAE wasn't able to really separate the distribution of the two labels, which results in a not so good result, as can be seen in the ROC." ] }, { "cell_type": "code", "metadata": { "id": "PqXYjA-iBU4T", "colab": { "base_uri": "https://localhost:8080/", "height": 958 }, "outputId": "54696ec6-ac5d-45c9-9521-6b24a72f48c6" }, "source": [ "dec_list = evaluate(encoder_scratch, decoder_scratch, discriminator_scratch, test_dataloader, thresh_scratch)" ], "execution_count": 37, "outputs": [ { "output_type": "stream", "text": [ "100%|██████████| 16/16 [01:57<00:00, 7.37s/it]\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "aM_Js_FI-Wa6" }, "source": [ "On the testing set we can see that this way of training the model is indeed not the best one, with the confusion matrix clearly showing that the classifier is almost randomly choosing the labels." ] }, { "cell_type": "markdown", "metadata": { "id": "zCs7s9EwAi9B" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "Eo-f93yYOaUZ" }, "source": [ "# 4. Using a pre-trained AAE as a feature extractor" ] }, { "cell_type": "markdown", "metadata": { "id": "Keu_3UAwAkPe" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "iip1ID3dOf7t" }, "source": [ "## 4.0 Loading the pre-trained model" ] }, { "cell_type": "markdown", "metadata": { "id": "gr5geer0Owhj" }, "source": [ "We'll first load the weights for each \"sub-model\":" ] }, { "cell_type": "code", "metadata": { "id": "isr2jRbFOjU1" }, "source": [ "encoder_weights = '/content/drive/MyDrive/ml4sci/domain_adaptation/Domain Adaptation/Model_Weights/AAE_Encoder.pth'\n", "decoder_weights = '/content/drive/MyDrive/ml4sci/domain_adaptation/Domain Adaptation/Model_Weights/AAE_Decoder.pth'\n", "discriminator_weights = '/content/drive/MyDrive/ml4sci/domain_adaptation/Domain Adaptation/Model_Weights/AAE_Discriminator.pth'\n", "\n", "encoder_fe, decoder_fe, discriminator_fe = load_model_pretrained(encoder_weights, decoder_weights, discriminator_weights)" ], "execution_count": 38, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "JSsHZPAWAmVg" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "bS4st2xFO8zX" }, "source": [ "## 4.1 Evaluating" ] }, { "cell_type": "markdown", "metadata": { "id": "PCTwN0DqO_Dq" }, "source": [ "Instead of training this model, we'll just use it as is. According to the evaluation test, the model that we just loaded was trained only on images of strong gravitational lenses without substructure, i.e. `no_sub` labels. By making this model fixed, we can use the fact that it doesn't know how to handle `sub` images and use the model as an anomaly detector:" ] }, { "cell_type": "code", "metadata": { "id": "oMZNQi_cPdIT", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "e4d47a47-f87b-4bc0-e1c6-96cb025a1811" }, "source": [ "thresh_fe = find_thresh(encoder_fe, decoder_fe, discriminator_fe, val_dataloader, viz=True)\n", "thresh_fe" ], "execution_count": 39, "outputs": [ { "output_type": "stream", "text": [ "100%|██████████| 16/16 [00:02<00:00, 6.27it/s]\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "execute_result", "data": { "text/plain": [ "0.03361048549413681" ] }, "metadata": { "tags": [] }, "execution_count": 39 } ] }, { "cell_type": "markdown", "metadata": { "id": "H2d9pE4U7qjh" }, "source": [ "This plot gets pretty weird and unfortunetelly our method of using interpolation to get the threshold wasn't useful. Luckily, we can still see that a better value would be around $0.005$:" ] }, { "cell_type": "code", "metadata": { "id": "b_cetpTTPo-v", "colab": { "base_uri": "https://localhost:8080/", "height": 958 }, "outputId": "06dc928e-0efc-4709-a295-58b84eec653b" }, "source": [ "thresh_fe = 0.005\n", "evaluate(encoder_fe, decoder_fe, discriminator_fe, test_dataloader, thresh_fe)" ], "execution_count": 40, "outputs": [ { "output_type": "stream", "text": [ "100%|██████████| 16/16 [00:02<00:00, 6.38it/s]\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "K2mFXt4Y8jIS" }, "source": [ "Even though we used a value close to the best trade-off we still get some very underwhelming results, unfortunetelly!" ] }, { "cell_type": "markdown", "metadata": { "id": "sKNIcgwEAoIh" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "-PuUspW5H9tk" }, "source": [ "# 5. Finetuning a pre-trained AAE" ] }, { "cell_type": "markdown", "metadata": { "id": "KxKSRVHPApf3" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "UeMmepQTIAxC" }, "source": [ "## 5.0 Loading the pre-trained model" ] }, { "cell_type": "markdown", "metadata": { "id": "9gePDqcsIHXR" }, "source": [ "We'll load the weights for each \"sub-model\":" ] }, { "cell_type": "code", "metadata": { "id": "RSryfxGHIDNq" }, "source": [ "encoder_weights = '/content/drive/MyDrive/ml4sci/domain_adaptation/Domain Adaptation/Model_Weights/AAE_Encoder.pth'\n", "decoder_weights = '/content/drive/MyDrive/ml4sci/domain_adaptation/Domain Adaptation/Model_Weights/AAE_Decoder.pth'\n", "discriminator_weights = '/content/drive/MyDrive/ml4sci/domain_adaptation/Domain Adaptation/Model_Weights/AAE_Discriminator.pth'\n", "\n", "encoder_ft, decoder_ft, discriminator_ft = load_model_pretrained(encoder_weights, decoder_weights, discriminator_weights)" ], "execution_count": 41, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "Snefi9lcAqr1" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "kY_I-5OBIKwu" }, "source": [ "## 5.1 Training the model" ] }, { "cell_type": "markdown", "metadata": { "id": "4b9TWM0uINwW" }, "source": [ "We'll perform training just like we did with the AAE from scratch. The only difference is that now we begin with the pre-trained weights:" ] }, { "cell_type": "code", "metadata": { "id": "NKRhwR10IVJg", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "5658be37-241e-4cbe-a0b4-dc6f21400209" }, "source": [ "save_path_ft = os.path.join('/content/drive/MyDrive/ml4sci/domain_adaptation/', 'weights_history_ft.pt')\n", "encoder_ft, decoder_ft, discriminator_ft, history_ft = train_model(encoder_ft, decoder_ft, discriminator_ft, train_dataloader, 50, save_path_ft, viz=True)" ], "execution_count": 42, "outputs": [ { "output_type": "stream", "text": [ "Epoch 1/50: 100%|██████████| 63/63 [00:19<00:00, 3.30it/s]\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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"metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "\r 0%| | 0/63 [00:00" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "\n", "[Epoch 50/50] reconstruction loss: 0.0000; discriminator loss: 0.0007; generator loss: 0.3238\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "_P658Ny-AscF" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "aRxV6o8aIZU3" }, "source": [ "## 5.2 Visualizing the training metrics" ] }, { "cell_type": "code", "metadata": { "id": "uo1VKkfbIcDi", "colab": { "base_uri": "https://localhost:8080/", "height": 489 }, "outputId": "63f0466f-af0f-4c4a-8614-80d63620a53e" }, "source": [ "encoder_ft, decoder_ft, discriminator_ft, history_ft = load_weights_and_history(save_path_ft)\n", "metrics(history_ft)" ], "execution_count": 43, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "AvRmknK1Atrk" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "uVdUpTHuIeZG" }, "source": [ "## 5.3 Evaluating the model" ] }, { "cell_type": "code", "metadata": { "id": "CeKMAod4PY5y", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "c0fcea4f-e724-4ced-ccb0-0bf86b988c40" }, "source": [ "thresh_ft = find_thresh(encoder_ft, decoder_ft, discriminator_ft, val_dataloader, viz=True)\n", "thresh_ft" ], "execution_count": 44, "outputs": [ { "output_type": "stream", "text": [ "100%|██████████| 16/16 [00:02<00:00, 6.29it/s]\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "execute_result", "data": { "text/plain": [ "5.112197686685249e-05" ] }, "metadata": { "tags": [] }, "execution_count": 44 } ] }, { "cell_type": "markdown", "metadata": { "id": "fSI5LG2X-iwj" }, "source": [ "While there's still a big amount of overlap between the two labels we can separate the distributions much more clearly, which is very good! The ROC also has quite a good score!" ] }, { "cell_type": "code", "metadata": { "id": "_ekNRrftIkFd", "colab": { "base_uri": "https://localhost:8080/", "height": 958 }, "outputId": "9da6e6c4-6fa7-4ef4-d87f-4360762523a7" }, "source": [ "evaluate(encoder_ft, decoder_ft, discriminator_ft, test_dataloader, thresh_ft)" ], "execution_count": 45, "outputs": [ { "output_type": "stream", "text": [ "100%|██████████| 16/16 [00:02<00:00, 6.42it/s]\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "W_aweSlK-0qc" }, "source": [ "We can see that the model is performs quite well in the test set! Even though it still mislabels $ \\approx 33\\%$. Probably some tuning on the model's hyperparameters could improve the accuracy." ] }, { "cell_type": "markdown", "metadata": { "id": "MazKI5RBAv03" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "31gGFWyZuVGl" }, "source": [ "# 6. Next steps" ] }, { "cell_type": "markdown", "metadata": { "id": "l1JCXl1culuP" }, "source": [ "A good next step would be, of course, to test other hyperparameters. Since there are so many different possibilities in an Adversarial Autoencoder architecture (different learning rates, different schedulers for each learning rate, different optimizers, different epochs) this would probably take a while! Nevertheless, it's an important step when searching for the best performance." ] }, { "cell_type": "markdown", "metadata": { "id": "r0Ke37sPu-79" }, "source": [ "Another pretty useful thing would be to check different distributions. I used a very basic normal distribution with mean $0$ and variance $1$. Other more complex distributions could be tested, such as the one seen [here](https://github.com/GitiHubi/deepAD/blob/master/KDD_2019_Lab.ipynb)." ] }, { "cell_type": "markdown", "metadata": { "id": "-zsxFCXG_dIo" }, "source": [ "The training metrics show that the generator loss usually hits a plateau. This is a problem because the model doesn't improve anymore. Using another network architecture or trying different optimizer configurations could maybe counter this." ] }, { "cell_type": "markdown", "metadata": { "id": "a9M86bIJxNYF" }, "source": [ "Finally, a class implementation of the AAE \"instantiating-loading weights-training-visualizing metrics-evaluating\" pipeline would be especially useful to let this work be more reproducible. A concept of how this implementation could be made and used can be seen in my first submission [here](https://github.com/zysymu/ml4sci/blob/main/domain_adaptation/domain_adaptation.ipynb). Note that the results are pretty bad in this implementation for lots of reasons, it's just a way of showing a possible structure." ] }, { "cell_type": "markdown", "metadata": { "id": "_lG3IoqPAw7t" }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "qgRxU64xXFVw" }, "source": [ "# REFERENCES:\n", "\n", "- https://towardsdatascience.com/extreme-rare-event-classification-using-autoencoders-in-keras-a565b386f098\n", "- https://github.com/DeepLense-Unsupervised/unsupervised-lensing\n", "- https://arxiv.org/pdf/1908.00734.pdf\n", "- https://arxiv.org/pdf/2008.12731.pdf\n", "- https://arxiv.org/pdf/1902.06924.pdf\n", "- https://github.com/fducau/AAE_pytorch\n", "- https://towardsdatascience.com/a-wizards-guide-to-adversarial-autoencoders-part-2-exploring-latent-space-with-adversarial-2d53a6f8a4f9\n", "- https://blog.paperspace.com/adversarial-autoencoders-with-pytorch/\n", "- https://github.com/bfarzin/pytorch_aae\n", "- https://github.com/sksq96/pytorch-vae\n", "- https://github.com/neale/Adversarial-Autoencoder\n", "- https://github.com/shaharazulay/adversarial-autoencoder-classifier" ] } ] }