{"cells": [{"cell_type": "markdown", "id": "37d6e7ea", "metadata": {"papermill": {"duration": 0.02405, "end_time": "2021-09-16T12:40:58.041596", "exception": false, "start_time": "2021-09-16T12:40:58.017546", "status": "completed"}, "tags": []}, "source": ["\n", "# Tutorial 8: Deep Autoencoders\n", "\n", "* **Author:** Phillip Lippe\n", "* **License:** CC BY-SA\n", "* **Generated:** 2021-09-16T14:32:32.123712\n", "\n", "In this tutorial, we will take a closer look at autoencoders (AE).\n", "Autoencoders are trained on encoding input data such as images into a smaller feature vector,\n", "and afterward, reconstruct it by a second neural network, called a decoder.\n", "The feature vector is called the \"bottleneck\" of the network as we aim to compress the input data into a smaller amount of features.\n", "This property is useful in many applications, in particular in compressing data or comparing images on a metric beyond pixel-level comparisons.\n", "Besides learning about the autoencoder framework, we will also see the \"deconvolution\"\n", "(or transposed convolution) operator in action for scaling up feature maps in height and width.\n", "Such deconvolution networks are necessary wherever we start from a small feature vector\n", "and need to output an image of full size (e.g. in VAE, GANs, or super-resolution applications).\n", "This notebook is part of a lecture series on Deep Learning at the University of Amsterdam.\n", "The full list of tutorials can be found at https://uvadlc-notebooks.rtfd.io.\n", "\n", "\n", "---\n", "Open in [![Open In Colab](data:image/png;base64,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){height=\"20px\" width=\"117px\"}](https://colab.research.google.com/github/PytorchLightning/lightning-tutorials/blob/publication/.notebooks/course_UvA-DL/08-deep-autoencoders.ipynb)\n", "\n", "Give us a \u2b50 [on Github](https://www.github.com/PytorchLightning/pytorch-lightning/)\n", "| Check out [the documentation](https://pytorch-lightning.readthedocs.io/en/latest/)\n", "| Join us [on Slack](https://join.slack.com/t/pytorch-lightning/shared_invite/zt-pw5v393p-qRaDgEk24~EjiZNBpSQFgQ)"]}, {"cell_type": "markdown", "id": "858d9128", "metadata": {"papermill": {"duration": 0.021931, "end_time": "2021-09-16T12:40:58.085647", "exception": false, "start_time": "2021-09-16T12:40:58.063716", "status": "completed"}, "tags": []}, "source": ["## Setup\n", "This notebook requires some packages besides pytorch-lightning."]}, {"cell_type": "code", "execution_count": 1, "id": "7358cb32", "metadata": {"colab": {}, "colab_type": "code", "execution": {"iopub.execute_input": "2021-09-16T12:40:58.133268Z", "iopub.status.busy": "2021-09-16T12:40:58.132753Z", "iopub.status.idle": "2021-09-16T12:40:58.135280Z", "shell.execute_reply": "2021-09-16T12:40:58.134801Z"}, "id": "LfrJLKPFyhsK", "lines_to_next_cell": 0, "papermill": {"duration": 0.02804, "end_time": "2021-09-16T12:40:58.135398", "exception": false, "start_time": "2021-09-16T12:40:58.107358", "status": "completed"}, "tags": []}, "outputs": [], "source": ["# ! pip install --quiet \"torch>=1.6, <1.9\" \"pytorch-lightning>=1.3\" \"torchvision\" \"seaborn\" \"torchmetrics>=0.3\" \"matplotlib\""]}, {"cell_type": "markdown", "id": "33e2dd60", "metadata": {"papermill": {"duration": 0.021405, "end_time": "2021-09-16T12:40:58.179525", "exception": false, "start_time": "2021-09-16T12:40:58.158120", "status": "completed"}, "tags": []}, "source": ["
"]}, {"cell_type": "code", "execution_count": 2, "id": "52180301", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:40:58.232432Z", "iopub.status.busy": "2021-09-16T12:40:58.231957Z", "iopub.status.idle": "2021-09-16T12:40:59.951493Z", "shell.execute_reply": "2021-09-16T12:40:59.951078Z"}, "papermill": {"duration": 1.749593, "end_time": "2021-09-16T12:40:59.951608", "exception": false, "start_time": "2021-09-16T12:40:58.202015", "status": "completed"}, "tags": []}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["/tmp/ipykernel_2146/3711936426.py:23: DeprecationWarning: `set_matplotlib_formats` is deprecated since IPython 7.23, directly use `matplotlib_inline.backend_inline.set_matplotlib_formats()`\n", " set_matplotlib_formats(\"svg\", \"pdf\") # For export\n", "Global seed set to 42\n"]}, {"name": "stdout", "output_type": "stream", "text": ["Device: cuda:0\n"]}], "source": ["import os\n", "import urllib.request\n", "from urllib.error import HTTPError\n", "\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import pytorch_lightning as pl\n", "import seaborn as sns\n", "import torch\n", "import torch.nn as nn\n", "import torch.nn.functional as F\n", "import torch.optim as optim\n", "import torch.utils.data as data\n", "import torchvision\n", "from IPython.display import set_matplotlib_formats\n", "from pytorch_lightning.callbacks import LearningRateMonitor, ModelCheckpoint\n", "from torch.utils.tensorboard import SummaryWriter\n", "from torchvision import transforms\n", "from torchvision.datasets import CIFAR10\n", "from tqdm.notebook import tqdm\n", "\n", "# %matplotlib inline\n", "set_matplotlib_formats(\"svg\", \"pdf\") # For export\n", "matplotlib.rcParams[\"lines.linewidth\"] = 2.0\n", "sns.reset_orig()\n", "sns.set()\n", "\n", "# Tensorboard extension (for visualization purposes later)\n", "# %load_ext tensorboard\n", "\n", "# Path to the folder where the datasets are/should be downloaded (e.g. CIFAR10)\n", "DATASET_PATH = os.environ.get(\"PATH_DATASETS\", \"data\")\n", "# Path to the folder where the pretrained models are saved\n", "CHECKPOINT_PATH = os.environ.get(\"PATH_CHECKPOINT\", \"saved_models/tutorial9\")\n", "\n", "# Setting the seed\n", "pl.seed_everything(42)\n", "\n", "# Ensure that all operations are deterministic on GPU (if used) for reproducibility\n", "torch.backends.cudnn.determinstic = True\n", "torch.backends.cudnn.benchmark = False\n", "\n", "device = torch.device(\"cuda:0\") if torch.cuda.is_available() else torch.device(\"cpu\")\n", "print(\"Device:\", device)"]}, {"cell_type": "markdown", "id": "28912006", "metadata": {"papermill": {"duration": 0.021859, "end_time": "2021-09-16T12:40:59.996263", "exception": false, "start_time": "2021-09-16T12:40:59.974404", "status": "completed"}, "tags": []}, "source": ["We have 4 pretrained models that we have to download.\n", "Remember the adjust the variables `DATASET_PATH` and `CHECKPOINT_PATH` if needed."]}, {"cell_type": "code", "execution_count": 3, "id": "4a75be18", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:00.045043Z", "iopub.status.busy": "2021-09-16T12:41:00.044569Z", "iopub.status.idle": "2021-09-16T12:41:00.679694Z", "shell.execute_reply": "2021-09-16T12:41:00.679188Z"}, "papermill": {"duration": 0.661412, "end_time": "2021-09-16T12:41:00.679814", "exception": false, "start_time": "2021-09-16T12:41:00.018402", "status": "completed"}, "tags": []}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Downloading https://raw.githubusercontent.com/phlippe/saved_models/main/tutorial9/cifar10_64.ckpt...\n"]}, {"name": "stdout", "output_type": "stream", "text": ["Downloading https://raw.githubusercontent.com/phlippe/saved_models/main/tutorial9/cifar10_128.ckpt...\n"]}, {"name": "stdout", "output_type": "stream", "text": ["Downloading https://raw.githubusercontent.com/phlippe/saved_models/main/tutorial9/cifar10_256.ckpt...\n"]}, {"name": "stdout", "output_type": "stream", "text": ["Downloading https://raw.githubusercontent.com/phlippe/saved_models/main/tutorial9/cifar10_384.ckpt...\n"]}], "source": ["# Github URL where saved models are stored for this tutorial\n", "base_url = \"https://raw.githubusercontent.com/phlippe/saved_models/main/tutorial9/\"\n", "# Files to download\n", "pretrained_files = [\"cifar10_64.ckpt\", \"cifar10_128.ckpt\", \"cifar10_256.ckpt\", \"cifar10_384.ckpt\"]\n", "# Create checkpoint path if it doesn't exist yet\n", "os.makedirs(CHECKPOINT_PATH, exist_ok=True)\n", "\n", "# For each file, check whether it already exists. If not, try downloading it.\n", "for file_name in pretrained_files:\n", " file_path = os.path.join(CHECKPOINT_PATH, file_name)\n", " if not os.path.isfile(file_path):\n", " file_url = base_url + file_name\n", " print(\"Downloading %s...\" % file_url)\n", " try:\n", " urllib.request.urlretrieve(file_url, file_path)\n", " except HTTPError as e:\n", " print(\n", " \"Something went wrong. Please try to download the files manually,\"\n", " \" or contact the author with the full output including the following error:\\n\",\n", " e,\n", " )"]}, {"cell_type": "markdown", "id": "c8fc2858", "metadata": {"papermill": {"duration": 0.023053, "end_time": "2021-09-16T12:41:00.726214", "exception": false, "start_time": "2021-09-16T12:41:00.703161", "status": "completed"}, "tags": []}, "source": ["In this tutorial, we work with the CIFAR10 dataset.\n", "In CIFAR10, each image has 3 color channels and is 32x32 pixels large.\n", "As autoencoders do not have the constrain of modeling images probabilistic, we can work on more complex image data\n", "(i.e. 3 color channels instead of black-and-white) much easier than for VAEs.\n", "In case you have downloaded CIFAR10 already in a different directory, make sure to set DATASET_PATH\n", "accordingly to prevent another download.\n", "\n", "In contrast to previous tutorials on CIFAR10 like\n", "[Tutorial 5](https://uvadlc-notebooks.readthedocs.io/en/latest/tutorial_notebooks/tutorial5/Inception_ResNet_DenseNet.html)\n", "(CNN classification), we do not normalize the data explicitly with a mean of 0 and std of 1,\n", "but roughly estimate it scaling the data between -1 and 1.\n", "This is because limiting the range will make our task of predicting/reconstructing images easier."]}, {"cell_type": "code", "execution_count": 4, "id": "e7a54614", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:00.777942Z", "iopub.status.busy": "2021-09-16T12:41:00.777448Z", "iopub.status.idle": "2021-09-16T12:41:02.307895Z", "shell.execute_reply": "2021-09-16T12:41:02.307448Z"}, "lines_to_next_cell": 2, "papermill": {"duration": 1.558951, "end_time": "2021-09-16T12:41:02.308015", "exception": false, "start_time": "2021-09-16T12:41:00.749064", "status": "completed"}, "tags": []}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Files already downloaded and verified\n"]}, {"name": "stderr", "output_type": "stream", "text": ["Global seed set to 42\n"]}, {"name": "stdout", "output_type": "stream", "text": ["Files already downloaded and verified\n"]}], "source": ["# Transformations applied on each image => only make them a tensor\n", "transform = transforms.Compose([transforms.ToTensor(), transforms.Normalize((0.5,), (0.5,))])\n", "\n", "# Loading the training dataset. We need to split it into a training and validation part\n", "train_dataset = CIFAR10(root=DATASET_PATH, train=True, transform=transform, download=True)\n", "pl.seed_everything(42)\n", "train_set, val_set = torch.utils.data.random_split(train_dataset, [45000, 5000])\n", "\n", "# Loading the test set\n", "test_set = CIFAR10(root=DATASET_PATH, train=False, transform=transform, download=True)\n", "\n", "# We define a set of data loaders that we can use for various purposes later.\n", "train_loader = data.DataLoader(train_set, batch_size=256, shuffle=True, drop_last=True, pin_memory=True, num_workers=4)\n", "val_loader = data.DataLoader(val_set, batch_size=256, shuffle=False, drop_last=False, num_workers=4)\n", "test_loader = data.DataLoader(test_set, batch_size=256, shuffle=False, drop_last=False, num_workers=4)\n", "\n", "\n", "def get_train_images(num):\n", " return torch.stack([train_dataset[i][0] for i in range(num)], dim=0)"]}, {"cell_type": "markdown", "id": "ac14f5b0", "metadata": {"papermill": {"duration": 0.023214, "end_time": "2021-09-16T12:41:02.355175", "exception": false, "start_time": "2021-09-16T12:41:02.331961", "status": "completed"}, "tags": []}, "source": ["## Building the autoencoder\n", "\n", "In general, an autoencoder consists of an **encoder** that maps the input $x$ to a lower-dimensional feature vector $z$,\n", "and a **decoder** that reconstructs the input $\\hat{x}$ from $z$.\n", "We train the model by comparing $x$ to $\\hat{x}$ and optimizing the parameters to increase the similarity between $x$ and $\\hat{x}$.\n", "See below for a small illustration of the autoencoder framework."]}, {"cell_type": "markdown", "id": "8aa77f09", "metadata": {"papermill": {"duration": 0.023251, "end_time": "2021-09-16T12:41:02.401674", "exception": false, "start_time": "2021-09-16T12:41:02.378423", "status": "completed"}, "tags": []}, "source": ["
"]}, {"cell_type": "markdown", "id": "b4e16e51", "metadata": {"lines_to_next_cell": 2, "papermill": {"duration": 0.023141, "end_time": "2021-09-16T12:41:02.447908", "exception": false, "start_time": "2021-09-16T12:41:02.424767", "status": "completed"}, "tags": []}, "source": ["We first start by implementing the encoder.\n", "The encoder effectively consists of a deep convolutional network, where we scale down the image layer-by-layer using strided convolutions.\n", "After downscaling the image three times, we flatten the features and apply linear layers.\n", "The latent representation $z$ is therefore a vector of size *d* which can be flexibly selected."]}, {"cell_type": "code", "execution_count": 5, "id": "7a89bc88", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:02.501193Z", "iopub.status.busy": "2021-09-16T12:41:02.500706Z", "iopub.status.idle": "2021-09-16T12:41:02.502735Z", "shell.execute_reply": "2021-09-16T12:41:02.502267Z"}, "lines_to_next_cell": 2, "papermill": {"duration": 0.031646, "end_time": "2021-09-16T12:41:02.502835", "exception": false, "start_time": "2021-09-16T12:41:02.471189", "status": "completed"}, "tags": []}, "outputs": [], "source": ["class Encoder(nn.Module):\n", " def __init__(self, num_input_channels: int, base_channel_size: int, latent_dim: int, act_fn: object = nn.GELU):\n", " \"\"\"\n", " Args:\n", " num_input_channels : Number of input channels of the image. For CIFAR, this parameter is 3\n", " base_channel_size : Number of channels we use in the first convolutional layers. Deeper layers might use a duplicate of it.\n", " latent_dim : Dimensionality of latent representation z\n", " act_fn : Activation function used throughout the encoder network\n", " \"\"\"\n", " super().__init__()\n", " c_hid = base_channel_size\n", " self.net = nn.Sequential(\n", " nn.Conv2d(num_input_channels, c_hid, kernel_size=3, padding=1, stride=2), # 32x32 => 16x16\n", " act_fn(),\n", " nn.Conv2d(c_hid, c_hid, kernel_size=3, padding=1),\n", " act_fn(),\n", " nn.Conv2d(c_hid, 2 * c_hid, kernel_size=3, padding=1, stride=2), # 16x16 => 8x8\n", " act_fn(),\n", " nn.Conv2d(2 * c_hid, 2 * c_hid, kernel_size=3, padding=1),\n", " act_fn(),\n", " nn.Conv2d(2 * c_hid, 2 * c_hid, kernel_size=3, padding=1, stride=2), # 8x8 => 4x4\n", " act_fn(),\n", " nn.Flatten(), # Image grid to single feature vector\n", " nn.Linear(2 * 16 * c_hid, latent_dim),\n", " )\n", "\n", " def forward(self, x):\n", " return self.net(x)"]}, {"cell_type": "markdown", "id": "76a60820", "metadata": {"papermill": {"duration": 0.023574, "end_time": "2021-09-16T12:41:02.549985", "exception": false, "start_time": "2021-09-16T12:41:02.526411", "status": "completed"}, "tags": []}, "source": ["Note that we do not apply Batch Normalization here.\n", "This is because we want the encoding of each image to be independent of all the other images.\n", "Otherwise, we might introduce correlations into the encoding or decoding that we do not want to have.\n", "In some implementations, you still can see Batch Normalization being used, because it can also serve as a form of regularization.\n", "Nevertheless, the better practice is to go with other normalization techniques if necessary like Instance Normalization or Layer Normalization.\n", "Given the small size of the model, we can neglect normalization for now."]}, {"cell_type": "markdown", "id": "56b7a01a", "metadata": {"lines_to_next_cell": 2, "papermill": {"duration": 0.023466, "end_time": "2021-09-16T12:41:02.596962", "exception": false, "start_time": "2021-09-16T12:41:02.573496", "status": "completed"}, "tags": []}, "source": ["The decoder is a mirrored, flipped version of the encoder.\n", "The only difference is that we replace strided convolutions by transposed convolutions\n", "(i.e. deconvolutions) to upscale the features.\n", "Transposed convolutions can be imagined as adding the stride to the input instead of the output,\n", "and can thus upscale the input.\n", "For an illustration of a `nn.ConvTranspose2d` layer with kernel size 3, stride 2, and padding 1,\n", "see below (figure credit - [Vincent Dumoulin and Francesco Visin](https://arxiv.org/abs/1603.07285)):\n", "\n", "
\n", "\n", "You see that for an input of size $3\\times3$, we obtain an output of $5\\times5$.\n", "However, to truly have a reverse operation of the convolution,\n", "we need to ensure that the layer scales the input shape by a factor of 2 (e.g. $4\\times4\\to8\\times8$).\n", "For this, we can specify the parameter `output_padding` which adds additional values to the output shape.\n", "Note that we do not perform zero-padding with this, but rather increase the output shape for calculation.\n", "\n", "Overall, the decoder can be implemented as follows:"]}, {"cell_type": "code", "execution_count": 6, "id": "8197fb2e", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:02.650981Z", "iopub.status.busy": "2021-09-16T12:41:02.650503Z", "iopub.status.idle": "2021-09-16T12:41:02.652477Z", "shell.execute_reply": "2021-09-16T12:41:02.652080Z"}, "lines_to_next_cell": 2, "papermill": {"duration": 0.032082, "end_time": "2021-09-16T12:41:02.652576", "exception": false, "start_time": "2021-09-16T12:41:02.620494", "status": "completed"}, "tags": []}, "outputs": [], "source": ["class Decoder(nn.Module):\n", " def __init__(self, num_input_channels: int, base_channel_size: int, latent_dim: int, act_fn: object = nn.GELU):\n", " \"\"\"\n", " Args:\n", " num_input_channels : Number of channels of the image to reconstruct. For CIFAR, this parameter is 3\n", " base_channel_size : Number of channels we use in the last convolutional layers. Early layers might use a duplicate of it.\n", " latent_dim : Dimensionality of latent representation z\n", " act_fn : Activation function used throughout the decoder network\n", " \"\"\"\n", " super().__init__()\n", " c_hid = base_channel_size\n", " self.linear = nn.Sequential(nn.Linear(latent_dim, 2 * 16 * c_hid), act_fn())\n", " self.net = nn.Sequential(\n", " nn.ConvTranspose2d(\n", " 2 * c_hid, 2 * c_hid, kernel_size=3, output_padding=1, padding=1, stride=2\n", " ), # 4x4 => 8x8\n", " act_fn(),\n", " nn.Conv2d(2 * c_hid, 2 * c_hid, kernel_size=3, padding=1),\n", " act_fn(),\n", " nn.ConvTranspose2d(2 * c_hid, c_hid, kernel_size=3, output_padding=1, padding=1, stride=2), # 8x8 => 16x16\n", " act_fn(),\n", " nn.Conv2d(c_hid, c_hid, kernel_size=3, padding=1),\n", " act_fn(),\n", " nn.ConvTranspose2d(\n", " c_hid, num_input_channels, kernel_size=3, output_padding=1, padding=1, stride=2\n", " ), # 16x16 => 32x32\n", " nn.Tanh(), # The input images is scaled between -1 and 1, hence the output has to be bounded as well\n", " )\n", "\n", " def forward(self, x):\n", " x = self.linear(x)\n", " x = x.reshape(x.shape[0], -1, 4, 4)\n", " x = self.net(x)\n", " return x"]}, {"cell_type": "markdown", "id": "d2ea7d77", "metadata": {"lines_to_next_cell": 2, "papermill": {"duration": 0.023491, "end_time": "2021-09-16T12:41:02.699586", "exception": false, "start_time": "2021-09-16T12:41:02.676095", "status": "completed"}, "tags": []}, "source": ["The encoder and decoder networks we chose here are relatively simple.\n", "Usually, more complex networks are applied, especially when using a ResNet-based architecture.\n", "For example, see [VQ-VAE](https://arxiv.org/abs/1711.00937) and\n", "[NVAE](https://arxiv.org/abs/2007.03898) (although the papers discuss architectures for VAEs,\n", "they can equally be applied to standard autoencoders).\n", "\n", "In a final step, we add the encoder and decoder together into the autoencoder architecture.\n", "We define the autoencoder as PyTorch Lightning Module to simplify the needed training code:"]}, {"cell_type": "code", "execution_count": 7, "id": "3addaf83", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:02.755000Z", "iopub.status.busy": "2021-09-16T12:41:02.748144Z", "iopub.status.idle": "2021-09-16T12:41:02.756989Z", "shell.execute_reply": "2021-09-16T12:41:02.756529Z"}, "lines_to_next_cell": 2, "papermill": {"duration": 0.034085, "end_time": "2021-09-16T12:41:02.757086", "exception": false, "start_time": "2021-09-16T12:41:02.723001", "status": "completed"}, "tags": []}, "outputs": [], "source": ["class Autoencoder(pl.LightningModule):\n", " def __init__(\n", " self,\n", " base_channel_size: int,\n", " latent_dim: int,\n", " encoder_class: object = Encoder,\n", " decoder_class: object = Decoder,\n", " num_input_channels: int = 3,\n", " width: int = 32,\n", " height: int = 32,\n", " ):\n", " super().__init__()\n", " # Saving hyperparameters of autoencoder\n", " self.save_hyperparameters()\n", " # Creating encoder and decoder\n", " self.encoder = encoder_class(num_input_channels, base_channel_size, latent_dim)\n", " self.decoder = decoder_class(num_input_channels, base_channel_size, latent_dim)\n", " # Example input array needed for visualizing the graph of the network\n", " self.example_input_array = torch.zeros(2, num_input_channels, width, height)\n", "\n", " def forward(self, x):\n", " \"\"\"The forward function takes in an image and returns the reconstructed image.\"\"\"\n", " z = self.encoder(x)\n", " x_hat = self.decoder(z)\n", " return x_hat\n", "\n", " def _get_reconstruction_loss(self, batch):\n", " \"\"\"Given a batch of images, this function returns the reconstruction loss (MSE in our case)\"\"\"\n", " x, _ = batch # We do not need the labels\n", " x_hat = self.forward(x)\n", " loss = F.mse_loss(x, x_hat, reduction=\"none\")\n", " loss = loss.sum(dim=[1, 2, 3]).mean(dim=[0])\n", " return loss\n", "\n", " def configure_optimizers(self):\n", " optimizer = optim.Adam(self.parameters(), lr=1e-3)\n", " # Using a scheduler is optional but can be helpful.\n", " # The scheduler reduces the LR if the validation performance hasn't improved for the last N epochs\n", " scheduler = optim.lr_scheduler.ReduceLROnPlateau(optimizer, mode=\"min\", factor=0.2, patience=20, min_lr=5e-5)\n", " return {\"optimizer\": optimizer, \"lr_scheduler\": scheduler, \"monitor\": \"val_loss\"}\n", "\n", " def training_step(self, batch, batch_idx):\n", " loss = self._get_reconstruction_loss(batch)\n", " self.log(\"train_loss\", loss)\n", " return loss\n", "\n", " def validation_step(self, batch, batch_idx):\n", " loss = self._get_reconstruction_loss(batch)\n", " self.log(\"val_loss\", loss)\n", "\n", " def test_step(self, batch, batch_idx):\n", " loss = self._get_reconstruction_loss(batch)\n", " self.log(\"test_loss\", loss)"]}, {"cell_type": "markdown", "id": "5ce14e90", "metadata": {"lines_to_next_cell": 2, "papermill": {"duration": 0.02353, "end_time": "2021-09-16T12:41:02.804310", "exception": false, "start_time": "2021-09-16T12:41:02.780780", "status": "completed"}, "tags": []}, "source": ["For the loss function, we use the mean squared error (MSE).\n", "The mean squared error pushes the network to pay special attention to those pixel values its estimate is far away.\n", "Predicting 127 instead of 128 is not important when reconstructing, but confusing 0 with 128 is much worse.\n", "Note that in contrast to VAEs, we do not predict the probability per pixel value, but instead use a distance measure.\n", "This saves a lot of parameters and simplifies training.\n", "To get a better intuition per pixel, we report the summed squared error averaged over the batch dimension\n", "(any other mean/sum leads to the same result/parameters).\n", "\n", "However, MSE has also some considerable disadvantages.\n", "Usually, MSE leads to blurry images where small noise/high-frequent patterns are removed as those cause a very low error.\n", "To ensure realistic images to be reconstructed, one could combine Generative Adversarial Networks\n", "(lecture 10) with autoencoders as done in several works (e.g. see [here](https://arxiv.org/abs/1704.02304),\n", "[here](https://arxiv.org/abs/1511.05644) or these [slides](http://elarosca.net/slides/iccv_autoencoder_gans.pdf)).\n", "Additionally, comparing two images using MSE does not necessarily reflect their visual similarity.\n", "For instance, suppose the autoencoder reconstructs an image shifted by one pixel to the right and bottom.\n", "Although the images are almost identical, we can get a higher loss than predicting a constant pixel value for half of the image (see code below).\n", "An example solution for this issue includes using a separate, pre-trained CNN,\n", "and use a distance of visual features in lower layers as a distance measure instead of the original pixel-level comparison."]}, {"cell_type": "code", "execution_count": 8, "id": "031f9cd6", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:02.857901Z", "iopub.status.busy": "2021-09-16T12:41:02.852996Z", "iopub.status.idle": "2021-09-16T12:41:03.403790Z", "shell.execute_reply": "2021-09-16T12:41:03.403315Z"}, "papermill": {"duration": 0.576043, "end_time": "2021-09-16T12:41:03.403902", "exception": false, "start_time": "2021-09-16T12:41:02.827859", "status": "completed"}, "tags": []}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["/usr/local/lib/python3.9/dist-packages/torchvision/utils.py:50: UserWarning: range will be deprecated, please use value_range instead.\n", " warnings.warn(warning)\n"]}, {"data": {"application/pdf": 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4vf+2kpNFRg5g9DHlholKfFkgt6PWxLeNzECF4a+rzIXPSNvIOojLkIu4ki2Fe0Qs5DHEPMSC76vxHh75rMzJswfGL9l3Dyv21IRlIePFGdphFcdhFeRYsHUhqnt4U6TDqSTY44v/PsVzLQQtfEbQgF/kn6+O4PmSFmn3mG3TrnqwTDuqpLAcbE9zXiZfWme5Oh7PB8n2rtgRUrsCFIW5M85z4SjTVka0FnY2SGpcbG+O/VhK0IVuXEaKI5CfqSI8oKTJzCYK4o+cHnIqA2Hqmq50chtVcaeezDWbi7czSWbrvkixmcJ5XTiz/gxTZrV5J89yotSpCO+xZ0vQ0Dmunr2WWWh0mxO8pITPxk5PTr5XM+shORUJqWJaV8FpFJliCdsSX1NRU5p6Gf778u7xO37+ASxzfHMKZW5kc3RyZWFtCmVuZG9iagozMiAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDE4ID4+CnN0cmVhbQp4nDM2tFAwgMMUQ640AB3mA1IKZW5kc3RyZWFtCmVuZG9iagozMyAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDEzMyA+PgpzdHJlYW0KeJxFj0sOBCEIRPecoo7Axx/ncTLphXP/7YCdbhNjPYVUgbmCoT0uawOdFR8hGbbxt6mWjkVZPlR6UlYPyeCHrMbLIdygLPCCSSqGIVCLmBqRLWVut4DbNg2yspVTpY6wi6Mwj/a0bBUeX6JbInWSP4PEKi/c47odyKXWu96ii75/pAExCQplbmRzdHJlYW0KZW5kb2JqCjM0IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMjUxID4+CnN0cmVhbQp4nC1RSXIDQQi7zyv0hGan32OXK4fk/9cIygcGDYtAdFrioIyfICxXvOWRq2jD3zMxgt8Fh34r121Y5EBUIEljUDWhdvF69B7YcZgJzJPWsAxmrA/8jCnc6MXhMRlnt9dl1BDsXa89mUHJrFzEJRMXTNVhI2cOP5kyLrRzPTcg50ZYl2GQblYaMxKONIVIIYWqm6TOBEESjK5GjTZyFPulL490hlWNqDHscy1tX89NOGvQ7Fis8uSUHl1xLicXL6wc9PU2AxdRaazyQEjA/W4P9XOyk994S+fOFtPje83J8sJUYMWb125ANtXi37yI4/uMr+fn+fwDX2BbiAplbmRzdHJlYW0KZW5kb2JqCjM1IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMjE1ID4+CnN0cmVhbQp4nDVROQ4DIQzs9xX+QCSML3hPoijN/r/NjNFWHsFchrSUIZnyUpOoIeVTPnqZLpy63NfMajTnlrQtc4C4trwvrZLAiWaIg8FpmLgBmjwBQ9fRqFFDFx7Q1KVTKLDcBD6Kt24P3WO1gZe2IeeJIGIoGSxBzalFExZtzyekNb9eixvel+3dyFOlxpYYgQYBVjgc1+jX8JU9TybRdBUy1Ks1yxgJE0UiPPmOptUT61o00jIS1MYRrGoDvDv9ME4AABNxywJkn0qUs+TEb7H0swZX+v4Bn0dUlgplbmRzdHJlYW0KZW5kb2JqCjE2IDAgb2JqCjw8IC9CYXNlRm9udCAvRGVqYVZ1U2FucyAvQ2hhclByb2NzIDE3IDAgUgovRW5jb2RpbmcgPDwKL0RpZmZlcmVuY2VzIFsgMzIgL3NwYWNlIDQ1IC9oeXBoZW4gL3BlcmlvZCA0OCAvemVybyA1MCAvdHdvIDUyIC9mb3VyIC9maXZlIDU4IC9jb2xvbgo3NiAvTCA4MyAvUyAxMDAgL2QgL2UgL2YgMTA0IC9oIC9pIDExMSAvbyAxMTUgL3MgL3QgXQovVHlwZSAvRW5jb2RpbmcgPj4KL0ZpcnN0Q2hhciAwIC9Gb250QkJveCBbIC0xMDIxIC00NjMgMTc5NCAxMjMzIF0gL0ZvbnREZXNjcmlwdG9yIDE1IDAgUgovRm9udE1hdHJpeCBbIDAuMDAxIDAgMCAwLjAwMSAwIDAgXSAvTGFzdENoYXIgMjU1IC9OYW1lIC9EZWphVnVTYW5zCi9TdWJ0eXBlIC9UeXBlMyAvVHlwZSAvRm9udCAvV2lkdGhzIDE0IDAgUiA+PgplbmRvYmoKMTUgMCBvYmoKPDwgL0FzY2VudCA5MjkgL0NhcEhlaWdodCAwIC9EZXNjZW50IC0yMzYgL0ZsYWdzIDMyCi9Gb250QkJveCBbIC0xMDIxIC00NjMgMTc5NCAxMjMzIF0gL0ZvbnROYW1lIC9EZWphVnVTYW5zIC9JdGFsaWNBbmdsZSAwCi9NYXhXaWR0aCAxMzQyIC9TdGVtViAwIC9UeXBlIC9Gb250RGVzY3JpcHRvciAvWEhlaWdodCAwID4+CmVuZG9iagoxNCAwIG9iagpbIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwCjYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgMzE4IDQwMSA0NjAgODM4IDYzNgo5NTAgNzgwIDI3NSAzOTAgMzkwIDUwMCA4MzggMzE4IDM2MSAzMTggMzM3IDYzNiA2MzYgNjM2IDYzNiA2MzYgNjM2IDYzNiA2MzYKNjM2IDYzNiAzMzcgMzM3IDgzOCA4MzggODM4IDUzMSAxMDAwIDY4NCA2ODYgNjk4IDc3MCA2MzIgNTc1IDc3NSA3NTIgMjk1CjI5NSA2NTYgNTU3IDg2MyA3NDggNzg3IDYwMyA3ODcgNjk1IDYzNSA2MTEgNzMyIDY4NCA5ODkgNjg1IDYxMSA2ODUgMzkwIDMzNwozOTAgODM4IDUwMCA1MDAgNjEzIDYzNSA1NTAgNjM1IDYxNSAzNTIgNjM1IDYzNCAyNzggMjc4IDU3OSAyNzggOTc0IDYzNCA2MTIKNjM1IDYzNSA0MTEgNTIxIDM5MiA2MzQgNTkyIDgxOCA1OTIgNTkyIDUyNSA2MzYgMzM3IDYzNiA4MzggNjAwIDYzNiA2MDAgMzE4CjM1MiA1MTggMTAwMCA1MDAgNTAwIDUwMCAxMzQyIDYzNSA0MDAgMTA3MCA2MDAgNjg1IDYwMCA2MDAgMzE4IDMxOCA1MTggNTE4CjU5MCA1MDAgMTAwMCA1MDAgMTAwMCA1MjEgNDAwIDEwMjMgNjAwIDUyNSA2MTEgMzE4IDQwMSA2MzYgNjM2IDYzNiA2MzYgMzM3CjUwMCA1MDAgMTAwMCA0NzEgNjEyIDgzOCAzNjEgMTAwMCA1MDAgNTAwIDgzOCA0MDEgNDAxIDUwMCA2MzYgNjM2IDMxOCA1MDAKNDAxIDQ3MSA2MTIgOTY5IDk2OSA5NjkgNTMxIDY4NCA2ODQgNjg0IDY4NCA2ODQgNjg0IDk3NCA2OTggNjMyIDYzMiA2MzIgNjMyCjI5NSAyOTUgMjk1IDI5NSA3NzUgNzQ4IDc4NyA3ODcgNzg3IDc4NyA3ODcgODM4IDc4NyA3MzIgNzMyIDczMiA3MzIgNjExIDYwNQo2MzAgNjEzIDYxMyA2MTMgNjEzIDYxMyA2MTMgOTgyIDU1MCA2MTUgNjE1IDYxNSA2MTUgMjc4IDI3OCAyNzggMjc4IDYxMiA2MzQKNjEyIDYxMiA2MTIgNjEyIDYxMiA4MzggNjEyIDYzNCA2MzQgNjM0IDYzNCA1OTIgNjM1IDU5MiBdCmVuZG9iagoxNyAwIG9iago8PCAvTCAxOCAwIFIgL1MgMTkgMCBSIC9jb2xvbiAyMCAwIFIgL2QgMjEgMCBSIC9lIDIyIDAgUiAvZiAyMyAwIFIKL2ZpdmUgMjQgMCBSIC9mb3VyIDI1IDAgUiAvaCAyNiAwIFIgL2h5cGhlbiAyNyAwIFIgL2kgMjggMCBSIC9vIDI5IDAgUgovcGVyaW9kIDMwIDAgUiAvcyAzMSAwIFIgL3NwYWNlIDMyIDAgUiAvdCAzMyAwIFIgL3R3byAzNCAwIFIgL3plcm8gMzUgMCBSCj4+CmVuZG9iagozIDAgb2JqCjw8IC9GMSAxNiAwIFIgPj4KZW5kb2JqCjQgMCBvYmoKPDwgL0ExIDw8IC9DQSAwIC9UeXBlIC9FeHRHU3RhdGUgL2NhIDEgPj4KL0EyIDw8IC9DQSAxIC9UeXBlIC9FeHRHU3RhdGUgL2NhIDEgPj4gPj4KZW5kb2JqCjUgMCBvYmoKPDwgPj4KZW5kb2JqCjYgMCBvYmoKPDwgPj4KZW5kb2JqCjcgMCBvYmoKPDwgL0kxIDEzIDAgUiA+PgplbmRvYmoKMTMgMCBvYmoKPDwgL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCCi9EZWNvZGVQYXJtcyA8PCAvQ29sb3JzIDMgL0NvbHVtbnMgMjEyIC9QcmVkaWN0b3IgMTAgPj4KL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0hlaWdodCAxMDkgL0xlbmd0aCAzNiAwIFIgL1N1YnR5cGUgL0ltYWdlCi9UeXBlIC9YT2JqZWN0IC9XaWR0aCAyMTIgPj4Kc3RyZWFtCnic7V1JjyTHdY5cq7L2ru6uXmemOTOcNklzSEmmII9tgbIu8sXLzX/BgG/+C77qLOhi/QFvEAwDhmGLEGwKtklQoLnPPr1Nb9XVXVmZVZWbD/F9WeJk9bQPhtMw3neZh6zIiKieqPe9F+/FC6UEAoFAIBAIBAKBQCD4/waj+Oje73xXC4NBXwsVM9XCoptp4fpSTQvL3boWljpNLbiWowW74qFHy9b/9s8GWpjG6Geh09aCmURamEwmWhiPx/mUql5VC4lKtBCEvhbanRYaZfhoOpliWIWZWJalhWajoYV6HdN2HPQc8q3MMNGhab/QYZzhz/Wnf/5j9XX88E/eVYKX4s9+9N4LT8x5zQSC/w3I4hOUBrv46NPPPtXC+empFhYq+MhYhLSUgGQNr6eFUQqO9hNQama4WgjGoK0gBKVGCXj8xAKRVW28Fcf4yDJnc6tUKuxqhGYp+jTGi1owQa0qInF7NijVJ2/2k1gLtRpo1zBBzQatBWWaHAuWQBxBsGz+IS7HX32C+YvR8kKHSr2nvg7RfILSIItPUBrm0K5n0wUGbaobZNtXVqDne70uGuf8ZeCtcAKFP45AARk/cj1SCYkjS9Gm3QUTxRE+ch02VioBJyjLxUwmU4wSxei8xo/sOl6s8klsgKzNDAwY080n7asGqcQfjdgzuMxkm+HFuboKYrRwrBeNliJE8wlKgyw+QWmYQ7tVA9q12YQu3t5Y0MKihydOCtbz+9DJSYp1HI7wukm6aXXgJdnkwcH5EE84frcJ2h1egBqm5AilVEgdnpEuc5aMpiGGS9CXQ5ZJ6APapKfJBE9cB6RmppjtxAfxKRJfhUwUp+Cyc3+iroIYLez5RaOlCNF8gtIgi09QGubQ7kIFDz3yV7sBVbzcglOTpFDl1OjKsslS9HcmKVmP5GpTbycTcGVmofHR0QAfRehyGAT5lIIE5N7wuCk6QTNLoU/TAONY3J4NRxil5rQ5AbQZ04UMI9BuqvDRwAclDUaYvx+gzTi6+rcqRov+t2i0FCGaT1AaZPEJSsMc2u11sLvYdKA6q1UIpgWl6tHzimLQX0qVnmWgkjwEmUyhrtOM+p80mtlQ4MMpaCJJMFaQzNR1vnc69NHD3gTtHUZOWz4mED0/1kI4AHFfX34VX613TQtGE9vFk7MTLfg+Ojy/ACeenIOSHu9cYG6Mcr4EYrRAKBgtRYjmE5QGWXyC0jCHdtd7cIVaLhRmowZyNLI8TpfxCfT2JISeN8m/i02o63odPH5xDo5rt6D/h3TEnu6S/iYgIPdXnKSNGqnHARc8OR1oYZzRhSRxdFqInN574x2MewCWyQK0aS+BAScBevZ9/A4rDj66top+er0VLRySkZ9+vKMugRgtWigaLUWI5hOUBll8gtIwh3a7TZCCPR1ooeKgWa2CzcxJCAUecZux08FWakafaJpgZUcRVHGNqbD7xwhKPnwCBX40RD+5b7TlzVzLP/zuN7SwuYYe/vLDh1r4xf3nWsjThGwTExgOjtDnEMM1m8z8SZiMVMUTl+RYM/AkZgbR9fV1vN7H7u4/X067YrRooWi0PPqX++rrEM0nKA2y+ASlYd4mc3dJC2EfdGka1K4B9Hw4BafYBt0rbm/myzmMwIOdBdDElIG/Rzv7Wji9oEqn42Zx47RVzbdgVc+Gx1TllF5trWnhoIv2hyTZSYBxP/ryK0yJ7l7U4C5rG1yQn3Npt2FRNFNupdLNzKYYfWu5rq6CGC3osGC0KKFdwf8dyOITlIZ5KVVLyxAYlDR5TmRwcaaFaAS/z0zybVJQW0aWaTTgpkUK/Xz+8Est+NzkrFYRAPVchkTr4KYFaxYT/PDBoRbiKZpN2qtaWO5iFEOBUqMYPBUwX2hEN23KWKRBkyCvF+Iw4zbjWRqHQdWYZ2oymg0vgRgtWigaLUWI5hOUBll8gtIwh3ZVfhiTG4Y5KvRuaorptVy+JnOBIvJvxcM26clzcHRwAta+Ra7kcRlVJdtu395Ah/lnSsU8FnpB3rctOHpNFx7o4sJtdP7qdS08fvbvWvjiyz0tuA4JNEO9iDjGX8AkczkuxkqZgpsHXg3j6t+qGC14UjBaihDNJygNsvgEpWEO7ebnTYwo5DPo29EIZDflUZrYBCn4AZyaiwCcsnENnWcxPrqxBOV8awNMFIzxZOPO21pwM6j9s/NZmQWvAxdSnUKrX1vF1uWAB0Vv/hoyf1oLNQqvo6tjTOlsgPk7JGszA3NFzC7Oz7skZJn85Gm+A/wyiNGilJpntBQhmk9QGmTxCUrDHNpNDG5dMjyX041XhXpv8KDo/nGesIoMWNthxYZDqOsxk2NfXYFO/v67oMiHezjv2dyAk7i0CEfs6Pgwn1KnQ5ZMGUykV3V0jFHs6kALx4MDLewdgB0cB7PttMEFYciKEzZ+fgbJNSX/mqxTYZAT/xt7zGK0YKii0VKEaD5BaZDFJygNc2i3w/oMsQ3N6fMwZsYQ5PlwoIWnTw/ZBhznVbGgDx6BL1aqcIU2Nm5giPWbWnCGVNP0BDff+jYePN/Lp+TFIO5EYSajEYS1Gvh6yiMzRh3z36wzA7kDKh+eIoPo6BCpvxFrMI5ZuEkxp6hegVM5ZQXj3JV7CcRowVgFo6UI0XyC0iCLT1Aa5tDucIBiwvYUbo6TxzSZHmuzcETgwwNaaEK3dxiUDPug3d4GCv9u3H1XC5/sIjj41QMI99ZQL3EwwJOVW2/lUzIVztdMJ+CgDo/eXBxhth5zeNa67CqBL+bcRZ5wSE7517//qRZ2d5BKZM0olXUa6dtG+Vbw5eWFc4jRov8tGi1FiOYTlAZZfILSMId280K7SQjazYsKmtwvTZiC2ycR2Rf0gFg5f41O1jvf+10tbG5/Rwt//ZO/0MIqlbzFBJ69Rzjbsnrz9XxK1UVEHusZA5190KWXglKnPPp6MoTQWX5FC4urW1oIfSQOmczJTVzwRe6vRcwXMljLwuDtPHko8yUQowWNC0ZLEaL5BKVBFp+gNMzhERZOUAmdu3yfkHuKKuPJU1Y5Ut1FbEWu1kHN3/yNbS28dg9se3YEx6cSD7RwcxOFj1IDHa324H/F41kubkA2mcZ4GIWYecL0pId7u1r4z08+0MK97+CtxVUw18UQNMF9U7W0Bb5L8wDulCRL++H8GLOdDPna5RCjBU8KRksRovkEpUEWn6A0yOITlIY5Nl9Ktg4nsMNc2hZ2fjjZREb17TUYDVUP63jrBvKw3/rt72lhbfuuFn75i59o4fo1+POrb7yJIZZvYYga0seD8WxnPLyAsXK4j9pkZ4ew8JIINorXxCbFEgt47ex/pIWVNSSXxwH6zHiDozFCZnmSsco2bV6vwjD8KtPQK5fnphFiMWMCBYu5CNF8gtIgi09QGubQrmPh4Rm97oTp2l4Nad8W48c98sXO/kALt/7oB1rYfPMH7BLUHA2RtN1m2c1l5n+PbBDxpx/9hxYm4ewCp4sLdH6y9wwTYFHsahWz3XgF3Hr3DnYWYqvOb9SB4PJyizFINniKAHxubMT8PfqMQ9QW0c/K+qK6CmK0oMOC0VKEaD5BaZDFJygNc2h3ErIUJm9yMlh30jGZGs4cca+Bj37/j/9AC/d+7/taaC3x+opHn2vB4uuDIQLqx09Qf2R/CLZ672//RgsNb6auxxMo/FXel9xqgsse74KIp+y8u76lhTtvfgvvM0beH4BugjF+dWch649k+LLjEHTpM/09Y0Leax11JcRo0SgaLUWI5hOUBll8gtIwb5OZNzApnkQyWJsy5k0SBp2aagVB5re/BY7Lb2L47Jdwl872Ee2esIDI8AxpZDsPPtOCn4GSnARtGvlFjEq1qlDdywsdLRwcIrcs5l5uMAQ17zx+xvc+Rec+3L2qjWnHlZ4WTmPM3/Pg7tVY0duzQdZDnuiO09nO7WUQo0ULRaOlCNF8gtIgi09QGubmhbO4Vcy7GRjMS+jUTJmattKGn/UPP/07LXRXQHa9NUQepwFrfDhQ4I067w/m6eU6yXq1x4Law34+Ic/Ci6fHSASPGENsVsGSU3LrfXp8B1+gpPUkZtkU3gSZ5ONu0her48uaFdBElSS7wNqgr71xkzP6SF0CMVrwpGC0KDX7D9UQzScoDbL4BKVhnrebYlPUpequ2kz9yes+cwcy5amnkxNocv8Yghf9Otrw2FZ3AbHRzjozfxJECff2cSA5442MpjmbW54LZPF2pTrrnpDTlJVLJLWEF1CZ/EYXjE5OKyDi5jomMPLQeMiLoMYj/DIXW2Dbpd7VsV0xWrRQNFqKEM0nKA2y+ASlYQ7tmga0dLUChZmRJuoeGKTeBG8GvBNxsemyRzSenqMQSWrio8ABJa2s4GRUOoW63r67qYX3f/ZPeD2bRScd1tsKfQRMW034Wa4NxrFYm8wfY0qPD5DwMzjDlCYG+lzexq9uo0PeyTDJsxMM4Y5J8Ty2HQaXHsTKIUaLFopGSxGi+QSlQRafoDTMoV2XB10CXlxkcZcypd8UMAPWYiXNigtN7jho7DKrtt3Ck+cslxlsgGR715DAs3eEqltvvPNbWvCP9/MpPfoKPuDIH2DeFjR/uw26NOhmHuzhxWe8C9msYAKtVUxyuQvWNsjRRh9tFs6YZdSDK7rZgeP54LPn6iqI0YKeC0ZLEaL5BKVBFp+gNMyh3ZVlXsV0ihhiyLKVvLVBZSa0tM3LBVstbG+63PAMRwjqebxJUfHWww/ef18LN7dBLru7YDSTLmGtMksKskj3ngdyHPmg3TCEEHNTt+Gh8b1v3tFClam/sQXvMj84E+7wSuYhopO9WlML37gDf7PXQXbThweP1FUQo0ULRaOlCNF8gtIgi09QGubQ7vVrUMVtA0z0YAc0cXjMe3+Z3dpooIdRMNBCkiJKaHFl949BCkMfftM4gkq3MrzVbEBLHz4H1++OZhmwaQYuXlkGuRspCPRsgCBmpY4pddrgTZdnWCZTZiDz5OyI6UlTn05ZitnevramhXWWidjZBd+dHgfqKojRooWi0VKEaD5BaZDFJygNc2i3tUDNT5ZZ6DEtlpcKnxzClRtzn9N24QFN80xeXjsRMQR5HmLfsk7dPg6gt8Mxsn2mfCuJZoHULMME/AtQV6vFyxFbIIUwr615ilEaDbBMXifKiHm5lI3dUd4WoVwXQ2zd3kKHARr//OfwFj/+8khdBTFatFA0WooQzScoDbL4BKVhDu3aLKFQbUHNdhssb8jyRI7Hixy4qagStPGq8G4SxiKTCXjQraGxk9drssCeE94MMWVF6SybVWLMKy5mvGaJB2VmXSkXxDE4w3AhE5baHZgENvnX5PGWgLHUwxNeaUx2G/Ju5n/82Rdoc7WzK0bLFjosGC1FiOYTlAZZfILSMId2fbowykJRhUYd6t3xXrxTsM0LgP2LkAI2PH3m/UZjHldx4QFVuZUaMwBqMyTq8ufgVGYnTw3eIFWje5gn6sYJuNVlgYhWB5zS74NJh+T0VhcTCGKMe/8J3MPPP0bhxBUGLlfy0zEsnbxET/BJ/9ISEGK0aKFotBQhmk9QGmTxCUrDHNrdfQphMgC3NpehS6seVTEIWXW76MEfwV0aDCCcnTK7FcymrBRMmrKEUZLQKWNxifzXkN+opJSyGAMNSU8ZNz4d7pfGAfZLEzpuCdN0B8zg5XFV1aeR8Pg+Jjc4ZZsRGq22ccnx6zdQOJEvqQ8e8ysVIEYLhILRUoRoPkFpkMUnKA1zaDdxEAGM3He0MEmhZs0YccZqG5zYWQaDLOTVBQOo2UEfW5GDE1BAOOLFNzGdrAyrP+W50TGLK7ou2yhl8QzscIxmIUsOOqwK1eRdiKkJPyuKMFylzqpQDmbbcfGNbqmOFu6+DZrYvvu2FrZuI0/4278JRt7d5/0CHzxWl0CMFi0UjZZ/e/biH000n6A0yOITCAQCgUAgEAgEAoFAIPgfw38BeLpnJQplbmRzdHJlYW0KZW5kb2JqCjM2IDAgb2JqCjQ0NjQKZW5kb2JqCjIgMCBvYmoKPDwgL0NvdW50IDEgL0tpZHMgWyAxMSAwIFIgXSAvVHlwZSAvUGFnZXMgPj4KZW5kb2JqCjM3IDAgb2JqCjw8IC9DcmVhdGlvbkRhdGUgKEQ6MjAyMTA5MTYxNDQxMDIrMDInMDAnKQovQ3JlYXRvciAoTWF0cGxvdGxpYiB2My40LjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcpCi9Qcm9kdWNlciAoTWF0cGxvdGxpYiBwZGYgYmFja2VuZCB2My40LjMpID4+CmVuZG9iagp4cmVmCjAgMzgKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDAwMDE2IDAwMDAwIG4gCjAwMDAwMTE4MDYgMDAwMDAgbiAKMDAwMDAwNjg4NyAwMDAwMCBuIAowMDAwMDA2OTE5IDAwMDAwIG4gCjAwMDAwMDcwMTggMDAwMDAgbiAKMDAwMDAwNzAzOSAwMDAwMCBuIAowMDAwMDA3MDYwIDAwMDAwIG4gCjAwMDAwMDAwNjUgMDAwMDAgbiAKMDAwMDAwMDM5NCAwMDAwMCBuIAowMDAwMDAwNzE2IDAwMDAwIG4gCjAwMDAwMDAyMDggMDAwMDAgbiAKMDAwMDAwMDY5NiAwMDAwMCBuIAowMDAwMDA3MDkyIDAwMDAwIG4gCjAwMDAwMDU2MDMgMDAwMDAgbiAKMDAwMDAwNTQwMyAwMDAwMCBuIAowMDAwMDA0OTg3IDAwMDAwIG4gCjAwMDAwMDY2NTYgMDAwMDAgbiAKMDAwMDAwMDczNiAwMDAwMCBuIAowMDAwMDAwODY5IDAwMDAwIG4gCjAwMDAwMDEyODMgMDAwMDAgbiAKMDAwMDAwMTQyOCAwMDAwMCBuIAowMDAwMDAxNzMyIDAwMDAwIG4gCjAwMDAwMDIwNTQgMDAwMDAgbiAKMDAwMDAwMjI2MyAwMDAwMCBuIAowMDAwMDAyNTg1IDAwMDAwIG4gCjAwMDAwMDI3NTEgMDAwMDAgbiAKMDAwMDAwMjk4OCAwMDAwMCBuIAowMDAwMDAzMTE0IDAwMDAwIG4gCjAwMDAwMDMyNTggMDAwMDAgbiAKMDAwMDAwMzU0OSAwMDAwMCBuIAowMDAwMDAzNjcyIDAwMDAwIG4gCjAwMDAwMDQwNzkgMDAwMDAgbiAKMDAwMDAwNDE2OSAwMDAwMCBuIAowMDAwMDA0Mzc1IDAwMDAwIG4gCjAwMDAwMDQ2OTkgMDAwMDAgbiAKMDAwMDAxMTc4NSAwMDAwMCBuIAowMDAwMDExODY2IDAwMDAwIG4gCnRyYWlsZXIKPDwgL0luZm8gMzcgMCBSIC9Sb290IDEgMCBSIC9TaXplIDM4ID4+CnN0YXJ0eHJlZgoxMjAyMwolJUVPRgo=\n", 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4nEWMuw3AMAhEe6ZgBH4m9j5RlMLevw0QJW64J909XB0JmSluM8NDBp4MLIZdcYH0ljALXEdQjp3so2HVvuoEjfWmUvPvD5Se7KzihusBAkIaZgplbmRzdHJlYW0KZW5kb2JqCjMxIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggNTEgPj4Kc3RyZWFtCnicMza0UDBQMDQwB5JGhkCWkYlCiiEXSADEzOWCCeaAWQZAGqI4B64mhyuDKw0A4bQNmAplbmRzdHJlYW0KZW5kb2JqCjMyIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMzM0ID4+CnN0cmVhbQp4nC1SS3LFIAzbcwpdoDP4B+Q86XS6eL3/tpKTRUYOYPQx5YaJSnxZILej1sS3jcxAheGvq8yFz0jbyDqIy5CLuJIthXtELOQxxDzEgu+r8R4e+azMybMHxi/Zdw8r9tSEZSHjxRnaYRXHYRXkWLB1Iap7eFOkw6kk2OOL/z7Fcy0ELXxG0IBf5J+vjuD5khZp95ht0656sEw7qqSwHGxPc14mX1pnuToezwfJ9q7YEVK7AhSFuTPOc+Eo01ZGtBZ2NkhqXGxvjv1YStCFblxGiiOQn6kiPKCkycwmCuKPnB5yKgNh6pqudHIbVXGnnsw1m4u3M0lm675IsZnCeV04s/4MU2a1eSfPcqLUqQjvsWdL0NA5rp69lllodJsTvKSEz8ZOT06+VzPrITkVCaliWlfBaRSZYgnbEl9TUVOaehn++/Lu8Tt+/gEsc3xzCmVuZHN0cmVhbQplbmRvYmoKMzMgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCA3MCA+PgpzdHJlYW0KeJwzMzZTMFCwMAISpqaGCuZGlgophlxAPoiVywUTywGzzCzMgSwjC5CWHC5DC2MwbWJspGBmYgZkWSAxILoyuNIAmJoTAwplbmRzdHJlYW0KZW5kb2JqCjM0IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMTggPj4Kc3RyZWFtCnicMza0UDCAwxRDrjQAHeYDUgplbmRzdHJlYW0KZW5kb2JqCjM1IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMTMzID4+CnN0cmVhbQp4nEWPSw4EIQhE95yijsDHH+dxMumFc//tgJ1uE2M9hVSBuYKhPS5rA50VHyEZtvG3qZaORVk+VHpSVg/J4Iesxssh3KAs8IJJKoYhUIuYGpEtZW63gNs2DbKylVOljrCLozCP9rRsFR5folsidZI/g8QqL9zjuh3Ipda73qKLvn+kATEJCmVuZHN0cmVhbQplbmRvYmoKMTYgMCBvYmoKPDwgL0Jhc2VGb250IC9EZWphVnVTYW5zIC9DaGFyUHJvY3MgMTcgMCBSCi9FbmNvZGluZyA8PAovRGlmZmVyZW5jZXMgWyAzMiAvc3BhY2UgNDUgL2h5cGhlbiAvcGVyaW9kIDQ5IC9vbmUgNTIgL2ZvdXIgNTUgL3NldmVuIC9laWdodCA1OCAvY29sb24KNzYgL0wgODMgL1MgMTAwIC9kIC9lIC9mIDEwNCAvaCAvaSAxMTEgL28gMTE1IC9zIC90IF0KL1R5cGUgL0VuY29kaW5nID4+Ci9GaXJzdENoYXIgMCAvRm9udEJCb3ggWyAtMTAyMSAtNDYzIDE3OTQgMTIzMyBdIC9Gb250RGVzY3JpcHRvciAxNSAwIFIKL0ZvbnRNYXRyaXggWyAwLjAwMSAwIDAgMC4wMDEgMCAwIF0gL0xhc3RDaGFyIDI1NSAvTmFtZSAvRGVqYVZ1U2FucwovU3VidHlwZSAvVHlwZTMgL1R5cGUgL0ZvbnQgL1dpZHRocyAxNCAwIFIgPj4KZW5kb2JqCjE1IDAgb2JqCjw8IC9Bc2NlbnQgOTI5IC9DYXBIZWlnaHQgMCAvRGVzY2VudCAtMjM2IC9GbGFncyAzMgovRm9udEJCb3ggWyAtMTAyMSAtNDYzIDE3OTQgMTIzMyBdIC9Gb250TmFtZSAvRGVqYVZ1U2FucyAvSXRhbGljQW5nbGUgMAovTWF4V2lkdGggMTM0MiAvU3RlbVYgMCAvVHlwZSAvRm9udERlc2NyaXB0b3IgL1hIZWlnaHQgMCA+PgplbmRvYmoKMTQgMCBvYmoKWyA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMAo2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDMxOCA0MDEgNDYwIDgzOCA2MzYKOTUwIDc4MCAyNzUgMzkwIDM5MCA1MDAgODM4IDMxOCAzNjEgMzE4IDMzNyA2MzYgNjM2IDYzNiA2MzYgNjM2IDYzNiA2MzYgNjM2CjYzNiA2MzYgMzM3IDMzNyA4MzggODM4IDgzOCA1MzEgMTAwMCA2ODQgNjg2IDY5OCA3NzAgNjMyIDU3NSA3NzUgNzUyIDI5NQoyOTUgNjU2IDU1NyA4NjMgNzQ4IDc4NyA2MDMgNzg3IDY5NSA2MzUgNjExIDczMiA2ODQgOTg5IDY4NSA2MTEgNjg1IDM5MCAzMzcKMzkwIDgzOCA1MDAgNTAwIDYxMyA2MzUgNTUwIDYzNSA2MTUgMzUyIDYzNSA2MzQgMjc4IDI3OCA1NzkgMjc4IDk3NCA2MzQgNjEyCjYzNSA2MzUgNDExIDUyMSAzOTIgNjM0IDU5MiA4MTggNTkyIDU5MiA1MjUgNjM2IDMzNyA2MzYgODM4IDYwMCA2MzYgNjAwIDMxOAozNTIgNTE4IDEwMDAgNTAwIDUwMCA1MDAgMTM0MiA2MzUgNDAwIDEwNzAgNjAwIDY4NSA2MDAgNjAwIDMxOCAzMTggNTE4IDUxOAo1OTAgNTAwIDEwMDAgNTAwIDEwMDAgNTIxIDQwMCAxMDIzIDYwMCA1MjUgNjExIDMxOCA0MDEgNjM2IDYzNiA2MzYgNjM2IDMzNwo1MDAgNTAwIDEwMDAgNDcxIDYxMiA4MzggMzYxIDEwMDAgNTAwIDUwMCA4MzggNDAxIDQwMSA1MDAgNjM2IDYzNiAzMTggNTAwCjQwMSA0NzEgNjEyIDk2OSA5NjkgOTY5IDUzMSA2ODQgNjg0IDY4NCA2ODQgNjg0IDY4NCA5NzQgNjk4IDYzMiA2MzIgNjMyIDYzMgoyOTUgMjk1IDI5NSAyOTUgNzc1IDc0OCA3ODcgNzg3IDc4NyA3ODcgNzg3IDgzOCA3ODcgNzMyIDczMiA3MzIgNzMyIDYxMSA2MDUKNjMwIDYxMyA2MTMgNjEzIDYxMyA2MTMgNjEzIDk4MiA1NTAgNjE1IDYxNSA2MTUgNjE1IDI3OCAyNzggMjc4IDI3OCA2MTIgNjM0CjYxMiA2MTIgNjEyIDYxMiA2MTIgODM4IDYxMiA2MzQgNjM0IDYzNCA2MzQgNTkyIDYzNSA1OTIgXQplbmRvYmoKMTcgMCBvYmoKPDwgL0wgMTggMCBSIC9TIDE5IDAgUiAvY29sb24gMjAgMCBSIC9kIDIxIDAgUiAvZSAyMiAwIFIgL2VpZ2h0IDIzIDAgUgovZiAyNCAwIFIgL2ZvdXIgMjUgMCBSIC9oIDI2IDAgUiAvaHlwaGVuIDI3IDAgUiAvaSAyOCAwIFIgL28gMjkgMCBSCi9vbmUgMzAgMCBSIC9wZXJpb2QgMzEgMCBSIC9zIDMyIDAgUiAvc2V2ZW4gMzMgMCBSIC9zcGFjZSAzNCAwIFIgL3QgMzUgMCBSCj4+CmVuZG9iagozIDAgb2JqCjw8IC9GMSAxNiAwIFIgPj4KZW5kb2JqCjQgMCBvYmoKPDwgL0ExIDw8IC9DQSAwIC9UeXBlIC9FeHRHU3RhdGUgL2NhIDEgPj4KL0EyIDw8IC9DQSAxIC9UeXBlIC9FeHRHU3RhdGUgL2NhIDEgPj4gPj4KZW5kb2JqCjUgMCBvYmoKPDwgPj4KZW5kb2JqCjYgMCBvYmoKPDwgPj4KZW5kb2JqCjcgMCBvYmoKPDwgL0kxIDEzIDAgUiA+PgplbmRvYmoKMTMgMCBvYmoKPDwgL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCCi9EZWNvZGVQYXJtcyA8PCAvQ29sb3JzIDMgL0NvbHVtbnMgMjEyIC9QcmVkaWN0b3IgMTAgPj4KL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0hlaWdodCAxMDkgL0xlbmd0aCAzNiAwIFIgL1N1YnR5cGUgL0ltYWdlCi9UeXBlIC9YT2JqZWN0IC9XaWR0aCAyMTIgPj4Kc3RyZWFtCnic7V1ZjxzXdb7dXb2v0zPTs+/D4TYkRVmmREmRAjixHMeGHTjrS35BgDzkXQ/6GXkL8pDASGB5EYxIsWNLorbQUkiRFGe4zD7s2XvfqysP9/vumKoezkuAAoLzvfBDd3XVrcHl+c4599xzlRIIBAKBQCAQCAQCgeD/G3zuj/7xp+9psnn/d5rsrXyliW1bmgxNntNkcu68Jn3Dk5pEorhm+e5Hmqw9vK1Ju1zRJMD7pPrSmliRmCbXXnlNk/mFc2ZIjeKhJnfvfKFJt9vSpNVuaHLv7pealAr7mjRbTTy3FdDk8KCmSbla16Rj45pcrh8vkk3gZZ0yrmlzGHVHk5/+5F31NN566y0leCbefPPNr33i92QcAoGSySfwEJb7o9IRNK4/k9XEGRwCsVKajEzOamJ3oUn+LhStW+to0jg6wK/qUMaxgZwmkxPzmkzMT2kyOjauSS6HZwWDYTOkTgaiPDE+jE86kN1GAwJaOIKm7+9j/FYogt/7ILt9/bhnJI6viiVcHI7gT9F1MP6ghYtLxSNNWk1HnYbhK9c1EacF19BpcUMsn8AzyOQTeIYesqvaMJStJkitBis9vTCmSaVaxTW029kBSkAQE/rMmQVNXn7pBU3GhqCt6fQgHmXZmsQi0DiLyubrdMyI6lUoTpNji0UhNH0ZSPnc7AVNvvpqibfAxc0m9CKd6tMkGMIlxRJezVEg3S5GcHSEd6zXIC7O6aorTsuJTosbYvkEnkEmn8Az9JDdDk2xrwNNDIeimhT3EQr1D8POT16EBOQmRjUJGkljnNPuQDjuP4GU1B7v4Ss/7P/Sl7c0+eZ5qOdr175phuRQ8Eqloibra9uahIKQgFAIojYwCN9gfeMBvmIwWKlXeR+8iBVEmj2VwjX1OhTQpux3Ol38HcJ8tWdAnBalVC+nxQ2xfALPIJNP4Bl6yG6zBoOZiELRUlnY+eevPKfJxOwZTco070uPNzQp1WClK4WCJgcFqO2TPAKfFIVD+WGTf/6v/6ZJ8K/+UpPXr79qhhQMQgKGhyHuyoFuFo6QzPz8CyRjLQZ68SSEuGNDC1oVDCnA/3SDg8iO2jaE4+AQLoFfQZssC3+lTCajToM4LZq4nRY3xPIJPINMPoFn6CG74XBQk3YgqUk9igW7lRI05X8+/EyTwwNEUlvbO5oEAzDFQT/sbfM4pQkyMojn7ubXNEmFoZXlQkmT5ZUVM6SRkQHcM4gfjkwgXzpKsp6H7i99CZIbgbivrkMmVBtD6rZAbAaMkRAGELbw+vUGvkqlGIpax5nbkyBOC4bmclrcEMsn8Awy+QSeoYdJjMWwPrhbgCg83IAo3Lt7RxM/5c9mKrVehtwEqLb1JgT0qAxSrkCjVzZRZZSIQtnPzZ/F46nRNz74jRnS1MyMJgtnkXrt74cUmlXFdAp64e8gpqs28V/L5DnrBaiMbcN/iEQhspUSvkolzZ2xptlqmXRxTZ0GcVrw1i6nxQ2xfALPIJNP4Bl6yG4mCyv9cGNZk+1V2PB4EPpVqCLyqhShF74uTHGBBbcF1gJZVKKBIQh6lNI2Nn1Fkwlq3MqtjzUJ+FpmSG0bNnxvH6HfpUuoAZ4/g/KkCcpE4qWrmty+v65Js4HAsxmkcCiEcqYEKJ/f0iRECUv3DfH5XKasny674rTwzl93WtwQyyfwDDL5BJ6hh+w+eoRY7P6jh5psbz/SxKakJtOI4M4twKQvnl/U5MkebPLaHqRkcBhKNDWHi5P9qOTZYeGNsw9lX1tFBLfH5KpSiiuW6o8XoLbVCp7ShSArpwXFufsJhPvM2ec0GRrLaPLJZ+9rkt+BlrXbrBxm4dPhIRQkmkAFUdeBFFaYQH4GxGnRxO20uCGWT+AZZPIJPEMP2f3kfbTLsIYQQ81fuKRJlNnF8xewOnl2AdVBdgOW3/FDEKvKFN7AbgcCGU3aHRjnahk7UNItGHCzkri2c2iGFEnAqpti2tm5aTyO/3/qBYSi9z/F7lSnjtEuvvEdTS5dhsrUb0J2Hz2EJsbicCTSfQN8LNSqxG0yzcbp0a44LZq4nRY3xPIJPINMPoFn6CG7O+uoinn+yp9qEg4jFMpCWtXIKOKdQyYeNx5Cm1pdpit9sOkBi0uBDveSdEyWFfbfsXFNMoNnHZSPoyR/KK5J93jrLAmNeiKCIU2PsvVEANf4FfTu0iKUy9Qk/6wOvcg/wfjHcqg7sn2IN4NBfGIqgZW6r06AOC187NedFjfE8gk8g0w+gWfoVVKVQHlqkMpWKOxqEs5mNKlxV0gD0qSifVhnDHfZcJJFNQ4f0mjDtpteTH7mQrt+fJLoh8aFnGNzHYhCL5wQ5Knrw618NhTZH8AdgnHswYkmQDpN+AYHW0jq9sch7j/47hua3Ly1qkmFQtxowv1o1iGFmWSfOg3itGBsLqdFqd+ppyGWT+AZZPIJPEMP2R2dgnX1+TE1Gw1ENzslXB/KIKhpdyBtviBLWFn503bwc7PvphMAiaVg5HP9BU2cQyhIi3lLX/f4P0Y0iq2vfiqXWVW0uXDpDzJg5P6WSrXMW7HfBd+otAf9jcbQS+q165c1WXqEPO2de3ncpwQJM7tcnwFxWjBal9Pihlg+gWeQySfwDD1k12EzQLNyVyvD8IYpf2VmDlsNhGA11rKyg4JKxiGyg32QtlQWRn4wg/vYFqqD6mE863AKwtG0nxyPqW2aMJhuSHiMzdJfH2U3k+Wqos1f8UXSaTw35IMoFsoFvHUb3sJz57GnJpPE+H/xCxx8sJffU6dBnBZN3E6LG2L5BJ5BJp/AM/RqZUBps9gwP80gbyINsTs3m9EkEYFJD/gwj6ulgiaNGlZCo3FsITl7BlZ6Ygprmv4gugqb7hATIyO4eGXXjCiVxQiyfVAcy4JgsRmhcqgpkTgaNXQaEBc/rwkaKVTwFvoHsChZ4Z7cagF6MTaImO6H3/+2Jm+/85/qNIjTgvu4nBY3xPIJPINMPoFn6CG7r1//hiazF7A/ZXsLNTljo5CAhTNzmgwPoqo24MCSl2mKm7T2Pj++SsQhHIkEy4TYODFIia9XuTa6OGWGNL0wrUmbZweYWqBOF6LgsNFEgLti2w2oQ5fC4bfwK1+E8sZPTL9iK4DA027hRQYpza/+ATou/vjf31MnQZwWpVQvp+XHP/mVehpi+QSeQSafwDP0kN1vXMaZcRevQnbrixDZeJobNnmx44OU+KlW2TjiHWZJjyd4l+nKDnXQHBzQZHXQ3DxKeqIsBFJK1atF3pMD9lkcALWV9UI2h2Ta8re4vGh3uZRpcdgcXZmn2q2toLvFK69iB2utjVA0ZsT6ZIjToonbaXFDLJ/AM8jkE3gGmXwCz9DD54sa34KHKsVjvMxiQZg5Zsn4fMbT4ibhrmlkSW/MrLV36DTSn1EOcw0JHtbYsY1jqeyuWRLHDxxujvKbW9jM2rM5pmOKxZn+8HGTdJg3DNp4btzsH9uBg7j3GMvn42eR2tj3V9RpEI9ZE7fH7IZYPoFnkMkn8Aw9ZDeZ5inF1IJak4cLNpHabvKTasUcoNjiV9ACc+5Rm+rQ5jWms3aNRWMdakoym+YwMmZImSQK4CIhpOZtJheUj4kABZJMIhNxsMuS7jrkstvFqrlPMcVv441SXAifmkRvlDobojnMR6STx1p2EsRp0cTttLghlk/gGWTyCTxDD9l9+2e/1MQOfqDJ0RFMaKWIBiJmsdno784OrrEpKlmm7/sGsKErzC1S1cOCJssP0Nu6yKK3ydlpTQKsLFdKpZK4w8wMorlxHiAxM4tTErNhCEcygh92GV2qAGvseBZigKn5AH81NE1lZ2vstsNt2zwIMpvlDU+GOC2auJ0WN8TyCTyDTD6BZ+ghu+/910eaZMbR5MuxYXg/v/FrTaYnJjQZ6Icgbm6gbrvDmCjGPdIt1mrvbCID+a1r1zV57vJFTWpN7J82Z1SsrK+ZIS0/QHPP21+igVdfBsvVP/rzP9PklYs4ZCLE/Oz4CAbZouyaRXoTQrZN3MeTnMIZ6E6U0WU3AAE69gNOhjgtuNjltLghlk/gGWTyCTxDD9n9i7/5W03COTTQrJVRG718+5YmI8NQND+1KRpBnNXqIs24sIif941AQWoDCJe+9yd/pEksiYq0KmXX9Crp/F4j6UYH3+7uYt/X2so27hCDOuQ30QJ79e4DjI2tUB7nUVN+7dsvaDI1jV1eRkr8EcpDEHrhM2Eau5WFfCf2tjYQp0UTt9Pihlg+gWeQySfwDD1kNxzCjFy+j1MSS0XIrmPsLY9tqDBNapYpI+a04xpCsOIefrWzDuH45X8gJDximFasoOwnyUYkaW6WVkrFGUNtbkJtcwMI0yIpaPoH7+Cehw/gG5gzHR/mEUtuVtE25cx5qEw6FePj4DZEYxCOdBwvEuThUrFYWJ0GcVr0v26nxQ2xfALPIJNP4Bl6yG75ADLxq7ff0WQjD7n0tyEKt27xRAqqbadjzCwM/rs/xyZh09Dz6vPPa9IKoRFnqYllysfrsO0HB0icthrHwrH1BOc9rKzi2xeuYpPY3//dP2jy2ccIMztFKEiRa6l1Vgc9+m+8yPs3EV3GLUhzkF07Azw3MUXZHZ9G17Mf/Oiv1WkQpwWfuJwWN8TyCTyDTD6BZ+ghuyND6PexMAO5cVg6awVIjne+YPo6XJQMRVjuS7UdHYWR/8M30D86GaO5jiCCu3cH1n7pAQ5rHB6fMUNqMPMZiOKHd5ZxANW9ZZypHJvB4YpbW1CcbB9uHmQpUSyB8PAwjxzs/iaCu719iEuDJ0i1GTpuF/BXevlbp28aF6dFE7fT4oZYPoFnkMkn8Aw9ZPdwD6nIl158WZOXX39dk3AY1tWi2po0qdn5ElCswGkhu1hvQR0ONmH/Dxsw14f7eNYjqu32LmQrkRs7HlMY0uMLQXZbHYjCu7/9UJPpORzuOJllKMdtqrEgtKDZQHj4qIhQNJlEeGizR3b+CEuxAwPTmtS4l+fXv/1MnQZxWjRxOy1uiOUTeAaZfALP0MMkxrmCeVDC6t4Xt3FeYC4HUzyU40kS3N5ydFTA77kmaLEh19gMlgIneMjT1jLCpWoF6jk0DLWKcQXT4jmISqlaHfccGUEtbn57U5P9fTx3dJQJW+ZyK0yTKh5l0TY7T6OoKQpTAVsHPGPDjzBtiMrVanAHkDm08WSI06KJ22lxQyyfwDPI5BN4hl4lVUHYyWajoMmNGzh/wmlD/lIxBD7mtIkGexlZnNDT3K6y+BIiqblJ6G9hA6KZP8KemlAUtn2+H3tb9vaOW0JdPreoycVLKA/+l3/+Jz6OklrF2FotEKfDYp4Id74wBTozO6vJ7sYSruHZUFEegHGBK5iNGkYyweqmZ0CcFgzJ5bSsPP5cPQ2xfALPIJNP4Bl6yG6tjvBKMRb7zne/r0m3BeMcoNp22Q3J4TaTAM94MCc65AtQ5HIBKc3DOg9HjCAQu/8FNrkcfAQDPjtzzgzp2jzKeltUkGgIWuCYJhL8ypxbbMp66+wmYbHydmocstuoYCnzYgrZ3U9vQh2216DI9So7P9SO1GkQp0UTt9Py6Q31NYjlE3gGmXwCz9AryZyAbqaZU00OwoQ2WWYT4awN+XCxwyMVwzG2MGrA3pbLqIANcLtKbi6jyVwMwrG8AtlVPLUxSAOulNp6sq5JP6O5gUEsQTbZDanRRJ1StdLgV0iKtll6ZEXgCQyN4nCm1W0sSu6sI0/bYFXwwzvY5drfj4ud3ysPPgnitGjidlrcEMsn8Awy+QSeoVe0W4Z5V11MzaAPScWdHUjSg3urmkQsHgDMboQDTKWODmBTiUUB6k+jO4RpGNyoI34cykGRx3lG1HY+b4a0tHRPk5kWDT6PSTbnRdVquL5UhMo3GWfZLShXIAx1uHMHStqiI5HLoavh+BWscuYG8cnAIELICH/+DIjToonbaXFDLJ/AM8jkE3iGHrLbZZrRnC9jtWHMU8yg3vz4N5rkd2D5fSy8efFFNFV49TpIsQhTfPvzTzWpcgVzaQ2K8Hh1VZM6Gw47PIhRKRVJwXSXStCCMvOr1RKE21xt8QDFdBIyMcqi4uwA8rS5USjp6FWIbJbxWsgEniRGy46PBToZ4rTgE5fT8uHNT9TTEMsn8Awy+QQCgUAgEAgEAoFAIBAI/s/wv8O4lCMKZW5kc3RyZWFtCmVuZG9iagozNiAwIG9iago0NjE4CmVuZG9iagoyIDAgb2JqCjw8IC9Db3VudCAxIC9LaWRzIFsgMTEgMCBSIF0gL1R5cGUgL1BhZ2VzID4+CmVuZG9iagozNyAwIG9iago8PCAvQ3JlYXRpb25EYXRlIChEOjIwMjEwOTE2MTQ0MTAzKzAyJzAwJykKL0NyZWF0b3IgKE1hdHBsb3RsaWIgdjMuNC4zLCBodHRwczovL21hdHBsb3RsaWIub3JnKQovUHJvZHVjZXIgKE1hdHBsb3RsaWIgcGRmIGJhY2tlbmQgdjMuNC4zKSA+PgplbmRvYmoKeHJlZgowIDM4CjAwMDAwMDAwMDAgNjU1MzUgZiAKMDAwMDAwMDAxNiAwMDAwMCBuIAowMDAwMDExNzk1IDAwMDAwIG4gCjAwMDAwMDY3MjIgMDAwMDAgbiAKMDAwMDAwNjc1NCAwMDAwMCBuIAowMDAwMDA2ODUzIDAwMDAwIG4gCjAwMDAwMDY4NzQgMDAwMDAgbiAKMDAwMDAwNjg5NSAwMDAwMCBuIAowMDAwMDAwMDY1IDAwMDAwIG4gCjAwMDAwMDAzOTQgMDAwMDAgbiAKMDAwMDAwMDcxNiAwMDAwMCBuIAowMDAwMDAwMjA4IDAwMDAwIG4gCjAwMDAwMDA2OTYgMDAwMDAgbiAKMDAwMDAwNjkyNyAwMDAwMCBuIAowMDAwMDA1NDM2IDAwMDAwIG4gCjAwMDAwMDUyMzYgMDAwMDAgbiAKMDAwMDAwNDgxOCAwMDAwMCBuIAowMDAwMDA2NDg5IDAwMDAwIG4gCjAwMDAwMDA3MzYgMDAwMDAgbiAKMDAwMDAwMDg2OSAwMDAwMCBuIAowMDAwMDAxMjgzIDAwMDAwIG4gCjAwMDAwMDE0MjggMDAwMDAgbiAKMDAwMDAwMTczMiAwMDAwMCBuIAowMDAwMDAyMDU0IDAwMDAwIG4gCjAwMDAwMDI1MjIgMDAwMDAgbiAKMDAwMDAwMjczMSAwMDAwMCBuIAowMDAwMDAyODk3IDAwMDAwIG4gCjAwMDAwMDMxMzQgMDAwMDAgbiAKMDAwMDAwMzI2MCAwMDAwMCBuIAowMDAwMDAzNDA0IDAwMDAwIG4gCjAwMDAwMDM2OTUgMDAwMDAgbiAKMDAwMDAwMzg1MCAwMDAwMCBuIAowMDAwMDAzOTczIDAwMDAwIG4gCjAwMDAwMDQzODAgMDAwMDAgbiAKMDAwMDAwNDUyMiAwMDAwMCBuIAowMDAwMDA0NjEyIDAwMDAwIG4gCjAwMDAwMTE3NzQgMDAwMDAgbiAKMDAwMDAxMTg1NSAwMDAwMCBuIAp0cmFpbGVyCjw8IC9JbmZvIDM3IDAgUiAvUm9vdCAxIDAgUiAvU2l6ZSAzOCA+PgpzdGFydHhyZWYKMTIwMTIKJSVFT0YK\n", 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"]}, "metadata": {}, "output_type": "display_data"}], "source": ["def compare_imgs(img1, img2, title_prefix=\"\"):\n", " # Calculate MSE loss between both images\n", " loss = F.mse_loss(img1, img2, reduction=\"sum\")\n", " # Plot images for visual comparison\n", " grid = torchvision.utils.make_grid(torch.stack([img1, img2], dim=0), nrow=2, normalize=True, range=(-1, 1))\n", " grid = grid.permute(1, 2, 0)\n", " plt.figure(figsize=(4, 2))\n", " plt.title(f\"{title_prefix} Loss: {loss.item():4.2f}\")\n", " plt.imshow(grid)\n", " plt.axis(\"off\")\n", " plt.show()\n", "\n", "\n", "for i in range(2):\n", " # Load example image\n", " img, _ = train_dataset[i]\n", " img_mean = img.mean(dim=[1, 2], keepdims=True)\n", "\n", " # Shift image by one pixel\n", " SHIFT = 1\n", " img_shifted = torch.roll(img, shifts=SHIFT, dims=1)\n", " img_shifted = torch.roll(img_shifted, shifts=SHIFT, dims=2)\n", " img_shifted[:, :1, :] = img_mean\n", " img_shifted[:, :, :1] = img_mean\n", " compare_imgs(img, img_shifted, \"Shifted -\")\n", "\n", " # Set half of the image to zero\n", " img_masked = img.clone()\n", " img_masked[:, : img_masked.shape[1] // 2, :] = img_mean\n", " compare_imgs(img, img_masked, \"Masked -\")"]}, {"cell_type": "markdown", "id": "7bfc9b9f", "metadata": {"lines_to_next_cell": 2, "papermill": {"duration": 0.028564, "end_time": "2021-09-16T12:41:03.462047", "exception": false, "start_time": "2021-09-16T12:41:03.433483", "status": "completed"}, "tags": []}, "source": ["### Training the model\n", "\n", "During the training, we want to keep track of the learning progress by seeing reconstructions made by our model.\n", "For this, we implement a callback object in PyTorch Lightning which will add reconstructions every $N$ epochs to our tensorboard:"]}, {"cell_type": "code", "execution_count": 9, "id": "e6e82979", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:03.525671Z", "iopub.status.busy": "2021-09-16T12:41:03.525205Z", "iopub.status.idle": "2021-09-16T12:41:03.527269Z", "shell.execute_reply": "2021-09-16T12:41:03.526813Z"}, "lines_to_next_cell": 2, "papermill": {"duration": 0.036008, "end_time": "2021-09-16T12:41:03.527366", "exception": false, "start_time": "2021-09-16T12:41:03.491358", "status": "completed"}, "tags": []}, "outputs": [], "source": ["class GenerateCallback(pl.Callback):\n", " def __init__(self, input_imgs, every_n_epochs=1):\n", " super().__init__()\n", " self.input_imgs = input_imgs # Images to reconstruct during training\n", " # Only save those images every N epochs (otherwise tensorboard gets quite large)\n", " self.every_n_epochs = every_n_epochs\n", "\n", " def on_epoch_end(self, trainer, pl_module):\n", " if trainer.current_epoch % self.every_n_epochs == 0:\n", " # Reconstruct images\n", " input_imgs = self.input_imgs.to(pl_module.device)\n", " with torch.no_grad():\n", " pl_module.eval()\n", " reconst_imgs = pl_module(input_imgs)\n", " pl_module.train()\n", " # Plot and add to tensorboard\n", " imgs = torch.stack([input_imgs, reconst_imgs], dim=1).flatten(0, 1)\n", " grid = torchvision.utils.make_grid(imgs, nrow=2, normalize=True, range=(-1, 1))\n", " trainer.logger.experiment.add_image(\"Reconstructions\", grid, global_step=trainer.global_step)"]}, {"cell_type": "markdown", "id": "0825de1a", "metadata": {"lines_to_next_cell": 2, "papermill": {"duration": 0.028704, "end_time": "2021-09-16T12:41:03.584828", "exception": false, "start_time": "2021-09-16T12:41:03.556124", "status": "completed"}, "tags": []}, "source": ["We will now write a training function that allows us to train the autoencoder with different latent dimensionality\n", "and returns both the test and validation score.\n", "We provide pre-trained models and recommend you using those, especially when you work on a computer without GPU.\n", "Of course, feel free to train your own models on Lisa."]}, {"cell_type": "code", "execution_count": 10, "id": "da4ec41c", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:03.648305Z", "iopub.status.busy": "2021-09-16T12:41:03.647832Z", "iopub.status.idle": "2021-09-16T12:41:03.649849Z", "shell.execute_reply": "2021-09-16T12:41:03.649433Z"}, "papermill": {"duration": 0.036319, "end_time": "2021-09-16T12:41:03.649948", "exception": false, "start_time": "2021-09-16T12:41:03.613629", "status": "completed"}, "tags": []}, "outputs": [], "source": ["def train_cifar(latent_dim):\n", " # Create a PyTorch Lightning trainer with the generation callback\n", " trainer = pl.Trainer(\n", " default_root_dir=os.path.join(CHECKPOINT_PATH, \"cifar10_%i\" % latent_dim),\n", " gpus=1 if str(device).startswith(\"cuda\") else 0,\n", " max_epochs=500,\n", " callbacks=[\n", " ModelCheckpoint(save_weights_only=True),\n", " GenerateCallback(get_train_images(8), every_n_epochs=10),\n", " LearningRateMonitor(\"epoch\"),\n", " ],\n", " )\n", " trainer.logger._log_graph = True # If True, we plot the computation graph in tensorboard\n", " trainer.logger._default_hp_metric = None # Optional logging argument that we don't need\n", "\n", " # Check whether pretrained model exists. If yes, load it and skip training\n", " pretrained_filename = os.path.join(CHECKPOINT_PATH, \"cifar10_%i.ckpt\" % latent_dim)\n", " if os.path.isfile(pretrained_filename):\n", " print(\"Found pretrained model, loading...\")\n", " model = Autoencoder.load_from_checkpoint(pretrained_filename)\n", " else:\n", " model = Autoencoder(base_channel_size=32, latent_dim=latent_dim)\n", " trainer.fit(model, train_loader, val_loader)\n", " # Test best model on validation and test set\n", " val_result = trainer.test(model, test_dataloaders=val_loader, verbose=False)\n", " test_result = trainer.test(model, test_dataloaders=test_loader, verbose=False)\n", " result = {\"test\": test_result, \"val\": val_result}\n", " return model, result"]}, {"cell_type": "markdown", "id": "f9c30a4b", "metadata": {"papermill": {"duration": 0.028762, "end_time": "2021-09-16T12:41:03.707706", "exception": false, "start_time": "2021-09-16T12:41:03.678944", "status": "completed"}, "tags": []}, "source": ["### Comparing latent dimensionality\n", "\n", "
\n", "\n", "When training an autoencoder, we need to choose a dimensionality for the latent representation $z$.\n", "The higher the latent dimensionality, the better we expect the reconstruction to be.\n", "However, the idea of autoencoders is to *compress* data.\n", "Hence, we are also interested in keeping the dimensionality low.\n", "To find the best tradeoff, we can train multiple models with different latent dimensionalities.\n", "The original input has $32\\times 32\\times 3 = 3072$ pixels.\n", "Keeping this in mind, a reasonable choice for the latent dimensionality might be between 64 and 384:"]}, {"cell_type": "code", "execution_count": 11, "id": "af2a8f9a", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:03.768726Z", "iopub.status.busy": "2021-09-16T12:41:03.768265Z", "iopub.status.idle": "2021-09-16T12:41:12.482167Z", "shell.execute_reply": "2021-09-16T12:41:12.482555Z"}, "papermill": {"duration": 8.746282, "end_time": "2021-09-16T12:41:12.482697", "exception": false, "start_time": "2021-09-16T12:41:03.736415", "status": "completed"}, "tags": []}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["GPU available: True, used: True\n"]}, {"name": "stderr", "output_type": "stream", "text": ["TPU available: False, using: 0 TPU cores\n"]}, {"name": "stderr", "output_type": "stream", "text": ["IPU available: False, using: 0 IPUs\n"]}, {"name": "stderr", "output_type": "stream", "text": ["/home/AzDevOps_azpcontainer/.local/lib/python3.9/site-packages/pytorch_lightning/trainer/trainer.py:678: LightningDeprecationWarning: `trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6. Use `trainer.test(dataloaders)` instead.\n", " rank_zero_deprecation(\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1]\n"]}, {"name": "stdout", "output_type": "stream", "text": ["Found pretrained model, loading...\n"]}, {"name": "stderr", "output_type": "stream", "text": ["/usr/local/lib/python3.9/dist-packages/torch/_jit_internal.py:603: LightningDeprecationWarning: The `LightningModule.datamodule` property is deprecated in v1.3 and will be removed in v1.5. Access the datamodule through using `self.trainer.datamodule` instead.\n", " if hasattr(mod, name):\n", "/usr/local/lib/python3.9/dist-packages/torch/_jit_internal.py:603: LightningDeprecationWarning: The `LightningModule.loaded_optimizer_states_dict` property is deprecated in v1.4 and will be removed in v1.6.\n", " if hasattr(mod, name):\n"]}, {"data": {"application/vnd.jupyter.widget-view+json": {"model_id": "0f11cd1f8ebc4c9cbc69478f55dac457", "version_major": 2, "version_minor": 0}, "text/plain": ["Testing: 0it [00:00, ?it/s]"]}, "metadata": {}, "output_type": "display_data"}, {"name": "stderr", "output_type": "stream", "text": ["/usr/local/lib/python3.9/dist-packages/torchvision/utils.py:50: UserWarning: range will be deprecated, please use value_range instead.\n", " warnings.warn(warning)\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1]\n"]}, {"data": {"application/vnd.jupyter.widget-view+json": {"model_id": "1eeadd6528c746868701b83f54b200dc", "version_major": 2, "version_minor": 0}, "text/plain": ["Testing: 0it [00:00, ?it/s]"]}, "metadata": {}, "output_type": "display_data"}, {"name": "stderr", "output_type": "stream", "text": ["GPU available: True, used: True\n"]}, {"name": "stderr", "output_type": "stream", "text": ["TPU available: False, using: 0 TPU cores\n"]}, {"name": "stderr", "output_type": "stream", "text": ["IPU available: False, using: 0 IPUs\n"]}, {"name": "stderr", "output_type": "stream", "text": ["LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1]\n"]}, {"name": "stdout", "output_type": "stream", "text": ["Found pretrained model, loading...\n"]}, {"data": {"application/vnd.jupyter.widget-view+json": {"model_id": "47c8df90b5414d1e8ee6e8afc2057c52", "version_major": 2, "version_minor": 0}, "text/plain": ["Testing: 0it [00:00, ?it/s]"]}, "metadata": {}, "output_type": "display_data"}, {"name": "stderr", "output_type": "stream", "text": ["LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1]\n"]}, {"data": {"application/vnd.jupyter.widget-view+json": {"model_id": "0cdd717c36684008add2d6d3f93caa65", "version_major": 2, "version_minor": 0}, "text/plain": ["Testing: 0it [00:00, ?it/s]"]}, "metadata": {}, "output_type": "display_data"}, {"name": "stderr", "output_type": "stream", "text": ["GPU available: True, used: True\n"]}, {"name": "stderr", "output_type": "stream", "text": ["TPU available: False, using: 0 TPU cores\n"]}, {"name": "stderr", "output_type": "stream", "text": ["IPU available: False, using: 0 IPUs\n"]}, {"name": "stderr", "output_type": "stream", "text": ["LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1]\n"]}, {"name": "stdout", "output_type": "stream", "text": ["Found pretrained model, loading...\n"]}, {"data": {"application/vnd.jupyter.widget-view+json": {"model_id": "8bedc95274e84f799bbef9fc04ca9934", "version_major": 2, "version_minor": 0}, "text/plain": ["Testing: 0it [00:00, ?it/s]"]}, "metadata": {}, "output_type": "display_data"}, {"name": "stderr", "output_type": "stream", "text": ["LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1]\n"]}, {"data": {"application/vnd.jupyter.widget-view+json": {"model_id": "213f1af06c854f0fa5ac9c7f42e86b8b", "version_major": 2, "version_minor": 0}, "text/plain": ["Testing: 0it [00:00, ?it/s]"]}, "metadata": {}, "output_type": "display_data"}, {"name": "stderr", "output_type": "stream", "text": ["GPU available: True, used: True\n"]}, {"name": "stderr", "output_type": "stream", "text": ["TPU available: False, using: 0 TPU cores\n"]}, {"name": "stderr", "output_type": "stream", "text": ["IPU available: False, using: 0 IPUs\n"]}, {"name": "stderr", "output_type": "stream", "text": ["LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1]\n"]}, {"name": "stdout", "output_type": "stream", "text": ["Found pretrained model, loading...\n"]}, {"data": {"application/vnd.jupyter.widget-view+json": {"model_id": "07a7fcadf97f442ca3088a5bbbcba662", "version_major": 2, "version_minor": 0}, "text/plain": ["Testing: 0it [00:00, ?it/s]"]}, "metadata": {}, "output_type": "display_data"}, {"name": "stderr", "output_type": "stream", "text": ["LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1]\n"]}, {"data": {"application/vnd.jupyter.widget-view+json": {"model_id": "5cf0706e7c07460880d2fe93a1e1d4c4", "version_major": 2, "version_minor": 0}, "text/plain": ["Testing: 0it [00:00, ?it/s]"]}, "metadata": {}, "output_type": "display_data"}], "source": ["model_dict = {}\n", "for latent_dim in [64, 128, 256, 384]:\n", " model_ld, result_ld = train_cifar(latent_dim)\n", " model_dict[latent_dim] = {\"model\": model_ld, \"result\": result_ld}"]}, {"cell_type": "markdown", "id": "e6e59925", "metadata": {"papermill": {"duration": 0.036287, "end_time": "2021-09-16T12:41:12.556351", "exception": false, "start_time": "2021-09-16T12:41:12.520064", "status": "completed"}, "tags": []}, "source": ["After training the models, we can plot the reconstruction loss over the latent dimensionality to get an intuition\n", "how these two properties are correlated:"]}, {"cell_type": "code", "execution_count": 12, "id": "1b5b80aa", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:12.655386Z", "iopub.status.busy": "2021-09-16T12:41:12.644902Z", "iopub.status.idle": "2021-09-16T12:41:12.911585Z", "shell.execute_reply": "2021-09-16T12:41:12.911109Z"}, "papermill": {"duration": 0.318993, "end_time": "2021-09-16T12:41:12.911693", "exception": false, "start_time": "2021-09-16T12:41:12.592700", "status": "completed"}, "tags": []}, "outputs": [{"data": {"application/pdf": 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"]}, "metadata": {}, "output_type": "display_data"}], "source": ["latent_dims = sorted(k for k in model_dict)\n", "val_scores = [model_dict[k][\"result\"][\"val\"][0][\"test_loss\"] for k in latent_dims]\n", "\n", "fig = plt.figure(figsize=(6, 4))\n", "plt.plot(\n", " latent_dims, val_scores, \"--\", color=\"#000\", marker=\"*\", markeredgecolor=\"#000\", markerfacecolor=\"y\", markersize=16\n", ")\n", "plt.xscale(\"log\")\n", "plt.xticks(latent_dims, labels=latent_dims)\n", "plt.title(\"Reconstruction error over latent dimensionality\", fontsize=14)\n", "plt.xlabel(\"Latent dimensionality\")\n", "plt.ylabel(\"Reconstruction error\")\n", "plt.minorticks_off()\n", "plt.ylim(0, 100)\n", "plt.show()"]}, {"cell_type": "markdown", "id": "e03a327e", "metadata": {"lines_to_next_cell": 2, "papermill": {"duration": 0.037468, "end_time": "2021-09-16T12:41:12.988817", "exception": false, "start_time": "2021-09-16T12:41:12.951349", "status": "completed"}, "tags": []}, "source": ["As we initially expected, the reconstruction loss goes down with increasing latent dimensionality.\n", "For our model and setup, the two properties seem to be exponentially (or double exponentially) correlated.\n", "To understand what these differences in reconstruction error mean, we can visualize example reconstructions of the four models:"]}, {"cell_type": "code", "execution_count": 13, "id": "24dd2b64", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:13.069820Z", "iopub.status.busy": "2021-09-16T12:41:13.069333Z", "iopub.status.idle": "2021-09-16T12:41:13.071023Z", "shell.execute_reply": "2021-09-16T12:41:13.071399Z"}, "papermill": {"duration": 0.045096, "end_time": "2021-09-16T12:41:13.071514", "exception": false, "start_time": "2021-09-16T12:41:13.026418", "status": "completed"}, "tags": []}, "outputs": [], "source": ["def visualize_reconstructions(model, input_imgs):\n", " # Reconstruct images\n", " model.eval()\n", " with torch.no_grad():\n", " reconst_imgs = model(input_imgs.to(model.device))\n", " reconst_imgs = reconst_imgs.cpu()\n", "\n", " # Plotting\n", " imgs = torch.stack([input_imgs, reconst_imgs], dim=1).flatten(0, 1)\n", " grid = torchvision.utils.make_grid(imgs, nrow=4, normalize=True, range=(-1, 1))\n", " grid = grid.permute(1, 2, 0)\n", " plt.figure(figsize=(7, 4.5))\n", " plt.title(\"Reconstructed from %i latents\" % (model.hparams.latent_dim))\n", " plt.imshow(grid)\n", " plt.axis(\"off\")\n", " plt.show()"]}, {"cell_type": "code", "execution_count": 14, "id": "2b81b994", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:13.150447Z", "iopub.status.busy": "2021-09-16T12:41:13.149978Z", "iopub.status.idle": "2021-09-16T12:41:14.196317Z", "shell.execute_reply": "2021-09-16T12:41:14.196704Z"}, "papermill": {"duration": 1.087391, "end_time": "2021-09-16T12:41:14.196840", "exception": false, "start_time": "2021-09-16T12:41:13.109449", "status": "completed"}, "tags": []}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["/usr/local/lib/python3.9/dist-packages/torchvision/utils.py:50: UserWarning: range will be deprecated, please use value_range instead.\n", " warnings.warn(warning)\n"]}, {"data": {"application/pdf": 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\n", 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"]}, "metadata": {}, "output_type": "display_data"}], "source": ["input_imgs = get_train_images(4)\n", "for latent_dim in model_dict:\n", " visualize_reconstructions(model_dict[latent_dim][\"model\"], input_imgs)"]}, {"cell_type": "markdown", "id": "ef21b4fe", "metadata": {"papermill": {"duration": 0.057981, "end_time": "2021-09-16T12:41:14.313924", "exception": false, "start_time": "2021-09-16T12:41:14.255943", "status": "completed"}, "tags": []}, "source": ["Clearly, the smallest latent dimensionality can only save information about the rough shape and color of the object,\n", "but the reconstructed image is extremely blurry and it is hard to recognize the original object in the reconstruction.\n", "With 128 features, we can recognize some shapes again although the picture remains blurry.\n", "The models with the highest two dimensionalities reconstruct the images quite well.\n", "The difference between 256 and 384 is marginal at first sight but can be noticed when comparing, for instance,\n", "the backgrounds of the first image (the 384 features model more of the pattern than 256)."]}, {"cell_type": "markdown", "id": "f812acd6", "metadata": {"papermill": {"duration": 0.057213, "end_time": "2021-09-16T12:41:14.428039", "exception": false, "start_time": "2021-09-16T12:41:14.370826", "status": "completed"}, "tags": []}, "source": ["### Out-of-distribution images\n", "\n", "Before continuing with the applications of autoencoder, we can actually explore some limitations of our autoencoder.\n", "For example, what happens if we try to reconstruct an image that is clearly out of the distribution of our dataset?\n", "We expect the decoder to have learned some common patterns in the dataset,\n", "and thus might in particular fail to reconstruct images that do not follow these patterns.\n", "\n", "The first experiment we can try is to reconstruct noise.\n", "We, therefore, create two images whose pixels are randomly sampled from a uniform distribution over pixel values,\n", "and visualize the reconstruction of the model (feel free to test different latent dimensionalities):"]}, {"cell_type": "code", "execution_count": 15, "id": "7df92e6f", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:14.545606Z", "iopub.status.busy": "2021-09-16T12:41:14.545125Z", "iopub.status.idle": "2021-09-16T12:41:14.748703Z", "shell.execute_reply": "2021-09-16T12:41:14.749086Z"}, "papermill": {"duration": 0.264385, "end_time": "2021-09-16T12:41:14.749227", "exception": false, "start_time": "2021-09-16T12:41:14.484842", "status": "completed"}, "tags": []}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["/usr/local/lib/python3.9/dist-packages/torchvision/utils.py:50: UserWarning: range will be deprecated, please use value_range instead.\n", " warnings.warn(warning)\n"]}, {"data": {"application/pdf": 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\n", 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"]}, "metadata": {}, "output_type": "display_data"}], "source": ["rand_imgs = torch.rand(2, 3, 32, 32) * 2 - 1\n", "visualize_reconstructions(model_dict[256][\"model\"], rand_imgs)"]}, {"cell_type": "markdown", "id": "267b07f5", "metadata": {"papermill": {"duration": 0.06058, "end_time": "2021-09-16T12:41:14.872630", "exception": false, "start_time": "2021-09-16T12:41:14.812050", "status": "completed"}, "tags": []}, "source": ["The reconstruction of the noise is quite poor, and seems to introduce some rough patterns.\n", "As the input does not follow the patterns of the CIFAR dataset, the model has issues reconstructing it accurately.\n", "\n", "We can also check how well the model can reconstruct other manually-coded patterns:"]}, {"cell_type": "code", "execution_count": 16, "id": "21864c63", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:14.998551Z", "iopub.status.busy": "2021-09-16T12:41:14.998040Z", "iopub.status.idle": "2021-09-16T12:41:15.222492Z", "shell.execute_reply": "2021-09-16T12:41:15.222012Z"}, "papermill": {"duration": 0.289797, "end_time": "2021-09-16T12:41:15.222633", "exception": false, "start_time": "2021-09-16T12:41:14.932836", "status": "completed"}, "tags": []}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["/usr/local/lib/python3.9/dist-packages/torchvision/utils.py:50: UserWarning: range will be deprecated, please use value_range instead.\n", " warnings.warn(warning)\n"]}, {"data": {"application/pdf": 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\n", 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"]}, "metadata": {}, "output_type": "display_data"}], "source": ["plain_imgs = torch.zeros(4, 3, 32, 32)\n", "\n", "# Single color channel\n", "plain_imgs[1, 0] = 1\n", "# Checkboard pattern\n", "plain_imgs[2, :, :16, :16] = 1\n", "plain_imgs[2, :, 16:, 16:] = -1\n", "# Color progression\n", "xx, yy = torch.meshgrid(torch.linspace(-1, 1, 32), torch.linspace(-1, 1, 32))\n", "plain_imgs[3, 0, :, :] = xx\n", "plain_imgs[3, 1, :, :] = yy\n", "\n", "visualize_reconstructions(model_dict[256][\"model\"], plain_imgs)"]}, {"cell_type": "markdown", "id": "76301ef8", "metadata": {"papermill": {"duration": 0.06382, "end_time": "2021-09-16T12:41:15.352722", "exception": false, "start_time": "2021-09-16T12:41:15.288902", "status": "completed"}, "tags": []}, "source": ["The plain, constant images are reconstructed relatively good although the single color channel contains some noticeable noise.\n", "The hard borders of the checkboard pattern are not as sharp as intended, as well as the color progression,\n", "both because such patterns never occur in the real-world pictures of CIFAR.\n", "\n", "In general, autoencoders tend to fail reconstructing high-frequent noise (i.e. sudden, big changes across few pixels)\n", "due to the choice of MSE as loss function (see our previous discussion about loss functions in autoencoders).\n", "Small misalignments in the decoder can lead to huge losses so that the model settles for the expected value/mean in these regions.\n", "For low-frequent noise, a misalignment of a few pixels does not result in a big difference to the original image.\n", "However, the larger the latent dimensionality becomes, the more of this high-frequent noise can be accurately reconstructed."]}, {"cell_type": "markdown", "id": "7be3c419", "metadata": {"papermill": {"duration": 0.064246, "end_time": "2021-09-16T12:41:15.481865", "exception": false, "start_time": "2021-09-16T12:41:15.417619", "status": "completed"}, "tags": []}, "source": ["### Generating new images\n", "\n", "Variational autoencoders are a generative version of the autoencoders because we regularize the latent space to follow a Gaussian distribution.\n", "However, in vanilla autoencoders, we do not have any restrictions on the latent vector.\n", "So what happens if we would actually input a randomly sampled latent vector into the decoder?\n", "Let's find it out below:"]}, {"cell_type": "code", "execution_count": 17, "id": "d7f283ff", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:15.629358Z", "iopub.status.busy": "2021-09-16T12:41:15.628883Z", "iopub.status.idle": "2021-09-16T12:41:15.799212Z", "shell.execute_reply": "2021-09-16T12:41:15.798800Z"}, "papermill": {"duration": 0.241041, "end_time": "2021-09-16T12:41:15.799325", "exception": false, "start_time": "2021-09-16T12:41:15.558284", "status": "completed"}, "tags": []}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["/usr/local/lib/python3.9/dist-packages/torchvision/utils.py:50: UserWarning: range will be deprecated, please use value_range instead.\n", " warnings.warn(warning)\n"]}, {"data": {"application/pdf": 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\n", 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"]}, "metadata": {}, "output_type": "display_data"}], "source": ["model = model_dict[256][\"model\"]\n", "latent_vectors = torch.randn(8, model.hparams.latent_dim, device=model.device)\n", "with torch.no_grad():\n", " imgs = model.decoder(latent_vectors)\n", " imgs = imgs.cpu()\n", "\n", "grid = torchvision.utils.make_grid(imgs, nrow=4, normalize=True, range=(-1, 1), pad_value=0.5)\n", "grid = grid.permute(1, 2, 0)\n", "plt.figure(figsize=(8, 5))\n", "plt.imshow(grid)\n", "plt.axis(\"off\")\n", "plt.show()"]}, {"cell_type": "markdown", "id": "dc366247", "metadata": {"papermill": {"duration": 0.065573, "end_time": "2021-09-16T12:41:15.933017", "exception": false, "start_time": "2021-09-16T12:41:15.867444", "status": "completed"}, "tags": []}, "source": ["As we can see, the generated images more look like art than realistic images.\n", "As the autoencoder was allowed to structure the latent space in whichever way it suits the reconstruction best,\n", "there is no incentive to map every possible latent vector to realistic images.\n", "Furthermore, the distribution in latent space is unknown to us and doesn't necessarily follow a multivariate normal distribution.\n", "Thus, we can conclude that vanilla autoencoders are indeed not generative."]}, {"cell_type": "markdown", "id": "beb39fdc", "metadata": {"papermill": {"duration": 0.064649, "end_time": "2021-09-16T12:41:16.062528", "exception": false, "start_time": "2021-09-16T12:41:15.997879", "status": "completed"}, "tags": []}, "source": ["## Finding visually similar images\n", "\n", "One application of autoencoders is to build an image-based search engine to retrieve visually similar images.\n", "This can be done by representing all images as their latent dimensionality, and find the closest $K$ images in this domain.\n", "The first step to such a search engine is to encode all images into $z$.\n", "In the following, we will use the training set as a search corpus, and the test set as queries to the system.\n", "\n", "(Warning: the following cells can be computationally heavy for a weak CPU-only system.\n", "If you do not have a strong computer and are not on Google Colab,\n", "you might want to skip the execution of the following cells and rely on the results shown in the filled notebook)"]}, {"cell_type": "code", "execution_count": 18, "id": "87bcc28e", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:16.196119Z", "iopub.status.busy": "2021-09-16T12:41:16.195656Z", "iopub.status.idle": "2021-09-16T12:41:16.197888Z", "shell.execute_reply": "2021-09-16T12:41:16.197398Z"}, "papermill": {"duration": 0.07074, "end_time": "2021-09-16T12:41:16.197996", "exception": false, "start_time": "2021-09-16T12:41:16.127256", "status": "completed"}, "tags": []}, "outputs": [], "source": ["# We use the following model throughout this section.\n", "# If you want to try a different latent dimensionality, change it here!\n", "model = model_dict[128][\"model\"]"]}, {"cell_type": "code", "execution_count": 19, "id": "3abba35a", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:16.349216Z", "iopub.status.busy": "2021-09-16T12:41:16.336154Z", "iopub.status.idle": "2021-09-16T12:41:29.806879Z", "shell.execute_reply": "2021-09-16T12:41:29.806369Z"}, "papermill": {"duration": 13.543186, "end_time": "2021-09-16T12:41:29.807006", "exception": false, "start_time": "2021-09-16T12:41:16.263820", "status": "completed"}, "tags": []}, "outputs": [{"data": {"application/vnd.jupyter.widget-view+json": {"model_id": "fc07ca3d23014b6f9d5fb7b961f16005", "version_major": 2, "version_minor": 0}, "text/plain": ["Encoding images: 0%| | 0/175 [00:00\n", "\n", "\n", " \n", " \n", " \n", " \n", " 2021-09-16T14:41:30.318327\n", " image/svg+xml\n", " \n", " \n", " Matplotlib v3.4.3, https://matplotlib.org/\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n"], "text/plain": ["
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\n", 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\n", 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yIBJmffVhZuYETWSy85uB2Q2mQZJQAqHNKhdJqj9BSJpAIEMQIZF0UoLBlYIBgkIadj82XwPpBAEnCMqsP1SCURvysG0eMhEBA2Fc17gYkGJgSb00gaxeaEOLXZeIrvEm1hbrujo5+TBoUnJDdZuKT8WlGKLTkAKSTDpKUokQ1HEHM/NaA9nQBEsYCC9O2tpapIaqk5HZMjoFoa2QsC4NxFTczUpVLaVF3pL3G9HuNhU/zvXxmMR0XjKz4xvzoZbqT989zo+HU9OlbVyh6x1URkSLzEilF58O9fgwPT7NBjd5ax23i2Sjox7LdJzgTEkhBZSREXSrMIiQCczIjLSuNJXyeDhEWxc0N7RlXU7Laz0tZZ1KcTOFCLrX6XBUKhdl3jFYI82sGxip0PCaSdIaq6AkQBhhRjd2bahYNSvVzGhu09XnO2Q8czNdAFhHA8y52XgSoSHizKyU2gktM9d1lRQRkIyEMVKRGZnLsgoohSQRjWC0yEgjOz7v7rnbwjupDsZDwWiGDnwRRD8XAmAwbn4U4zAiMSwh2+YmMITYZAIJk0TGhkUoxtNj5/ndNiZgaLspRqukg9SmYg8GAPOOWqWU2VXwfgY59uEPXG8lFP4+mX/zzTvp/geecivX376hu9+HNvX1939hTF/PbuDwt5bmVZzcIAm3142CcItA37z41c+7599J++tkOUio31ASaRy6mnVzTdu4ukTvP3XVbmGbf+u/9/paCfrlV/s7d37vN2RyVVk2mt/eKkQ1Hou9m13Jylwjl7VteL0Jm+DqivB+Y+VyOZ1OpUAGGM2tAEjkNhLJTBJaKNMymG5T5fyg0yVCFFxGAQ1AovMla6ArpASMXsySuULQ4ZhTyaeHdZ4SRXRND+34oV3OZtEiPVFJvDue3OLSbF1JWKzx9LD8+XcChJCkVUsE413Mnu8eoKCVtNp+/P36tVK9ees51O6bRe1GMbPLbBCEGYsPuU6m9W8YIMkgyAxkB4bGmhID8EtJtKQSBuQG2F/9KuaQOnSUOfxG+15cyd2g4VscdheM94YeBLRAayikAcuaQyw0nVd9uWQp9v69kdbFa1waNujn9bI+v16K82Gmmx0KCLnBaIfq8+Trmi0H7GoAA0waCoEkgBSRRClep4mKNTJpCSdYK1SUUmZEh8QyoIimbIzA5YwMNTUpp6kUt8MBObO1O4F3L9rdrVYrbm7uXmopUdzNwPlQy1TKVL0UyyCzg31dEiYCEcoAYIQ7vRh3Q09UKiMyI6JJ3UaXmkLRloglOzzspXgVuw1rUCpadn9El5rqoBuYoQhlkwirXkphMZA+z+4eEW1Z2hK3SnbLXFvbvOUSE8MABTrs1lkUBzF0pw+VmSGGUYIbNwfCUMeNyOErAgCTcmUYFRE5xC/N6GaUdVpc15bKDrtUmUxm5rKUMiB1tRNKieiA4dpatDCaMc1NVGTcM/xhoUkcSjWHn6mrzRsQPvhc/wxv2dwtx9dm/nCDQolulfU1M2YKpLOPt9vwneXT+vc2VAfqKoT1iIOu64DUYBfWvylaF3JDyt1x8AFUjMHdQ7k3ZuY9399YusYsuAniW/Z8v4QDU7gHe26XZrNr+41vVvD+NtCm/Oluid8s8/Ul3jqMuWPOY6HuDSlig8zeeJZv1uVGqF/NLg7Tk0RHVe4H1qmDm9NkTL+L8LxZoPuh32iHAPlLa/vVtZMigNtzekUgfnGT/tgH3H7jjYK2iSxQqu7HySeDK1PBaJZZKBlaypQJavesffUY4m53+o25EwEA0MwlIqW1sThpLAUPB7bkpQGyyA12Q8pE2Qi5YDhpMAjCejGsfM1cClDEoqmVJblc+PwzQ2oQieUljfn8jPPFynODX86+XMpiBi8VLIkpgs9fyvmlKIUUPeg4ne5wCW0hg302g4763DRYTPc5ZPa9V4d5ReY4xrs3ZKB9SIhUpmIIP2jg9rTNz9bVymFzb/qUhsoZN5b6fiy3vwFiwxD6CNWBRN4jLsDwWZIA2SIzRdESAtiDAXTVP7rMyoSk9dIu5zWLVfM0uMLYYyp2x+vY/wxEqA2rpoczmYBIQclIi1wj1hbuQDEAEjP7km43E7JBSQNEupFQW5qSiq4r0My6O3i/bkU7Was9HH2evJQ6TfPhIGieKqh3Hx7qXOfHg02T5QUtu68FJOhiZGtaV4OcqLXMc6UxsmPrli3bcoloSzt7YbZQoi2NwunlfH65dGu3zlM5HMxlRhkjoi2t1MlId6vFDSE3I9ua6xJtkQH16XA8zGWevNakJS2XuDyfl5fzHkMuYVmW19MZdNJ6uBkBWhc0dVCous0oUUmREYauPpI+N5iZO80gpJSEDxwaZBfyZMQFYOvEIgh0t67rGAxQaylpWddMTbUW9+LuBgkRAEhNgJQhKrJJeV4u67Ja9xQUn1SXttzwGaqjDTsc3pGt7pbBgA9AhCVBIwwOjjXY2Lx1xgKIGtxdQ1sGYON89cPOJLTJ4Oz6UkIgBOeAxnq8Xof9k0A6bZMexhzqfg78jAk2mNMwcLV7hnkLO2uDr+8P6w1SjasM3YTzxix+CTDePnYPb19Vh10UaX9v+/V6qm9HfKt03LL6t6Pu7uHNS7xj8aQ2/UjYLZerPL5C4xjKTz/l+5z1RvCPid1HD97KJQ1FcDPEAffOXpmZEDLVLXvujA/7L93Ih/2RcdW/bH7/91y80Z2+dfurYtUp3qCHqXx8OlosfnlprXF5ZeqAUswiBanB4qo93t3V7lS1QZP7VmBbXrMKqbXMttg0GY2HuR4Ouiz5wye08FiphBHGoAXN3N1qElFElzMYeH0pTHwGREdNlJxmTgesF718ikgsHUaMQLbGkuDr6Vx+n6a16lLn+em778wnK0+Z/N1fv75+SRu4sYT86acbMhYylaFtziLgRqOJMF6toBYhZVdAa6Kl4NCICySGqEX3tYeCAkJqaVscCYfv0AiYDKIIubr1CnVDd2BuacOBl1Knag3seuimbgYOJ0mKCXXlIO80SHg1r9a1isuSrcVkPrkl4JVmCIk9aA3MVRFqES3y5eXy5fNpqm6YixlKP6dJU4Y62u5gptbINfISAaC6k2Q4ZU1tUQQjtK7RXi9tqniczMiMlqHWcmnRPemtZVsI0GFGolqklnNTQzhB0rxO1d1vKf5GtBPm7rWiK+n9T3cvBqLMpUyFZpuBwY4wY+izQKb66nfvNKDItobgUHZXcUYiU8mrK5hwc6Nh/NvdjtpNJwJ7GKD1OCOzUkqtOU3TNM3TPE+Hg0/VptpioBjRWkTcMq4Uovvwd4G16+50dgMc2SMgNpbKbgdnwqhMEd3T08H2DQTXZph2TKgHhWXkFsUhGrOQfRSIjMyMaClFkgYmSKmrEJu7U30k3eQmaD1scYPN35gh+3SGOBUAmTaNuS+sNmuYNyJpCP9dZFG4YX/sKNzGzbHha8OlP3SC4ZVPXJmagaY+kKtgvBVuA+Dc5gUYhlYwNIb7Cd6J7XsRfosRfiW3B5dXn8Umt7+OVOjj1ljKrx/NmxXCvnrD4z7W51vXePX2A9/UWm6N9ut874TGG1u82xtX4T1exdjh3Xl/8xN3kujtNahAV9i1i+uxbrpZ3S7U99HezO4be/eHxLje7prut+bGRATvCOAXZrCNhm9e1e34uQNNRhjgEJXMYDZGUHK6IAedSA3k+c1ziY4zbXrXZqLebNP+yXEOqBGZSjebijJVHUi0Hkox9Lh9nmY9zKtjW8pkBhIOWI8lWwmS6yXXS4bQSAltpWSqDi9IVyMb1iWnpvpoXr3QMylUcEplhjIUGW29wyA2Q7tzBN0psBulET2wq/vElV0cbi/0ZcjsK5eCbDOCB9SZaWaZuSme2xM6j7brk+8RNXaP+9gQ22ABiOSOUHaupCt1viGbsdIkISiR1xCmLUgKY09hoMjcMli2e0mIkHWR1oWCurjlHmuamQDl2vNaxoS6777rJR3i3fKJdHvCBpGStG4oAiruFEoxK/SbANv9ugPkp+Px4d37ti7LcqFQD5OYh8cDDQ8fHstc17SWAKywuJdSioSQAsjW1FYz0p0iAsupZZMzKrOt63I6SyEE6RU+2TRPU3F3VLIICLJOxbwYe/ZXkOrpZe6+RQJ6LfVwOHz4/uN8ad9//6t5Pnz87t3heIjCdL6+vL5++rLEZVlf1na6YRNqqSVklAHuVryQ9MFTu+Xddc8OQtJ3VTPVenxbZhJA6UxGQHZXsTIySDhIDoA5uu8mM5Q1CzBt+qUu65KZ0UKSbAqUcAsZYY4CuvewUqaQQkA5V6tldvZgyO7P2nPzuvbD4t7DGEHA1H1/BKmOLqW6XryRQO5mvXUXKW6B3w337eTfbbUufgBqYANplG32uqxHHFp/nG3k2XH4zbAbhxKJBIZ57m5mDDBAtdJzPu4F4C9Jo7/nuh7obQJvJMd2e97+Yrs8vhG9u+Qbb+1aylB+vqEt7NfgLRuDevvwr4zMGztbm0mzDZJXGX8j5AnAeoLGbrVTvN4JwJbwaTtP3vTSTXhu+YS285Ue/b4rDPl2YQaIahtTU+Itj7mf2n/tdYOy/PL6jjd3AXCvq+6DuMr14TAxogBF4W3BesFy4rpyOZk4VStW0kuVvYQiGmiiv7mpFXihpfWNGpsxtuCqCA4ULJEClpafX/3dw/zdIatf1osWRzQ0wAtoCWsCBIMq8Th1sI4pPsvWZKp29ISpFpmh9dIur5KU7imdLlPL8PcPNk8FLth60vn3Xw5Pae9qyXqwYrDp8Z35fHp5WU6XZTmtZ13O5cZoR2RGZKcRt+597NHQNHcANErKjP04ZGDYrRSJ3N1yQ7TDdlVZIBRMo0Vq0+hpFGkGdnTUus9zZKcIEJKAKOMWu7PhccjsrFkAogMR2nS43QrdrlSkmpt5P/AJmITADsb0s1IAstCU9OpKrBHz2Wvxnne9XgTIPc2RSZFw0omG7LZmC4Bpzn6EdFVjUsOfHomMpNhjCDrKSpihGMzhnaJoLOaCCpmZfoAVTFNx2pvw1TvRbuZeSrQVEmmllAz34jR4cXdfE+oZ1+xWtuWWcqrBAoYQUGbPDwGNjIzEMIU7jL9hjz3fsHh2fmqG4RXWMFmGsNijjEYQwHyYYT4d5mme6jyVqbAwjPTuj4AXc7+fKzcT4Gvja+hugy3suMRmB27f2LMpuZEZNtklgZv/aTdUOXK89i9uQR3Rnf3bnykgIQPEZN9/Dvyq/+tr3eP70MP4cccwNwMa4JaStSmWu6WOGzEwJrD/urO7GwnW/+gLIvE6qRsxs8eJAztrs06EG3+4Gcotfj2MShHsSTIyynr0Df6e6623/A9K622rrtbnpsW/eQ5vDPbdzNo+thuvX9mZm1z/BbzgRq5zX6s3H9RGdRsf3OjwKkFvpPhugnMfxjbwq3V+vc+tWrBPe5fuAm7AjBtz/M0yAptJNCzozbuBK3GN8/PHy/EbROcPfKkDLvvnpNtVuvn+N+/ylZ1/I2/7YLu9Fr3yhjYLMJXMcHpyZGFjYH43V98v27JMts0ZsusrS3EILwERPb/A3GyqglgKRZl38TJilKBidqiFJhgidxeYAdbZiZKKUBiS2tZBgRSdDq8dppQYwUgTC1g6mzUzL8W8WpG1RvaQshudSBtBDHRyMLuv1LcRwDGgrQ283HnGlkK486U+yg4tIns0CTcKMvV7WF9WbVmeg8cOat+Jf4xvW+yNWe8K68ZE74d85dv71uzSYZspNryCtj+BIrxDzRy69xZIu5PgfpjfkOB4UBdRt4vYd1J7HNgmKvrrEAAjYN0x7Cb0UDuzkla2nJR72rzztbuxmtHN3aZpfnx493qZXtsXQVYL3OIS6yqIhdVh3rUgiYmIaK31/KXL+RLRSq2l1tXDS5jb9Hg04zS7F8/qJ+WS4YnVkFPtJqRS63kh4QZlkqKrTGWa51rnyskm2WFuaX/+j/78fFnrPJu7HQ21A8AoxaapzB8fPz4eP//w+W/+w98tl7XvzjTVh+OskFJkiktAsblSsMH042dPiBk0IacAWIWZwSOt05sQ5mEm9WRAKyDlV++R9cBvkm4jPdGhQ3H1xBZ1h5R6WCJGagSBBepOfDW01NB3DAWgsZfLsTuu0YNQQfWsdIrw7vU0Ojg2fuM7AMnhAd+Ie7C7TkoiRs4cDEYTqX7m+lJwlw2deAXCt/IhgBKxa8ndpJSyZ2cM15dxi3zVjRh9exKutH97KscZ/HtEAm4F452b7SYQ/O55G4h9+13sUxi34ZYVcKM7fGW130ei7TyXN3fb3u5hQrmLbdruD9pl+e0YQA7TZ5dwRmBUJtjmh13e78Jmi8MfMn3Qw+ZWEjb0HSZgQ3TeMESKRHe9jeobwIZ0C7ZZJHez//uvP0oZ+Ib8vor3mzv8vRTR+WACYqYhuS7iOhGPx2OrUYClxafTOQPlQHMuUC8SI4CKu9tVcBIvZJBX+Y4hx/eP9d9LcbOE1BJr5Hkxt4dffUTL5IMusS4tWsblvK7LRJsrPhyP/+jXvwbitD4vrS2nCyWmhYyeHVhkA1JBJJC5plQQgI7HWt8ftTQta5l5eJwePxw//PZjKUWnRW31XJHx4bt3Vuvl9fPluSxa+Z9ulnyTfdwEXseWMTJ/wOyuya7vGTdbAN0ZuNsHPT7HnBjY0Qbh7Xu7G0pMG9VnhusdHFbezfpuCsPQOzKT0dM0R02b7ozf5Ty/pkOphVqoWoKcaqk+RbTWmoQMyHS2VorNDxXlWt9AKTcU99LhZLIejECvO+JWDTWgHpbXI+NrcZC1uJl7NYLR/f5GGpogKKVLW50c8QUZGXFehTSmWxYzGs3c5nkmsZYlFQ1LIJTK9b446dsIeXSuASer+zzXUC21JLLDtVuFIBuAyUhXBIFrBR0gWgA9bcY6UFudXktPivNiMgaUytazwju0nJAUazPSqnUdrcsxL704hbmxTpwO88PTg00rzHrVI3mnBpqzuHnxw0Npl2Z70CDhZqV49tpqFIbRHNhE1JWD8soBwK59dlw0aT14jENR3xxL4lZFiuy1RkZ2OzYYYj8GQOnAaW5Be12j4G4VYYTGD2M/t8DlbgoMEv+qSOJexGVocLsRPeBcG1u8E7kZt2SmcbzGTw51dTOxiS0bfjtlm9igaFvc8M3i9bMK6WZFLbfZob/R5c19RPU30fJtdMJ1ULs6ck++X7N1DtyvC9hdqG+vj925URN2Y0u7JL6589XxvC3NptzcRufp+pXNCL4B8L8a5YjtwIjC5hU4fCMhO097KzruLf5bSu4/tk9duSJ5LQGjDXnBHk7RdZe7W12HoVvlZlcQbu3+r5joZg99e3O/2rK/V1+73vab38fthn29kjcP6uGiiYSaWKy6G7C4ZwoRijSlUYUoBHoJuDfPsVH7bDxy291vrJ66x8qRkSlEqgXM6jyjIg5IRssLsgkXKQkVw1zKu+OjFNJCsdjqDBv4yBX4T/VY1C4i0yCjSvE61cjMBneWyctU5ofZzdvlkghmMnOap/pwdFsdp+lQ78e8kcWYQZfuICS7iTrviqQwihqQRA5bI7ct3XCw4bmQlJuW1Y10XMW7CEOCtO4+Hzb6nntzxUX7rxJo6EDI9RYYuTv7198QgXYPt+BmsKLMNalUNtARbeD7fdD9bGowxMFgzVirk2hLZ2wdd7HdhUDCnQDdzchqZmRLS5lI2Y49KCJhfWkGr4uWGWnqNmNPz/LihQQYmchgbvjDDcsG7kW71nW9nE5qqzLPl0v89NMaa6GlEOe1YY2VChJGeLYWscgAt4zujI5O3+7mxefH6fB08FrrfCi1HI4HOktxkjDL7HmFKQGpWNZ2OmfEej6X4t//2cdS/PAwW7FSCwSjFa+1+uFQLk3zwzHco3v3DIRKKaXWSfaA0nPt6nS63c2p1uN8VA1ljxBoQs+fxPDs0LiR5m0qQddYSLp711dIq3RjD48vqchoRtZqVlhKodFZuDltUxnRKxXEZiOpxdpLDnXS7hTc6+U4K9Fd0qBt5QmFYqV4sZFM51+x0P0/2gbeS8V1urzWzR3UT/nGkIj+PMYWZgrJBj2hn8oOyWyW2hbOR1AGZC/DC3Q3/311j+7zpbvtQTDd8MSQsaJEBRTD4/PL3H2AVdvb/OqzX0v3eyCAuxGgG+QO6nBJwc6INhuR9/cacOv2zfEf3nrx+RYc+3oUd28RHROh0TaTvYMyN7b7Zq/fWe0jFrVDODf24jbUjaFt9ViHPrV/SJt0H1PAnnGkb1rt+0z31wdmaRtQrz+wd3/c9Ye//e13txntZHFnMV9f3iU+xnLIJEQo22XRp9dcluXnT58iMq1W9+M8lePDg9WF/uWyfjpfpmLXMRCcyNm4YsBt4zj1le65TNrG1iNiZXSQSMTzwiP4Tma097PWXJYLllYZZDzW+f1xfv/09O6732S2KGmX0/T5pXEN9WwT7oCFk7Uw0xAiMNXiwFTrXOu65mqhOvkc9XA8Hg9mdn5+blCcTsvrYocj5uP0+O7xu4cfntt16aQNfcftEvZ1HqfmZg9sM/QIU/fLD0/lbjtvdNwVgSEjbSfaLqgbUqkwonMbbVSlnkJ8a+tft3vnz50elUhZpmjqShVpttveGJIjw1oDpM5VM9lFWVvFhpb0olNdo2aPIe9mXE+DE5BrpMwOMKO6NSoh+iKZWbH54JnujeRUi/UxCFi9NYVGUFmBMdHWNQ3FSchopWsIoYx2aSqlkHMlJe/s3MgiZ4K4j70E8MZqj9aWZaESQKzr5bJI4aDR2tJSylY7wzday4xlgZMsW5DfQAF77Fs9lMPTXKZpOh68lPl44GaPKJApNW0qFWON5XRpy/r6+Uud68dfv+NU6lytWA9n26z3Mk3zNLUyTwXKDKAr3nD3uU6Qg7W1dj6fhxqx7X7xMtW6ZVTYyOUZx7FXkau26YUYltBOwAJgXjo3IK1wKqgyBz0RkYuJcylWWWsftI8EM7JFW7kOIkWvpyijRfYiMD0OJQZBdNHOkUROs1Ruot2LlQ71m/nX9hFwewoxRDs4ZojBa248TBhmHNjnrhFC1c8HKdviTTuasKnptsWSd9k3IjvvJN7QpoeYMUJX7YLAnnraj616WZteOeiXrquNcDWMdztJuP4BfOWP39j9MB20jXzTdLJn3PQ13GZCbgbSPu7tFjvYuFnnNzzxas/cGqy/ODFuCSIjekfcoq5v/l2vq1J1/9b+uM1A2Qa9Gy3bx27VwF3O7XJ9/9bdpLY5XuMVbj42nvILBvcvYzH/LdeQZ99SbLnJ0OsHr2+P3brqAepVFcCM1KpobV0vl8unn36W8PD+Q3E/1jof5uN0aGXC8+uptdvwVQB0dh1+nFa+Hdgt6XTR1dViCHFe3Y2SufGhqiUdUjrSTHPhw1SOh8Px8UPkem5fEiqmgnCZ1KMAbZscizOJEJXmXkjUUoqX9BZW5Ol1KlOd5smI1ZhULMt6Ovsaljgej+8+zsd3v7/jKkPNH3Rzqy/d6tfbSeqT34gYxMgtwKYn28bW0FmGgc5rxGwHWVu2YeyTOfJqN0N5s/jfLC9HoU+5D4wVBHKritwDenDVhMaVPSsC0aFxjWSoaIomAEhlw3pqaEKxXjAfGO2dBGVLdf3aaKbuAtBw8hqt0OkKN5CcixutOwsiaLSeQ4WEyTiq0sDpnUJkRgahyGgtBZYCy5EI2xm9m22Kk94UiroT7S1iWVvfj+V0Pn36Ys7pWHvOGcnJPVksnUJEtsvaC521pSkCqVLcaE8fHw9P8+OvHh8+HL2WUivdSnGlzqcWLU+fT22N6tXNHx4eH44PL+f4cmrrZbmcVoDutU5zKiN6/ldasTJPZarF5+JrrWXKMBVBJpI4TIfjfDydX14+v5xP559//vTT7z+1te1EGrm2dhmg7rA0yvCnd+4uhWK04rg9k0N+sZdyMziTRaWo5mq5eqzxcrqU2WYWt16h1rwndnOD78czEkCyV3RXMe+nJjJSbcOqe+BlJyNlVxIhpUbHmq5JZbsjcadX1xaMkR3huqPkzQzty6HtxG7QfQ/CFCy7T2AcvBGXIvaSMx1X4y7isMF0w0O7L7c2RwWwpTpr9xnc2ADjGICb379XNNKdRaCbn/iWAfwH1AG++QBvId9unipD7ZIkqrv5buiNfK8/xgjlW6sdtyyoC87NdPlKJeOm6wwZT24Azm2q+3Cs2hDnW8eYuwu34x0hkBwLjGFsvX36vTwmufHV6xrtEv3rxdjE/xaI/ItJgDtceCdv/yuub31411o25QVv/mH/Rdq0UKHX+CQf6/HJWZeXuoQIpbLEVCcQx2kq00Sl1kXmoBXDYapT8Zund187ek+lu926WSvtWuZ9/JmkXNv6/NrcRCkils9YT5Wr15ysUWtbXj5/+l0qLueX9XKyXFxLAYAUpp61B9Egak2JYgCaSriZOcVcYn2+AGnVWUxqXd5Gamntsiw4f84XHR4+0g6411tuVcdrgtUg1362DbgmpKl3wyEgbWF+m9jRyObtMLxlMpKjLO14Vj97njEMURLc2g9tlbE4XHkdArnCIeOscfCYzsI2b8Cmst/xFLUl2yVGMdq2NMZyWdclgI6AsxQzY/RqQulmcvMeMFCm4malVC+mrZmNUhEtmqVFMh1yJ+g9cGua3Mh1TYXcDA66FaG6VwspW+vB+d6D+c1SZjAlM6UIrUtC0VoI3dmLbpJiVIO+ywC4Ee1Ca7Gsa1BJPT8///DXfz1N5btff1dLOcyzeZmmAq9oUGCJbOelB7y1Zc2WSNVaSy3vf/Xu8buHx18/HD8eB02AINuSry9tXdZPP/y8vC4Ph+Nc53fT4/vD0/rlvLwuy2U5vS6keanTPAMRwdYsU1ZtOs61lFLmUpepllBWmHoIGnCcHh4OD6efXr/8/PLl85e/+au/ff703BerXxHr2s4bJzCnG828CmrZNgRSHHH1m+XeCZIgu4JpLrO0EsWzxmpoFpfL8/N5Sv8Oj24+/tE56sKabdBcxzZkKfUwE3kpZt6ytVylDAUwyjh4TxLrJAMl0jYmGhGZcaVTwopZHflmkrYMzaGzYMyaQ6/cEbIeOCAa6b0EHjqoZD3Ff49sTcF6xWY6NuCh69PjTqBGyAsAjQISsl3pJ4CtBss2am2y6GoS7MUKcX9t9tYuHvSVoPjF6xsG3m5sj2OT66WR9IP34hlvzMLb3/Xmv/tnrtKd35Du+JZY7W91Haqfkm7Y7Bkkd6L95ve3lvxX8mQb0pWQt3GI3160W53g9s/+S08+HuXi865a9dWCB67o6/VeGnFN9w/7r5Pr1wfc/LIp3fsouU34jWjfBzqGRLpZNb57nL87Vj1LuojsuayHeQZwnGev1ZDRFrnDrBAP8zTVG280wQJOkAPf3oF9aNt4O1VsTeFibZcvrzCErZmR55+1nqfqh2KTBXJZL18+/fTXolo7t7YwzkWXKhElUXb93ZU1l0xYlqDHNLXq7oViXmJ9Pvvs9aGyMNVsK/++rO2yLHr91Mr56WOF/erN4LnVL7Ee69QhqG5EUyDMndsmD1tWCgzf7x5p3u/VnfS97LxHeKQX9pi5rqxWKyAvsQ7nea9hDKUyI7npkcOVt4l2cm9ntXejgYDon79R42+HIyGWaJdwMyRaLEiua7QlraAc4WZzNZIREYE0OOWVRSZanavTplrNuq3fc9MzojVjb6hgw+tIGt15mJ1EREbInISXUZJTD1O2Fs/PiySXEyykzGSAqVkTWibWJQCuLQSWIjPRRvC0UvfF6O6t9tF+DhlURIQySZ+r1+p18pGTn51zOVnMAmhLi2XtlWKm4zQdpocPx8fvHqaH2sFjdnV4jfWyvvz05fK6nL68rJd1Mi/uUghJY51mAYdlmafJRww4BdZC0VF1zgXigRgpcO7bkepKokFcl/b85fXly+n0fL6cljsJcfNr1z0FRTZBLVbtWLMBkvV0kxtsGZvNWnIq8KkcCw4rdGnZtz+DW7ZCRiKRBPq5iIiuPewCikAxB+BWzLwfjcjo5QojG4Ge9L15t0fNENz1lr1OydxKKcN/MK6tD2w/om5GS2avz5TS6JO1j2gsiq75bDecdOeV2hIFtxXVdsi2F8gRXz/yOzbHxg1eAgAJ7d10revZHUzDdS9ut+7mq31EvHv7q+v2Ezeg6A6Ud1BeXU9pGZcwIxMciYDcJ749YygWQ624f/8KSo+/t6Rmbu+SezLlW2VjAzKv0p1bErqxe7hwL8lxL9qxKXwAyt4QjdctwTUpaKir21reLfQY424Y3Zjs2HSXb0ov7Ld6sxfkNPnxUHsgdaZ6+eVUYlRgEHbW/GZVbrSim1c39KN7TXafLW7w4YG066ul7bYhSB6qVbND8ck9SwkvAj1F6OnhKIld8C4XRSypdW2n5KvsvC5XeAZbxrlxU2LvBrxriMIN4Y0xdhU822UFlWhQONzK1LtYKZER63J5ffkEaG1rRFOGEW6JbA2r5H2SYklOSSWZBItbrWRPd5Ajq5f5WOvkyp6oDhjrocwPdTpYnaRYXl++XM6nG1l8W/V5XHs+7iazDNzCfaNz2x5BtHWVvN5O6ICQbo64ZFsHMqbQUhygZM//3uPcBvJxPTrdStmcSBgHtB/p7uYM9Qo5OUKy7612CS3UVplHlmS6CVSv2Nqnb95duoEeZ+c0iNFGOXCRfcbKLpMMNpKuc6uzGa33f+uqi0iUQsDQ67ayi2XJk+Q0pYSpVtKWtUWGFwCI1FpT6mH3GdkszQ2+NZnVxhNuD8pVtAtqEcu6hDKUy7o2xVRY3z9OU51UTcxIqfVQnuqca7209fR6Ws/ndVlJPHx4ePzw8P1ffnz/28dABLM/MS6xnM6vn05/9x/+5vTlfH49ZeTkViojF6FZ9cO7d3WZJ2g+zrPXQo9CCfWh+KHwmF/aiwxPeKRxqpNAz0IQkRCMnsHX5+X3f/vT65eXz7/7fDlf8r4Zzna0himT6CXh4rxepN7MjTVDNNOoEtCVInZZFYBs5sOBh+P8bp4fXl7P2U52sbau3obS2qKRjGhKdbMrlZlB0OgEu798BMR5MRrDIAPXhpCitQuAYoW8cRENgdiPzh1gTbDWOh9middEdGVk2zzrLKWQ7M79rfoOh2wdsS7cDOldLo2E1N3U1iafN1V90yGy688C2NmNYIK8VxrEOM/YTigEpA+MjuqNLrKHleqblbrfKmbX3/ozvzLN31ps37TdCTXkmrm09eXi7vbRvHgqZUNx0Y2MufKVN6lub69fNkjf8P7t4ySHf923OkpXdw73cuLYJG63Bozce7FIWpYlM4/zwaqZWTULKXIkHrFrU9CoULiJGNyL4zGS7ifJYaxjk/F8g/nfmOzYlLpbuW/k08P88d3RQQPOl2W5LK3FsrZUh9sMjhvl734FtdGgMHZk0OHIUU3IiKT2IVMywvbcE8LRw5JRADNMle58nOtU/P1cj7WsdVrmI6MZyam+m6eI+OnL52WNS4vV/DNen2WrlcXq59fXW8+LVdpEFEvbAkP38d8oyNuuX1d7nJw112WBktEMOpapHma0yMxoCC7RLpfTpxSWJkGTh1OTrUlIiBbwCX6QEPaQyOCSRk6THSajMbMoJ+RhtqePx3qoEcswO4of3x1q0eEdpgOiPf/4Oz1/+fl2Q4tZ7dXEQYxOqiPlkV0I9nQgAULLBkSO0rC6vc9GFhLZGxJ07x1TFum0QoCKtiaUCinkgCl75S/lqNU3SHDzEia0590M3VsC2qg9mqksPctRFKkbtEnSZdHpkqF0x8SpWiHpxegARPNpqkYuK5WoXor5subSoms2KbZUCsVhRKlutGkutXpbEU2IXFNeYD2i2uWGabZawXTkwDh7vZpWQzAIh2km7MvraVloEzF1zpDrgtfXRLZ1XUmbSpkqL2tbQ6MS3r3CfV9DnqQZIjMTZKlTnab5OM/TfMBk4nK5ZBsVigiV6qmobmFWiptxPtb5YSqTW7FMjWAlIZsur8vldVnPa6ytuLOU48N8fDqwcGmXVHOnVz88HufjVKu7W3EnSp3dZ6crskWua7QWW0nGzcwBpESEWmvLsqzLmpG9b+rNBCUl0fMtrxBiZ5HZuwVsMUrdYrmyYY4EJZKl1GpTz9p3W7tu2QVcRERYb/+uLdR891dhq++So95EDz7LLq03i7B/eCt6Je114IbDfoOY3gCabl5L7UtOooeXMvoRS/QSd+RImzSZNntGUmq3Ejdze5iZ24AGH+uYAEbFhV5SXEyKN2rxNWyG2E70FQW72Y1tU0ClskcV3Fx3O4c9VW1kst28OfLXvilPiRsbfJD59T0YlNlSrWcKo8AKfR1NJcYz97R7jud1dW/7axhjt9LuWyPZH/0tuY4bxwVvSfvm38basA1m+9jbh5AbYq+MZVloZqzglv++SfchTe81pd3M7xanbrLg3ljw++NuJ/51fxjrxVwlgsUo772SmcKSEHr9JiVvfNLY8RHsp+YWTt3m33njCNyynrpDGFg60mEg5WQxOjEZjawGoyrSBUZTwIha6+6nMjNKpVaZZZ1Itxh5b5F6aytsicBf7+2Ncjl+7ITdT2WvhE0FgUMpTk7OQq7BphDNipNpFqFkJCEzGp0GCWvrkWIjOVYsspSFrHetcAA9YN6M7l7m0h3D3Yg149PTUXOxstDausbp/LKcLl95Tgb9beicJNG2kOyOm4yW9+Lt+eYtYRGbiry5S3qysBe4i2Vr5sFrJdpUQHux7luCH9Gtm6qknmKDwbMH/SOtx0hiK2T3Rhxg0z86Z0amtlADuln/t/PtHmHXfeq3anFH/UBEpAzdl5hShnr7UiNZyNLTgGBm6liuPDdbJ6WeuQ3AfAB1o7gnUCe2MEm0IDEAT4jdrzwwnlEMf7+uop1EqWU6THGKdmmllA/ffffu47vf/Pa38+HwWB8o/vzDj+fX05efPp1eX2opT+8P68Uq29nUPhyt2Hd//uHpu8f5caJzdP9JQFy+nP7u3/90/nI+fTpl5K///LuHp8Of/ZM/f/+rD+fT8vPnH9V0LDoc62//4l2Z6/T+YLNPhweV8Mms0ovW9nKSPqueL00yovSFT6OSrWWsy8vL+fOn5/V82QL2r1coQmsv6NRbmIBwdxPBKqh6ITdP6009GKInXbjJjeX49O5pfj/Xw+TT5XxhrGgrW+bSTqdLIB8eD8UdJGTOUqwkeit2NQWkVFAmC5OQo7uhkFAaaCzuRVJo2Rzj3ZSyVCiTYLFR43A/fg+Hh/eP7yMVUmdwqVjbJaVQAnAzssdbDPLvUKakEZHQz08wR6Q6RoNbYvRlwnB8CSITyLCAmMzRlEapPfZ8XP0A5qbn9GcIQPZO9wlADEHZmlpzRPTiRXfo2c4Whrb0xkrX/tYtU7pigfjGxZ4JvLb2fNEly5IT8M6nWqYv0KK2wbwdPrwhh9s76vY5f/R1NyDSYD4iVbk76LoVOJydxMjQxCbbabrTBKQuNFFrmWrtzXyW8+XnTz97Lcd3T+buc+2qFjYY+xYLuWLxuJrmu+Tem7fe6Gnj9x266bz1vuLlyDHqsdKz+fHhaDT30jJPl2Vt8XI6tYzWD4C2ynyjEM7muudguxuW3Ls8wQVKbung5ObEwd2Ns1uxLgT6cWB1e5oKoWgrlKWdLRDpy8XmWh6eni6vL19en6l0CMXef/wgs5gfotT25Xx5vUQIo5n1DWsoBVPpycy7bNup5Yp+XQW9sve4iHZZLk7MzrnWv/z+u7mWy7JGyx/z8tLWw/RwePdYrR3KpbX108tLZrrTiFLc3OK5XdqaaYoQLOsxMltPlT4c7DBhTa3NyGmuh8f56f0jyF4u3gxl9r/87T94murv/+6Hz58+//zTz3/1ux9/+rsvt6btVa8fTUJ64E+6W+mxXgpsAhYtkDlwP7fc6hkT6s1dHL0QKQgWqgAzywOrg1UgGcWSOC8RynPLtcep95Il5nu/7E4TZh3Nxv4PQK+k7cUAODwTFjAl9M1DmmS6T7W4GtbIXhbG3Q51qpPXuQDIc2utGxCKlhFh1osOO40CLmsDBAQJmCe8LbkuyRI2NxabHqp7j55mrXRY9cmtZLTIdVmxZgeEAdAKCPiKApQKc9TVprm+vrbzshDq9bhhhYZaWcyUVKLMfju3+5I1HWDpQY+0MlLF+zUbWOc5WvR0rK4EGVHcpuqHebJqh8M0HSb30mu5CaMwTSyxnNblvEoy4+E4Hx+Ph4fD4WFe15YIM3rlNPvxcS5zYTU4UU1l98d2qRItWmRsTOd6xjKyRbZ1Xdc1WvwSsx0ypqthHcUYYW4aeQDbidRO2gMc3awnYw+IFXrVoNj+ISIyfWd+vPnOkBCDFSah6C/d6CDDcTT4aw6X1PYedp7cWe79vNx8KrWlLLdWTkkhcmSVaQvCSin3yD6IOfrX7p5SGz2TRoZqr4G0jU/I0Zy5qwUbuDB6To6hbZaeNiX7ql5fa6Vws/C3Y7dP95uSeBehVw3+rVDdbbnbJdvf2Wxu3X6eSCCSqdKxVfPq7mkm5iZItkKS47a7uT4I5OY59+g037zyS9ethL6z3W+2eSPEzXjX9ucuNrqe2u2zUrRGtuggVpHK2hwyFXbIaoNMtmX6NpyATbi+fWdkhY4si04CAybl7RZsK95rTUqUmeDGYkYgizvRVrMQMnvIa77d03tjcHuWdTxAMrIARlTCDZOzmE3e43y6HxcGVWM1dHsIkveQimiRVOmGFdlDotQrVRd45521lFY8XGnM+9l1r4nRtKMIYw309oT2lRjBOJ1vtEaDzAifaznUKUNShHBpGTTW2d1rAY3lfApoaH1dznm4oUNeQ4aaQSanWWfjiRRJL8VLKbWkFGsg5cZCHubpeJjcXIG25HpeY2lvx7zR5x7k0/U49Sr2vSPWpuH1XzjaR24supvjW57zlmAzdB2TGejq1W4sRobuWK0rIX7NFfqg9JYDYBQnwd7Rgrknw38FcWG4vfJOmGxM3/a4I+17hx3Ro2w0306ket+zFiqZsTH1oVMQIlLgBrp2bb4bO9z6b9ooKglA5rACcxTvnNZqY6kgUBw+tCRZgaynDfMXrXYAZa7T02GNVk5nUqTVMh3K8VAP02E2s+9+86v24cPlvLx8eb2scX69FPJYy1zL8fFQpvLbX/1qfjpYcYqBTObL6/OX33/5/MOXz7//nC0fPzxMc/2zf/rn7757//TxYX6cIkPK4jbXMk+1fnx0L5wrnGmZwOnL6XJepvelfnxHaOHaMkbCNR1gipE4XV5Pp9Pzl88vz18QcGw1Na/b2Ds8jSU2637ezh8rRkTbINPMTKWZuVfSipVxoohTfo7LZcKhav785aeXzz+/fP708ulLbXW5PFmHvAbt7mSXQiaixaItMgSNwCjSUkopxTvfkXoAerZsUhqdpLKb+BpkMATmTuQ4zvPTw2N2qurcVDmpaItm7xI0Inqcs4040x7wHN3qAkb0y3BvbSJmw3woqSEEjf56ykT22A5tz066pETbpSCHhyB3CGvshm4mAINM2SNZ/Jcbg+6r+ubA/z0S9O29BCSRxsXswpr24VgPh8NvHp/KsbZzoGlFNMQGjPySwnG3zxtqPXDKP2IcAHrLu9EysddKsr1CdUeRtj0feiI2xbaLuC174uN374qXuRyKlZ9+/9NPP35+fnn+8vMXq35e1zrVD7/5rtTCnXcOBwc37rXBysA+/O7Evu5b7wUxeN2u0QC98GhXu25ZjNDWWNdmgglLXpRnN/fitZSPjwey/urdlJm///zltKyXyCUkWKJ7ilJE9CJIEDBU/SpUWe+5VIhDoZsdqxW3d4fD5N6Dp4qbuylT2Yi0djbyOE82KjTidHpdzhdmd43m4cO71trL8xcAk5nRA5bJqczvjtXWENdDrVcZQFgpVqtKoCQjEcNgwBvm0zErKVOtreu6rOv5dP5SSI9pRk60Q6lriQB+fj39hx9+ro+Pf/bw4VDxeMj18no6va5Qa5lSR3SmefowTadzPJ9ewcrenKMUFitTtWmKJTKyTtXmcnh6nA6Hdmmnl1cDv388TrU4ubb8+dPpb/72y5fP5zxHz8C9H/aNdbEpJbStZYiP9KdOQNiUG3TUr4OFYHGaYCn0OMpU0kTbiyIxQQdqb/TW1+0GlexUL2Zs9KqBaXWySKp7i3r0SQdsRvAanabW1O7jrghO5pPVuUy1enp3jRIAXBEXz2KsJCdzkj0SiIT59qliTx+qpNNLRmSckJlLW7Ak5ehqV3hrPJ97NHuSUF3DjMVoyIiuFDBo4KiGRCQ1P9gkN8ikWjnNXqvcK2G1VDebjywFqoR3LCFZ7kog31vt7l7L4PsSkdb7qLv3Uq/z4VBr1jqZeahd1kY3K6UXti1zPczzNM0gJRgykWxsr62d1rg0AdO7w+FhPr57eHj/UA+TFy+Tl7nU6vNc6lTtoZo73UCmiES7xOV1jUOYwB5kMbrnDJHQqS8i1mVZ17WtK0Xn/May7TrccHVtrIlDqRxVcaxXNhyWvXrnObJDesOwaloV3fWidb20ZWnLsi4rKrLlKELTz8JujWPT1pVS9mrH2as1NW4Blt4rcG8eOW1AvToonJLdHbQ768HNq3vS3JCKXkrXOn/MADQiD3pckrkNB6FLyn4yFJsZ3Ys9DP5kpPdFDiRArAkFaZmhEZMb7E1xAglab6ccuu4Rd9aGDeG76j99c27+7ebpL1y/JPKvq/1NA/Qqa7venV26wwIFPJRyKGUupZRSaA7Ghn7vN7iz+3dD985q79L9LZ6AMeXNovtq7HtU/GjiyREZg7GAN9J98+tysxPH3IzTPE21TjY5XInlsq6Xta2NmSznrpCpDKdmJ0puVruuc7nayHucxz5F3U6YA9DgTamDr/em5xayY6eRGdErJFTj1JNEvaTy5eQZrTcWywEFbfQ6ULRhWfXSrgUoQAUKORndMBmK8VhsGjHKWcyKe2JQtjJoVntTxzGfzNbCrZlZMZ9rUNm7mZFgF0YgrbqVQHU5b6tADpcxLWFEcMM/eP3AjRo1LN7MiBaxRltolsHMyl74xJ2ZS8Tz+XyODCsqViaT0t0zrPXIMSET5laNa0tTqPdPN3QC6iyUAFNWvVSWWt1LMrr3fXafvQBomZclTue2LtFjdG/37iuLGJvVDvVG1IQ4asffkNM9bY81AjP6DSKTZI4CChC252qEVGgHpe70+MFFtwIanVeMcJDtlHQrYXNdkTRQDObXtGk053CrEymaRnhURyV6TRVaRzL3nd1uY8ZaLTXaAXaTPjJTYb1zB9DNlWjoaWxmCBdHS8/UDlElbTPegxLkBR1jZXZ0igQzDLBedb1UmgEF8A0buCssci/anSzmhea51deNXi6nm1ks1eX+/vsPrcXPv//x9eX02tbT+WU+Tr/67ld8qDGxmayBgSorsljnC44+a/nNb+h8+s276Tgf3z34VFKxLOGTvfv+6NXrsRqtFcpwqAbp0w+vp9P500/Pr8+nj9NT/W1XatqwIUXaBFhgjYzMpliUTZmAdRZxt5Eojqm/bjAbpdauHeidtZ8uI3t5fnevpXbjaSfCFpfg0quHRbbIXJd4+XKeMpfn5mjx0KKXlpcszdyjt+4TGA6ZKyXl0jskV2Xx7949HN8rl4xTIjJCSKNh5IurZUDRFZkOUK6x3geSJ3qzeW7MkEbrfWhaB5IA1VKH41gANr+Vuuhv43QCkEPmq9lihXWyYzKXugTj4q/JyMy9tmy0aK1lKiMkZKOkJpOiB3ErdxSvYRiIUHR4v5+KBHo8kw1d0b9pJr+VmNq1hvtP6Za73n4bINAis2Vp6S181cHrhO7jTl0uYlqLkli5g8u/JLZuXt5Z0DYm7nFhw+ugDbjGm1mMpGGzLYe4d04wgiMajLfSn5t0J9lxKEmCqRSrpZiMorvVWqepHqZZlCI7RB9mPvkmcaTN9z6ohtTWMKAbYL2CLLnpI6ZReUggjFKmAbItVgm7LtdXRVpbXFoL0MmpluPxUEs5jD6UI5CU0PuHw/EwXUJr7xBMi8i1rSEtaNJw/1TSgGPx2byYTewB8s0SpbUiL80LQuuqzFzR+iGN1d3mQzUzZmbm6+nUokVrADLVQlKTmoD58UkgWRJ8XWOJ9uUSL2uuvX7a7d5JnvIAyPTellibfBmr0HsLjIbm/RhERFvaukZbRb5mknZeW52yHo52eCj+O4SeX05/8/sf1qeHD/NHaSrlaLLCNZVLZCyBWlC8GB8PJcTWloD5dFDtNTU671Cd6/xunh5mM5u8fpwfC/hQDmb8+fnl3JbXtrIWr3Wq1f1OImDvdDoU0y6nwc1v0gMszLxXc4Pg3dUuTtFtqW5LCMKA9iJapBllHtIS4VK0gGG1NRxnrCskmG2WWP8uoNYfx864tHn7uLs6e32bZHavqRndipkJa8u2O3f75vVcsIwBY9I7c4WgiIhVy6kZTC2Ymox0gzmMPXKqlFFLtzfkrJNlappYJ7jM4QpqgQWSkKVNkicsQba1QfCYSxzQFIuC7YKTmEmBsglmKG4GdaawrgTb1l01vZoZe1nCG3K7XvdNXWnOUfIyhSHUNWQBe+qe4/j48P67OL28Zqq1tlxej67vZ8OhpDMNDHFhAQ+yJcsRE4o+vnvHyd//6kM51Okw0S3VFFEnL9PkU/FjgZgBEHQicXldXj6fnj+dXp5P67k5CapXW+pkJjhYpDWVyhibtYegbp/bGJUZPLGBnNp0TgwFz9h7+RSjybJkmlktFVdG2CSlVimDU7IKqVRrcTmvMLZzRM1YMqw7+zki0lIZSonZ4RAqExeppYKZbjpM04eMl1UXKTru2SlbOzI5lOJRaKkpbtxMA2+/Wrtjvwoghnofml4gBrLbmjDDLNqk0CbKCuUe5lkq5yPfBfO1vASbags2XNsMsa1tNc/edlhIh5SWoVHOboj2VGiTCuqQxWj+CGWD0mTDden8ukD+dRtvHMVvPN3YJOedXYXNkh/+/2E3qQlLeshZCrYgrda0giHr1Xb4xsTeDOivritQcyPdx2DvhvzWZB+CehS5/lapmk2McyuWaZvw3Gp0bpLWzd0ZhGBmxb14qaWkct09JtnzxXbv4w2uzuuS3i5et4w6FMcc9Wj76wJoUN6rUje/CmiZa2QPUjG3aZ7maXo4HIhkXrpyCOA415k2J3oraNDWFpfFIvMc1FaCuAAOHEs5uBezSlO2tgYlTzrCc7JUxqrWRuJURmSzqRSbunmWyvP5tCyLu5v5ZmwpMq1YPRxAa4FMXOJyXtppaaclZAVW3+wfE6bRpP7GBhjY1G1DouEny9HUK7NlNoGXVCltzWxCrZN7cS8QLpfl58/Pk/klzFTcJ5MKqR4eG9GjqJ2cJ28NaitYrJhKL95KQBS8eD3OPlWSbj7VuYCTFRCvl/Pny+uSjZ1WSnG/q3tyi3PhBsYDkT2ERlda58jLkCXR0VTepbPEmPxWllxS7zefijVkOl+yuZYSMb7M7uESRl5xz8P0HhPFq9NuP149fF3REVe4sbi7++JJyzdY4BYz0H0L5t6FKjKjNWQolkxIEUx4hTvpxmI9tsq791bqQ/FCS3hBKXSZw5SmRiZ0FpxCUyFmseclIyzddLSARyaXaKe0HlevCpnTCAe9mBenq4XlwKBg5S7W++vrJkIenOlPVs9CrG0PEItePieUlp3jHB6PMHt9fnn34WlZzig5PUzlqdqDL7a2yMOieoGrTqpz4FCmqU6PHz/4VN795r1PjokyNJwDKw10WaA8CymtILJNKQktnfb4/nF6fHj87l15mCK1ttYSayoS1btNo2JZTN6DnglFLrFki9ugqZ5r4TRQvYkczYtPIFIBjEKoSmmrKiaprQs24Ki/FGpChkePiB2VZFO5xvnTK9c4OeNQQkpgnuapTLtsjgwJilDm6fm1tdZBtPkffPj1r/7Z+fzj588r13NbV0FuvlPtrq5o3EdlK5u3H0JtAR0jM7wXRUKq++w7BN8pIrejMpqx2HV6DFDW2wi26qepsLgDRV5THmZdNPQsu362HJTkIxC+QNCU3kvYYSsNIwTQlIqeW98IIdMgKJsySmIirRU/4rTqTsMeSqm+kozfvt7a8fdXT3ew6IgWUY1QSi3j+fnFz76WTEom+I2f4I967JvxbeYOh4Z8g8zfzG33qveQrM18B/rPzUjfmF1/ZcNntvUh1haG9VBKLfXduycTluXh44enUK6x0v3w9GjFVAmitTW6Ho0u1Huwj4CtqdE+h13r20YwqmQPO120zYgbqszd7JJIohEpYV3WjGm5nJdLcXbv+KHObm7TRLO1RWT0QGxU4+EgDDWyh32it+9YV8SKVcoA5Awjp9JTBAKJ1i6xruuyrMvacwxCWS+rgPN5icwWLQUr1Uq1UqwWJ6pLRDSl4pxoqZdlPa1xjmxDEkTclsESdF7zdVHYtmzbVm765NXTcfstbcZJasnmtvz85Usmf3M4Hub6D3/7G8EfHh4fnt59eHx6PL5zzdRvEJdYXzJXmJ+XZRVawrtR55Jns1xMOdqpDgCOZizefY1OTnVC6MuXc2Qsl6aQe5mOXNfFTsZ7lTrVE6GvnikzIzRCidELlxNm2koke4OlilB7YCUBKkzqLeNGoSpWoEKKuCyJFCNkWIQEVikkROx0tC1X12D7g4bbqge17GZcz9NoihFKbJAYobVFVyluT2bLaCNmKGh0t94ZPMMMcqOQJOsBAKdi7gYCpjA0QynmDhPcuzA2SlMt1Z1pSJTC+jC521Rnc9X54iUf56hFnQ+7fSj4sOSq40nZIrO1CAUIK5RxdCJJzE0eIEuaFm3lQDryAGUwkqm7vbuz2mf6I+unZK6t1zfNFtlixF6l9YpLh6fj9HB8fX5+9/un08Ub1/o4+7tqB7+oIdeyqFzkqUk8BI51qsfD029/Xeb69N2Tub2ury3ahWXFJdRaNl/gp0RAFwlqUySFJqc9fXjgXB+/f18e5lzWdTmvgTUshTKAdJDpVOnFdMBUtKX1qK796q0IenBdjyAw81JmQa1dpBFVp1SyCzxK2bQOswLo7pNQEyIsske1bSSmNS4/v/C8vBLrXFdlSut8OMwHAKT1comSsrWMfPn80pZm82Slzv7xN7/+558/H07nHwCz8yuQ1aeBOAk9oD0yWq5KGcL3cI5OqVRSGaGIjt4ibYQmRwOSrEa6Ga3AugocEYFRSAcjbd0EpMFN1drBTodCFgNm2VM402w7z9jqnBvMC4RRVaRXXB6ATwfzuh6QYMvMdW0S0HrtOZOoWDNiMkURwtA0nb6KlPi2eP2jJP3d5/tiOszBAoiYHJnZWsv28uWZxuWxxuQaKAe5uSn+oHi/gpb738KV7ez6It4GgaPb61vk3Fae5ubaqssPz9GADq5L0j0wXFuj7DhZqfXdu6fjPCkiWovMpRcDcROxMhJSKra4oc2lDQ2X5HDmf7261ju8bYWcdvkB20Dnr1ZJxu69ptSWOCmLWS1+mArfPU1mD9Oh1Ho8Hr2UdTm3dVGs2Zbqfpiqgc7SSRfSejlHW1++fH59XaOtbbnQWSZ386l05hxQxnpZLpfX19fX19dS6zQfEqpLi4gff/o5Iubj0UuZvFidrRQrvdYGWuZyPq+Z58Aaelna69rbgLF3OolbN5+U5yVfLmjTtmjceMwdZVxt95tF7Rks6xrE8vPnL5H49a9/c6j1H//Zn333/rsmNtnHx/dPD+8KWqnJuLRLjV7PqtjLucUSvcGHKdNWupmnvDvxBoBFI3txLKiYHabSLu2nT58v67pYE1FK0bFcLmer3UN/3fhebwIaoNHQLB0walSvv1Ig+5FSemhOHBMYip0WQ4zOjuhsowJFQub5ksNicQSKiAY1iNnZMGhbyHDHWbegqD6kLVVrjCElpnr0Kx1ujGhm2To4cItzSi1z7WYrjCYvMIcZczRShBgy1urunIu5WXdihdMCXlidIZl3zIyEzaVU94ClVKs9HWqx6Ti9d+NxXorFu3mtHomSMNoH8LsTXtdYW7N4yTVjXRsgnyuKVaICHphCNTlZaUogokcOQpmI7PnCfNNY677zW0RbWlt7O/rhFVrX1S/lcr5Ei/kBztJlweHh8OHXHx+W4/Gx1mN5Nx3cbF0bIh+gg2EGi2BNaC2X5fzyXNs0H92LeQRTCSN85GstKhf1oGVJ6zkAHcNqR+DoJRFrKPqyZ4s1MsxPZl4sfKuuTpDGUstcra2xrtHhC4Kl1KnOwz7h1VTqxPKWi214/i2wnyCI7BG3sS64COnVay2HubizOovRQe/OoUwrYqibYexxZCmEEFm9WB0gQyzL6fn1cr50m8S4e5Q2LLZ7EEijiynC7gKRe6iK99ILt0AuQKcD5iyEm5yy0UwW3CxGAbDupjonIhBCgqu5FbrkyQp3h2FiDVydtX1ZOg45mtiS2BB3DQ9zx7YTZKaMjkT2VszqtnvN9PRMTyQRnB55b7X/Edc35e5+mO/at9DMUDfGlJkrliUcrHKHuRe6d2Z0w413YJ3fuP8tenk/qs4ObsTgL4z8SpP3cPxwJVy1C25yXb1eEkZ8nnnxUub58HB4bH5uzljbCln2DkPoot1oAaUHepsQJQltFYu2Gw/9YZ+feoGlUUJJN76bzZ6yzavDu6n1cNyR+5RJMTqBtPhyOpdlDaGW8rhGraUYiplb8Qonpm4mRTDBJkFYLmir1ouWC7JR4fRaBkYrqEUjsMbaIhKj1naT0OL1dEkpu+uiVK/VS7VSvNZaK5AZLXsYSWBZY4neg8zEHoWwISU3W641tfYcsxs/xkDjb31cw5zvURXsPic6iES2yM8vrykubZX0eDzM88PpsrycloKM9eKmUiqdzKPTqr822lyKYL1KMpDdC2zrkoo8F3ggNMjJDFKsoaW9PiuWaC0zujwavienufs1wHBXTCVxo4dOpdciE2P32RMRUxSspa/hyRIEqV4X0EbZ7QQCFFnBSqTUkJJW5aijRBtxSgl2R8eOhfUSWRzKcndfbUAmNlCsBw/RqBCRBMWMHrl8a+mRLG61Vwgxlso6b0dMI1HFK81ZqrlZrVbMu+mvlBFWRnkvc4DqjThLtamW1thIc8ITlioBo5uKcWaZWGQF9IV2wdrscuZpwTkw3BSALOUtD7BH2APskS5KVlal5dKgExjAkhEtIzlqF91cd/3a22W9vJ4vp8vlfOnCYlnX0+s5E1CW3qvUjNXo9u5X76fJFSvWMyEvCeXy+qoW78mDc7ZSE47AclljucRSD7XUqFM9shrM0ppqS0TIliyvjWCxGsrn82LSPE1W0FgDPjW0Swul0cA8r6fW0BDu/v44TcXN2KW4F6/u7x4eLpf19fm815qdpvnx+LQ1VpEU5u7uwuYC31w3IySjW7ZDAEW34iWs0VLtgnMv4jbN9fgwfXh/MOJh8lptIouoJkR6kRc4rVjdqmcjWzJ1mCZNaMHItrw8//x3P5zXL+sSmTAWMklu/d9GQHOv2iozIN3KnWHbEyEpIEcv3z1e1CqJYrPBKSKR2OvNOdmz7mUAI/XTqlMgo1u3XmeUpumCCdNU05zci8MjsCZWsWjUq+1Ggo3sO4zpkk66egCuoKCkjNZdaIBiqKBNI7dZzy9+K9r/CDD829etlr7bUqMskVMztBBUMJcvzYXDNDm9lglTbbauareG1n2xNL59xFePvjfcb2X/2wndWOgjgce2SlibwbRZ6dzqBxHsXHlb+VKnaT6+e//+w9P79fS6nk7L+fyqzIhR7dddZLNMyMRqdYn10paeeLiz77vEyl1yA0CvVtELFm34zBV43gz9+8mlMQ1jCmbd+F0zLtFezhcj6+cXN//w9HCYpt9+/+7D08NxKk/TgdmsXRSJJRSKdc1MXM5qa74+5+kZpBuq2XHuaCikvLSGyNPlsi6rCJ/nFC6pZWmn9gKwV2orh+M0TT4fbJrqPM+HuV0uy8sSkdkQgZfTco5cYEGPvanWtQphX3bFJeO1udWtaclVt+GmGalbnn36cPNqZbJMeqWYGUvG73748cvL6V+cTpnxq/ffPz68++Gnn3+3/n7ONV6/5FSm9w+FSiLb5fzyIrv4XOeZr+fz8noBVAqgsMuzLRaJ9MnT9rJqymyvS57iy+9OGVp7XfR0N2vRi63WOk1e7oy9qz08yBSbYwhbxDkBFsAkb/KAX1o5t5qcW/cVU+RamES1nj5OkdVRgAV6VgZ0yVTPzDJL9v416qFzG+GZpIggWWs/xAOt6DXduiLHfZtAwtIw2rYIeX9USUyTz93Krj4d/fBksaotaQ6IXjg/0Jy1FDc/1jq5X9q6tBF/5tbDA2VFFAro5PFQDlNdViwr3KGayRblYmR1O5BPdjiYsUz08pP0rNezPX/hzxcuTS2UPdzdW0zUO9l3yUcv73zuqbEt4+d4vih/QJyhbO2ytkiL9DdNm+7jIXuoS7E61W5pjBJUPfjBItbWOpDt7u51nth6P8FALEi4XL0TEkFIlDmmyZIMyiUtS2Y2pMFCkUgqTfRkb8Xm7kyrVkxWnWZckm2lLZnn1ts+IGEY9Sg2jZEiUjL3+ThPpT68ezS/3GbxD+bCzRjhxmPHcdW+BsBm4XEL5diwNkBClXpdJDM3Vpvm+vhwIHSYp1JLrVMpBWSJnOd5mibz4rUiwlpAMi9macVJrs0iLGM9PX9edIpIQm4+YqLBzRGu7lXi3mj0TTRXV/dIbE0SsR3DYYqNJrOb9j3KwG61YwWtQKO1CS2IanAvpUwFjpxW1F4K0SqLtnsMxH+Uh9LIkqYBu/aAIe57o4rOLNxG8JSUgATzEYyibspDverUDWXeMphfuIZpvYnhW/t6t6Jww5p7kpoBxWRclYC511KreYWVM6JX0NVWdWO77Z200/6wr8aibSTagiU2APzu2qX6Him/m+3fEu0YgfvWwya3SW2fNxtZHgMw766XdRWgTJBpowiPjZ5zdkVvN8NsX6O7mb51I7xRdK5L8/biPutd8vdXJPW64zgvawovp0txOsqxVCe8VjEaIqWlrdmitbWbnBuathW+3e7ZIrJlpFKiF/fS3eASMkiylGrupZRSe+GczuC28JNNLe3po7puwQ053V49vM9B24r2aEM7rslg6gVZuClto3LDaKtGpSJjbevL6fXLy5eHh6dHjnB8SG1dnMpsQWS03ui6e9bcSovm1vF3GVApSm1tCMCmUZ2dPWwotEZEz3IdcCUkg0zmYG/KdUPEo9mEkRpNk650sRdzIWSiARayJg8VoSS955d2bKkH3aWSI+u0gtW6b0c9SLLDQv2xmxG+kTqwZdkIvegIt6LUg5YzMzcWPXaqF7q8uuF1R50E3ejWwy2891RKjtTwoV93xWikrMAcpmE+u5IbhGOkgO7t7aCMFxR050aK0XQheFkd5MXckk4ZteZ60bLkkmxikjBiMjj4SD6CD+SRNtOL2RbgjgPdhFlKZM+h+ubJuxftxTDVw9PDx/VDZERrh8OEVEa0tUl5en5ZL5dHsk7V6zS5l7VNcC1Lez4jstpkBllTBojGqAf7OB0lRXcwfnppQAuiiwSi1lpLKSxzdZp5KSkYi6RDpRte18v53Apb06sm17GwaTI3wiaak8XhnuAqTI/HX//Fb4/z/OvvP3759Pyf/8PfXi7r7RSHdGE3KEcyoVnPaEwJzrLbnaDTHITRN+6Koz1wu5EfS2EhAudfU5rmYu7z4zv30mVUnY9lPgAEbVmWNWWZXgrJx8dHL2VZWmsR7fWv/vO/tSn9odWix+OBUMte942dmtE9ozJ0x+09n4nMiDDQvW48k0kj4FaNdJatUEeP3XQxhBXQSHz7bFw4nx7KWuAF5oeHx+PHp/DLWlsaaQ3UwY6EbRyw5Wj/DCFCKzae0c9qck1EN0QTiqFtuJTGlikwpZGAKPmA6YE31sM3rq+sw+3VX/ybb98SkHBwtmx4RTuwHB+fHg/HcphRfGk4RTZHMyPg+faGX0u8N+9eHe3dDNnGfT/Kjdn3cG334oW9yfM26u58sQ2NZ+exPRzZU2JPlRxdDty9+GroCSMZbb1cPn/6nCl6gdFqpRl6vUcYzEX1YitjPDdLRXJDMnXze89Kuinzif2n7jxFGAypz11boaKtGSUSigQi15eT8XS+nH74yf/sV+/MPjwepvcf3sWyXk7r0uLTy5d1WRAh5bKukaNvnGfHw83MM/N8XpbL2iIzcTgc5sdHd/cytbWdXl5JHo/HUv3x6bHWmsreJn1dMtYWGSGtQhMCHiDoHarg5j3ye0RDQYVxgheBUg5DoPsHNRK1O5RFNxAqHppSilIKoKl4ZLZ1PS/xH//qP355/eTFnx6PyrUQWteX5RKH+nhINyzPn3NdmHlwLw9P5fjkn+18eY1sLZsR72Et0V5flfSn93aoZiIy17Y8n3FWrqJg1WgjBq2IkibW2adqtw3D0CJaBHGtxjlosid9cXQmrIIL9RJliUPjMXwSJ5CjKs2ob71Gj35qYBwe6rFMn6UXZZNC0d3kI4VAMQAHjo7pa6xKtQgS62LpCcB9BMQo1VrDNSTACbMctbV7dGhX0G/ZQSk+Tf74OB8O03xkqWzryLm34r2cjTtNZqRXlAK5WamuXk1NSBlQvUCoLGZWqpcJTptgGRlra1ou7Ysllkup8jjwocyHI6dJP8enH9rPF7Vma1rSVYkPbjPxl17em7/z+lCKe7UyCRTMadWmhohcXoXX5GXr2fOGv923h7GuxrhXZ5KEl70srSDF2tBb53afmg1dQklbhZA5bGt115fP3KpT6rXwEYPlj3wDEIwkde2hOmr4GYliVpw1MhNFxh5c4aFI2/tj2S5nAcDMaq11qnWqpZb76d6Ah9cBDrrN7dVrEPKAn7pXZ+9AgV7Ku6dNmNEK61SOxwOlUp1mtVbz0nW6Mk1lmiSERDczJroiaNM8l1KBxWy9INtycoLRdfW9lJ7ejP4X4N/BYrthcLWWBy5/dy7HXo+8UA6zI6CVWMksUDE6zYtbKQZn69GwvFkfAejBfT0nscdn7gWAsbF6GzUthrwfEokwkRz9mHNL45BsmNf2xqmJHVfhL67BH7g2DAZX2/2qHIyaFL4B4TSEgFSTQiDgtplgt4brrbmu/bXrB4aXfbfXbwH5NzoHv3mNNzdx/tZq78Q5/uImS64YKq870euWCwgkQaNrawDXS4KqB53s0v1qj+uKQV+1qc22v27Gvphfrf1Oelvy5iiDM8ytESmAyExgWVcqzst6XlutJcCkyV3Fg2yAlIieQDWoURtCYqDAbNla71tKmnuppdQ6zWZrW1aA3otydWWy56UGCHU/3ciXG6lettdE27sfvJ3gkBjdSbEDHoYryHbdp+EgG3y2/0t2wwKS8nQ51Rc/Xc6XdUmFm0nZ4a2MgNRay2gu7ZFkO6rTB9abRbrSske5ZZeXilQbE9twIgzkrseS07rVfnvwxgJRRDdSt5PMjTK6IEhQ8IQJBay0IthWZfFK8Hv+K1WFohFI1ctZoHcF2GZCYosrNYMY3W+4PX0f4zgSG9Pmfhq3sPrdan9z6IjiVovX4rWajxaX47jZiLjmDi+hM8DOU7UheIyuvOp6hofO3W+Y0du7RgprAkLLbIno6doZEasYBjk1E0Y+EDPxYDwaJ1oZO0LCYG5AL5A6KZrgvUDLJqhuCfNGtBM+lelxrkstpwKAnOo0d09Dh4gvL6/KOD4c8fAwCGfNPDWd13i5ZGuXzinMSE61lDLgMHMvdZLQ1sxUW5pitAxpkXE+yyy9Q9wOUKg0s3ooU3k3PzxB3R/8+rp8+flzMzseH9ItisvYle2M0S13qubOhmi6K7wX2VosNzAtyV6xEcWLeu92pTl94PguRVOzjpAPPWIEwKallN2cmnl44G/G/tNgE2h1qqWY1YllWpZLO5+ANFMp9vj4vpb68PDgXi6n13W5fDkv6/mLyPVMpq3z1EtraBMeozbtDkq9QZeAnmFkqA6MpAGa9ajNHoiSmUOd6qnJ/YA4AnoVFrRnYrVVJVkeaplnPxQ7Is6xntprs3YuFxDRbzIqNIsGY3GrmWuL2CKwBqmlLLdarTctGgxQ4QFUdDTnVo+RpJy88isuyl1qAV+9+d9yDcZE1Oof3r+b5GrtkqfLp7VFPlsslnws/lTBFHp57a/Br7dWu66pOjdW+/7uvYZA9hz00vusj7N2TV7fyA7cygxtIqILcwAQjQaLWNYVEUtqMUOttdWVPbe3VmS06LmQK2JUHeo5flatwyQa7SO2hFkBe0s2cVQTlKwH1Bm0x1Qor1R5X8u6V47b3PI93PK6EuRWR0Qm4Rxqih9fzvzx8/u1YapuVj9+tHXlsuJ0ev3pp3Vd2hqx9opSVmSUG9xRoLic1tPruRwOVkqZDofj0zTPD48P0drDNGVGa4uUy/llJToOb073XgjV1tQptCaClgbATew+7i7d7yNciCSDjrVwNYpQqmRMu2vM6JIJpg6q9KTWMkGZhwdfl2hrWFck9fPnT6+vL7/+1W/nw3Eu8/H9EZlo4Y61NSjOl3O05VBQi5/bEi8/n8+viBwuBHIqRcJTXSdTatVKOxV8Nl7EBQyyGrf6F90uKk7Sssyaspbplq4zkE2XthJyo5GllKnWzoh2Z6ElPDGDE/xdnd6xYm1alkI8OIdGDZwiItIJwr3Rz6jiYXIal8miUMdJDjU3wdzM6UZ3iwQnbVhk73TFrocYjKB58QpgoIWt5RYqxQHldxq9yZlys/fvH7777unp/TxNnmhSgPRSS7H5UGloPaVMILhU0RCJBEAvpUKJXHurHwp00SSLhKwWr7RgLSWDtoSackUT4EZ3moDmiqJ0aSYMmMwq9T04g++Lz+5m3dHBXOXF6nQwwo+HyHj38qWs65F6hq899eoPRMiz2y5uewJO99ntRl9Gi9ayO/vJ3hF0tAoQKUSLhOiimRcVkhwtBaepolefTbmYnqOtb2R0fRkaFidN7LWJjVbcaWbKkMJyzXNTcT90MH0wnNF+IreQ6w6nX3lsZ7iZGQNuvDc3urMkNwOJg5MiscW9cjdXrx8YSp7DZfPxgMHlmCig1WkqxVkqS22xdjjCCDeb57nWaZpmd8+2QFHWxRBKZGN6D4jgiDAfbrtbebDLi5u9GyV4Nth2tK1wEkQCI7FexFZRS0Av0CCs7I52tN6DcFQvcsKVNgoBRVjAYKP+4oBWOlI8+sNt2WID4RAB3xeaXRYAW+SCA4DRtAnYYQdLor9Bdbf/b/L+F4PN/8C1LyBHLdih5nXhWueppGVmi/VyuixrWwvD4ZN79o4FY+m3u+17cffLG9N8bB8343QLQbjfO24I1DWrZyQdcMtr32zi3QjmVv9VGpU1lTE61PZGUkN33e4qjvYFCWyFFGWSA46yi+TdDBx3v/p+dqt9s9yo/Q3d55jw+l8Ce8j9dcb9a6MWzvZdIoU1u6Wwlml9XdtUa5kraJgmtNbAS4wWwMTmEe9KAkkwQxFZeseHXrOn1lInIzHVDEYsyozWgzp7B84eRuiyGlBADRBNYDfHTDdlf79BWCCyJ1EbBDBHHcaenmrgNTFps0PdzItXZZqZZGZMaV2XaO3l9Prl5YWP9nh8YK9CzUzF3rmhk2xkLtEig1e2NeqVVgOEVZkZbA1LoPXF2s38Hp/Rwb1RKMq9mPndDHvtjgxsnhZz29KFtMdodPlnYgF6j6W0DMCBuhUIk9QoMktvYSgy0dvPFmcvbRA9mVtU9hyCvop04wbq7sdhU3g72ZKFDvXKRsqksoOMm+m+MdMrCRqnuc5z7XkSLdjrKvXtKcVAtV5mOEUiUr07+4Z6jATQAX9sx314ci1ZergLAboxDWEj7f4WR/AOfwJFfCAq+A6cyJnWdTCQ/cj2OixmdKvMqOdLhJzFkEQI8ctWu9BaXC5LW1pGgEyB5qkIMVUI0osbI3M5na0WnwrM7DDP8+H7D99la3/9u799PZ1+98OPz6+n7z+8//j+aarlOBckLrHQWMtkxaaHJyNbWzPifL6cLheloh9WQ2acLs8Ap4PL8unw4fjwgExFWJkytSA+ny+x0uYnua8to8Xz5y8//u7vfv7xx9//7m/efXj34VePXndIEgBSGeqFZKCtFr21DTPbWFR3W+TwvUcqMEraYLDduLKpzWotxbsH2iF2VPp4mGot3QtiyGwXUzwcaq3Tx3ePpU7mTkBTcYbZw8OhPl8uf/flOS8sJh+a40gR6/jgwDOxazDXy2BOt2ESjfJgvQ+IFEK2uKSSss1zxlwZF9NZ+r0YLCId5Cq0lCJrrOd4TeXZW1Np/hTpWG3Z2DUUITS3yX1mj4zb+DZVQAihzY7f+iYPW7mr2cZIKZBbCN5Wqcn+a1Pf/tCle46srS56ovfww1zqx3dPWOLlb35cz+vLeV0i11LC/QjOZVIlj0XIwNsGGrg34q8G6W6qctM0x5F+Kx3crJh777q4Jbg7HVtMog0uJvT6MKO0NQeO20uGAFJE4Pn5s0lVNsFElFouy7q0tbXoHTJMSXK9nNfW4JCh5lxrNbcyV5JpV903tcUrZVIj5Lt7ytnz3XoVkjQN4DZtN/oBYLRVHQYXNAgZ4xHcoxDYiQQEzi0+vZ5ldnw+HeZWaqE0HWYAy9q+vLw+zvPD07HrB6ItlyVL1jKRXg/zBDx9+Dg/PByfHuvkmevzl5+ytXh9jdZezy8Z0Rl/nUqpDpLusCKf0UPxOSIs+4RtTwrZKkxcN1sGOdSANK5uTUzIyNmnI2BKV2JVSkkjEu5dTzwANJvWFhFL9npWLSX83Q8/tbS/+M1vJi9uNrlLyrURmuZHm1VrMbf2+vPr5TPMHz98lxnrumS25XKKTLcEkVrUGs8FNhFeUEHQrzWzd98jiaKa41RetZDeIDgaRh8KZaS1bMO3NVImFdwNEZnSu3vCw8nqskGfGdkKYypzsdpYGr24alEWTrM1RxrErLWHqPeAkuyaMX2I1H5+ha3bHTk8HG47SlaLJGRLdWAqM0LRzaXroeOHD/Xj95NXo8OypIwMZdaCyRTAksxUWwISxbp0oCt7MWwjujZBb5AaViRKzIg6j1zSnlYoFoKAo0m//3z+lPmrD/X9Q8Gi48IKPphV4KlWJ2bAyFInuoMm0FhIr7XWaTZ3r3Nk2Hm1pNnZiFLqrLn4dGuz3gVNRGZrLXrBpZ6DXSIlGygw2Zcv1da1GE0OkqVWL98/vVdrPz0/X1q8nJcfPn2pdZ7nI+mH2pt7N3ObK4v7w/FYSlmXS1tXQGJGi3Xt8hOCWruksLbFm7NYORwYQksIT/P51Jbn8ymT1gNZUxk6ny7Pn7+8fPny/PnzNJce0HjPfzOH75S9Mj5SLXeDaHeuaEuU7G3DO1tbya69bepuPxeiqGQxK4QDtbfUAFCnOlVvqRbZm6fz/0vZnzZHkixJgiCLiKqZO4CIyOO9rqrunZ6ZJVra//9vloZoqffonu6qenkFAnA3UxXh/SCq5u6IfFW9npEIBOCHHapysLCwCJZqy1LOp6XUJd+6FBVaMTmjdO+xdYbsVytVl7UmRTZz3bkVhTH1Wu98iohYhsNJ+GFMGdJpmIeqrYioUAGJMN+FV8QbNFhPYgaOAcwWtOg9QETT5hohThE6e8yky7kHm8ELQgd1Yppt8bw4mKZiqqIMq65ahm2fHYYzORXRuCWnxwl++PsDKD7/fUNZ7mGZu2fLLJ4N9B8iQDH7VM7O/bfL9fJ2ed36HkRZqWU5rbLnvdZUVbuD5GVS4x5y91sA/+jj4/5J96f2HTf+qKNOVSDcMeEHL14wsCZiinmSEb5t13fRc1nNFiDHNEuP6OE+h0GAicDtdMDUrKBDBEUMKtCRAJBU5mzAGFOaU0Vk3LmEDZTZskJFUL6LyQaGkxng3B3jlsi8XhOWyXXSPLBFre192ylo7sO2efSI67Y/nc51OTF3PtB7P7aklVoXrk/np5fnui5q0ntv2xatxXb13rbrJadCQ6B2tmoDDFGDFSIX+hzyKUjBIj2gkg+B2RRtAUPEVbvQEgE0qxCLLhSIt7H2FJiWKXd2qStE1LaxTshvbxfnb8+n8/bzXkuppo4UbsRalyKqZRFV5+vefanLsp4Zrmq9b9v1jdEzkVXvSkHv3Dzr+8AQpjpW3nSOMLVi0EeF58Q9GD5mYWZKzDnZViUZ6HP8MQeAIQEhlSY0zcHfIKKaC7wWWUoBNUJVYCWsiFWlIilPCQGmRDfmmsuAKheX+9x0BDTR0InnZUOLAoSLhIe7hOSs3hvol7vgdC5Pz2V8kKlQzGktzJBNPAzxYO8REabugRAnvJRktCUiQVGC4dEJ9igaNviTgmxEgUEIKgL4dm3YcT7paTV2LE1OIp9FqsnLUmwgZ9BSJXXAErpT1aKlFClVlzMj1KpoS+1plVJQ9NHhPfS1h7v3LiK1Lgktq1myHWypZsV0FUVZKmfZt3n3bUOpez8XyF9++Olpffrv/+OX3+WVRPMgtdSTCkxSA64K5HK5AoOKVtd1OZ8Y9B4QUROPeHq+uhNQeHv7+nXf2/n0/Hx+Wez5h6Ws29u3y7etx/XaEYhOd+6tXbbNgfX89PTy8sOPP0rcSyJnI0eOLc9erNn7PdOIdO65YFLjOKZfTYS8aA52rqp610imiuLMxUwRnGpVU1OA4a3te+9tH0ZfxMFLuxZmkqGlVlNN2b+l1udlhaFEjgw3HXIZI69J207OsbB3nt2kFlkz8Eh9WSdFukDSx5ueJBGILLsj8QuDgFUJkbPCJPO0MOkmLggynNJUgvVNwiArw5gsRupCFEQ6JC1akWnMaIfLjTZx6OkUkidJ5cDppiPEGPs6zu4DbD1x/gmqT7P6mCcfd/shN+aHv2/RBpEiAEPMTzqtw0JHSEf3dmmX3696VtNCA5bjjPL9bgD7wdqZX8epxZ2P/7M6QtbBdP5JCY2bON1d7Tt1Uzj8+2zRnJDjOLu97QLRBVaFoNWynNZPnz/t2/71j6+99x6eYw0sB4VZMYrvXSiyigyqxji57DkauXUQEsOl58oXkqHUnBU0BBI+ePfp+46bdYccCqbVHtsj0fsgGL7v+9uluPupQNQvm+99tfrp/LRYyeJ+vlGAHn7ZroAsT6ud13qqUqT73i9b266Xtze6x3VnRPNOMgXaEhWmFmp16NbZfNDodB4uZ7I4D/lDxGlCoxd3mkRUMip8gZQIgUzlJpHRSDy5jqbJecM5Xnrfo/feW/NLwKvZUooQ+7XJArcKRrSuAheI5mzRsixPz09frFitRYGn87ntm+/vrYmAThZGOMU7+o6isHkCB+NMwBF1wVRItftuYUEpWquqlqCSAYSZlXIEQ6KmCtGU0eouQVWY0CpKLVWgRgMTxa9OAWuhFbBzp1+7f2Pvi/bz6jMTyJV3gDs3rXrS3adxnlvaM0LAwXaU2VGS0dp4MxEtZRz5eCV733vbpYoo6PAASFWaoRRDQKSpoBYFRW0arTTiwpQrESHUCGFDkGPbUtTFe7RtTHgLobP3wLc39Ev5609PdX0+qZfSavTVt2K6LKuIOAgRrataGSm1mmixUqZaakT39+vl7fK29Wvj5kxGzN/va6e7ty7AUpdgOFyLsgAVttZqdVkXM731GEa03vftAvfWupXylx9/7i/9/zj9lyKFId2D0FpWU6lZexCQvFw3dy/FzPT5/PT0fAaEkVV5jeCn7dqa//H7H9dtf3/9Gt/e8LM+f/5xsfVcP9Vvy+mf/zt77Fv3AKER3Fu/7FsQ6+np6fnlhx9+iIYjkOHIXmOovI0FcFtBuVAT/zzy3AS+A+x0gRQtgJiWYvXGbRIozTsyEVbRda2lWIqn9tbatnlrmUZn8/113yxcrVS1Uhcp4S7SudT6vK4BMKCumiWw0T4jiZtAIIklPJhPmBTThUNsz4MhCKeLiKFAkHNanDuZYzN6jl2jKqpCRJ5MSkqNwilKccDzmjVRlwoNDfSgwYqIGawMTIpU0WIVglSg7BpxtJgL53W+yQmkVQ458NjhFI+hgx888QenOP85PCn/ner7gXsgnzkEDcZ0IBUoXcK1Qzs01HLwDyPaZb/EpbZlXQoWoN4dyjREvPPrh3GaSdhd6nFz+Q+ndu/RbZBzs+l5Doy5c+0DCpXBv8bQhhuLFsDeWngUaNWiolbKuq6fPn2+lssfv/3RW+vtyvBlKVbK+EyIb6406VCo1HE7OHuSkSr7ORQg98TM3RUaQ0Mscnt/TGyn3eVs+L4TGJt775BsS+vMoHtsbX+7FO/9bFD1y+7NT1Z4fipmYwzosCjs9Mt2FdXl/KSl2FrF0Pa9t+36/vb29Q96cE9c0ETEbNGc7SIaYtTSqZtHd+ZY5oS87smP83Tk4dyooEVYOF1olexVYiFKTlFOEpdMlg7JUeLQ0dwVK4rVvu8qe7TGiGK2mAmxb00hvhARvXUFvUDVQlSl1OXpKcVdLarZqa5tu1xefxGQdGW0HopAdOk7pKDe7se94EdGpyYqJg9CURArkkYqFSgAZtQ5qn0qUkwBcYpT9tCgKlVCi2ipJmHqChQQRGkURCkwI5174Mr21q+BElFD7zq0E+G/sTmGmUixWD8SAoASkXMWMFaRAqVYKgZM1Q6oaYGUcisVEfTeet9LNcnpvSFEmNJUSinwUAETUwVFIZLtBjhiDRVVI4oS4pFqYTZixg42tt2hgRqUcLbm/P09rt9sp5bl6bn057pL37C1YqXWFZJaIdC6pvMimPOyLEsOqevv/XK5fnt/3/q1cXcIYfg3XDsABVXVSimaTQxDW8EUquj73kkzE5NorUdn8xDu0X95fT1b/enTD2rl57/+dSeLmRWtpTAi2RKjmAoWi8NqtdYv71cRyTaqJN92dzLqUsWkdXQXRt8u77vwQu77dVlOtPLaw32nGYG6lOfPz/vlen31CFwv+3ZtN+YUZAhEiJke4euBsw23OVEdyVn1HJVyFlERKVrz5TJHFIxpHiFQiQDoDLbWGLFtl9Z6661Fd6FUExVUC5UdXQMlWiiUFLL11vbN4XUtYwMlYSKDE5mB6oC/RA8OyXxQguIT/h0OxdkVqkmYH849MJFA0aK1UISfVETklE28oDC6N+/d1d0CEFMhsUME6kGlVdPskC4lPbGq1VLzmlLgGgS7aYingmyMkXUEslqQmujMonGGnEN+/pajP7iID4n79AwzgHj43SSt3apr98GQTG0RknRGc7/uzVuHFikLeyoHDlTGRBH0a4ODC2FAGcfCw6uPSOF2cPff8O4Ivg9BcmmOQnvi8sP4PsgKch75UUIamPa9aycARHDv7X27mqiphYeZ1WX59Pnzuq3vb9L7TrK1bkUMBk8xUezbVqKsp1VVk2ScV2lM1FIl/dgmMqoZ6Y+TdZ0p7kfQ+sbJw/DxeSHuI7IE941QjAYqaf3y+x9cyx/SayrPBlSklgIy3EUgOo08x4DRqqIqvTW2ve9773tObk0vCwCM7FtO6Xix8QcT5s0EO6aDgQw4Yd6rx3uY/NXQcINSigiqeLZ05bvdXspjPO78Yc50A2utqwC7mqgsS3k6rS/Pzz98+aGYVrMQhijg2773Bu0mupfCZT25b96auDeit52AiBZQRRYLkC7h3qjNWxNNKdlR+SImAjU30v2tk5yVacP4jFqkYLr2+WfeUTHIIaEiSDo2LW+1I0bJM9U5WsS1xya9y3j3oWPMWSlTOXQ4JkFjYH7K0eaLnCx5d0tkRpajHC8YgphDn+m2L0l40IOFqqll6Kl0LgIZbEINAcccPRURlDIktSHMyW8M5jCMYgUqa6lLSQcpSi2jShmhstaixMtzWcTWRURCTYutMIBdRCKt++Swq+ncYIoUAGbQ0ft729vlen2/bk2ZQYdoQP++a89UqpiZlbqW0/NKsLOnvJUqLl/f+97q87meTrHv7ruJFNP33v6/v//r2erp9OnlvP6v/9v//g//8T9+/eP3b6+vi2p4QK2UehREAGXklM/Yru3yflE1swoytW60mqicnlfR0/W97dfGvn37+lvr/XK5FtWX8+dK/5c//rb33dcC06fn9cd/+PH1t9ftuveI1z/e3l7fD5VZACpmUk2LaRlAvNwlEIJchrNolxFTSA6FUxPRxVYVLWIiYmopRV2sDOmOzj2aAuUqTfT3r18v26ZVtAgkZC1iylooeOcu0eFWpWtAiH2/bNd3gZxeKqhEgYqYicKKqsI9pk5tWNbNHkf6hXhIy06NGAwEkk1hpkVgiiJQqjByQp4Vq0tdQPBp4qJCFEDQLk12X1g7AQktCqe8CwPqDkZZzUzqWks9B+jp2pclWd4YoUa0ZXfzfdl32bu66z5C7RlwIOUO4sjVj5r7I+z5YFAfvDtwt10fnf2H3z7+ZLxZMJo7G76+b9FIW7WqX7bWx4hZETUt7Ny/XmURKyZV8KxjUDqOdPymvnd8xsh0ZuJ+/PzhgASW2qdmJodK2QDk5/jK8dLpKo4tPwIgPjzgjMu2ta2ZWtFiaktdiln5619763/7Gy6X97f3t23bq6NWyTvgvalKPdWnz6dqpUdMSeJAajpNOFmymQTCQ3BN5KDBP967g5gCYkqYyWQ6ZI9zvldAyQoYsIqc1LbL+x9//PJWJN6e1qX+/PmnmmLXy7pvW+tNFAaJ1KgHya6ZdxS9fPt23a7hPXpnuBABOh2D1SmnWup6KuvJllVrRalARHeIqNoNOJdJSZ30vwca3QBSNKJIF5xMFiiqeoHYWLEyL8OMw254+LAzi4rG6amXcr2+esj5tHz59PTzjz/+0z/8p/C2b996R5i6+9v7e4QTV4j9/JefXj7/cH3rl28XF2Ft3ls2Qi4pRly4CC49rn51aOPJrNppGYUeZFQ6jme0sT3cO5rBjAJEYIxaGwwQhSlUokyCZ1AKZNjCEFVZTBSoBhA0cVezcCfYyYu31729a+zFATUFRcI9MCa3ainHQhJAkKxSGWVsiJrq0OuEAMhxrtmKkE4dOfjSeQsF7ie/sTn3zjXUWNQd3cWFNEnimkAtCFrOaTcRwWkpaymBhBBGI6VqiGAti2l5WpelWmrlG3VNpRdzquhT8Sryl+JXPZ9F4FatLs9shUJEdO+AqFTRoV1FaPBGYMp8fdu2y7b/8frt97f37UW5FBjUXO3BtDzOa1c1U1ICsKSjgBpDhh8Rbd/364ZSRM29he8wK7YQ3BkS/np5J2GlvNTat61vm0R4a13E4xgsARVNxg7A1qU36phSfPSukUFNX5vsRzA3qvcegld6i/7t/frue7CwCBB1Kcta16d1Oa2lVrNyb2XSggwR88zjids+pYjmMAFOlDM3d0aZFGFEh2qPEBEyVE0CISn8MYrtEbjuuxCXfbvu21oWKxWTGoUiRE6pjM4GT5oxOnooZ5gxS04RFEjkKyK5fek+Ri3gfhcm/ScruzK5JwnYgkM6M93NYFdnd/qAveb1YSCyKUAgDdgpBlr2qRWVoIglsqOpJx6elhkRvu2ialaTMwHR6AoyBxnTKFUAehKpwzNQJZjak2Mbq2QH3kdYV3DYSfyZ935sGfjenR9PyyRv+BQSwfCQvac2p6nR6lJmUTsXgwImBoi4Sk7VUwR83qqZkR4w0e3zefj1dBXfP9KF6xwLc3wdMY7cAdZHvnf8NXOUx+vFsSZzkpEEU+2le4RnoxOJ7oFB+FcRhfdtuzj75f299Wq1iKVGk5KR7vzmlh9vTaa4cvz7+yfwPncfWeJdrDYGiCTdPNVOqspSSjERgs59b3TmjKgxWZX0oCqcENGi2RLmcPHUo03XzkiwykoBRGpRK3Vdy7LkRFckHjv5Q4K5J5KScwQv81DvTmxAf6QwNHG1Qd7AfDpvT55jVu7uE4/7b6olCzJLrad1PZ/X83lpO1u7DQyKYPRjalEp5VSXp/X0kt13ibhORlviKCLDHjh7G+2GeZoy4zCOE5HviykTbxpdXPfUpEEcGMZ6nkqWgj2cbYcaukoSjAXi2SVHgOxEF9K0rMZlNMTl0clUMsKIJj8cjgxxsfvlc3TqjyrKqBLK3H2crKm7W5fTbjPvR1GhSYiEwExy4MXo7EXSDLM+SmjoABJIE8jQdS5mqqOLf4wIJIkQUKHMfWSiRpYgvIc7GcnR1ALcuremeUqyrCawEkBknb3tve05b2MMpbdDS+j2uJ/XjmK21EpKUE7r6fn5RQB0B+mM3vf316/v397O7mv3iD18O63LupQQvltcY/9//8t/P9vyf/+//t/++vNfisDA99fXr69fF4+6nkWkdxeRz5+fl1qy0nfd923fTa1aAYhwd3+9fHNGFEnZgrou3tm3i3f3vl339svrH9fe/uX6voUvT8WqYLGnlyr6rFU/PX/69OXLfvV7vi7BINwbPQa2O6PXNKJqNgkYyAbJwzIpIxzO/Vg+RatpLVZqLIdZk4Lo8fr7t7b1b9v71vefnn48Pz9lKjt6RBnoEYx373BMYjlQwQh6CK2wIBh9IBuiSGOWJp6kij2OVmZI67ITPUdbiQhQVFeBBnsAyiYDKYNoyj6A4qlYxbkZ9r4HxrIBF3Bd1J5KlZBFC2iMAiLpXRHu/aJqptVbv1yvKracnkzLup7NiniQUgqq2WXd2rl3dVeHIOMWTqr3pNeLUI2l2GN7w7/3+GAw/873D5HBxPrYOntnv4aGFFtV1ydqPXXuPbqbCr0Vq0/LCSr9CnbESULRNVwORsHdR/L2DW9pOm8ffF8bgJhqPdhzKpbNb8nAzXrMwUocTLNZrz5AMB0ckfGVQCACvXffO4NoKTKgJChqZW0hl90FHWCt5Xw6tca391cxfd/e67r85R/+en5+SuWQpEsk+YCqEzSd1/SoJSew+sE73IUEN+/OEZUcriLFXAtZiQVRyaWUlx9+AAjtIF5fX2W2hqTuQU6dFoUBVsqynExt3zdu2/Xyvm+bu4f3/HQzOz0/abHl/GRW1ueXUhepi1ht7q1Hc89hcUd6jtRSHVn7yMAf1NogKIpiDETP0BtipjXrbB8EwgSziiYDzqEk8qJS6knErJys+8vLp7/89OPPP33+6eeX9zfZ9q+gmOXoYemNe8uw//n09JdlfXl6+eLtsr390put7cm9R/eIMOmOLnSEwyWospx5egopR78vMI8gUdu7yW8ABrl0VE5mfoypkhGIIdKY9cKAsnu/ujfndoFUseeymMa6FGgLjVAXCeAK7gqc6/OPz1F1X6qDiJ5VHqHMDnXPkTCTepLLX4ChrDik2lQtl+mIYJ0gkxcX4FC6jfsh3yJyWup5rUuRoiircLEcfA5NJkDUAoYYKYjF1AxmDutzKoHUolDRumRKM6hRgd68t54NvwVSUKgSRURo6x7Cndvbdl3EzlYMtS4nhEsjGM7RDQEoYUTix8KIpAdsb6/Xbd8ZzSxqxVpUmJX0GYcC3wvNmlkKFCazB0FGZ4SLu3f3nnryuu1pFCY3DShK5/t1c/jW9t67iCxL3UuRm2Kf3OLP+TC1UqqpmpXsN0NKVQ+e9PDBQBLbAkDQ36/Xa29798aQ1oKiSlWzoqfn8+nptJzWutQjkhkhICIwZHskL5hMN5XTFSIlIpCkIUzqSwx7dGfR5pZXGcqpaWEpbN5b6929R1AoRY89MXKD1JBBCnjJaNDUzLWpSPhQIgJgd0ckWZ8zg8NM32+PGYtnnCic00NmQnkEg3rA27fMWMevR3fqzKRDomuoimsIoJbdJpIoHqZ5SiOW6s8UuneQ7gWIYM/W9jTHg4EyQIJbQH6X7g3yoDyWGw6b+D/x4N3XvEh/nsHjliSkKzwyT7VSKdKd4iMDEMBEgeRuw53sPCh1I894/CjeHchd5naXbRw/vH/glrjf7tBwB/nsW0o535L44EJADlOdKRuDLhx2LmehjPhvWkYxldE34dfLtfW+XbdSip2qWRl7UD5kdfkz3u7fcAAPNw4jIbzz7jcfP05sNgrRBGX2+plqlUpEc2c24CXkl2DTJBSp5LIZ+yLCGQx3zokvh15pKidbKVqKWmp05j0VPzRYcZiboy6O6ddugcjt7LLeHEM5J+MtSf5VPNz43DDfpaDzIyFDnyUVDlIRk10QCaYWK0IWKwxaFJFRulErIgvZJ//SJDhjwXznYXvSx0eEJpEdtwV3dxzyuJYe0DKZZUxiEjtGOWUm44ygdLJFXD0A1Qan7QsJuEiIdsBJB0IzXzXaMTVPbmv9KGPFkFDIk5jBxcjsZ02Hx67ikC67wXLHTvxAt1GZpKXZ7Z9Nt6HREZkSA6KETmFfiAOTi51MP4XpFKTIHDDoGZEoRafJPeytMtWQ99ZaFU+UQiwxE1Ai4bY5J2SiDhnVDzvLpF7YGHGD7OV6fDwIzZZlWZ6eAhKUui4ipfft9ZffPXpf4IgWHobL+9vl/fL0vD5/Opuot17Mzp9f2P3X3/65X/f1vyy//u23Hz8/ffnyRVU8mlkt69nMlnVRAaK5u3sHUJfl08sJEKi2vb1dtt68NyGVfQzdwiBOhwiWYpcNv3/7du3dTycpZbtuwc73K41ffv7pP/3v//R0Ov/w+cfr1vSu+S28d98S/opB9wVTVS9JwsGY1JBxISePyY71PLdk96aiTWstVUVLWUS0aqFy621vrTGoQBGrOuSCozffmHHZcM9oCIzoM1WYoDCGCRC9h8TeLh0tEzZTMxu3rMXOu9sZXXyX4aXHuk3C4DAqgUYyyXQKm2YgQQsl0NGF0BCGsApUQriXnro9KiwRQphWSAYfyIKbO6J3l+gGMvr+KoKLv4oIxYEwW9WWoKtJFOECyBgCnW1ywuwFMIWpqEpR+dPxMP+Gd+effX1E4D68gCPvVTNWxCpwZRelLLpWrm/NN98y4llIyxFBVPf49vtbs25fTFe7+5QjJb/V3XmTychk9U/O4Wh+G6O8h83W4eRvHzCsWkYjcgsSJm8+V2caNAGUYqJFw6PrTvf2vqVIVO+uJudP51JLqaUUXWoN9/1S9r398q+/dffe/OnT01/+8T98+fmLQk0kUpGcUBmseKSyyyw0iKSE20O16DDa934dM4wSZrhEuCNiWZfzUiyiMKrpaSmt729frzm0AwPM0K3v3nuwh/dlKc/ncxTZvKuLtxZO947U4ytmVkotVutyPquZ1ipqnYAH0UPYnT1RsSxRE0iZIMy7eJwO788MAKRWWRfGDgdDhtx1lQjxnjHjyPd5W5K3BcPpmJLcbbaU4gKB9+vbH7//TQB9PlUu9amevPsq1lt3FEKfnyuwAz5WkFUlxSqIaM1vOaqIwMAiQfa2XdXqqFSPoWZHjM+psT1WWxI7GQxmwGLD8zLCA6AGFVgEFcLe996tCx3ve//j0qKKh56WWpZyUjOrUuXi3Ly/S/QiKComruKgH/vxYMUTGjm8HcyUb0SAyNyLQxVVNEUV0+8hejSC2aKfdzBV+h4GmhMFqVIsCKkVtUjrsffeGfQOYCkqkIIqGMqCHuFsasWKEiBDpFhZ83pCsO+tt95b89bMYFWE5hkbji5WJ/q3y7f2HgWfXpZlMbFiEEQvFHd3MtCaEalHFxDP4FXNxbK/sD7JGuonkaq9uXePeIgcH2vtplosRYAw5+Pu++buXSRkJJrhHr3HqSajxLuriJo6ubPvff/j7Zu6nE/ly+fnUmxZV9GSvIBlWUTEdw8fHXQLpFjJ29bVPY7eBskST95wTseaq7BH9KR2aAlu3iPFJ1Xt/Py0rqd6qrbYfZLBzNcPSlJSIUjJiVaCjPPvU48cAYdMotMZH73EE0+TEFNTuoIcQ7ToR39avhGzhh0ePtS2744q6DKEvoa7Sa5vBEOisXXuudADZVABhurO3SMjhJl3CpP9n8ZzRBIhY2737HgYKLhIltxneUcTQhAYAuEh3ROwcxWBDdkRjixXANAZQqqQ9OhChvc8TAgpVqQwhUCO+WkcMm3pL9O7z6rc97Du/0zK/uDXH7LlWT/FwAyGWxwuSSEiqYKbWIJqAUaVi3fGOEsHoHi4d9duuuQ1nj7gzrsffgG492x/ctz3+fpDyj5TxT9FLG5Je/5180Ac0RoBQsUAqEmMbD8LL2FFF6tlrXVdimopNjNdRERvfds2Lebeh0HNL/Mc5MhmCcjsMCFmFvjxBKdfp9wuz6Ru3d29FLxXyVWjUgy0wJRbFaGpiEaIO4N00JDrffA2PLKyfkBcoqaWjbY2xEvHLBeOLZYAXcwbdBzngHQervCja5fkgypyxDgyNpehXD3vz4cA88gh/2wpqGTLU0T0vW0Xs6WsC1Q0zMR6XU00pEDViiSrO+/HAEQzd5wXVGapRMZdinCP7CsYvxUZ7SqDv3p/rEdxXcb3R5g2GJQSyE1rHOmXg46RuLtLCzJ0IxVYVEStuTe6C1IYM4GlIVp1A3Lk2Dy30jserl0WBSY4hWTDMyKYE39HyWdkv5mp3ZchDgyGAqQqDFPpQMbMJBn62SIK0YAAPlKCYZ6SXSGjVRVJXu7uEZknIhssRy0Vh4mI3jv7trdzD6oiRCERIkS2OTEiJDw1agOaDaiRfl1z9rpoQG2UUCKO6t94PLh2K6WuSw+Ec9u2tz/+6Nv29u2VYFmeYOICVzTv3vpTnNXK3tsfX1/N7Pq+q+r5h0+nT8//419/+6///D/+2L7+8faX53X98uUHjq1qy1JVxPUpIvZt6717sO8tWfkmmrpEpQbIxUxFYgRo7O5BdgZVvvz40zliX9YQuSp7K/W81lN9/vQDSunC1/7+1i9xR4mc9GNLddGYt1UgmQqrkDlpXpjyITiwrJy9oIKkaHJ0xw8m85BeYS4wK5LqlQGKsPk2ltzoc0ZnEEwvG3RmLJgO0qlR2Mds9VRH6AhKAGy9acZRYrtv93ifihmK3Ce7AWdDYjwCR+csTgmoEIUaLRngyfl08YrFGEBAIyzXqLqDFKklgJ5rnEpINUCVGyHEUpbzEvTWPBiQAFCsqBjEAvQ6WktmOhugqK2DoQKVSF4furt7fDCI//8/joV+OJOHN7v9SBBGLwQDvVvo+fRiutRaSq2mFAtHfLteRFW0OHPiNXQTNWEFC+d7Zr4u/GjPcSCNdwDn7dc3vz7s88T/ZuHj7tkZnM1Kwsgzc2UeQCYwBhqQhFapqkLY+Yke7++X1p0mVClLtXWR9L4Rvjdv/en5xbuX02KlnE8nObwvQCTVSCCQUAVd40BDRyz5ISh7zOEPLqEAGlDIWmrOHgZiWaqYhkRz7OGXq3t4rCdgqCTZsqjamU+k7/t1u75rMSyLqGoxBQwqEceFCFLMpJiItsBoJSFEKBbkaHAdUTiH3sHx7XTFMi/8Q5glgnIq5WnxPcl90rtINVUjZAiqzYF3AGa0zYwwZ3A+EgZyQMS+t+390pcirQvMkhkLCGCmYFmXqmYq3va3zIHobSwCVTVbqoVSdLVuvm9Nd7iKoyM234fvGHyHAQ9lGfLBtfOI5lSZQ4CzBGCCHPXKlTRyJWtWFgGpRdaynNbPzy+t8O0cZrotAiGrmMgObCIdKpBuuG6XMO1Upn3VUXEEU8FKVGz6U0QnMDh7cXP4OTYwGNFbzxwGgohR5QTGIIV4HKACBOCJhJLszubR3CkoluIHJphEWTehGAtIgWVu48kA7k3EtQgEES4IqyhVk2TcGVdsyIkFQUSY6Pv7+/72tpo+ndbnc1nWlZJhEIOBYOybtVYsirqLdbG6nurzF+8n3b6pafSvEU2wjvLRMTV6Pj5m7aUW75FaNO+v37zt+75BxSLRgZSij/Syoua+v71fTFWDtdSXH7+o6r/8t3/5/bdfT0utqvrzz3/9+WcSvbkNYQ6FQIOtOzyF03y2MWS1CWoGckwuS5o6GaRHOAMi56cnI8XMid4XAKfz8+npvJzOMHPh1fc97vvaIVnDGypyOkJCFUBMBgGBQpPMZy2VUDF6YByAasEtGM5WQxlNY6Pqw3xPKWIJ6Qk9OjAEUHLHzCkD+ZFjtE0WE5OcouECKgoPsESPCgJNjFpyps7NykBtgEb3Zq2TTO5UZGAxi3ACKPMk1LQIqNFJmBRB0g+jKyM6GUO7QVOLKQ1SAGomXgQBtFSmWoR9Nw1Oc19U1EANpr7+zfZzHKtqknoSK6IwGYyjsHrnIW4G5999TNtw++e9z7sHcuZvBKGE0sPpAjD13M1y7CYC2HrLwYQk2AhAuqirl3j8aJnBuQzsCXgkg3+fhX+std8VQSdO9fjs4R7ySgokB4sNaCCzTpUp1ZmwtELWVRGEaO8dNVWOqi0Vucwj0Dw81mUZrZZArXXGghhYO/Do/2687z+NwA6v//iDARGpICN4KAU0U1FxShcwItwJIPugxCAiy6LFsmrGi7boWgxmKXclgFGEzN7tMTEqRcxT5ytElBJUclRN5N6vZy/MUWG4v/wzMnvM2rWqVouiVCXFXUqZdZSJdcx8TSYmm9soBrI8bmZWNzJ9i95a9A4PsZzCcudllaWoFQW89y1bNMl+W0cqVlRl9NBa9JxhJ4NFk+D3yNuPgHKc4ve3MImbI6GXJPBSIeJKFrCQJcKOSrap1FKoJxQxXk9dBd1EyWIApZt0gqIiFsK9d1LcClQmw3wkSmkvc1ZvLuqjZ2kAu/PCkiGEu7fWmXBQUj9z300nQH7gvI50PsMJD3pEMIDs/089HoyOSQIhQlUOf89hTynhIkQopgtQFSviDb0jyIYOwKOTAFUhe9vfL+39ennft1LhciKkZbte5sHuY+SHwjVcWUR0OQ3WHhsF2Zs679g9swP46NpFTY2t7e/X96+vv//tl2Ly8unJipW1QmSDOFlL0VVFrTcXyPl8DvfXt7dSy/PPX8qpvvzlBynFVX99/bqe17/sWy316eWciciITMh1PS3Lqbfrdd+ku+27e2g00NMR7lsTACYQSe5AkiZBaoEGe986eXo6mT59+unL85dPbuFsEWz0rbfD+RHInoxE3DhMnhYtA3OBiIIQvWvzSIx8xtvJl5OBU6mqTp4G4NGDyXxBPalZdU/SaGyXa0i4eDDce5CdTmQIe3wcJ2uEoR6lCy36ON2gpXxQ0GNkGvOsjnunME2vezRdALOHimBwDzIll0l36YHu2IXSfSPYw2PI7MfIMhgMz+rM+IyxphOE8FRo1cVMiqhZKQhgM4zx4IRl15QKhZad+hToYK2NyKZl80B22wP3BLt7M/o9iHkP0n13RT4+8+9l/iRIhVaQsceGznKpfW/e24TdsisldagDIuflnBiedEVxLy7zlGR83j34/tE1f8za/9Sk3n73p68+KksY4ZIID52s2WeaCgMqUqA6Rs5wWRetRlOqwowK3AaCiZJiAqYGli5LraW21va2g9IntslbjpcCoQ8x9IdTkNExd8t9gezABIAeXUWEDtC7i8MZKfPORM7ydQl7QoJyXpfTumgtVk0FVWGCYqqAio8WKw4paSLH8QpFRdXKmmJuohqD4nQcWfqJOwLdsAO3U5K7+yki9byuzye5ugfgdI/I2TIYqsCD70WQWE/nsqxZcNm36/vb16O5K7eVzGkzliMtNVtVCwPde+TcN0bvLaIzgI5lWZfTOQTwRkQppkqi0CBCc92tFewhEiYMaI8kE2e9iEeMLcjC+8eFKWk+5sKbYXMibBYwQpzCyJhiOZ3W82lzbC3CwhUU7HACwm7g8nJaa91CtgC8fWuXEAZDQiNVqofxwcHLkGl4c841gJw0zJmwZW01l3O69szuyZgMP6XxoRothLiIB3oPJQKM1n1vLmoGUKl0CLIxVzoRuUrDI3MPlex/l0yfRCCpZasGK2gM3wOkuwejtWDQBtgfYnTpW2wbZYMDvaEFO70zomTLaolaIsripSDkykJhLE8EXYuLeDDCQRfMYud8fOfaxdi9vV8uX1+//vLL08v5r//4Y12qmkawAi1QzFSrqvXugJxPp23b/vjjN2uFClvry09fymntv73+9vX15f35fbu+FDs/nwVo1y3yChPLciqlvH71a3sHA3SACmpktTpab2SUWrQYw7P5JnNXMyjovvWI508/nc7nH//606efvrxt3/64/OYRO3rzdg9RBNPf3Ia4q5lIGQYjFbHvN/Bdxp9TOrL1cszw0GxRzFZD93CR6AGh1JOhIhrCGdG3a+vae26pcJI5SJ5axsgvOYzL4MuzOINspMO75Fx4Kbkb/WOv57h3Q7ppNPxm8DiDcoKYUY2MLtcGYU4XyaA+AiO55/AWpJMxKmuSUy0kA7McEN2lE6hFSjG1YkthEKYMG6CCMCStFThiI51TntOk+SQRScz699jV/zP5+Z979z994aN3l+MLkhirFR5s3Oh+uVpDu3X5cgT1OQdCxc71ZGqOSO6E34XMR4r32Pj0+MEff3ZL1P/dE5abw5G7n8xcmpgjB3JBAYRBiqb0pglQV6aqXNY7CYzJsZBsZLelishal6JlcPog0XriwqOgfp+1j5r7d9T/h1O8Eehmwois8PrROpX0YmSpHImeiRxNHQYRQAPyvKzr01OpdVkqw+FNAZOcxNERQU9uvKqokx7E3LNaq+bwKFGFHHLxcfNdk0fCw6/cran7RSRSTnV5XvnW0IPXHi1b6POJWdAH5qKsy+l0frHRUPjH5e3reOKdqRld1AIVYs49Beke3j15Er27SNAJZTWrpYQwuhmiFPMIwJCDVuFVtYiEDsqqDopCcEqx82EN3rn2h0js4UwG4gIYYYREgJFZd13X9enJWw/ZXegGgjtSlaMb+eVlfXr5dO1RWrTrhf1CZNU8OEsluFGWB9oxYg4ZUIsmunKwAxKcp5jeXHsb08IHkJb0/YdFqQHtQY3Q7OZr3VsPzUyEMIQIPGvvTjhUaMKITm8qpUrJEvvYD5BilqtMTejR4EF3dnduW0RwzW5nUAtDfI9tD9vhQDQ0ont0evRtFw+v6EFSoRTKhgJB1CeSocWhzkjanU588Hg8uPbeve2t7a3tG8NL2gNQEKoQZa26hm2N3sPpPaIUXU9PZV0cLoJt3/n6TQXP55O3IGw9LYHw8O59pG2iCXwAnuUQq4t7670zgjkLDqNZBRQ1UWFRXYp5CLR7sHR3eFURsWVdlvMplNe4brG1aDHBm/uz41Qm57SMzGHxMtRd7uPxQfYiEcyFNbAzQZXCQwHxmFUwGnZkhJEQdQjFXXqLbtGsp+GBZCPuLKOSkbWiiIwRBAI0gVCUCmiX0feQhPKs7qt8b0hFyBg0RMawhhi60LRKanZLD0IZI9BkypsnkzfZeTaEDUMHqS6NcMhUNVS1CWZGwEN6R0j24RuoQlcSLpGReDYVQsa0xty6BFLsIpELgcitc+/j4zt3TeDeNE1iC3Az0Lcrk194+Nzvrh2TmVKeCotyc/ctXOhgdIarWV0WHbP/GL2JRmyMDtpoRMnNNM/rwxHgLo3/LknPxTpSlbEqBqvj+4dg1v9up3qTlqeMTt5MQj289RyMMVJYMjszWQ2mI5m+C3umAU82EEvOiFZZ1gW97dHJyWC5g6p5a0v6/nghk0YH4F4WhdlxlJnjhMOz2Ts9/winc+dlhwKElH3v73KV6JP0rACdjAhvHe7zWirMMihNg6Ka3WI6PmLw37IadKeMf7vQ+ZHHyX3cdZIlvkVttWgRcBDhx0ggzKgrAIm++34NNZXivR31MWbikQLmhqIwBRC9O6Theg0fowFSXK9UFVX3PXprtW7Xa0Tb2zVSylPER3ATApraUmpAgwUqS9eQnAiTqW/OOv2uazHjjGQEykjaZy4sAprCBggIKUfFJlX/Yg9/j94kwjkS3yyGmKTUoihEqYZaVSFSDBg3OGXnMjHAcfFlXm0RG50H5OA8DRx8Pm8U4oPJS5Psfxzslbtdl7BKjAiMGQolEhneEQiGqGgpouLqkfnlKGyH0ommLKZ1lHDFkukfJEMgUtbSnb7BA91BR0MkTKZmYoO252kzVGnqBSFUBRx7j+jd+7V3riHX5dei8mxF6lqWU429CYJ9yOo/WosH195au1yu18tlu1zC21p1KZqqBcUAwflkasXf2t69h++9ldPTy48/gHz69NR7//r167evr//w018/vTyLrTjtT+eTwztb6zvNzsXS4nSQ4Q6I2XI6b7vsfQv3/XoR4Hx6Mh0DzSVL/EWL1M4u0RGxoMHjXLTDzk9P66dPXvq3/u3qly2uoAKWaejtTh4i0jOBCLJ5VwEQR5kzMZ6UeUkMVkRMTHLeD6A6dSzmIgIkOT7DjpWMkAUCvrd+YTO/1qZVlnMRGZLuuVWcDNDdE2yLIKR7Qu6WwF6KKYtwVAmFyW9/EM9IpDgYkfV1JBxrAklhXcva692uCLhzJ4gEP6HI4dtADjqCSJGhXywA6YAYiowJ99LJoIeIY3eK+x5gFCEMEqR4NDKmcmoxVGJEyBncCfPKH9IHeWHuB1CN0/sei7+58j/J3T8kzfzux49WbOSEsvywco/+y+bNo5GN3ru3tqzrUmYBhRrYKBpdkgwBAiuk3uUPN9Dnw2Oe5fcHN7wf089FHMXz++McbvjDm2dVX0JApMSICkSkN/bLbqvUp6Kqzgj6vu1b242rLUXE0inz8L0zb93aDmIthVZM7enpSbbt2hqncuAoTXGmuH8Glhzh8oHJ30HbR8GSyMU+4oysy+gY1DC4/4IkzkOCuFy2/XJdi52qjpSOdO+M8OvG3kuSeko1MzErZipqVgUyR0YNghUSRBqhVWLPw0vNgGk4j3lGj9iPQlRsVaBgS5ZX9J4eKaO73CwUhO/X3QNaRKy1DTMyJSVvTTGaYC2yGITR9tb69dq/kdJbMCL2HQwrq4iF+94uIqpag733d6SqmmqLCO/wAFHVzsspxFyqNbZOh3bEBEpl/uHHXZE145zceott0mtF1TFLYUxVxZC3CLC5X6J/9RbCIC0H1gGhRgCmYlBS6SWwrDUgxQoJTXVOy5iLkrTvmKuSo3skF2oWJxJyHXmBQjUL8T2xxZBcZiOkeCgVCZD0Gjhnq3MqCzDQW1OhuSf/TFTDNqI7mW6FQSFK7Ko8yQmmdalmxmjp1+hU0fVcsKNf0Z2tIRwRriCgthQUdYUDLUJAmIWwE+HEBnR52/zSeLX9om+ny/ZD6PPp9J//8rOYLueXVeN9/9Z9zyL1hw344NrD3b2nLT6t69OPP56fTn/56UerSuuEd3bZsbnv7mrh9ByYrCKlLMnJ8vDtuhnlTD0ty1JrtaKQ3ppkFyIAhkS4eF5/3iz1mI1h2U+ZRZJMdCWYRR910g0sglOtLkWLhEaP3nvzcGgOlcd3md64fZN6nH+lsdGDvjSelvhOgowyeR3zt/lkhTBnJQBQjFU0t0q+q5kVK6GhKMYRIkw4lQMnYm6iTPc5vJvMVkpIQhdZNqg8xn1+cA83Zsm0pZhV6xtsem+eBAqayODtj7RxqHwQEKOpFBFTsdTmACT7NykG5EYOGS2K9GC25mf1eiDuibXBJQkx0ylxfBlnPHIoBKhTFvfx/G5fb6eM7x+H555A3OM7YKYfRwb96ONNUWEnC0A4wBTCg81944CIh04vRQFFFzQZTMQJJn/88Hlcf5rYTogpL1W62ekL5btVjJE6zkRl5OsAcnDREPdIdMSia2oYTGvo0d29d3SjQEGVguRJT6L7PffIIwQZLI4kZljS2w08vMJ3Ecdx7ge/7/EmfYzOZE62mwHQeMkAmkbgJ3MfAjPymb1mEbxeN9/307rWWhVQK1DlMO36cB8O7G6cxNgkswFuPgvALex5jMo4FfpEpigDkBAFRMwgQ0NZhq3rSd2GmHsfGTsnWEFWs2o0FUm9p+6igdSgGUhG+lAwZy2WWkoxTZVeHphVmrYUxB6hjyrUIlhKCCUQpM+lN9HvP7txidopZlQsGKKzKsohx5GvD8ck6UUge9tENd3r9NbT+k0QEpZgksyVy6y7SCBMNA6glcfHH29yN/tpLqFBsIcoJOeeME3LUHp8uH+WQk0YGOc07iJKKQkcCrMpLUElA509g9iAkM3dQtw6IOFdgBSPTWchItSgcORsc9VljEugu29tK7u8XxebffdRlFqkQoJti0v3LXg1sm9rezdj812V2dmkf7KpxuPOtRO9t227gL5W+/Ly6Z9+/vH55ek//qf/AOHv7/+69et6sUu7xt88SnP31rfNl6v7YuVlfQ7rr/LVvf/+6++/B//zX/7DX3/8+aUun04nIff3d5pRIKLwhojmvQ3KiTIoARO15aQiy7KqSNsv4dSiRbRLT6L4rpcuXiXMdD29hK2XRZu2a79c94uaaC382D0OACqqKGbFimXb2ox0aJpZgankGAwMsVWBKAh2dKGYFBnNH2XkzSomIiJmRoR7z+xHctgiuC5LkcVi9zATrKOwn3mCk8mMCZU6p1zLcVRiN5s3aUimUshgdMWDJCTDIxoYszApBIIdsEjgc9B5sufFVAzJl2McGmvBcPdgn3OXziarqhWr6fsFUrVqRlqg0p1jYJbTu28URGZFqegAEvQsVwlUyx1wlDlLLgg1TJgN4UCw/amtOa7I3ffTnmVg//df9u89CIGdFKEwYyd/fQ91vvetXTvbtXVVLaGiKiwiaqgC08uiXiHVTrVpuHFwL++5GoD8ufEEgJTTnMXE4dbu3c/xOMqhowo8YiMBRUTXnAFjRUUjciqiyu7FqsFItr233rfLdds3C7dSbK0WtZhZqUelRuRG295730mVnC4Bq5Uu0vb/+cs6Y+Hv/P7schr3jkPmEEO6XydsPmKCPLoEx0bvDBBTyjHjot7jl19+3d7efvrx55fn5/qky7J2Ud4GkX44hMODz8AiofNxY44hewPK+HjjQG+9txY5B2VRrEqgd1gpaz0RIDvD0fZARL8Gt4A6dAzJndr14mHky6meS1mrAfAe27VTG3pTq3VdRaHe4D0CvUWpy1rqsqyn9dQ6egcYKiJgKRZSnc3DhyCSVZTVlMHWA/TuDHAd5zFX68MZ5tDDIgadzR6ScISIZFdroWiS1VKb2qkI0F2oS0GOEgVSRr6k1KBlnECAqljMHJLjuEwGDgKBuHRGON2DpPvAbkTETESyyyHz1YNSNzvVkhlUlowIRmuo5JiB8VCRxXQtGj0CIcnWznxMsRRhIDYltG8GMa6Cgo7YomuYupHhfTcxoxUtqmpWEtC2SitACSn01luP7sPbZ/CeBYP37bLH9bKtfW+l2Om8WJHyvIpyAXXh9dvbr++X3WIrvrKjRufT67ZWMxNdba1SSs6nm93Ux+NBjU4UqlJrNcjz09Pnz5+en88vz08Q7jxbxwVXWpzOZWvWdsvAFIigu3e6K9RUsymZo3aFpMUnlYUpgpgSkJHTeuTOkg3wLfE075azFXkoxCY7kcNzJ64c8IA4nRFMeoCIiH8wi5hG5PjEI/qf9vRO3JRy+x4zF585PmZOkQi9zEOPXGhTM3DYCxVQhGPWQAIGGHNcUmV29iZkGD+hvBmRHQxbjiMk3OkP7WHH8iYmZIvh9wamJbn/gmRS3fP89W5H5zlO3RgAM5eeNNqRWR9eK1+Q+VYeOYHUjcKBFhyNquDo/583Q27M4+Oyc9zXw2ffHrw58j/51XcJ+PePf9/tZ5wJFBEVXcyW0nspvWTFkRI0FWVeIXKqiWZnokviNw+uYLYtAfcl2+9ObD6S0auSW+PhyCfykhdRgEnkzqeIlFKqlZzNQNdInt++mhkjPKlY7u7hHuhBBC1gIdBShkU8cOSZLGVWOskDcpfhTaLTg6TIdxGM3LL2w43O5XPbYSIjYz7Spzypu6/HH7n9IUZzFsaM4NHoORjyA5yTW9Ty4QbMdT1O5H7u6kQkZgY/T/A+RkvV3nAkJq2zDkxB1qAIFcmCrU6e07jPeHifBP+q2VJhZiJKSM4OyRU0l4MgwcsgIDn+d/TVpmLVvBd5zTn3EuaOUlVDaqAcReZj2323MmWYJxwEtNvFz0Q8lSnBHIQicBmdr4KBhOhhYCckztv1HfBnhrUqd7dYsxkFo+wuSCDgdgAAAFXEgdhj3spcNQnK5D27mfm7lXnAQiSz9J45/vyU0cqTTBiK0Bieo9elEySDInR3gUTvIBKvPyCtGO88luoARo+6MOhE9763PVDMNTTl30RMpFCL6GztFKFH775f94ubdfcYmEYepHy4fQ+A/Ol8evnh5VzWs60/fX7+v/zDz6fT8vnLCyVOL9r6Vr/Z2/6tnPTlp3W74P2NImZyjc7f/uhwFtGyPuuziSlq/bpfqoKxalCCgmDrIRK9RYSzBMwyD1Yrog72CFH79PKplvJNZN/33vet973v137d2RrgHfu7O+Nt/6MX86dPXBf3Hb2rWpVKo1OsfKhGj0kBiJ6ZoqpWW2SAccjOC4wqQM5qDbrLuNhStKoqifAoAoOmMgs9Wm8evu9Xktkln51yhBEawdjFRAurQqsWCBw9GMU81E2LqXnE3rtOl1mtJjKHbAcM9p7tGe39/f3b23ZP+CQ8pGfoEUmChQI1qC0oILwxfNY3RHSwp6dGaZJI1OwEEYSDIagOcXiPlo2CIdJz03knmdyURKdkzBNjShXk8GBLxlDswQAisHPuNkuVtCnrG5jhd/Kh6Hh48Lvv7z39/+yD+GDaH344bK+AiwLy8vn5vDw9fXp63l/23t4uF5ra06pqWgtE0YAhOxDSQt4DheWsIfSjjjq/zkRQpt+/O4BgOJyMoCkZTAAVWRka7kWGJq8ciW6GlswyiZk9fX5el7VoUVETMdG279uX6/V6+e3X31pvb9dr7+162fZ9R4MoraF0rCssmQRZzLqLNnLyctwaoUkwktdxI4tlkj/+++i3DkOJ6XHntZh0ST2uz7Djw75TR8aVmXkKhFFEhui4DAWmbNezoqA+nV8K9bycTlbKoLVoImB6d1Ccd+N+TSgxA1ncd+yP0+PHJUdy36/X67Wuq1qV1fhUpEP3HPdcQYaGQurTZ0C8dw9H6+zZ8DnMu8JPBoV8ea7PJ3te6lpKaO26Sll1fQro5hRwVVUx743hta6qpffY92uEt15FHNggERF09t5baz3QgpQe3gBVLVBUEaW0VOU7UgB8lCIPCU8tNR0LQhLcHjtXcshddPdAtzG8DwLPGnzK4iMxfLFiKkKVPtV6BFK0TEU9zGplADABLHvKwVGnkZKCYnDmLAFIJiok3OPI2zOamXnIERPezfkca82EhT3CR91doAUqMWR0aZ0i+7aTZbFqrNzEd+x7v24XUzktWoQ7du+dAdNSba1aZKojNvcILtVU2L2ldImAVsyg+aGd+9sODdvLXlA+86mK4WSlyucfDaYb7CoaYA+/7Jf/9st/M5G8H5s3J3ynb/BHoPNxXnt2MC31vJxOp3Vdl7pUKwUSp+VkJk/9FNqffA91lVT0k+R1t7bBuerJVOuyaCmq4oKYVLOso4QHBT0lb0UjA88RGg7St8jEza2oOhMWiOjujqyBSnR4xMatuYqfQEvVgpFHZqj6uEzH+uWQJwzEaCm/q6PNv+SQlgiGDCV5VbU5TmA+a1Sxc+hqhDs5SORUBfIf892nRIwOVlzMHB0mmh3fo4iUlM5UYkxDk9bfo7Xe9r5tfd/7A0kwywgjdxnE1zRbOdwwZ6JP7sCM0SWffeRIolKSvgT6NIZMDXnMGfbBVL8Y2nbzriUGkBPzhnnMTlmKTv733NGAjI6ru2xv5DTjzn2fQtx/nYDGxyfcpx7H9zM0v7/JD8+5l7UdkDDEqi2pYVSEm6BtKcch+VWVQjjQBenJOyHUAGSoCjx695F7/kluNLMrYDRxjFxjhJwj9sx9Mu/rPFaMqUFiarXWZTExFSlqRVSAiNhb6+6tu/feu4czgkhv3YkepUYkIH4Qu+6BhKEW5dOWHjfnoHfMO4cDcbl73MfXR7J1ePe59saXG9Ukv+EwyPP0VR6fIIcJFxGoWCmVtZrZkOC8ee6PGftDB8JEn/jQyPeIluD7e8fkJxWuokITKWNUzO1sRCBqZRExaIN3BsU7RyY+si0TFJVabClWSlEr0Oq20BZaAeGdyhiL87Y9JIKtdTL1Lph0lxTxzhJvBCJAgROiKJrb/FayHmbxLsN/2Asj15wRnMicMpqfP+wHBaFwIgSeMGFas1sWPV6emr4xDdC4m9PT68yix8+PoFCgku0O4smsmyZgck7HfsARrU0LfbvxH+J6mZ/MuRaJOdP7Lt5hMJxRGYpQurqj9QzDx4BqEbg7iar1AP2Z80LINPqiIQNQwhC21rx0dASJFo1BZxg1sTurWFbJuKN5tHD3uGyuAhOTVBzlEHz5t7J2777v7Vvj/r7t+7fW/1hPp5/2H0stT6dSyvLjy08v8VxtOdXX97qvdYtAd7SN/dK8cd+psE/nH55fPtWipWjpcWmtQs6qBL++v3nE17f33bvrElJezudPp7PC16W6G0SLWQ8i6fNi3v16vTbfw72Yfaqftr6/tctl3//5+rZJfPpS1pMaYMWE9L3t2/b19fXrr7+73yV/qeMORlYlBAFDV5ExstesHqu9qpnZZDZhtLIXE0nmbvbEKxQGkUi+pOT8oFIWy6mTeQPTF3AMZZDDOM3FdtwRhVQpw0IG3vY9Ii6XrTffWm/d961tW2t7v1z233556/3GNSOc6EIFjHSwJ0hBkUCXwekxhjJbjhhzCYpIBeihJCEKiqBCKsZbMJKUaMPqQSCSM7rSqgbgEBTUEIbvHJCxFJYitgcZHoydV4EqS2rniQijMWdPDHOtIw09jP9xfpjM7EEv+2BlvzO6f4cZ9G8+ZPp5Feiyns5Ltegavb29+XWTonE+SSlyWtWMTgSlQRqiR9uucCmqVKBqzu8+sMdxr8eh38cfmCwb6lEZ4l3Fd8KikZnL6FMaHMxERrVYqeX8/HQ+P0lQOAZZXLbtt99/u1yu79drd0+JOVE1Ky4VKEFloAedHqFzonEeWFaC07vnxuGYqjVhymn9xpMwcve/e+Wnw54mP3ci5fAAcnuaCAbzaXwVgcze9hHDwh5eJlLs+fML1+Vca1VTlcFxm475ztF8B+HMxhlOFt3Duvizc2Jwu1yu374ty0lFsZRguDffr+5m6KKqsmitnz7/tS6n7s29v3797fWP3+gR7BCqhpLPRarJ02KnpazrqdaVpy88/eiUq6vv++X9NwmPyqo411K1qEpv7XLdXt8uVsrpvKpERCf79XL13sNJ6FCXYQEqqMElUldtxB25PGWM1uO9SaEz+ugrGiRiFUI0/TcgHRCwKx3sJi66SXg0T5+aaT2Q03L3NDo7m/fI+W+Z2c/tnNbRIzc7BbRUHh93V0opAFpP+yKSPDsmLYq5rJizJjmWWibqwe9uN4ACVGpTzQuACE49WJ0QYiC7QLGrduw7vUNEl6UUs1IXBXrPQqyb4XRyqd0Z/Rou4XAEikALuapzjOo2o6lAFpHVVFezQOz93anXS4levYk5eg9oBUPZQXdvTrCNCwsBa2fKNRc+YhIfGPIR3n1nNvpfIe+ndrJTOa3raf1kUs7L+YRla5tHB8Th7uw9BLQauayCUaqdTudSrVTVy7Vtu0Chxohtb63318tla43m0LKacakKJDvCSTVLTdkkB0XQvWeNXVVWWQOMjtb87e3tHb7uew23bJYEwr21dvn2dr1cH1cqyDEudVTVQxw+OiNFbEytAgEzq6VwxOmjWqcqhwvK2SGjLpgxMJJWALNiahmPRiGDGmJFrKQd/js1YQIcDfRpTFvrvfvb275tbdvb3nzb9u2y9+bXS3//tj8qMBDM+mxm51nycVAi0TA1kdR6uvnFcfSz/Yc4amp5MZ3w1LbLzP/uyHUKV+VFSgJ8UYYiZXcUEGMxMQ0VKsNjCOiqDHGUxGRuDWkDdP4wFPvIK/LbIwU/njQj/dvz7+GM+c/hPu6Q8uOncnvGLSE0K1XXYCls2hpNoYZSUIusC8xyZJkUSgm+R7iLiDVhES0Y6d+/xZ+7HS0HkD3UT+856t+FODIoMzNLTjqnmpVlqcuSgpkMBHvv/XK5XLdt732w/TPJV5WcBk0BJQldOfTgyGA48/aYufmdXMQtqzn+P67rn7vB25W9S6ITjrhtCc4kbbj2kSXmV5nfZ2wtI+ca+IiMpG9ZV6gmWSKrUze+6XEpiQ8/wIRw7737vDtpAv7krAj63vq2M5jAiSwW2tw76H2nWdH1pFrW0/N6eu6+e/Rtu6q9BntidAqacimyGKpJNTUrVhasT3j+wh5xbV182xuir6qAPFktRQEftu5yWdZlPdc5sDda7731AapBSYMYoEwhFhwZ7jB3M2H/mPpxqGLPayUJQ2aFL38rSIsjSFUcP4DRqd6ZQSLJLgBUkhc3xLOmwb3BMDJjX85AUMdyES0lWUoj85WJS3NIdDJBxDjiYpnkA5n9yvfLcYQ9mUcMJe9IU+fjoCKSToHuISE51EyQAwXNrCSA6eSMDSI5rL27wzu6AlVMhLXAKI1gikBaNvPVolqK9mi+NUK8tw74BjjVszshgZeEydE8r1OIQCwkKx/2WHD6wJDfr9v76ztICX6V9rdfrqfz+u36fj6fKP/xfFqXRc2wlvWHpy/VqojsvX3brgvKp5+fe/P3ry0a3q+/9n5Z11Nd16X1U2uV0kO9+9evX7e9/etvv1/3fTk91boa/alqtbLWRczEjODb5RtIJQQs1U7nU+/eenXyfdsv23bZt8u+X7Z9g3sEgByYs2/v2/vFW5N909YebHwgYlBuDYNIrCgjUSG2vg9vIfBw71VUVYsIzZJwLpi1P85hjQl/p7EsVgWwFMIedolUVpQAkwoRiL43Zh47LWWLjnBARA3MsW5MT78spoayyOpx3rWdjQHv/HWx/2K6392+A/sVUZElYxdAkG2Dml5DMHHCaeKHClwKNjpbgCZ1rg0RMaAC4p7iisgKGRMeQDh7xy6w2dwWGd8obJGlpHZsqErL6TUyjLMJMkXnJD4Phzavyr2NmdlhOh+JhxO+fR3P/bPHCPS//zE+/pALUYjo2zt9U79K7L4zoxsRChwhB4inlBKxQlwEggCcEqqA6HzeNCZ/emAxdVVHVx0kMP3Rn52MHAowPGosiun7yJsNI2OOoeJw7LMbSrRQC4pAoSJBakYWE1Q/XPvh4edlHndqVHSmUP3tcx/bFPTmumWm48c/b8yDwxQjzTgSgxXFaEJJRGFMgDh8fHoCmWiGSlkWNZXu9ACylpZHPJLxAX2MGXTH4hmBichxIjP8fdQOelhChDbaztFPI2JVUSVqILTtDBuiY5e3t757871H37YtT1GGL9MCL4hCtuv1ve97V9vZN+2v0ZyX5tHbvm/CMLXFZKmWtAglS6mfP32uS3l6ehK4tx6uIg2iHhIh3aX1HH9XIZZSpzFZkaNvRhgTW35YmgLIqG+OQF4oOuI8ED2/Djm6YWkwVWmJ8LGOuhA9L3SgM/eRBKWHEpmVCJGqgVDocLIyKrYYVVICUquRHFV90D1F4GO0cM5tM4OPGfTnZ989Yqg7iVCde2D3Lr1JjhoSkWInUqIn12JygIf9MqXQu0JqKQldBnnd92AfNSx4oIto5OLVIkFRMFyKWZFU1YN2z6Rfi4j4DnT2a48eGiIBZ/SIHgyMKY5ACmGyHCIT8tGM3Vw7wba1y/slbUDb367XX0/n5erby8vzy5enT3x+kdOKspTlVBcVCcb7fr30HYqXcvIegWibX97+eP/2x+n86XR6rmQDqqPt6Pv+t99+u163//Nvv1y27dPzp/Pp/LLUH5/Psp7OyyqqpZi7//726r2f18VUreqqq7YQ9Wvbtsv1su+X1q5t3/Z9gydZNAPOy+Xy+uuvSi6E9H4faQcRFA2BQIsttsos5+VlamiB0YUZEtHDSqk1lwsFo4I02KzBQTM98gWVYgXAnC+HY+8UIXUIsZGxty0V8fPlhHhjb6GqpUpGk5xNG8tSLKQu6uFx0uglPwxBu02jR4qnzP2oo2alzJRbZjltGtG0oHPoLQODwExGIzwAGxY4Y9oK0J2SbewDwNAs2A7XzlK0jMm5kKLFtC5YCrIbTLsUiuY4HIHMnZkl1BQJ5cQAvgN1iaPEe2RR0ygfX+ee/pMHb7/+d7w7BbIQNeCtXXzfjJtx93ZLogUxKhUAKco0SrKKeE6OEY3RHnIgJH+CAN8+P0uk1OlGZQ7NnPDEOIc7vzIijRHzTD84Cpfz+g1toMzXY0RMMuNQWIGBmnlqFl0maXqm4seHzas4zyOXLgnopK9g3qCHDFdmmHLA7gc2Mv51IGEzix+vSkBJRnAwIhe5BQcHtpMp92jKWqqGMa7DtY/0bIZCk3YhN6r/rHfcForcryhM7/59XCikdmpjCoKpiZqxQgrZ2a+ks650ie3y3ra2e+vRe2u3ICdLgZCCMHrfejTsUbTKlXHF1gN74uTeRCDKPfTZWYOpf1hKrfVUFjudVrLvsfWQ4dqJHmjO5qhiRSuhOWN0unZAOOkbpCA70h9OccIwOU76IGKnHnX2QnnSSSWrS/ciH/Ac9coA2aEEI2IqeufAU86pLWPhYyRMAoGqHlYu10D+cBAQ808Mnp3I1LoaU6YGEvYBw5vfMW4gpQS9R+sdrUOtVFMTMzuB0rVlG3HS3cdaHkGMi+hSFoFcvQdjb7vHuL0UpzhhlACyCREQh0BL0Wqg5jA4Z+coPGk0AHG99N480agB9yOzQ2T3q7OTESEWc+s8rs/HWntE764QE916XL5d9+vujqent6fz06dPz3/965fnp9NSSylG6Pn0olYD2qK/75eufnoqVqTTvZC27QP+kw6ESS/eTua6yKcnXasX2yS6kmMMGyPCd49gXdZSazb3t+697R5InaO3bXu9XH75+nrpTc/rqWqpRQX7ZW/X5nurpkoWhtnDuRa1qkU1M/GilCPqV82yek7FFUA0OfEA6U6Gj4o7MtGk5JTAhKjG5ZZhe3NCxEzux6YokoNPwgk4wVAeXPiEWKmAgQOspkB0tLhAmw85dy2DdSiP8Ev2bOU4txTnIIkIgQxxpzHKtkcOHYYEYzbM5OLPNoYspnYfkbqlEZqptORs9+4eghS0d0hQVGQUCDgkwyToGtk2NoLu4QZVxixkqGrEUAtn9gEMS/FgYGbkzUOxbARb6QwOv3I4oLHYeectppe6fR0xOEbpWkCmwm6lLlBqgAhEix6gFNViWlRtagnND8wSj1RNbgyGiRzc3XtjyQ8pLfK60yOQuXi2dyOUerjQwQ/GvZU6EA6o2vn8dD6dl2Vd6uLoVMtRwaIz+OOHB9ZlqetzY2voAjICkrduuHROc3u8weNRy3Tk82Bm6PKw60ZmOpPyGVhODYfbucwnyHwRcn/efi/Tfj0GCJMLi5vznikMCURARFLZYQAd91fwtmRyoQzf/mdsxz9/+HCe0TpAKmmqT1V2SINIkC0iWruo7B4edERTuAwhRsVt7JqS4YFonbE1lbACUTMbfhUDErr0gPiqrKopOQDXbQcD+w53oaxqJWFiKMRIqwnd+oiBgIHzoCOcWd++we95hcgZ+RzB3chbB/w3suMjpwBExZIPnLTM1OgvKgBNQ1UgITfHnLNZU3txZGkyF9Pg2H/k26oqROKIQnOvDRwSyGa9zGtGD8ZIo+6L0SS6R+u+7d5bdHqQrWHfc4xuFPNSIvsBEiNySBGllmy/HrooIilFKtGRyuUMtTFM71buBCPJTCwYX5UhEaMZfOY5cySpiWYkQ6EzWpo+Jwd1zukklYYYEfAHw/Lo2j1a88VKKSVavP76zSP+5X/8tp6XCP/0+bn5f/zhp09P5/O6rufT+fPTp9b7qZ63vv3y1vcCx9K6b2XrW2/75drfuhYvRQPXkIDsT7UtBUJpfd/31vueE0yFmT1v+w6V09MZKm27eG9736/Xa7bz7L398f72++vrf/vl1yZ8/s9/PX86L+tqkP3b9dvv34phqaZgIYrdWxmpWk5lUbWc75Ku3QYklix35nAopOaaCJTBxogIF6BoEWg4wDkAgMCoXZqomhmA7jnnRmZ6ISpatZLRozFGK5tN8cPcFAEYaAwVzTK/OIM0eIB0BkNVxBREBGdv+rFUC1CHMrYCShnrRQqqzrvfZKpQpbGPuYezaRsJyzLYhI2hDBNRkyKAp/9zhZCxj45hlSAiq7bJ+YcCEjFEHIfvTZQLORQdSOHbES1BVAEZzBqhA/64TjmLu0cim6ZktkoPJ3jvtvHgOcbT7j36PcEtjblCLFCIlbJCm6CXCOfee2doLVZLqUVNY1oLGQ1DWcFU+jzACBI6E46HTj7O0v48Wmf4aGgXMCSz92zqvdOhuE8cp6UVEKr28vLp+fx8Pj+t68m1RfdOSoTZ2AOTMh1MbQPgfD4/f/rytr359iYSHjEmsdwFSEdlZAZW94EFD2wAwxwPkzzS8OOpE0w47sh91v7BHuU/h3boSGuHmz/8+sxPjikK07ccHPoRMStIemBWKcaxPTwes/P511Fx/3ceBFpgd+4t9hY5CayoflrlGnrtgojYSYnWRygoxMxlcvETpoRgKIQQ3Dw1flW0itZqBQDDCAQ6gW+7bx5P1c7ViuoS6pB+ZQS2qzAMKGoC7RFOS25CcRTOpZgERZWMQunpIRnBh2HKHJOkx6pO7CybKY4ZjbfnzwKIQkWHa01rmTyqLC9nvJkdrnEQMjOCjdA5fyu3u4wmO+RAaU+Zuzn7Nb37kGvPpC2h+exIZxqj2bt368sYZ7M33/b+vm1t92yoaxv3jWpSvXtFrVQJE8jUs4GWpA25A8hB2ZBUhZMdYPdGdKNaMRUrUoeFT9g4lLRxN6kRwfAIRocIShl0MYBalJbuQbhHd89hI5hO3dO8U+1WZ/z7WbuM6yOHLQ2Pa2vu8eu//r5dt5/+8pKiVaJSS/VOpZxsVeBpOZVuewsQvhhAqqDlwCmk1D5VC4u6vKis3eNa0LrV4sHu0b1HhHsHNSKFx0fMBLL31mJ7v76/vb+9b9cQQLWua13W/XIlu3R/WZanp/Xl89n37fr2teaY53nSmTWm4OCUuQJxG0g5e2hz/kpGpTfzTxkEyhz2pVTl0MdQ1VIEB5N8glrH9S5aYDlVNlJpIDKcBZJyHO4MdzrZTYeEdUr+dx8C87MEygmY3tOVckfZKN6NWdSJsaWN1JTSc1q2qORmytLaQCd1nCtnlJ7uQJCbZahEHekiGDK0cBNxOLhoitFdyp4tCWMKYu/RiPFOHjpypNFCqEHxo+3kMbnlzHePcz6MjUzLg9uvScFd7Recd1Emm4a3uyOYE3uVWEIKdYWuUFNxNWdsXYvAjGZWsltlMn3ugomZLOqQRkhtyrFR51HcZYoPViYBeTCUEgwJEYvZkyezBnFX9L0R7USgpmZmx2rHd+8/4rg8ZIEQxcqyLO/t4u6Eq/lQecYtcDheftwGHhd6wiG32Cqd4W3Djb/GCsx/8vjh7cd3ifn8rYzteXvG7WLOvrT85NncNJP5W/49Qo8xcGae0J9w3Wfc+N19GUICc/HwwY+Nh+ZQkwh4p1uEaSJSJrqIhIxmJwQwhU5NRTFSsQC7Kigpxx4pq1eYVqiYqpmNiYsYM5xIgZMtoJ2uDPUcJM7w3cFAIr8pTzMW4wDMcgFMvWDM+8XppT+EM5Gme8DbAqpo+uy8FhNKx8BEJLt+Z8GNI/7SA6MfSLZMEHDceQ6l3OTUTpXwwD2IkFASkc1mcqgnjLWkN8c9vHBCA7y7lx8CuzSlOQNv8A3T7EnS5N07sr7PA69IM6iiqZXmAQTj+DFiaDcwwUsXMMUDcgZYend4qIwxfpMENpo5xtgSLTjipHCKTj0wcA4fmuHuDHo/PB5cuxVb1moRYJcICfHdX7++kfz2+7fTqZ5O0vZL8+byGdSK86mUH9eXzrUqt7574NJ2MWnRS6c7EYEejPDqCn35fFaUz14Ysr9d+t5WrNfehVhDgtz6rqq2FAsrIlLKRUWA98vbH2/ffn19/T//9s/X7m6m6/L85cv6fP7tX/775fLtP//DP/7TX/7y13/8D//pf/tffv/1l//n//H/uKzbvbHTMdMxt0raSw52UAy3ppBSzLRkjDVcSmJlyGGs3PcWEaamZikNYaWsKwG0zNUACAfvARBgsfVUTiQ9wsP3ngMJgoB7C3fvEd0jvPempqd1FVG1Qsrlem3dk4Lv4T26QBQa9HtDU8RWrZGbNZV2CHDYaxVbdFWxROs6W7Dl8TDD2xGZ3naRIKtYZIoAQ6H1MNm5M9WKamFQIjA5MFpK2jNH9NYwoD6677tfBWK2CCQsVaoUo43fXLwx9/mhvXW3CycIf9vn363mEdEMkeZbWnc8jv0twxVDYIIiQIUa8NJRQ75oWaWwKhdZAkan0JdCU6dEIKcFpurWNIcyxAbrHHuCwVnVPzGZD49Bo5O51lwSBBQZc4tG4D/k0o5KT3o9EdValloWhQ78h9M5z4d7jxi/SLO3ntaXl5evl9frdlWLCjczM5O/1+n1eCEzF+JdF/hh7T/cmNv4tjRAA3v4gNMPTcejji7TQI/QUe7+eaz7oUmOgcpnm3hWpMeKGa5ds91b5aN3nldpRmn37Qy3sO3Rqd8F1ECFVpj1rvu12dqLGVIsC/bJpBPXLGZTEYNgu1Y5VW/u+46uvIZRixUb8q8BB0KkrOW0qtZSTkKRUJA5/Kn73sN746W7iVfhDf+OAHCyBCe1KpXwyTSacfFo9rnJgo7I70GyJqFud/beIzybeY0mg9AhRx6cL1JV5KxcCow0gKOImROqRviQQYbMzAMztgVG2BZQkbwImgpOMzQLJ8AWDUBOAkycddYgE0sbkqtHxD8YlKMr5/4GM7L11CO7BIO5gehBuLd9o6qiqgjpgRDUChMxqWitf/NOcu9NVVPwy5vSNWACC9fuMIVUENx7z0nYSSlwJo9Y6BItA6Kg0hQUtdVKVWUxGBDeU5acHtHcSaZgq6nYHBT2QVL/MWvXyUONMd5OTa1oePTWN/Dt9fL6x9vT5+fzy6mV1qP5MBS6lBWip+UM0dAQhwq7gj6qflNngGBIOACbJIFgOKKLH7nosEcMId2jh/eIPbzlnHrQimkxpOh56741U5xO5XSqp7WuS62lFLX7MC3ce0rLiWIi0jmEMQ2hM2KgPRkuTnYnjsALh7WMBF1jKnow5u+QRGP3ICM/3yXnutHd46DPJZ0pZs6hQg6f4dl0Puctzt6eQQ7IpnDVh3rDCGBnz7OMSpNo0jdkTj6SohKKEGboF7eXH1Hp8A9HRjsOVoY1PtpQkfI7hMYYejsy4ik9muBvIO8jIxgiKgxBjm/FjY4lKSU8XOI073fnd1CfhCCTt5tFchzLmnNMZv4MY8XNCi7K7KS6uXax7JIokAKcgSpyElslZ19KF3MtIewIV92hzpwBOKR5iCRL4jBOhyMfCfINaOCwOB/P7OaDc3EFVRg61IR4n7XfAcU325XUj0yGIsYIZzxmzHOTj/OO8Nb23lvvvYw49+aXyQczcbz4/rCPU5rp+k394+PLRu5NTPDwQ76ea23eEZm53IE0PmIB97t6voVgOniMNJ4AI7x3EQhthiM358XbXyNXe6zR3F+EcQv+7KqIAPBg91E3FmRuiiLzgmMsXI5DFBEtChSoRO8SMQqyCuSgdkDUJCf7mAjVBjE9jYRm+cxvC2ow2CMbuVRVFBoyA8F5nR4Cr1vyPTL270JQTqrITFs5DOJ4YoztOAC0gaMfMd4tSBsR2REuzas0EBXKcTjHZZbjXY4PPvBKYIydHsVQyDABcbtPgrHcBLdlf3/j8s8YzTOs8GjZGyK8kRl1cozH7CYgrbLMvZrIP+fCTrXhbF+Q7A6cBzXypBx/nfGYih5VxuxOyHFaTMmG2dXJW3sTjkt6Y5XcsJPb48G1a5GyShAe4NnseVlP+vOL9r3/8a/f2u7/9f/1L7//+uoRkOCPUVZxnNcqZvX59NMToMvL7vtvb7+8729bi9bDI3pE783xhuAWbwj2ty32KJtqF/LcGbuVdw9RVVso6o6IaPu7e//t/dvr9f3N92+Fl6pxrkr5pEVMr6+v29s3f7+a89NL+cs/nl6+UO21lP1pPZ/WkxyqV+Tb+/tvv/92Pp3Pp1Mu6UB0djJdDz2c4Ol0rnVheNAzpgEgpqJSShmlEBGmpg5H7BceEFh2RvWIYE5pzQipi++xh0fbG4Ak863LWqw0FXfz4u5Bx957AM26yliwtojS8q4VMdFiVmpZX393vTfa2eYiRWCZ8BEeIqa2lCeVMSOolieTs/iVfomgiMc8E3qIQKWIiEjGzCZqQKZCKW2dFkuhCkrVWqT0Ma1hFIF6H3wiAMPHMFJbOXJurDsm12GegQPosXfuKrXa+Z78jyOvGjTnaU5kBovIHrPDDolANERjch2AVbWIfJayiC6QAhGxlBBSqBAaocTJYMSTLVU04Ojxky3+XPbgW/cd8hvQiY17MAQdiBAN0QbshIM7IgQ5SJw3JzNPRG5f54+SRpfUw2FwNBM9kSG+ecRW85HFHBWYEopii2llSjRe39t2NREDTLWUYqXMsi5kYq9//PHb+/X669ffv337ejrXup6P2tTf8et58THfZ3yj973gx6/u3uDIwo93kMMKzidgBmL3VXm5T+GH5x6WeqYp95gkJUYoqpAEO7Zt6+/vy/l8LgbNitU9Ex43pza+l+M3R/x0fD2e9LgyEYF+bRqBWssT0nWzKIXokAsxBtzTIyRY3IqzrOX841PsrQnGTIgADEKYy+KQ9SzLImooptQaRQgPSb347gA9Z3Jk06Um0G0iIl6LqKp3TZ3xmZNjON9RiUvplx7iGNoGDydHhCN6qsPrWMei6ErCs9zNEcDn+c1GW5FIZQvmbkwkMxuR1DLhTs4wXMiILKJzJBYpZxvIED6TPx6qCuweIJalllKKSpGcj84AO51MY3MQU7IMMoqxD+tZq+hCesRovSgVZU1Gv+RtoUsEk2GbQ2NFuzsi0Hpv3VW0OQ0sKKJSTExSi09b9K1vZqpRAJKdwy8AXqllWZallt5024UOb1ChinvAiiqBErDe0Vu0xPkhZkUBlkJVqAGG1Jf0x7v3IWsfgviRqgAiYrrUqiZm2j2u7zuAt2+Xy9v1dL5u7VpU9+hVdZWiIms9mdmlnYIu8HRzB6Vohh5BdkZnivaF9VAld1WlWVrp1gHu2969XXvf3buARaWaLYtCxAo0KyJRzExqXUpdzQqADskJSA/4S/feWiul1F4yXAuE09O1MVvgQHdXS45HuHvvPauIQlWLOWdglHEOCCQiBix0h9tx6pcSGIKP9EFVGInWTe5m/BmrAiNZxyBS5Ufl+GSzUko5GFK3jxtNFxAMlVxISMJHMur3SebUaCoGYYhojp4aQQpnw1GGsCZSjv2ZrliPSDwHJYpq1vRGS2zEHBYJYOIbExgRncH/YTIH0oZg0IkQSe2/R2klzBz93rsDj1DwkRiPYPdgShqwihaRs9gKXSkVIlryypioRNIesQhmHGAZjldRqphkLxUKhWANCYhBFOJIZtAoEfQ8rQMxOHzFhzT10YbepyRHK1yyfDF97ai1D//JNHyZAooMnIZBd3fvmjmfTLByjkvlwDDY2u7ktm/uHmHHkXyfd0+0QKYLP4jkuIMQMI7uSL1ur8eE0gcyipm140jQ7y+PHFfuPjsf0xJlPOHeqU9k6XY9kCdO0nuP8MGTH6fP444cfp3jmj7k7Yd351y//O76ZERJj+gQD0lkVwSSA5M5I53kSTAAjexHKLYUBWMxdAGdMy7KAa6Ye2s0RSNbTTQIUVUqRw/6uLMBhYCqEKEps4J/xDLjQo/ewpirbegRTXPz4dYxZiQ4QrrRVykhHCnmuFCcrRUqMiZKHFfs2LY5YHLU/0c7RiJT1HH2R8iF47e42xnjqDiBgRkBDrQUx9H8eXD6YV0OREWR94wpD8ERnWAUHSJmxpw011wPMeMJze2KAfqnDimyNCTHAR3r5h6cE1BtSvoB4YTCI2cKMVkOKokcDIluEYiogCpx7IHx7v9G1g52cG9bu17bt69vf/z+Wlf78Z8+MdgubNfmHm/f9v/6//nb69v7P/4vf2lsL88vPXytp92jaK1LXXT56ennL6cvl33f9nb17b1d91oUAbKiItj0Gnv7+i+/v719e7++46qn89Onlx/CY3vfE8UlGd4BRlWa1pfzT59/ftnb889/CUbzDgAmUFnPS6n2l384Y6kNeL/ul8v2fm3XrcUNb2ajX6P5ji16KVZrhQBQBnv3GFYj1UHHkqGqFiOGUEuSJbJqMSRrcw2GZ1f6ikVEihUoVEuMRcJ0VQrYYkhvo+jSAt5kd+kBehZaFhPRmsJ1wQkFIetJ1UotlUeH5d3DiUYaaaCqlMzmpEKEnS7u5gDFFtECFuUiQjGSoaJDZhIstogU1a4SYAEWwGNU61Ia8uD/Dy9hWlUWd2qk1vh1DOoDSQm6aRHTzE0z5RwmaVYool2CeymlmlUpp3paynIHJB+bYizh4UVuCfEEqmgglKohBWVhqaLPUqrgM1mJE6UAxhBS6FJStEhEYAYEaBBCi4mZ9J61OMDdcXHuFA8D8ByLIV6srsoQDZWr4E25Ib5G62QWWPfwIF2ORoQDS35w7xNrjLRkRweQiPhMVAUyOPPU6aNCIdlmwZxS0yni3lrve6krtGixZV1ab1YKBo40PvJyeWsRW29juE9eiwwN/81iu8gHy3nLa+X+ZhzPPwJOjDc/MNJ0yYMxN07y9vKsRgjm/MH8mMiU6ua/Ta3WIUMJjj74tS4iqTPlJqB3ESqM2T80Y6/DtccdUn3Y42PJ3X3FvQXliKgjWiDErl0vm1bBqhj1mjDtyL5OylB13Fp010LVVc+2/sPn2P36r9/67nNqJcQFRWGixXRZNCQ7ZsGQrNbpoH0BdzQEFSwGVdYaIkYCXQAJZis4JsE2myV6VgmRTkYhC+xe6QTh4T1uEY2AjhhkBhkXZY6tGxn8QVAe6yhEJOBInlgCCPNSUxhCKqXIsY6SKzPCe0XgEJ4dwHQm+K2HR8/7l7slIpnk4/PzfnnEQMQk3B8FeXIdKCjone4sFaWimKznkkVDOq7N3Z0NBMxCLdRUzRInEmB3GkM0zKQaEtwUaCm1FBVBmUOXQkKVd6W8EAlVqFmAea3RqSGrogRoJMLhDV2ylEyo2gh90159XJXj8eDaySC7e29727Z2vWxiS12LQNanVUSv3659969/vDXf16flh7+8EDh/OnfGYqdavNRSVE/1DEBxLbJrV4cL2GoVyqqrBJqrl/Zqf3S23tiv0VX0/Nxbf3t79e69pfiXiKC+PJXzsizL06eXpXs5nd37tW3MipLJy5fPy2k9vQQ1gmjd84/7g/xCkB1B7wGGVCmmEBElUkyV9thPJjPlQa6qgx01LBOPFChw68MYN0AFo3k3ROayHMzRQVgL8TGRVmLSKqHZqFqKAPQYkneESip/l1qqR4T3D8hgsgN0HAOy3SyBsJkEOoWWUUpCGgoBgo5kGbELRMVUTQWqAVawRHYRAQEHkFzWgQEAAFSUYtDkr6lIQngeDE2mlZipYQa3mtFKrvXowfDowd1E1KqJFjVTuz+7+5B9enfM/HGksWkqhKIhFlpgVeoKfZa6AJ8ZBawROrCWkNDsKKrQ9AeU1MJMnZ7B/UoyRRA90AmGCFGpFfqiOAMUCciiVGOlN/ROYcCZfI2RXRxZ6Mw7703MpCYQt5T9VmufvkXInFqKW4aZjn8kXsnjiAjvrDWRoSTHqeZw61RkSsu4b733+5L8kWbIhwPEXNv5zfjBkbLf5+74E9c+3i9ZjR8+YoDq+YQZ+5DTYJPI9mvOdDMCMV17dl+qFtGjSpxBgOnQHDHNMU0h1CGbzrHXZiZ6ZO3j5UeG9ejYx7l/CHvGy7PRpLu0Ti3DQAxuHwdld2a34Q539ioSWmxZ16h+/fWdMltakwZmgAImUkwcmGJuOMrqMszX7aqLIFlVJkmzyS5SyTxluNq5i9LN8igDKUxGBfs4t2DW848bl8uMkOyiGwtzwJjzRdmhf5sDm2MiOHLtmVWPy55mVQeEckvch2z3vMKp4TT2uwBw5+wbYjY+zVkMD4t27F7JCOfBtY+rAEAQkeLwVAOKlJwa6uJADHajZE6lgQJRvWEEqdsTQRVIgeqhmZgtJ3nJOPoSxMc+O8roAjnke1Pcg6jOXLAEKalAMkbf3rbhDE9vp3P3eHDt7bpfXi9//Pr62y+vl7f3tvXlVMWKmZ4/ncpi3h3k9t72617tVyV+/A9f6lrXdWm+V6vfrs/V6un0XMsqaqf1Wc1MsZeWp/xcnkx0+QQJ/mDLHz9++eVff//lb3+4+m/9tbX2uv+OYK2rqT09P9e6PH95OT2dP335/OXHL/ve3y/XHr7FlimtiDy9vNRlkdKEDhawlGLPn9vTy3aT7IAUK0tZqpXUh19y9qUalUYlYKVotpGaZcxaDLWuJJ3kuAeZFqS9MVVTK7MVUw/ingjUiohGeEQfyzk8YgvGtu8CnPRsViBmagXDvYw2qcQTiuAIGmJYmWvbgt69N2+35ImkM9wjI/6cTzhQ2wx72XgNcfOuVuhBj5TLGFcRYmoYs9qOImZuMKWUnByH5CVMsxDwgIBBcYiUYqCGLkxvjQCGunkuA5+RCiazYSmF5N69OxWLhcHZ94u37SEsi8hCXXqUKT2ZNkVuOg8uCKliC+xc6qdyKsApYIzed5JmKpKlz0Df0SGlYCUhDg3iSgbl2/VKyFK02gK17I2oJAMlazfQDvSytGru3b0D+qSyUCskRPalhODq3skL+w7fwvfwFOTRRwsz7+HthO+y+BDMCQUpvmJ27OMJVEZvbZfdChTY9n3f92U5iZpYhkmmKhFDQodDrlBFctgiD2hyXM5/I2c/tpOMQHYoh2AW278LCiZqeA9ZjBU2W7Bm7X36/XD31tIxCtkjVOS0LqrK3hmuSeYPikCdZVYsIqJtG4PFqUGAS61Wl1qXzBrnIU1Fh1vujsn/nJykR49+fH28OKJaVEsSw7FFfN1w6hpFVGpRDaoqjO4SMcSwsyunb/v2x2V5Xp7/YaFL/XqSpfeLs1NE1ARjDgW7do1RlR5rJEOauzArw0cx6MnEBD5AXOUY0aA4IF1MZ45RoqsCg0txNZR6fwtHcWj0Y8wALH/uI40ft+343ewymDd1xF+5YDKWcPigIGd74DAdYB/S7dkpmJK2Q7Q1IwwKx8xCzryVyG0SEsHeG8Z8gWFpPF2lpMo3j/tHsl+9XVzAWsAY53W9eEQUg6pY7lRNdVjmrDFiDCEJOCUAie4ipOaIVhAZEqT6uAEKlhwMmnTxcCY/kk7vQUopBhUJv/Vii0DYPPqG1iKIIX81PIQERiCgpIbqiARvjwfX3ve+vV+//f762z//0lrve3cPMdNq6/NiVa/frt50u+xta4ZUWo8f/+nLeq5dt2J2sfeq9QfgfJJTfVrqyVSKctcmAYV+Xj8tWj7VtYisEl9eVtJft2/X5q/7+9731/aqkJdTXWotX57X8/nlh88vL8+fXj59+fRl35vZmzOu2IfKq8jp9FRKdeyOBlZEVdPz03V9Out07RnIL7ZkmbqYFTFVrVqIHJyLWhc1s6kik9EoVAlmv0GqDeYyVihUSqlWFlUrpc7sCYQDqMtiVnrv7jaHK4JAMLa2ASjrKopsXjCTgtHKEGSLDsDKvDtkeM/C//+vvStrjuO4wTh6ZndpJa7K//9Tekg5D3HJsiObkmKeIrnTA+DLA7pnD1KRnIrtl0EVtzi7c/UcaBwfPsw2B8JhFvOJxZZvDQezR2Mia35SwIOixuRsGi5WGExgYT1UDzWuZkjqjKaNmyvAql2Zo3GG5/ycdBfMRM6sWgqBJQoAckrcL1hEi4iCSNP9B7LGOgjCBcThe7ALCoeSk/HkXo91KBDu3QFuqbumSpSYwRRMYDLiYBUdWS9k+KtsBKExkyOqgSJkEOagADwjJoKgImABkxNXIkM8VfPAXy52F8NIJAwJCg0UoCQ/JRExWxmtDBZ7syjMm5ANyY4ELD5sgnlf3IA7n/ZhD6hMMAQRzokE6XikOPiWDS5LjKTaR2YxFsN9uZpmZmIzsTLPZrNZAJQcHqrZb5Cl4w6F+RDSXtLTPRqVd/rklJpPfzAlF9DcAoAgIm4V3M8m+K78j5eJljOgFq4/ibq7WUaP2YPmKixbFSnqZsmx2Ns0IDvtUS/2qHV28wAp0uMtpZTkgDrk5/LiHbDZ+QURdabTZ/P6i8JEjYqJhZhjjvDKocQhRcu2SJovkkQI6bi28J5Xqw+TDlx2QkTDq5FYrE4xR1Y1kWRdKJwtmBgu5yWhzKydaY3ABGXdKAvzfk5sMEXPcaB3WSEsM1/7KCyjgIrTcByQpxbMQI949+3R9Bi14rfl78AXsczu0nitelAhizis51x7mEFLoQSTZjoqVxZeipCsAwtoaex2yq7Trqpn7VV3jEHuaIHM014AFGRT2OQCFCUvHES1olYn5jqSqvQ2GsSCSA6wQBCxhqae5wAY5sGdIk3zvBwUqqqiBAYVooBLOBCcFo2QUJBbYp1VmVk1AYDLS+KOQMzW8UrUyUOIWpjYCQBDqXF1H+QosxL4+O7KzD/dPXy6fXAPd/MJP+rPomKThfnT3X6uZnV2c9tjf+/31/P9zVwGHbdFREYehXW3fTWWTSnjIIPDwquF11qZZVs2yrpVFeJPDzf76enq+vbq9nZ2nlx8tv3jIxNvxk+q5eKbfw/jsNttN+O42Wx3252ZT7UGwqhZccQ8lFFUAxbkKlpE5zo/PT7e/Hq7f5z6hcDPP91Oe2sxOm58c0n2noV5qtpocpgPpnzWpCUBd2s1SN3JoPTamUUka+UP74PqICIe3rpyECJ89hoIs5mYxvEqy4gZCcgSFmKR6FEyOYQcqJEWhXsaGRS31091svzVHW+++/hwN0kH56loWswgSlacmSYk6J0lmSOoDT+h5k3pJEKeMlCW1LeclE4IeD4nhKzg5k7/k+AcEZR8wQhITGJkKyRWSeIH9LRdW4ESwGL26FFVtCSTlfDVh4fD6Cze/uPy/vpxmdp50SaUGIamodmZQSPLwLop5WIYGJCcxa0yYSwqSfiOjGVE0URdMEhANAUFaDYEsB3HoRSmyHFUh4Mma/31mGk3joOqu4WbCBfNeEYQc5QBRDMhgD3MIqaw5rUD1x/vbW4MdWb+w/eXt9cPWXXTC9pbJijn1J6CXZbaFKzCRctm2Pzt2x8GHQYtTDRNn8ym3fZiu9vt9/uHTw/TNN3f3Xpk56jGJV9nn8MdMMQ4Dhff7EQ4O2stqvlMb57+e/LZwrEAgT68v15GN1f77vX3H375td+v1Frt9i3eev+xe+1mZta0WIDchXmzGVXE3QPQzvzIRKIyDg2AEsBcKyKkodlYmKWojgUdAZ5TRGaVGg8L9eTGmUVzcPH6B+jdvz649dG5vb28vLq7SzsYTBCSQXQUVR6LMpEYEBTGOW0ByXlEOuiwG8aL4dWbCwLvb6pXnx89rLN1DUpjgXAMwkG6D8ZRRAGH+HbmF8BMynIxMLPMLgE1iLe2JV0vtZGZR4A8gauDsHKQOuvl5fsFj1H38z9f/3L59maZl5fHEJ1DvnWAOKnVAfVYdNuEOmFwqw7M/5oNi5ZrVE7c/wKwYBYRLJq35QWYGq6tW7bLt8wAwp06rPIQYEiID8u7t1d9P/T0NP/99fsf34ypCMzJg93dzLXwZiMirCIEmivCySy7i4GZVLkM7BHVjYgkCjOPg6YSEMli6WiJSGKEAqhWs7cqAqWIqkgR1QypSADVLG11JhrHoiIhAYabzbNx8tiRMBTEjURIiJgUKqQ/vb05YQk+eX3TiMbRQ71ANA5W7NFP+Zry0faHC3228/5c8WGdU92wrNgNvxPD8thk/IIcAoo4Sb2cRo3+EDlLQv5fBXRC1bQ4QH35dzrsf5flqL9x1Mer5+OGs9G9lP790smcbvE1D87Z+t2N/R/u4ZmqO3vGz+/dbx3duVN8/L4175NaaB0vvLpf3udXyws77LnUvl9ZwgFffWS8uMB8vPC5zV8c4pcGh8+s9eLwTrXKS7t+PuDPntVR6vTPERyP+wjUQtTu3VfIn6NtnumNL13Dl57M5/vDM9XxwqH6l6ez2u8hXzGudjInt26VVVZZZZVVVllllVVWWWWVVVZZZZVVVllllVVW+SPkP4PvxEgKZW5kc3RyZWFtCmVuZG9iagoxNCAwIG9iago1ODIxNgplbmRvYmoKMiAwIG9iago8PCAvQ291bnQgMSAvS2lkcyBbIDExIDAgUiBdIC9UeXBlIC9QYWdlcyA+PgplbmRvYmoKMTUgMCBvYmoKPDwgL0NyZWF0aW9uRGF0ZSAoRDoyMDIxMDkxNjE0NDEzMSswMicwMCcpCi9DcmVhdG9yIChNYXRwbG90bGliIHYzLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZykKL1Byb2R1Y2VyIChNYXRwbG90bGliIHBkZiBiYWNrZW5kIHYzLjQuMykgPj4KZW5kb2JqCnhyZWYKMCAxNgowMDAwMDAwMDAwIDY1NTM1IGYgCjAwMDAwMDAwMTYgMDAwMDAgbiAKMDAwMDA1OTMxMCAwMDAwMCBuIAowMDAwMDAwNjUwIDAwMDAwIG4gCjAwMDAwMDA2NzEgMDAwMDAgbiAKMDAwMDAwMDc3MCAwMDAwMCBuIAowMDAwMDAwNzkxIDAwMDAwIG4gCjAwMDAwMDA4MTIgMDAwMDAgbiAKMDAwMDAwMDA2NSAwMDAwMCBuIAowMDAwMDAwMzk4IDAwMDAwIG4gCjAwMDAwMDA2MzAgMDAwMDAgbiAKMDAwMDAwMDIwOCAwMDAwMCBuIAowMDAwMDAwNjEwIDAwMDAwIG4gCjAwMDAwMDA4NDQgMDAwMDAgbiAKMDAwMDA1OTI4OCAwMDAwMCBuIAowMDAwMDU5MzcwIDAwMDAwIG4gCnRyYWlsZXIKPDwgL0luZm8gMTUgMCBSIC9Sb290IDEgMCBSIC9TaXplIDE2ID4+CnN0YXJ0eHJlZgo1OTUyNwolJUVPRgo=\n", 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\n", 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\n", 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"]}, "metadata": {}, "output_type": "display_data"}], "source": ["# Plot the closest images for the first N test images as example\n", "for i in range(8):\n", " find_similar_images(test_img_embeds[0][i], test_img_embeds[1][i], key_embeds=train_img_embeds)"]}, {"cell_type": "markdown", "id": "219968d0", "metadata": {"papermill": {"duration": 0.089878, "end_time": "2021-09-16T12:41:32.117877", "exception": false, "start_time": "2021-09-16T12:41:32.027999", "status": "completed"}, "tags": []}, "source": ["Based on our autoencoder, we see that we are able to retrieve many similar images to the test input.\n", "In particular, in row 4, we can spot that some test images might not be that different\n", "from the training set as we thought (same poster, just different scaling/color scaling).\n", "We also see that although we haven't given the model any labels,\n", "it can cluster different classes in different parts of the latent space (airplane + ship, animals, etc.).\n", "This is why autoencoders can also be used as a pre-training strategy for deep networks,\n", "especially when we have a large set of unlabeled images (often the case).\n", "However, it should be noted that the background still plays a big role in autoencoders while it doesn't for classification.\n", "Hence, we don't get \"perfect\" clusters and need to finetune such models for classification."]}, {"cell_type": "markdown", "id": "29ef8f54", "metadata": {"papermill": {"duration": 0.10508, "end_time": "2021-09-16T12:41:32.310940", "exception": false, "start_time": "2021-09-16T12:41:32.205860", "status": "completed"}, "tags": []}, "source": ["### Tensorboard clustering\n", "\n", "Another way of exploring the similarity of images in the latent space is by dimensionality-reduction methods like PCA or T-SNE.\n", "Luckily, Tensorboard provides a nice interface for this and we can make use of it in the following:"]}, {"cell_type": "code", "execution_count": 22, "id": "24541e26", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:32.501797Z", "iopub.status.busy": "2021-09-16T12:41:32.501308Z", "iopub.status.idle": "2021-09-16T12:41:32.503351Z", "shell.execute_reply": "2021-09-16T12:41:32.502954Z"}, "papermill": {"duration": 0.094572, "end_time": "2021-09-16T12:41:32.503454", "exception": false, "start_time": "2021-09-16T12:41:32.408882", "status": "completed"}, "tags": []}, "outputs": [], "source": ["# We use the following model throughout this section.\n", "# If you want to try a different latent dimensionality, change it here!\n", "model = model_dict[128][\"model\"]"]}, {"cell_type": "code", "execution_count": 23, "id": "e6814b9e", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:32.685746Z", "iopub.status.busy": "2021-09-16T12:41:32.685203Z", "iopub.status.idle": "2021-09-16T12:41:32.687965Z", "shell.execute_reply": "2021-09-16T12:41:32.687568Z"}, "papermill": {"duration": 0.09501, "end_time": "2021-09-16T12:41:32.688067", "exception": false, "start_time": "2021-09-16T12:41:32.593057", "status": "completed"}, "tags": []}, "outputs": [], "source": ["# Create a summary writer\n", "writer = SummaryWriter(\"tensorboard/\")"]}, {"cell_type": "markdown", "id": "2e102b0e", "metadata": {"papermill": {"duration": 0.08963, "end_time": "2021-09-16T12:41:32.865990", "exception": false, "start_time": "2021-09-16T12:41:32.776360", "status": "completed"}, "tags": []}, "source": ["The function `add_embedding` allows us to add high-dimensional feature vectors to TensorBoard on which we can perform clustering.\n", "What we have to provide in the function are the feature vectors, additional metadata such as the labels,\n", "and the original images so that we can identify a specific image in the clustering."]}, {"cell_type": "code", "execution_count": 24, "id": "ad24adb2", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:33.048000Z", "iopub.status.busy": "2021-09-16T12:41:33.046657Z", "iopub.status.idle": "2021-09-16T12:41:33.048961Z", "shell.execute_reply": "2021-09-16T12:41:33.048577Z"}, "papermill": {"duration": 0.093963, "end_time": "2021-09-16T12:41:33.049070", "exception": false, "start_time": "2021-09-16T12:41:32.955107", "status": "completed"}, "tags": []}, "outputs": [], "source": ["# In case you obtain the following error in the next cell, execute the import statements and last line in this cell\n", "# AttributeError: module 'tensorflow._api.v2.io.gfile' has no attribute 'get_filesystem'\n", "\n", "# import tensorflow as tf\n", "# import tensorboard as tb\n", "# tf.io.gfile = tb.compat.tensorflow_stub.io.gfile"]}, {"cell_type": "code", "execution_count": 25, "id": "5c4b01da", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:33.232442Z", "iopub.status.busy": "2021-09-16T12:41:33.231963Z", "iopub.status.idle": "2021-09-16T12:41:40.340354Z", "shell.execute_reply": "2021-09-16T12:41:40.339846Z"}, "papermill": {"duration": 7.201161, "end_time": "2021-09-16T12:41:40.340471", "exception": false, "start_time": "2021-09-16T12:41:33.139310", "status": "completed"}, "tags": []}, "outputs": [], "source": ["# Note: the embedding projector in tensorboard is computationally heavy.\n", "# Reduce the image amount below if your computer struggles with visualizing all 10k points\n", "NUM_IMGS = len(test_set)\n", "\n", "writer.add_embedding(\n", " test_img_embeds[1][:NUM_IMGS], # Encodings per image\n", " metadata=[test_set[i][1] for i in range(NUM_IMGS)], # Adding the labels per image to the plot\n", " label_img=(test_img_embeds[0][:NUM_IMGS] + 1) / 2.0,\n", ") # Adding the original images to the plot"]}, {"cell_type": "markdown", "id": "ac506cfa", "metadata": {"papermill": {"duration": 0.089483, "end_time": "2021-09-16T12:41:40.519563", "exception": false, "start_time": "2021-09-16T12:41:40.430080", "status": "completed"}, "tags": []}, "source": ["Finally, we can run tensorboard to explore similarities among images:"]}, {"cell_type": "code", "execution_count": 26, "id": "76094ffa", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:40.700535Z", "iopub.status.busy": "2021-09-16T12:41:40.700065Z", "iopub.status.idle": "2021-09-16T12:41:40.702162Z", "shell.execute_reply": "2021-09-16T12:41:40.701752Z"}, "papermill": {"duration": 0.094032, "end_time": "2021-09-16T12:41:40.702268", "exception": false, "start_time": "2021-09-16T12:41:40.608236", "status": "completed"}, "tags": []}, "outputs": [], "source": ["# Uncomment the next line to start the tensorboard\n", "# %tensorboard --logdir tensorboard/"]}, {"cell_type": "markdown", "id": "954ad9a4", "metadata": {"papermill": {"duration": 0.089519, "end_time": "2021-09-16T12:41:40.880536", "exception": false, "start_time": "2021-09-16T12:41:40.791017", "status": "completed"}, "tags": []}, "source": ["You should be able to see something similar as in the following image.\n", "In case the projector stays empty, try to start the TensorBoard outside of the Jupyter notebook.\n", "\n", "
\n", "\n", "Overall, we can see that the model indeed clustered images together that are visually similar.\n", "Especially the background color seems to be a crucial factor in the encoding.\n", "This correlates to the chosen loss function, here Mean Squared Error on pixel-level\n", "because the background is responsible for more than half of the pixels in an average image.\n", "Hence, the model learns to focus on it.\n", "Nevertheless, we can see that the encodings also separate a couple of classes in the latent space although it hasn't seen any labels.\n", "This shows again that autoencoding can also be used as a \"pre-training\"/transfer learning task before classification."]}, {"cell_type": "code", "execution_count": 27, "id": "ecbf40ea", "metadata": {"execution": {"iopub.execute_input": "2021-09-16T12:41:41.069819Z", "iopub.status.busy": "2021-09-16T12:41:41.069325Z", "iopub.status.idle": "2021-09-16T12:41:41.071450Z", "shell.execute_reply": "2021-09-16T12:41:41.070984Z"}, "papermill": {"duration": 0.101313, "end_time": "2021-09-16T12:41:41.071558", "exception": false, "start_time": "2021-09-16T12:41:40.970245", "status": "completed"}, "tags": []}, "outputs": [], "source": ["# Closing the summary writer\n", "writer.close()"]}, {"cell_type": "markdown", "id": "d031e7eb", "metadata": {"papermill": {"duration": 0.088397, "end_time": "2021-09-16T12:41:41.248822", "exception": false, "start_time": "2021-09-16T12:41:41.160425", "status": "completed"}, "tags": []}, "source": ["## Conclusion\n", "\n", "In this tutorial, we have implemented our own autoencoder on small RGB images and explored various properties of the model.\n", "In contrast to variational autoencoders, vanilla AEs are not generative and can work on MSE loss functions.\n", "This makes them often easier to train.\n", "Both versions of AE can be used for dimensionality reduction, as we have seen for finding visually similar images beyond pixel distances.\n", "Despite autoencoders gaining less interest in the research community due to their more \"theoretically\"\n", "challenging counterpart of VAEs, autoencoders still find usage in a lot of applications like denoising and compression.\n", "Hence, AEs are an essential tool that every Deep Learning engineer/researcher should be familiar with."]}, {"cell_type": "markdown", "id": "a94ed780", "metadata": {"papermill": {"duration": 0.088321, "end_time": "2021-09-16T12:41:41.426630", "exception": false, "start_time": "2021-09-16T12:41:41.338309", "status": "completed"}, "tags": []}, "source": ["## Congratulations - Time to Join the Community!\n", "\n", "Congratulations on completing this notebook tutorial! If you enjoyed this and would like to join the Lightning\n", "movement, you can do so in the following ways!\n", "\n", "### Star [Lightning](https://github.com/PyTorchLightning/pytorch-lightning) on GitHub\n", "The easiest way to help our community is just by starring the GitHub repos! This helps raise awareness of the cool\n", "tools we're building.\n", "\n", "### Join our [Slack](https://join.slack.com/t/pytorch-lightning/shared_invite/zt-pw5v393p-qRaDgEk24~EjiZNBpSQFgQ)!\n", "The best way to keep up to date on the latest advancements is to join our community! Make sure to introduce yourself\n", "and share your interests in `#general` channel\n", "\n", "\n", "### Contributions !\n", "The best way to contribute to our community is to become a code contributor! At any time you can go to\n", "[Lightning](https://github.com/PyTorchLightning/pytorch-lightning) or [Bolt](https://github.com/PyTorchLightning/lightning-bolts)\n", "GitHub Issues page and filter for \"good first issue\".\n", "\n", "* [Lightning good first issue](https://github.com/PyTorchLightning/pytorch-lightning/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22)\n", "* [Bolt good first issue](https://github.com/PyTorchLightning/lightning-bolts/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22)\n", "* You can also contribute your own notebooks with useful examples !\n", "\n", "### Great thanks from the entire Pytorch Lightning Team for your interest !\n", "\n", "![Pytorch Lightning](data:image/png;base64,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){height=\"60px\" 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Autoencoders are trained on encoding input data such as images into a smaller feature vector, and afterward,...\n", " :tags: Image,GPU/TPU,UvA-DL-Course\n", " :image: _static/images/course_UvA-DL/08-deep-autoencoders.jpg"]}], "metadata": {"jupytext": {"cell_metadata_filter": "colab_type,colab,id,-all", "formats": "ipynb,py:percent", "main_language": "python"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7"}, "papermill": {"default_parameters": {}, "duration": 45.56469, "end_time": "2021-09-16T12:41:42.325691", "environment_variables": {}, "exception": null, "input_path": "course_UvA-DL/08-deep-autoencoders/Deep_Autoencoders.ipynb", "output_path": ".notebooks/course_UvA-DL/08-deep-autoencoders.ipynb", "parameters": {}, "start_time": "2021-09-16T12:40:56.761001", "version": "2.3.3"}, "widgets": 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