{
"cells": [
{
"cell_type": "markdown",
"id": "f1f2dba0",
"metadata": {},
"source": [
"# PMR tutorial on VAEs\n",
"\n",
"A variational autoencoder (VAE) is a latent-variable statistical model with observable variables $\\mathbf{x}$ and latents $\\mathbf{z}$, where the marginal likelihood is typically written as\n",
"\n",
"$$\n",
"p_{\\theta}(\\mathbf{x}) = \\int p_{\\theta}(\\mathbf{x} \\mid \\mathbf{z}) p(\\mathbf{z}) \\text{d} \\mathbf{z},\n",
"$$\n",
"\n",
"and where the integral is generally intractable, since the generator $p_\\theta(\\mathbf{x} \\mid \\mathbf{z})$ is parametrised by a neural network, called decoder, with parameters $\\theta$. Moreover, the classical EM algorithm is also intractable since neither the posterior distribution $p_\\theta(\\mathbf{z} \\mid \\mathbf{x})$ nor the computation of the lower-bound in E-step of the algorithm $\\mathbb{E}_{p_{\\hat \\theta}(\\mathbf{z} \\mid \\mathbf{x})}\\left[\\log \\frac{p_{\\theta}(\\mathbf{x} \\mid \\mathbf{z}) p(\\mathbf{z})}{p_{\\hat \\theta}(\\mathbf{z} \\mid \\mathbf{x})}\\right]$ are computationally tractable.\n",
"\n",
"Instead VAEs use variational inference to optimise the statistical model $p_\\theta$. We define $q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x})$ to be the variational approximation of $p_\\theta(\\mathbf{z} \\mid \\mathbf{x})$ and write down the variational lower-bound for a single data-point $\\mathbf{x}^i$\n",
"\n",
"$$\n",
"\\mathcal{L}_i(\\theta, \\phi) = \\mathbb{E}_{q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i)}\\left[\\log \\frac{p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z}) p(\\mathbf{z})}{q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i)}\\right].\n",
"$$\n",
"\n",
"The lower-bound is then maximised with respect to the parameters $\\theta$ and $\\phi$ iteratively until convergence using stochastic gradient ascent. Moreover, to facilitate parameter sharing across data-points VAEs parametrise the variational distribution $q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x})$ using a neural network, also called an inference network or an encoder, with globally-shared parameters $\\phi$.\n",
"\n",
"The goals of this tutorial are to:\n",
"* Learn to implement mathematical equations in code\n",
"* Read and understand scientific code\n",
"* Learn about a common error in the VAE literature to avoid repeating it\n",
"* Be able to understand two ways of fitting variational autoencoders, explain their advantages and disadvantages, and implement them\n",
"* Learn about a useful gradient variance reduction method\n",
"* Fit and experiment with VAEs on [MNIST data](https://en.wikipedia.org/wiki/MNIST_database)"
]
},
{
"cell_type": "markdown",
"id": "ad6baaef",
"metadata": {},
"source": [
"## Structure\n",
"\n",
"We advise you to first read and complete all exercises (1-7) up to and including section [\"VAE implementation\"](#VAE-implementation). The exercises are a combination of pen-and-paper exercises, short text questions, and code implementation exercises. The answers to these exercises are provided below the question under a clickable button like this: Answer (click) Here's the hidden answer. \n",
"\n",
"After the [\"VAE implementation\"](#VAE-implementation) section follows the experiments for fitting the VAEs on MNIST data using two gradient estimation methods. Moreover, through these experiments we will also introduce an important variance reduction method called _control variates_ and demonstrate its use to reduce gradient variance.\n",
"This part of the tutorial will not ask you to write any code but will use the code you have implemented in exercises 1-7. The training in the required experiments should not take more than 20 minutes each. In addition some additional (optional) experiment suggestions are provided which may take longer (up to 2hrs) to complete. To save yourself some time you might want to run these experiments over night. Alternatively, if you do not wish to train the models yourself you can load pre-trained models (see instructions below).\n",
"\n",
"The rest of the tutorial will use a fitted VAE model from the experiment sections and hence will not require any time-consuming training.\n",
"Using the fitted VAE model, we will generate synthetic images of handwritten digits, then investigate and compare them with the original data, and ask you a couple of short text questions (Exercise 8).\n",
"Finally, we will investigate the latent space of the VAE by projecting test data to the low-dimensional latent space and sampling from a grid of latent variables.\n",
"\n",
"Optional (non-examinable) material is highlighted as such."
]
},
{
"cell_type": "markdown",
"id": "0a7d1a73",
"metadata": {},
"source": [
"## Loading pre-trained models\n",
"\n",
"Running the VAE training is optional. If you only wish to use a pre-trained model you can comment the training code and uncomment the loading code in the relevant VAE fitting sections."
]
},
{
"cell_type": "markdown",
"id": "1b3c46a2",
"metadata": {},
"source": [
"## Jupyter tips\n",
"\n",
"You may want to install some of the Jupyter plugins from (make sure you activate the pmr environment (`conda activate pmr`), or other if you're using a different name, before installing `jupyter_contrib_nbextensions`), for example the toc2 (table of contents) provides a useful sidebar that allows you to quickly navigate between sections.\n",
"\n",
"Here is also some useful Jupyter tips to help you navigating the tutorial more smoothly.\n",
"\n",
"* ctrl+enter (or cmd+enter on a Mac) runs the currently selected cell\n",
"* shift+enter runs the currently selected cell and jumps to the next\n",
"* shift+tab on a line of code displays useful description of the line, e.g. if the cursor is placed in the parentheses of a function call it shows the function's arguments and docstring, pressing tab multiple times scross through the entire docstring\n",
"* enter takes you to editing mode, which allows you to edit the code or markdown cells\n",
"* esc leaves the editing mode and allows using up and down arrow keys to navigate the cells\n",
"* When _not_ in editing mode (e.g. after pressing esc) you can use a or b to add a new cell above or below the current one\n",
"* When editing code or markdown text ctrl+/ (or cmd+/ on a Mac) comments the current line, if multiple lines are selected - all will be commented, pressing the same shortcut again will uncomment the lines\n",
"* More useful shortcuts can be found by pressing 'Help' in the toolbar and then 'Keyboard Shortcuts'\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "e2cd1f29",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:30.046083Z",
"start_time": "2022-03-22T17:20:29.341663Z"
}
},
"outputs": [],
"source": [
"# Import main libraries\n",
"import argparse\n",
"import itertools\n",
"import random\n",
"import os\n",
"from tqdm import tqdm\n",
"from copy import deepcopy\n",
"\n",
"import numpy as np\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"from IPython import display\n",
"\n",
"import torch\n",
"import torchvision\n",
"import torch.nn as nn\n",
"import torch.optim as optim\n",
"\n",
"def seed_everything(seed=20211201):\n",
" \"\"\"\n",
" Helper to seed random number generators.\n",
" \n",
" Note, however, that even with the seeds fixed, some non-determinism is possible. \n",
" \n",
" For more details read .\n",
" \"\"\"\n",
" random.seed(seed)\n",
" os.environ['PYTHONHASHSEED'] = str(seed)\n",
" np.random.seed(seed)\n",
" torch.manual_seed(seed)\n",
" torch.cuda.manual_seed(seed)\n",
" torch.cuda.manual_seed_all(seed) # if you are using multi-GPU.\n",
" # The below might help to make it more deterministic\n",
" # but will hurt the performance significantly\n",
" # torch.backends.cudnn.benchmark = False\n",
" # torch.backends.cudnn.deterministic = True"
]
},
{
"cell_type": "markdown",
"id": "ce77e19d",
"metadata": {},
"source": [
"## MNIST\n",
"\n",
"In this tutorial we will fit a VAE model on a toy dataset of handwritten digits, called MNIST, commonly used in VAE examples.\n",
"\n",
"Note the variable `img_size`, we use it to downsample the original 28x28 data to 14x14 data to increase the training speed of the experiments. Feel free to increase it to 28 if you want to use the original data without downsampling, or reduce it even more to 10 if the experiments take too long to complete.\n",
"\n",
"The following code will download the dataset and load it into memory. Then, we display a random sample from the dataset."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "8f30c9b4",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:30.089948Z",
"start_time": "2022-03-22T17:20:30.047022Z"
}
},
"outputs": [],
"source": [
"img_size=14\n",
"\n",
"train_data = torchvision.datasets.MNIST(\n",
" './data', train=True, download=True,\n",
" transform=torchvision.transforms.Compose([torchvision.transforms.Resize((img_size,img_size)),\n",
" torchvision.transforms.ToTensor()]))\n",
"test_data = torchvision.datasets.MNIST(\n",
" './data', train=False,\n",
" transform=torchvision.transforms.Compose([torchvision.transforms.Resize((img_size,img_size)),\n",
" torchvision.transforms.ToTensor()]))\n",
"\n",
"data_dims=train_data[0][0].cpu().numpy().shape[1:]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "21257dea",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:30.094072Z",
"start_time": "2022-03-22T17:20:30.091062Z"
}
},
"outputs": [],
"source": [
"def plot_grid_of_mnist_samples(samples, grid=(5, 5), figsize=(8,8)):\n",
" \"\"\"A helper furnction for plotting MNIST samples\"\"\"\n",
" fig, axes = plt.subplots(grid[0], grid[1], figsize=figsize)\n",
" axes = axes.flatten()\n",
" for idx, ax in enumerate(axes):\n",
" ax.imshow(samples[idx], cmap='gray')\n",
"\n",
" ax.tick_params(left=False, labelleft=False,\n",
" bottom=False, labelbottom=False)\n",
"\n",
" fig.tight_layout()\n",
" return fig"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "cd0c7461",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:32.050488Z",
"start_time": "2022-03-22T17:20:30.095556Z"
}
},
"outputs": [
{
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QH3vssSZfeOGF3pjhw4fnmTdv3pyis0sN/eML/ffXe4pz/h9nrFixwmQt3t+RVKlSxeRdd93VZL3fOufPl/5+O/roo03We5dzzs2YMaNA58cnNwAAICosbgAAQFRY3AAAgKikvOZGm4o1bdrU5A4dOnhjpk6darLWDOhzOeec22effUzWupKvvvrK5NWrV+dyxsmmdQD6LDz0/LFs2bImZ1vNjT4b33PPPb3X3H777SY3b97c5HXr1nljtOaiXLlyJj///PMmZ6KRndZ4aK3DQw89ZPLGjRu9Y3Tt2tXk8847z+QvvvjCG/Pkk0+afMcdd5is9UmZbvKnz+a1Fq1atWremEmTJpn8448/mnzEEUd4Y0488USTdb+kbKy5CTV+1PvKRRddZPKrr77qjRk9erTJSa8/0Rqbd955x+QjjzzSGzNhwgSTtTHhqFGjvDH6+yuG5oUVKlTwvnbTTTeZrPeiPn36eGP0vqHXXbdu3fL8HoXBJzcAACAqLG4AAEBUWNwAAICoFLvmRusj2rVrZ/Ljjz9u8v777+8dQ/8eXnsJhJ4Ra/3EggULTD7rrLNM/umnn7xjZAOdz4MOOsjksWPHemOy/Rlv7dq1Tda+Pc75dVhaZzJ79mxvzIMPPmiy9oh59913TV6+fHn+J5tiLVq0MPmpp54yWZ/5a52Qc359zKpVq0wOzaf2sbnzzjtN/v33302eMmWKd4x00lqzgQMHmjx//nxvjPbMOOSQQ0zed9998/0+48ePL9R5JoHeo7VeyTnnHnjgAZOfe+45k0N1WvnV2GgvolCd1tatW/M8RippXxbthbV48WJvzK+//mryZZddZvKVV17pjXn66afzzEnrGRWifY8uuOAC7zUdO3Y0uVOnTiaH/m11E1+t7dL32x9//JH/yeaCT24AAEBUWNwAAICosLgBAABRKXbNTZ06dUy+7bbbTNbnnKFnlPpcU+kxnPNrAr7//nuTQ3tSZKN69eqZrM/PQ3OXbX1t9Nn85ZdfbnLjxo29Meeff77JP//8s8naLyb0fXbbbTeTte9NJuhzbD3nxx57zOQaNWp4x9D6CO3vEqrJ0hqLAw44wOQePXqYfMUVV3jH0Fq5kjRr1qw8s75PnHOuWbNmJmuvpKpVq3pj/v3vf5usc5kN9B7SpUsX7zUvvPCCya+//rrJoXuK1kJqfy2ti1y7dq13jND+QyVFa2q+++47k0O1nfrvr/eVq666yhuj86t1clofmgT6ftGeT9p/xjnnXnrpJZN/+OEHk7Vuxznnzj33XJObNGlisu57V5z6JD65AQAAUWFxAwAAosLiBgAARIXFDQAAiEqxC4q1yZw2xtLNs15++WXvGPkVwJ522mne17RYTb/Phg0b8jxmEoU2CNWiVy0GDTUryza6OahuFvnKK694Y7SQWufupJNO8sboJojaYDLUxCvdKleubLJu3DdnzhyTQxvRagHj0qVL8/2+2uivX79+Jv/3v/81uU2bNt4xPv7443y/T6poAaTOW+vWrb0xuhnoYYcdZrI2AnTOuY8++sjkbCjW18JY3Th14cKF3hgtKNb7jBYlO+fcHnvsYbI2StVrNdPN63TzZN049fDDD/fGaONBvd+GmsPqfOsfBSSBvn9atmxpsv4+HTdunHeMJ554wmT9nduqVStvzDXXXGOyXnda5F0cfHIDAACiwuIGAABEhcUNAACISrEfBuoGenfffbfJb7zxhskFeWa9++67m3zdddd5r9FnnWPGjMn3uEkXaiJXv359k0PNybKdbqamWRs0OufXImnjvxtuuMEbM3XqVJO1/iuJ9RS6OaH++48YMcIbM3369GJ/X61p0g1ajz32WG9MOmtutD7in//8p8l77723N0brioYOHWqy1gs65zclve+++0wuSD1TulWvXt1krS3Seirn/HqJQw891GSti3POublz55q8efNmkzdu3GhyfhttljT9/lpHovfaEG1Mt9dee3mv0UZ/mf65Q7RmtW/fviZrTV2o5kaPobVFN998szdGG/IOGzbM5FTeg/nkBgAARIXFDQAAiAqLGwAAEJVi19z89ttvJutGaGvWrMn3GNqjRDcjCz3f/9e//mXyypUr8/0+2Si0+VhstP/En3/+abI+D3bO36Tx6KOPNjnUU+OBBx4wOYkb2OkGkGeffbbJe+65p8mhvhDam6MotH5i0aJFJu+6667F/h7Fob1atA/P7NmzvTE6tzpP2tvDOef+8Y9/mPzll1+a/NZbb+V7rummm6nqXIU2223evLnJujGt1lw55/cxOfnkk01++umnTU7aPVr/7bT+wznnli1bZrL2UzrjjDO8Mb///rvJBfkdmG76c2g9os7FKaec4h1D+/lozVJoI13dbLMkN9uN/zcnAADYobC4AQAAUWFxAwAAosLiBgAARKXYBcXadEeLQwuiYsWKJmuDrokTJ3pj3nvvPZOT2CipJGijv4MOOsh7jRY9anFo0mgjtBtvvNFkLVR0zm8YpcWNI0eO9MbovKSi8DbVXn/9dZM7d+5s8jPPPGNyly5dvGPohoAFeW9oc0AtMNUNOj/44IN8j1mSZsyYkWcO0Z9RG7AdfPDB3hgtbtc/mEgivSdrc8KePXt6Y0444QSTGzdubPKZZ57pjdHGfw8//LDJa9euzfdcM0mbDGoO0fvtfvvt571G/9gliQXFWkB86623mqy/M3QzXuece/DBB00+6qijTA4139VGn+vWrcv/ZIuIT24AAEBUWNwAAICosLgBAABRKXbNTWGFmtK1bdvWZN2Q69577/XGJLEBW3GFaiP0maTWJ7Vo0cIbU7ZsWZOTXnOjtS/amE4bRTrn1w3odRV6Rpz0GgDnnJs5c6bJWlMzcOBAk0ONx1544QWTtanY/PnzvTHagKtr164mazMz3XQ0lXTjQef8poFaH7F+/XqT9X3inL8ZpNZ2aWMz5/yNMr/55pvAGSfL4sWLTdbNjS+99FJvjNby6Xtw1KhR3phXX33VZG0OmMSNaAtL76Xa3FBrspzz5yqJtX36u0bfP3o/bd26tXeMffbZx+Srr77a5NC9KdRctaTwyQ0AAIgKixsAABAVFjcAACAqaa+50efezjn30EMPmay9ckI9S2Lsa6PPPZ1zbsSIESYfeOCBJn/11VfeGO0/ke323Xdf72sXXXSRyYMGDTL5ww8/LNFzKil6XX/++ecmX3DBBSbfdNNN3jF0M78KFSqYHKpX07qcxx57zOTRo0fne4xUadmypfe1O++80+Tly5ebPG3aNJO1h03ouLqR5rXXXuuNGTNmjMnprBkoKt2gUmuLevfu7Y3RGgvd0DDUqyWGmpr8aB1W+/btTZ4zZ443Job7r/bv0WvIOeeGDBlisvawyfR7hU9uAABAVFjcAACAqLC4AQAAUSnxmpvy5cubrP0znPOfjz/66KMml+T+E0kSqiPS55paA6DP152L71l4qJfEbbfdZvLw4cNNzoaeNgWhPTImT55s8pVXXumN0Z4wZcqUMTn0LFzfY5l8z2ktjHN+z4y6deuarHuNffvtt94x3njjDZMnTZpkstaZOJfMHiWFpe+FWN4b6aD1MxMmTDC5WbNm3pjatWubrHvnZQPtI/Xss896r9H95ZLWT41PbgAAQFRY3AAAgKiwuAEAAFFhcQMAAKKSk1fBXE5OTrGr6bSgWDcCdM5vyKUN2EINpErId9u3b29VkBemYm6yTIHmhnnJHXMTxrzkjrkJy9S81KhRw2T9/eac3+AyRX/gwTWTu+Dc8MkNAACICosbAAAQFRY3AAAgKvnV3Cxxzs1O3+lkXMPt27fXLMgLmZsw5iV3zE0Y85I75iaMeckdc/O3PBc3AAAA2YbHUgAAICosbgAAQFRY3AAAgKiwuAEAAFFhcQMAAKLC4gYAAESFxQ0AAIgKixsAABAVFjcAACAqO+f1H3fArdOXFqLFNXMTwLzkjrkJY15yx9yEZWpeSpUqle9rtm7dWhLfmmsmd8G5yXNxswPakfbjKCzmJox5yR1zE8a85C5Rc5OTk2NylSpV8h2zfPlyk1O0xVGi5iVhgnPDYykAABAVFjcAACAqPJYCAOxwKlWqZPKmTZu815QvX97knj17mrx48WJvTO/evfM9Lkoen9wAAICosLgBAABRYXEDAACiwuIGAABEhYLiLFeuXLl8v7Zt2zaT165dm+d/T7eddrJr7OrVq5u8fv16b8y6detK9JyyhRY8Ouc3GtN/74LQY7Rq1crkDRs2eGOmTJlS6O9TVNp/pGZN28Nrjz328MbsvvvuJtevX9/klStXemOGDBmS72uQnXbddVeTV61a5b2mbdu2Jrdo0cLkO+64wxvz119/peDs0qty5comd+jQweTZs/1WMuPHjy/099H37d57722y/i6aMWNGob/H/49PbgAAQFRY3AAAgKiwuAEAAFFJec1N6dKlTa5du7bJBx10kDfm4IMPNrlRo0Ym//rrr94YfRb+22+/mZyi/TyKpWzZsiZr3ULLli1NLlOmjHcMbTSldH5DX1u9erXJffv2NTmdtRIhWmPz7LPPmvzyyy97Y/TfX+uMDj/8cG/Mt99+a7LOSzbQZ9bHHXec95qqVaua/MorrxT6++iz8B49epj80EMPFfqYqaS1D3o+TZs29cZs2bLFZN0DSK9D5/z72aBBg0zOdL1aiF4jFSpUMHnjxo3eGL33aM1S8+bNvTH77LOPyTqfet0l7f02f/58k3fe2f912L59e5PnzZtn8sSJE70xSbwm8nPEEUeYrPfg++67zxszYcIEkwvyO7dGjRom6++icePG5fnfC4NPbgAAQFRY3AAAgKiwuAEAAFEpds2N9sM444wzTL7xxhtNDvXH+P33303W5/1nnXWWN0Zrdy6//HKT071ZWajfiJ7TpZdearLWAIQ2Yctvc7fQc06tN9Dan+eee84bk0nab0LrZd5+++18j6F9Tu655x7vNZ07dzY5aTUABaHPrM8//3zvNQWZL6U1FzpX2gPku+++K/T3SCXtc/TFF1+Y/Pzzz3tjfv75Z5O1NqVfv37emD333LOop5g2+nM0a9bM5GuvvdbkmTNneseoV6+eyVqDUa1aNW+M1kZOmzbN5Pfee8/kpL/fdtttN+9rTZo0MXno0KEmJ/1nyo3WF+21114ma93Q999/7x2jKHWtWqfVrl07kz/77LNCHzM3fHIDAACiwuIGAABEhcUNAACISrFrbvTZnP7tu9bcaH2Nc/5+LVoj8u9//9sbc+ihh5qszxDTXXOj/TCcc27FihUmX3PNNSb/+eefJof6T2hNkzr++OO9r/Xs2dPkF1980eRQb4ZM0r2jdB+T0NxqjUjDhg1N1hoc5/zahGyg+25pTZvWSjgXfj6eH61hO/nkk02+++67Tc50rYH2vurVq5fJoXoA3Uvq9ttvNznUG+fhhx82OYk9TOrWrWuy9iQ58sgjTf7666+9Y4wePdrkkSNHmhyam7vuusvkH374weSk7/+m9wOtM3LOuQYNGpis984k9FPLT+i+pz3XtD5Uf2cUpcYudN/W39vTp083edSoUYX+PrnhkxsAABAVFjcAACAqLG4AAEBUWNwAAICoFLugWAuq5s6dm2cuCC2i3H///b3XrF271mRtiJdua9as8b42ePBgk7du3Vro42ox2FFHHWWyFik759zHH39s8lNPPWWyFvBmmv5bLly40OSuXbt6Yzp06GCyFk2GCv3SXWReFPrv3aZNG5O1QP8///mPd4wlS5bk+T1CDScvvPBCk3/88UeTU9lcKxX031d/plChvTazO+yww0y+4447vDFjxowp6immjTZ21Lm55ZZbTP7oo4+8Yyxbtsxkbdp3ySWXeGMWLVpkcv/+/U3Wxo9Js8suu5isRfTO+Rs5aiF7lSpVvDGNGzc2WZtHpvv+Gyrs1fe7/gGGXvfaaDX0NZ3PUBF69+7dTdb5LMp6ITd8cgMAAKLC4gYAAESFxQ0AAIhKsWtuSoI2FNPsnHPXX3+9yZs3by65EyqAUI1HYWtsQs2W9ttvP5Nvu+02k3/66SdvzP33329yaEPOJNF6qfHjx5t82WWX5XsMbdAWqhFJeg2Ac/4Gdn379jVZn2N37NjRO4bWLL377rsmt27d2hujm5Xq+yvTTfvyo+f/9NNPe6/Rmit972hjM+f8Znah91umaU3HP/7xD5P13y5Un6j3Hq1HOu6447wxr7zyismTJ082OekN7rReJvTv/9Zbb5ncokULk6+66ipvjN6zO3XqZLJuMFrS/vrrL+9rWkt00kknmaz3neXLl3vH0H9fbb6rtUfOOVexYkWTBw4caHIq6yL55AYAAESFxQ0AAIgKixsAABCVRNTc6LO6K6+80uTQ874vv/zS5KQ/3w3RTTEPOOAA7zW6IaD203n88ce9MVp/VLt2bZN1k1Gt0XAuvX2DdMPQRx991ORBgwZ5Y/Q5svYwCW2Cl98mpEmgfW2WLl1q8tlnn21yqP+EPuPXnkChvlEjRowwedKkSSYn/f2ldQy60adz/j1DN3Y855xzvDH/+te/8jxu6L2TbvpeCN0v86P3CO0tFfr3100OQxv/JpnWGel90Tnn2rZta/Kxxx5rsm6s6Zy/EbT28Uq30L/d+++/b7K+33VDXu09F6L1NFq345zf14aaGwAAgAJicQMAAKLC4gYAAESFxQ0AAIhKIgqKDznkEJO1oPjWW2/1xqxYsaJEz6kkaFGWFqf16dPHG1OrVi2T33nnHZO14NE5vzmVbpz2yy+/mPzQQw95x0hnwzsteNON5Qqy0dyMGTNMDjXXqlq1qslJvIY+/PBDk3UTVC0WDTV+HD16tMnakO/AAw/0xjz//PMmb9iwId9zTZLZs2eb/Oyzzxb6GGPHjvW+pg0k99xzT5OTUFBcWKGNFC+66CKTtSmiNuxzzi/Qzjb6hxeh+4EW4+sfdCxYsMAbo38Akd9GtpmgP7vePzUXhP6hQmhTUW3QWpLNQfnkBgAARIXFDQAAiAqLGwAAEJW019yEagSOPPJIk7Vx2X//+19vTNKbioXUqFHD5DvuuMPk0AahWvtwyimnmBzayO/TTz81ecKECSZrI6Wkb4pYFNoY0rmCNaLKNG0Alp/Q+0CP0ahRI5O1gZdz/jURI7331K1b1+Qbb7zRG1O5cmWTly1blvoTS7Pq1at7Xzv99NNN1pqLJ554whuT7fcN/be89957vdfcdNNNJmutyssvv+yNGTp0qMmpbEyXZHXq1DFZf9855zecLMnf48m/2wMAABQCixsAABAVFjcAACAqaa+5qVSpkvc1fd771VdfmTxnzpwSPad02bp1q8lTpkwxOfRz6mvGjRtnsm4Y6Jz/LHzbtm2FOs9spP1fsq1PSyppnUiTJk1MnjlzpjemTJkyJuuz8aTTeppQjw2tafv3v/9t8kknneSN6devn8nZeC/Kr7+Wc841bdrU5AEDBpg8a9aslJ9XpunmwLp5rHPOffPNNybrvTTUD2xHuN8WRKjGsWbNmibrZsb6O7JY3z9lRwIAAEgAFjcAACAqLG4AAEBU0l5zo70lnHPu4IMPNrlv374m67PRbKV1Ibfffnu+Y3RfpWzs75MOul+W1io5F891lB/t33HbbbeZvGjRIm9Mtvfi0Of7e+yxh/ea5s2bm6zXyCeffOKNeeutt0zOxlourWvQvfyc82sd3nzzTZM3btyY+hNLmFCtTAx9jdJl6tSpJof2hPz+++/TdTp8cgMAAOLC4gYAAESFxQ0AAIgKixsAABCVtBcUr1271vuaFhAPGjTI5FiaImkx8Lp16zJ0JvGZN2+eyVdffbX3moULF6brdDJKi9A/+OCDDJ1J+mhBbKhwMZ3FjEmi98+xY8d6r9HGn4sXLy7Rc0J8FixYYLL+Xk83PrkBAABRYXEDAACiwuIGAABEJSevpnA5OTlLnHOz03c6Gddw+/btNfN/GXOTG+Yld8xNGPOSO+YmjHnJHXPztzwXNwAAANmGx1IAACAqLG4AAEBUWNwAAICosLgBAABRYXEDAACiwuIGAABEhcUNAACICosbAAAQlTx3Bc/JydnROvwtLUQXSOYmgHnJHXMTxrzkjrkJY15yx9z8jU9urB2pZXVhMTdhzEvumJsw5iV3zE0Y85K74NywuAEAAFFhcQMAAKKSZ80NgPiULl3a+1rFihVNLleunMlLliwxecuWLak/sRTaaSf//9tq1rSP5f/66698x6xdu9bkjRs3puDskAT6712hQgXvNbvuuqvJutH00qVLvTF6XSEz+OQGAABEhcUNAACICosbAAAQFRY3AAAgKiVeUKxFW7vssov3mnXr1pm8bds2k7W40TnnDjroIJOnTJli8vr16wtzmhmhP0PZsmW913zzzTcma0FbQeTk5BT7GOm07777mnzwwQd7r3n//fdN3rBhg8nVq1f3xuj8Lly40GS97rJBmTJlvK/tvvvuJh9//PEmn3jiid6Y/fff3+Tp06ebfOmll5ocKqTMJC2SPuuss7zX9OjRw2T9GUKFoHPnzjW5f//+Jv/www8mJ/295Vz4mtFr5JBDDjH5nXfe8cZMnTo1tSdWwvT3yJlnnmnyGWec4Y1p1KiRyfr7bMiQId6Yt956y+Q//vjD5CRcI1oore+fFStWmFyQe2OTJk1MbteunfeaoUOHmrxgwYJ8j1tUfHIDAACiwuIGAABEhcUNAACISonX3NSuXdvkG264wXvN448/brI+565atao3pmvXribfddddJiex5kZrX0499VST69ev742ZNGmSyZs3b873+9SoUcPkSy65xOS3337b5D///DPfY5YkfY7dsWNHk5s3b+6N+eijj0zWOoJrrrnGG7No0SKTn3vuuUKdZxLoz9m5c2fvNd27dzdZn6/PmTPHG/P555+brHUDK1euLMRZpt/hhx9u8vPPP++9Zvjw4SZXrlzZ5FdffdUbc+yxx5rcr18/k7t06WLy7NnJ2wJo553tbV5rTZxzrlevXibrvahUqVLemJ9++snkJNSS/C895w4dOpj8r3/9y2T9eZxzbtCgQSbrNXPKKad4Y4466iiTb7nlFpO1PrSk6b+/c87985//NFnrY/T+GbpnKK250Ro35/xaPmpuAAAACojFDQAAiAqLGwAAEJWU19xoXckxxxxjsvZPcM65rVu35nnMUP+XunXr5vl9k2i33XYzuX379iaHeiYUZRO2Nm3amHzxxReb/OGHHxb6mCVJa260RiR0fejz/Vq1apmsc+uccy+++KLJ2djXpnHjxiZrHYFzzt12220ma93WsmXLvDG6IWTS6ieU3hO09kif7Tvn3M0332yybv6pm4M659yIESNMfumll0y+/vrrTda5d865TZs2eV9LJ71mbrzxRu81jzzyiMn6ngzVvZUvX97kpNU51qlTx2Stn+rZs6fJn376qXcM/bfT3zMff/yxN2bgwIEmn3322SZPmzbN5ILUURZH6P7566+/mnzttdearL3GClJzs2rVKpNDm8ymc1NRPrkBAABRYXEDAACiwuIGAABEJeU1N9qT5sILLzR58uTJ3pjQs+7/pX1bnPOf3ZX0c8ui0LqATp06mdywYUOTx44d6x1D+5ponYDuCeKc3z9H96eaNWtW+IQzpFKlSiZrvwTtweKcv5fUaaedZrLWZDnn3HfffVfEM0wO7UcR2qtN30/a7yNUA5L0Ghu19957m6x7I4VqXwpSN6B0/yntn3PZZZeZrHUozmW+5uaII44wOVSfqHv+tG7d2uTTTz/dG1OxYkWTk1Zzo/92Dz74oMm6t1x+tZ/O+e+TGTNmeK/R33Fav6L39JL+3RV6b+s9VevyLrjgApPHjx/vHWPNmjUm6x5aIbqH3bhx4/IdU1R8cgMAAKLC4gYAAESFxQ0AAIgKixsAABCVYhcUa3GabhpWr149k5944gnvGA0aNLAnJRt9aUGWc36TqSpVqpisxWKZ0KpVK5MfeuihPF/fv39/72v6c2ixaGhTNN0YT4setSg507Rpn+bRo0d7Y7SQumXLliaHNvrTwsqTTz7ZZG1spQ3cnMt8cei6detM1gI955z74IMPTNZCTy04d865qVOnpuDsSo7eZ7Qxmm7sOWrUqJR8Xy3G1M0Vq1evbrIW2YbOLd20wHXAgAHeaxYvXmyyNsXU6865zL8X8qNN5ObPn5/y76GNAp1z7sADDzRZG/0lofBai4G1gew999xj8qGHHuod4+uvvza5WbNmJtesWdMbE9oEu6TwyQ0AAIgKixsAABAVFjcAACAqxa650ZqPE0880WR9/ti7d2/vGKFGdP9LN5x0zm+EpLUHWj+RiSZlixYtMlmbSM2bN8/kcuXKecfQBoZan6TNy5zz6ydCDZiSROtj9Hn/pZde6o3R5nXaxC/0vFcbkek1orUJSdxY86233jL5s88+816j75fnnnvO5Pvuu88bo3VZ+kw+0/RZvV737733nsn63kuVatWqmawN2NK5MWBBff/99yaHGqnq/VHvM7oponPhjRFjo7Veem+64YYbvDH6u0lrbpJwX9F/b6250bq8yy+/3DuG1r3pezJUfxZqelhS+OQGAABEhcUNAACICosbAAAQlWLX3OhmY1oToHUNoV4DWnuiPRe0d45zzrVt29bkkSNHmpyEjQB///13k++66y6TC7JRmz7z1Q0h33zzTW/MRx99ZHLoeXmSaH3HV199ZXLz5s29MTq32rtHnyE751y3bt1M1o31klgvof/+el2H3k9//vmnyd27dzf55Zdf9sZoL6mJEycW6jxL2u67726y1vL169fP5IK8twpC6wZ081u9DpP4XtNrSHuCOedc7dq1TT7ssMNMDm06qxv/6rUY6o2TJFovGurBov1drr76apNPOOEEb8ywYcNM1vql+vXrmxzaPDLd15Heg7W32COPPOKN0fqZRx991OQePXp4Y0IbGpcUPrkBAABRYXEDAACiwuIGAABEhcUNAACISrELirUhkRYihTY9LCzdgNI551avXm2yNtNKAi3+LEqRox6jffv2JoeKA99///1Cf59M0sJeLYANNXnUAtM2bdqY/Pbbb3tjdBPSJBSd50cb8mkjwtdff90bs3btWpNnzpxp8oIFC7wxlSpVKuoppoUWWGrWok0tonUu/3/vypUre1/TIvQWLVqY/M9//tPkJG4mqZs7/vvf//Zec8ABB5jcrl07k0ObPV5wwQUmv/HGGyans2FbiF4DWjR/1llnmRwqDt5vv/1M1utu7Nix3hh9z/bq1ctk/YOJCRMmeMdIN/3dpPcVvUc759zcuXNN1j8MCl1n+j4tSXxyAwAAosLiBgAARIXFDQAAiEqxa27SoXz58t7XKlSoYHLoGXsMypYta7JuEKmbZDrn3Jw5c0r0nFJNayEKsmmjPgvXBlxad+KcvzHphg0bCnqKGaObiuoGdtWrV/fGTJo0yeSLL77Y5FCd1vTp04t2gmmijQmHDh1qsj7f1/eNc36tkdYZ6WaBzvkNJLt06WKyvv+SWMe1YsUKk5944gnvNc2aNTO5SZMmJvfv398bo/UmSdtIUxsT9u3b12T99w7VFb322msmP/744yaH6td040y972jdzsqVK71jZJpeM9qcN0R/zlA9ktZK6gbIqWz8yCc3AAAgKixuAABAVFjcAACAqCSy5kbrZxo1auS9RusGdtopznVajRo1TNYNQ1988UVvTBJ7/qSa1jboBodam+Kcc3/88YfJoXqlpNFn+k8//bTJ9913nzdG3y+66aH2EXIuvAFnkug1rbUP+iz//vvv946hdTh6TN181zm/xubzzz83Wft8JZHWMYT6z2iNjV4P06ZN88aEalSSRGuqtN/PiBEjTA5tKPvxxx+bnMT6mKTQHk/az8c5vzZu7733Nnny5MkpO584VwQAAGCHxeIGAABEhcUNAACISiJrblRofyp9XprKv49PEu3X8uijj5r82WefpfN0EkP3S3rggQdM/umnn7wxv/76a4meU0nQmo4333zT5FGjRnljdI+kJUuWmLx8+XJvTBL7s+RF/y0vuugik2vVquWN0T3KtmzZYrLuPeZcuF9SjPT91KdPH5NDc5N0WmN35plnmqy/M7T/jHPZUVOVFHoP+eCDD7zXaC+cksQnNwAAICosbgAAQFRY3AAAgKiwuAEAAFHJyauQMCcnJ7uqDIvvu+3bt7cqyAuZmzDmJXfMTRjzkjvmJox5yR1z8zc+uQEAAFFhcQMAAKLC4gYAAEQlvyZ+S51zs9NxIgnRsBCvZW7CmJfcMTdhzEvumJsw5iV3zI3Lp6AYAAAg2/BYCgAARIXFDQAAiAqLGwAAEBUWNwAAICosbgAAQFRY3AAAgKiwuAEAAFFhcQMAAKLC4gYAAEQlz+0XdsCt05du3769ZkFeyNyEMS+5Y27CmJfcMTdhzEvumJu/8cmNtSPtx1FYzE0Y85I75iaMeckdcxPGvOQuODcsbgAAQFRY3AAAgKiwuAEAAFFhcQMAAKLC4gYAAESFxQ0AAIgKixsAABCVPJv4pcJOO9n1U4UKFbzXrF+/3uRt27aZXLp0aW9M2bJlTV67dm1RTzElQud43HHHmdy2bVuT9ef8/fffvWP89ttvJs+ebf+kf9myZd6Yv/76K++TBcQuu+xicqlSpUxevXp1Ok8HSLlq1aqZfOSRR5rcrl07b0zVqlVN3rJli8ljx471xrz99tsmb9q0qVDnmUQ77+wvFfbff3+Tjz32WJP1HuKcPzezZs0q/snlgk9uAABAVFjcAACAqLC4AQAAUSnxmpsDDjjA5PPPP997Tb9+/Uxevny5yQcffLA35vDDDzd5wIABJqf7OWf16tW9r917770mH3TQQSbrc8xQrcyqVatMnjFjhsmDBw/2xrz00ksmr1ixwntNkuy1114mX3rppSaHnvdOnTrVZK3lCtVgffbZZyYvWbKkUOeZBDoXTZo08V6zYMECk7UuKycnxxtz5plnmrzPPvuY3Lt3b5OTVkegP9Ouu+7qvUavEc36Mzvnv2efeeYZk/VelQQ6F7Vq1TK5efPm3hitP2nUqJHJofqJUaNGmfzqq6+arPUp6aZ1mTfccIPJJ510ksnTp0/3jqH3ZL3P33fffd6Yr7/+2mS9Z2cDrZU9/vjjvdf06dPH5P3228/kNWvWeGN++uknk6m5AQAAKCAWNwAAICosbgAAQFRSXnNTvnx5kzt37mxy6Ll2fho2bOh9TWt59PlqumsCQn1AXnjhBZP1GbT2FtHn3M45t8cee5jcokULk0PPfPX7PP3003n+90yrX7++yY0bNzb5lFNO8casXLnS5Pnz55us8+acc+edd57J2VhzU6NGDZMfe+wx7zXaS0LrREK9pjp06GCy1vZoznTNjb53rrvuOpND14z2OdH3gV53zvlz9cYbb5icxJob7c2i96GTTz7ZGzN37lyTtU6vTp063pg2bdqY/P7775uc6bnRehmtCdL3Reh+UK9ePZO1bkd/3zmX+Z5rqaD/3rfccov3mpo1a5qs743Q7+0TTzzR5NGjR5usPe+Kg09uAABAVFjcAACAqLC4AQAAUUl5zY32UDjhhBNMHjhwoDdGe7no39hrds65SpUqmRzqhZJOoWeFgwYNMnnr1q0mlylTxmStI3DOf655zTXX5Jmdc+6www4z+cUXXzQ5ac+Ex40bZ/L48eNN1poc55zbvn27yXrdaQ2Gc87NnDmzqKeYGFoXovu7OOfcO++8k+cxQs/CtX7ilVdeMXnDhg0FPcW00Bq7KlWqmDxixAhvzLfffmuy7uXWrVs3b8yBBx5o8tKlSwtzmhmh9VCPPvqoyaH6iUWLFpms/9433XSTN0ZrBJO2/5ju3af79Ol7qUePHt4x9PfXxIkTTb7yyiu9MTqX2UhrjRo0aOC9RvvTPfvssyZfeOGF3hjtLaQ1S9TcAAAA5ILFDQAAiAqLGwAAEBUWNwAAICrFrsLVgqCOHTuarJsitm7d2juGFgzrMXVDLuecK1euXKHOMxO0iVTlypVNvvnmm03WxoTO+c2UQgWkSgvntPg2abTQWrMWfoacfvrpJoc2IU1aIXVBaKGsFjCGCum1OV3Xrl1NPuaYY7wxWlyZX8H+5s2bwyecJtog7o477jA5dM3r1/T92LRpU2+Mbg65bt26Qp1nJug56s9QEFpAqoWgzjnXs2dPk5PWHDQ/uilqqGi6dOnSJn/11Vcm77nnnt4YLTpPZZFsumgxduiPenbbbTeTdbPa0Ka+ei8vyXsyn9wAAICosLgBAABRYXEDAACiUuyaG21Ep8/h1Lnnnut9TTc01OecoefnI0eOzPc1SaNzdeihh5qszfdCSpUqZXJOTo73mi5duuT5mv79+5uc6Q3uikKbuDVr1szkWbNmeWM2btxYkqeUErq541VXXWWyvldCNTc33nijyVqDoZuvOufcjz/+aLLWFiT9/aU1AgWhjQtD9Wx33XWXyUmfh6LS60jvIaH3k256mG0++ugjk1u1auW9RjdgPfroo03WRq3OOffhhx+a3Lt3b5OzocnfnDlzTJ48ebL3miuuuMJkbXhZq1Ytb8ztt99ucknW7vHJDQAAiAqLGwAAEBUWNwAAICrFrrlZs2aNyffdd5/J+lxT62mcc65q1aoma/+JUC8BfZ4X+jv8pFm2bJnJuunl3nvv7Y3R+dLNNbWPkHPOnXXWWSb/61//Mln7MIQ2M810H5P81K5d22StX+rbt683JtT7JpO0Bss5v9bhnHPOMfnpp582WTcZdc65qVOnmnz44YebrDUAzjn3wAMPmPzBBx+YXJSalqTR+4rWDLz55pveGJ3LWOl9RK9Dzc5lZ/+W/6Wbg06ZMsV7jdaiPf744yZrrxzn/JpG/Z2YX01cEujviMcee8x7jf7sxx9/vMmhOq358+ebXJI1bMlfEQAAABQCixsAABAVFjcAACAqLG4AAEBUil1QrIWG06ZNyzOHaJM5zRdccIE3JvS1pNO5mjFjRp65IEKF1GPGjDFZG03pJpOvvfaad4ykN/bThlt169Y1ecWKFek8nSIJbTQ4bNgwk4cPH27y9OnTTd60aZN3DN3ATjfKnDhxojfms88+MznbC4hD74vzzz/fZG04Gto4MTS/2S7U+FPvpzNnzjR5woQJJXpOSaUFr1r8q80unXPu2WefNVk3ddXNcJNYUKw/d+gPTP7880+TFy5caHLDhg29MfXq1TM5VMSdKnxyAwAAosLiBgAARIXFDQAAiEqxa25SQZ/vadbndM45V6FChRI9p0wIbdym9RL6nLN69eremIMPPthkbXi3ePFik0ObLyZd8+bNTa5Ro4bJs2fPTufpFEmoruXnn38u9nGPOuook3WjTG0i5px/TWS7/fbbz/tat27dTH7ooYdMnjdvXomeU1KENjfu1KmTye+8847Ja9euLdFzSgetNdIGqaEmn/q7SDfsbdy4sTdGaxq1EeCqVavyP9kM098r3bt3916j9wy9B3/66afemJKssVF8cgMAAKLC4gYAAESFxQ0AAIhKVhRbVKxY0ftaNmyUWVihmhvddC2/nkDO+Rvaaa8h3dgt6T1tCkKf/65evTpDZ5JeoY1oteZGN6/94osvvDEluYFdOpQvX97kUI2APu/Xecn2OSgo7ffjnP/+0Q1aY5ibSpUqmXzDDTeYHKrj1P4uu+++u8ktW7b0xmjt1p133mlyEvvaKK3TDG0Qqr+DtbaoR48e3hitGS1J8a0QAADADo3FDQAAiAqLGwAAEJWsqLn56aefvK/pM/YNGzak63RKjO4j5Jxzt99+u8nVqlUzOVRbovsPTZo0yeT58+ebHNrjKOn0ubU+/61Zs6Y3Zs6cOSV6Tpmg14Nzfo3awIEDTdaarGyktWbnnnuuydofyjnnzjzzTJN3lLos3ctI58E555588kmTY3yvaB8brf/Q/mAhem/V95Zzfo2j9rXJhvqluXPnmvzII494rylTpozJH3/8scm6P5lz6f3Z+eQGAABEhcUNAACICosbAAAQFRY3AAAgKjl5Ffjk5OQkovJJi4dDX1uxYoXJRSxc+m779u1+J72ApMxNGhVobtI1L7phnTZA1AZtzjm3Zs2akjiVjF4zoSZ+tWrVMlkbtIU2CCwhJXbN6M/dpUsXk7XY0Tm/+DON86DSes1UrVrV5EsuucR7zdtvv23yokWLivttiypR95kE4XdT7oJzwyc3AAAgKixuAABAVFjcAACAqORXc7PEOTc7faeTcQ23b9/ud38LYG7CmJfcMTdhzEvumJsw5iV3zM3f8lzcAAAAZBseSwEAgKiwuAEAAFFhcQMAAKLC4gYAAESFxQ0AAIgKixsAABAVFjcAACAqLG4AAEBUWNwAAICo7JzXf9wBt05fWogW18xNAPOSO+YmjHnJHXMTxrzkjrn5G5/cWDvSfhyFxdyEMS+5Y27CmJfcMTdhzEvugnPD4gYAAEQlz8dSALLPTjvZ/2epW7euyaeccoo3Zv78+SZ/8sknJm/atClFZwcg6cqXL29yzZr+EzG9z6xdu9bkFStWeGO2bt2agrMrGD65AQAAUWFxAwAAosLiBgAARIXFDQAAiEraC4p33tn/lnvttZfJWgBZr149b0yjRo1MXrhwoclvvfWWyWvWrCnMaaaEFlxVr17d5N12283ktm3besc46KCDTJ45c6bJEyZM8Mbo1/766698zzXJdB6dc65KlSomly5d2uQyZcp4Y1q0aJHnMaZPn27yxIkTvWNs3rw5r1NNu9DcNGjQwORevXqZfOqpp3pjZs+2f005efJkk+fNm1fEM8yMnJwc72uVKlXKM69atcobs27dOpO3b9/RWoj8Td9fzvn36S1btpi8YMECk7dt25b6EysGfe+ULVvWe83GjRtNLsi/f506dUzW329ff/21yekssi2ok08+2eSePXt6r9Gi499++83kp556yhvz5Zdfmrxs2TKTU/n+4pMbAAAQFRY3AAAgKixuAABAVNJec3P44Yd7X7v33ntN1uf92mDMOecqV65s8mmnnWay1vY899xz3jFK+lmn1tRce+21JpcqVcrkChUqeMfQGg+tG7n++uu9MZdcconJX3zxRb7nmiS77LKLySeccIL3mssuu8xkrWcKPd/XmgCtp9Bn4zfffLN3jI8//jhwxplTrVo172v33Xefyccff7zJgwcP9sbo+ylUf5Bkes0ceeSR3msuv/xyk5s3b27y+PHjvTFaNzBlyhSTs7GerVy5ct7X9No/7rjjTNb7jnPOHXPMMSbPmjXL5PPOO89krYvMNL1ndOnSxXvNiy++aPLixYvzPa7O1Yknnmjy999/b/L69evzPWZJq1ixosnt2rUzWefKOb/m5thjjzU5dM2MGDHC5Hvuucfk33//3eTi1ODwyQ0AAIgKixsAABAVFjcAACAqaa+5OfTQQ72vTZs2zeS7777b5FCPGu27cNZZZ5msvTzeeOMN7xihvhaptHz5cpP1+b3+91AN0J577mnyLbfcku8Y7R2QdFoDcMMNN5h89tlne2Nef/11k7V+KfRsXDeDrFGjhsnvvvuuyfvvv793jEzX3GgtTGgTTH32/fLLL5vcv39/b0yHDh1MDvU1SZJdd93V5Jtuusnkiy66yBuj7zftudGmTRtvjNbqad3cV199lf/Jppn2b9H6o+uuu84bs/fee5u8aNEik0PX/bhx40xu3bq1yUns3/K/tH+a9hRzLtxH6n+F+ilpnxutZwmNybQmTZqYfMghh5isdXzO+Zvpam1k6P107rnnmqzzq/f+4tRp8ckNAACICosbAAAQFRY3AAAgKmmvuZk7d673Ne19o38/H3r+rzUCWnOjz9Mz0Y9Cn0n++eefeb7+wAMP9L72xBNPmKz1KZ07d/bG/PLLLwU9xUTQf99mzZqZvHbtWm+M9mopyD422qtB6zK0tmvkyJG5nHH66PN57S2iPaKc83tFPPPMMyaHrsP//Oc/Jie9XkJrBC699FKTP//8c2/M+++/b7LWmeg9xTm//4/mJDrggANMfuyxx0wO1c/cddddJmvNjdbTOOdcnz59TNb6o0zs55cX3W9Oe/lofzXn8q9fDPUM0noVrf9Lwv50el/Rc/75559Nfu2117xj6L/vO++8Y7LWzzjn3K233mqyvud0T8ghQ4Z4xygoPrkBAABRYXEDAACiwuIGAABEhcUNAACIStoLikeNGuV9TRuR9e3bN9/j6IZaTz75pMlJKCjOjzZkCzXX+uOPP0y+/fbbTdZCWueKt9lYJmjB8PPPP2/ySy+95I3p3bu3ybrBnTbocs65008/3eRGjRqZ3K9fP5OTUJhdtWpVk7WAPPRzTpo0yeSmTZuafPLJJ3tjNmzYYLJucKd/CJDpa0w3QdX3t25W6Jxz7du3N1k3qq1Zs6Y3ZsaMGSaH/iAiabToObTpodJGf/reuOOOO7wx2gT1nHPOMXnjxo35ft+SpJsna/HqSSedZPLDDz/sHUPfX3rMhg0bemO0oFt/nyXhd5FuNKsNS3/88UeTQ8Xh+kcHK1asMFkbrTrnvy91rrSxanHwyQ0AAIgKixsAABAVFjcAACAqaa+50TqTkE6dOpkc2rRLG1Pp875M1wQUhNYNaJ2Qc85dcMEFJuvGY1ob4Zxzs2bNMlmbCWZapUqVTNbmhc2bNzc59G+pDfi0iWNoc7pnn33WZL2upk6danISGtnpJnxt27Y1WTeddc6/rnTjzIJsiql1T3feeafJ69evz/cYJUnrobp3725yaNM+rXXQedJjOOfce++9Z/LMmTMLdZ6ZMHHiRJO1Tk83VnXOvya0CWbo31sbJ2rzyEzTWiNtIHfYYYeZvM8++3jH0FoTvSdUq1bNG6P1KuPHj8//ZNOscePGJut9Ra+hUFPU/Gi9mnN+oz9tpJlKfHIDAACiwuIGAABEhcUNAACISsprbnbaya6XDj30UJOvuuoqb4xuTqY1ArrhmXP+s9BsqLFR+vxWNy90zu9jo/VIoZ4l+oz3oYceMjnT9RJaH/Poo4+arBs7fvLJJ94xdJM+3UixS5cu3pj58+eb/NNPP5mchBobVapUKZO1NiLUd2Xo0KEmr1y5Mt8xZ599tsnabyJUw5RJ2pdn+PDhJoeuGb03XX311SaH+o98+OGHJmf6vVMQeo666WHoPtOyZUuTv/76a5O1j5hzfr1f0u7Bq1evNvmVV14xeezYsSZr3x7nnFu4cKHJej/u1q2bN+bxxx83WTchTQKtc9TaF+0JFdpsNb9NRStWrOh9TTcN1fdxfscsDD65AQAAUWFxAwAAosLiBgAARIXFDQAAiEqxC4q10LBVq1Ym33LLLSZrsaNzzg0ePNjk8847z2QtbnLOLzJOwmZkxaXFVs75hZKTJ082OdTg8IorrjBZG7JluihSv78WemoRZ2jjzKVLl5rcrl07k88//3xvjBbN6SZ42tQtCXRTUS0G1kZkzvkbFmqR3l577eWNqVWrlsnjxo0zWQv/ki5UHK4bY5555pkma+My55ybMmVKSs8rCUKFnvqHHvpHCaHNjJPWHFTpNav3QRVqVKdF0scff7zJoSJk3bi2KA3wSpreczWfccYZJoc2X/3hhx/y/B66Gadzzh188MEmz5kzx2Sdu+LgkxsAABAVFjcAACAqLG4AAEBUil1zo89vdaNHracJ1dzst99+JmtDsS+++MIbo3UF2UAbstWvX9/kUBOsPfbYw+Qrr7zS5A4dOnhj7r//fpOT1kRq9OjRJuuzcG3yd/TRR3vH0J9Jm1JpTY5zfnPIpNcMOOc/k/6///s/kx944AFvjNaSaF3c8uXLvTHDhg3LMyexbiAvoaaDJ5xwgslaH9ivXz9vjDYLzUZaT6H3V+ecO+200/LM2rwuGxWlSafWdp544okmayNQ5/ymmUn0888/m6wbwurv5FCzWK0/0t/JofeObk6stVzz5s3L5YwLj09uAABAVFjcAACAqLC4AQAAUSl2zY3WhOhGmdo7pHXr1t4xmjdvbvKYMWNM1loJ55K5yWF+ypUrZ/L1119vstYrOedcnTp1TNbN3kL9XL788kuTk9YDSPuu9OjRw2Td6K9p06beMXQudUyoZ4n2iEnaRn8h+v4ZNWqUybqxn3P+s/CyZcuaHOpP8e2335qctDqtwgr15ejYsaPJWi9YtWpVb4xuVJqN9x29v/bu3dt7zcCBA01OZe1DNmvUqJHJe+65p8l633EuO64R7ZfWq1cvk08//XSTd999d+8YWm+k95BQzxrdvHjJkiUmp7K2j09uAABAVFjcAACAqLC4AQAAUSl2zc2sWbNMfv31103WZ3XTpk3zjqHPLX/88UeTs6EfSUHonkpaSxR6zj179myTtR5Jn1k6lx21JP9r3bp1JmtNSH57mOxItAZHn53n9rUdTZUqVbyv7bLLLiYPGjTI5GeeecYbk433Hu1ro7V8+n5zzt+/bfHixSZn2z0lVXSuBgwYYHKoz0020Ota+9F9/PHHJmuNo3N+HxvdyyvT1wyf3AAAgKiwuAEAAFFhcQMAAKLC4gYAAEQlJ6+in5ycnB2tiuy77du3t8r/ZcxNbpiX3DE3YSUxL9p8zzm/IaZucLh69epUn0Zu0nrN1K5d22Rt6uic3+Aygxulcp8J4z6Tu+Dc8MkNAACICosbAAAQFRY3AAAgKnk28TvxxBPd8OHD03UuGZeTk7O0oK9lbsKYl9wxN2HMS+6YmzDmJXfMzf/39XwKioc752qU1Ekl0NLt27d3KMgLmZsw5iV3zE0Y85I75iaMeckdc/O3PBc3AAAA2YaaGwAAEBUWNwAAICosbgAAQFRY3AAAgKiwuAEAAFFhcQMAAKLC4gYAAESFxQ0AAIhKntsv7IBbpy/dvn17zYK8kLkJY15yx9yEMS+5Y27CmJfcMTd/45Mba3amTyDBmJsw5iV3zE0Y85I75iaMecldcG5Y3AAAgKiwuAEAAFHJs+YGyVehQgXva2XKlDF51apVJrNZatzKly9vcqVKlUxevXq1N2bjxo0lek5IttKlS5tcpUoVk0PXzKZNm0rylJAgO+/sLxVq1LAbj5ctW9bk5cuXe2PWrl1rckn+LuKTGwAAEBUWNwAAICosbgAAQFRY3AAAgKhQUJxlqlevbvIdd9zhvWbFihUmP/jggyZv2bIl9SeGjNBCUOec69SpU555yJAh3piBAweavG7duuKfHLJG8+bNTe7Vq5fJn376qTfmqaeeMnn9+vWpP7ESpH+MUa1aNe81WkirBbGhomqdh61btxb1FDNG5+bCCy/0XtO1a1eTtQh9woQJ3hi9Zr755huTU/m7iU9uAABAVFjcAACAqLC4AQAAUSnxmptSpUqZXLOmv/dXs2bNTD7ggANMDj0LnTlzpslvv/22ydn2/Nc5v/mec87tv//+Jl9xxRUmd+vWzRujNTbbtm1Lwdmljl4TlStXNrlu3bom67PcED1G48aNvdfUr1/f5GnTppk8ePBgk0ONyzJtp53s/4+0bt3ae821115rsr6fdtttN2/MRx99ZLLOTabl5OSYrD9D06ZNTdYGY87576XatWubvHjxYm/M0KFDTZ44caLJSXtvFdXuu+9u8mGHHWZyqInbCy+8YHLS7rlaj3bEEUeYfPHFF+f5351zrly5ciZPnz7d5DVr1nhjPvvsM5P1vqLXWRKbqh5++OEm9+7d23uNvse0bq9BgwbeGP3ddP3115v8/fffF+Y088QnNwAAICosbgAAQFRY3AAAgKgUu+ZGN+U7+eSTTW7UqJHJp5xyincMrbnRY4Z6eUyePNnkkSNHmpy0578hu+66q8lXX3219xrtJVC1alWTQ30W/vzzzxScXcnRf299DnvkkUeaHKpF0ufWuvFjqH6iXr16Jjds2NDk33//3eTPP//cO0amaf3Z7bff7r1G643++usvk7XWxDnn2rVrZ/KsWbNMzvTGmnoP6N69u8nah2PevHneMbS2QTf2O+qoo7wxbdu2Nfncc881eeXKleETTjDdWNU5/2ffZZddTJ4yZYo3Jok1af9L76/XXXedyWeddZbJWhvjnHNfffWVyXov0uvDOeduvfVWk0866SSTH3jgAZO//vpr7xjp7o2j769jjjnG5Fq1anljPvzwQ5MfffRRkzdv3uyNefjhh02+7LLLTP7tt99M1r5ChcEnNwAAICosbgAAQFRY3AAAgKgUu+ZGe2joniTaf2TZsmXeMX7++WeTf/zxR5NbtWrljdHaA32+msS6E+1Rcs4555h89tlne2OGDRtmsvb30f4Uzjn31ltvmZy0PgpaD/PBBx+YPGLECJP1Oaxzzv3xxx8ma42V1pk459xdd91l8qmnnmry3LlzcznjzNH+LlrDpr17nHPuiSeeMFn3ibr88su9MTfccIPJ2s9j9OjR+Z1qidJ/z0GDBpms13zo/a/H0NqT559/3huzZMkSkzNde5QKoRo2va7055w0aZI3Jul71Okee9rL6bjjjjNZexo559yrr75qsr4f9febc861b9/eZK2L09oUrTtxzv+dWNK0llNrsJYuXeqNeeSRR0zWmsXQ7513333X5HvuucfkN954w+Tx48fncsb545MbAAAQFRY3AAAgKixuAABAVFjcAACAqBS7oHjOnDkma4MiLcgLbcinhV9qwIAB3te0gDhUQJo0umGkbvanTcWcc+6VV14xWYuOtfjWuXADuyRZuHChybrhWlFooV/Lli2912gDtqefftrkJBYUV6xY0WRt9BhqpKYFxTo3oSZ+2oysTZs2Jme6oFiLE7V4sSC0oF83Tgz94UKPHj1Mbt68ucnfffedyeluvlYUGzZs8L6mTQ/1vv3LL794Y5L2hwpKN/vUjVP1faE/c4j+zKEmjkOGDDF5/vz5JuvvsxNPPNE7hv4RRUkXb+sGoXXq1DE51GhQG+kW5Hr48ssvTdbrTpv8hgrZQ41rQ/jkBgAARIXFDQAAiAqLGwAAEJVi19zoMzNtrlUUBx54YJ7ZOecWLFhgctI3cXMu/0Zkd955pzdGn8/Onj3b5H79+qXo7LLbHnvsYXKfPn2812jjvxdeeMHk0EZvmVa9enWTteZDN69zzq+50ufpzz77rDdGN0rUmjatV9m2bVsuZ5wZFSpUMLlz587ea7Sm5oILLjA5tKHkeeedZ7LWWGjNTTbQOi7nnNt3331N1ro4rRvJBnpN6M+ojelC9aBFobUnWpuiG/JqM1HnnPvPf/5jcknXUerGmPpe0OaxzvnNQQtCm/hqs80OHTqY/OSTT3rHWLRoUYG+F5/cAACAqLC4AQAAUWFxAwAAolLsmptU0Od7HTt2NLlhw4beGN3kbM2aNak/sRL266+/mtyzZ0/vNa+//rrJTZo0MTm0cWLS+9ykgj4j1toj3QjQOec6depkchL72iitjyhdurTJY8aM8cZo7ZDm0PWx5557mqw9QLR+Ye3atbmccWZof5nQ/eDkk0/O8zVdunTxxujGfVpjmA19bVSotkj7mmiPmEMOOcQbM3LkSJOTtqlo2bJlTd5tt91MnjFjhsklVbep14i+d7TezTl//kuazo2eU6i+pih1d3pf0Vo+rWkrTh0kn9wAAICosLgBAABRYXEDAACiwuIGAABEJe0Fxbp5pHPOnXDCCSZfcsklJmvjOuecGzx4sMkF3UwrSbSYKtSscOLEiSZrkVxo0zXdbCzpG9zlJ1Rwd/PNN5t87LHHmqzFw875xaHZMC9atKdFm1pg7Jw/X3oMbV7nnHN77bWXyS+//LLJ69evz/9kM0jf/5999pn3Gm3a9tJLL5n89ttve2OS1qwwXfQPF7p27eq95quvvjI5aQXFWryqv3v0/psqeo8++OCDTdbfd/rHMc75ze5Kmn4/LeTVBojO+X/ssGrVKpO1eahzfhNSPe6wYcNMLs4fLvDJDQAAiAqLGwAAEBUWNwAAIColXnOjzz3btm3rvaZHjx4mV6pUyeTevXt7Y2KoK6lcubLJoVqIX375xeTGjRubHGNNgDYZ6969u/carQG4++67TR4+fLg3JhvnSjeI1caDTz31lDdm7NixJmvTvnPOOccb880335g8atQok7Nt7o444gjva1qfpLUO2fYzFlXoXqmN5nQuvv/+e29M0jcr1nqN3377zeT27dubvPfee3vHmDBhgslap6M1JM45d9lll5l82GGH5XkeWt/mXPprSHXTUK1ZO+6447wxt912m8m6MXHr1q29MYcffrjJunHmW2+9ZbJuNl0YfHIDAACiwuIGAABEhcUNAACISsprbrTGpkGDBibfdNNN3hj9W/fnn3/eZO1p41x29rVR+jxxxYoV3mvOPPNMk7/99luT33nnHW9MttUflSlTxmTdwFCf7Trn3P3332/y008/bXIM14dzfu+IAQMGmByq09p///1NbtGihcmhHjCPP/64yaHeUkmmPTVOOeUU7zXal2XWrFkleUqJFaqV0Tqt5cuXm/zGG294Y4pTD5EOutnjiBEjTD7ppJNM7tatm3eMhQsXmqz1a0cffbQ3RvtMPfLIIyZ/+umnJqe7p02I3mf69Oljcqg/3XnnnWey/u7XYzrn33uee+45k7UeqTj45AYAAESFxQ0AAIgKixsAABCVnLzqM3JycgpdvKE9au69916T27Vr54356KOPTNbncPPmzSvsaRTVd9u3b29VkBcWZW4CxzC5WrVq3mt0PvVZ+Jo1a7wxJVRzU6C5Kcq86L5Qej289tpr3pjrr7/e5OLsQVJMGb1mtCeQc/41s/POtrQu9Cxc6xNSdA2V2DWj6tata/Inn3zivUbrsp588sniftuiSus1Ezim97UqVaqYrPsjLVmyxBujvXFSpMSumRo1aph8xRVXmHzuued6Y7TH2pAhQ0wO7Xu3ZcsWk3WfpiL2U0rrNaP9fPSe4px/zeh1Fap7XLlypckbNmwo2glawbnhkxsAABAVFjcAACAqLG4AAEBUWNwAAICopLyJnxai/fjjjybrxljOOTdlyhSTU1RklHhatBlq5pSEBk8lTQvP+vbta/KLL77ojclgAXFG6TWzfv167zWhr8VOCxW1CZlz/uagO6pQsXiogWhsli5danL//v1Nfv31170xel3p3MV6H9Ki59AfIYS+liR8cgMAAKLC4gYAAESFxQ0AAIhKfk38ljjnsmsHveJpuH379poFeSFzE8a85I65CWNecsfchDEvuWNu/pbn4gYAACDb8FgKAABEhcUNAACICosbAAAQFRY3AAAgKixuAABAVFjcAACAqLC4AQAAUWFxAwAAosLiBgAARGXnvP5jTk7Ojta+eGkhWlwzNwHMS+6Ym7B0zUupUqVM1u7s27ZtS8dpOMc1k5dEXTMJwjWTu+Dc5Lm42QHtSPtxFBZzE8a85C5Rc1OxYkWTt2zZYvK6devSdSqJmpeEYW7CmJfcBeeGx1IAACAqLG4AAEBUeCyVIG3atPG+1rRpU5M//vhjkxctWuSN2RF2ei9XrpzJWk+RxkcMiVe+fHmTy5Qp471mzZo1Jqex/qRE6CMo55y7+eabTf7mm29MHjp0aImeE7AjqVChgve1KlWqmLxy5UqT169fn7Lvzyc3AAAgKixuAABAVFjcAACAqLC4AQAAUYm2oFiLJhs0aOC9ZtWqVSYvWbKkRM8pP6EiyIsvvtjkAw880OQ777zTG5OkYtpdd93V+1q7du1MnjVrlsm//vprvsft2rWryZUqVTK5b9++3pg6deqYrMVrWpydrYXZWrR3/fXXm7zXXnt5Y3S+pkyZkurTSqsmTZp4XzvttNNMnjx5cprOJllycnK8r+n7p3LlyiYvXbrUG7Nhw4bUnliG7byz/+uwRo0aJrdq1crkxo0be2M++OADk2fOnJmCs0senS/9/XXdddd5Y/Q9+Mknn5jcp08fk1evXl3k8+OTGwAAEBUWNwAAICosbgAAQFTSXnMTet5bs6bd86pRo0Ymh2owtF5GGwadffbZJnfp0sU7xhNPPGHye++9559wGo0ePdr72l9//WVy//79Ta5Xr5435rfffkvpeRVHqJHTZZddZvJ3331n8ty5c00+9NBDvWP06NHD5EGDBpmsdSfOOffII4+YrI0AtTZl2rRp3jGSRhv0Oefc+eefb/K1115rcqhB3+DBg03O9pqbli1bel/TvaR++OGHdJ1ORul78KSTTvJec9FFF5m8zz77mPzyyy97Y5588kmTN27cWNRTzAitp9H7knPOnXnmmSbvu+++JocaYlatWtXknj17mqz39GygP5Nz/jVTkNpJrWvs2LGjyfXr1zf5559/LsxpGnxyAwAAosLiBgAARIXFDQAAiEraa252220372u9e/c2ecGCBSY/9thj3hh99tmtWzeTa9eubfJDDz3kHWPs2LF5n2yabd261fva7NmzTd60aZPJoT4ySbJ48WLva1dffbXJ2m+mevXqJusza+f8DdcGDBhg8ooVK7wxjz76qMkPP/ywyVdccYXJt99+u3cMrdtIN61Za926tfeaW2+91eSyZcua3K9fP2/Ml19+mYKzyxytPWrWrJn3Gn0vZbqvVUnRa+S8884z+cYbb/TGaL3fpEmTTD7llFO8MW+//bbJc+bMKdR5Ztqpp55qcuj9rr2u9D6j9yHn/HpPnaeffvqpMKeZEVpLpPds55w77rjjTNbeY3/++ac3RuuatDdOKuu2+OQGAABEhcUNAACICosbAAAQlRKvudEeNjfddJP3Gu3D8Nxzz5kc+hv7Xr16maz75WjPkjFjxnjHyIa9g3T/Fu2RsOeee3pjJk6cWKLnVBihnirLli0zeaed7Bpbe0sccsgh3jG0xkr3bwl9X70G9Fl4586dTda+OM759WDppvtj3XDDDd5rtE+Uznfo+tC+UdlGa/mOPPJI7zXvvPOOyVqvptedc85Nnz7dZO3JpDVwSVCtWjWTL7jgApN17yPnnHv88cdNPuOMM0yuW7euN0b369P+VEm/v+rvpnfffdd7zYsvvmiy9r4K7WGmPdW0T1c21Nzo3mInnnii9xrdF0p/j99///3emDZt2pisdZB6DRUHn9wAAICosLgBAABRYXEDAACiwuIGAABEJeUFxVpUdPPNN5vcoUMHb4wWbp577rkmX3zxxd4YLZK85pprTJ4wYYLJSS9uy402U9JmZaHGf9lGi0G1IG/IkCHemDfffNPkUAGx0uZmpUqVMnn33Xc3ObTpZ6ZpAXloU1Et0NamiP/3f//njVm6dKnJ48ePL+opZoRugqpz4Jxzq1evNlnvO6HiUL2u9A8VPv/8c5OTcJ/Rn12bOB5zzDHeGN0os0WLFiY3btzYG3PJJZeYrIXqSd9Ic968eSaHGj9qg1H9mS+//HJvjN43Qo3+kk7/7UINL7XpqRauhza91PePXjOp/H3GJzcAACAqLG4AAEBUWNwAAICopLzmplatWiZrjU2oGVSfPn1M1qZ9w4cP98Zo3cAPP/xgchKefedHn43Xq1fPe40202ratKnJoeZK+pxYN0XU2oNMO/zww03W5mChDe2K8hx7v/32M1mfGWtzrdDmm5mmdUKaQ7TRnNYWOefc0UcfbfI333xjckFqmpJE60ycc+6ss84yWeeue/fu3phrr73W5I4dO5r87bffmrx27dpCnWdJ0HpE3Xj2tNNO88bov682Kzz22GO9MXqPzbb6P/23u+WWW7zXfPTRRybXr1/f5FBDTL2vZEP9mv4u0vqjGjVqeGP22GMPk/U+/eyzz3pj9J5akr+n+eQGAABEhcUNAACICosbAAAQlZTX3Ogztd69e5t80UUXeWNOP/10k19++WWTQ305tEdBNtTYaJ8V7VHy4IMPemOOOuook/XnDm0qetttt5ncv39/k9977718zzWdGjZsaPKsWbNMnjx5cr7H0GfGWl/jnL9Jmz4/1+ssif0ptK6hINf9uHHjTA7VEh144IEm77LLLiavWbOmoKeYEToPoR5FWlf0/fffmxyqX9LjLFy40OTNmzcX5jTTQutntBfP2LFj8z1GpUqVTA71U5oxY4bJuqlv0un7YPHixd5rdC71XhSqRZs6darJSe/345x/v9T+dMOGDfPG6D1Xa/tC95l0/p7mkxsAABAVFjcAACAqLG4AAEBUWNwAAICopLygWIuntKGcbtDmnHPvv/++ydp0au7cuSk6u8zSTTA7d+5s8r777uuNmTNnjsl33nmnyaHiYN0ocd26dYU6z5KmhdXaIEqLGevUqeMdQ19z5JFHmqzz5Jw/L//4xz9M1rlMYuO6BQsWmBx6b+jPqUXIBxxwgDdGi7hLly5dxDPMDC3+njZtmvcabV6ojcr69u3rjZk5c6bJr7zyislJLChWWsS5ZcuWfMfovSjUYFQL1bONbrYaer/rhsxaJPvwww97Y/R+ppvSJpH+QcHs2bNNHjBggDdG7zOtWrUyWTd5ds5fD5QkPrkBAABRYXEDAACiwuIGAABEJeU1N+3atTNZG6eFmgFpo79Fixal+rQSQZtcaXOtTp06eWN0vjSH6mmSVmOjtAZAN6zUJoSfffaZdwyt29Gmc6F6gKuvvtpknf+C1CJkmj4L1/eXc8498sgjJrdv397kUJ3IM888Y3LSm/apJUuWmNyrVy/vNfozNWrUyOQxY8Z4YwYNGmSy1uDEQhuyHXHEESbvvLP/qyLbayG1rkxrIp3z60a04WioWeSGDRtScHbppRu+6nsj1MRRN8EuyCa+6cQnNwAAICosbgAAQFRY3AAAgKikvOambNmyJn/55ZcmP/bYY94Y3YwuVtpHYeTIkSZ369bNGzN+/HiTly9fnvoTy7ChQ4ea3LVrV5N181Dn/H4Tw4cPN1mvO+f8ucuGzVaV1gV98MEH3mv0WXjHjh1NDm1Eqj1+sm0TRH1vhTaH/OGHH0zWeorQRn/ZsOlhKlSrVs3kU045xeRQ36NsfP/8L609C/Vl0b5GWrc1cOBAb4z2osoGWn+o/egeeughb4zWG+nGz5muPeKTGwAAEBUWNwAAICosbgAAQFRy8npumpOTU+iHqlpzo70DQj1YErSHz3fbt29vlf/LijY3Wa5Ac5OKedEeNqH+E7pfUgZ71CTumtE9c7SeQntaOOfXEqSoniJt10yWSdw1o/shPf/88ybr3mPO+fu3pai/VtquGe3d06ZNG+812iNK5yG0t1/o/ZUCab1m9J4b2t9P7xHan27Tpk3FPY2CCs4Nn9wAAICosLgBAABRYXEDAACiwuIGAABEJeUFxVkucYV+CUJxaBjXTO64ZsISd83oxpk1a9Y0OVQcunLlypI4Fa6ZsMRdMwlCQTEAAIgfixsAABAVFjcAACAq+W2cudQ5NzsdJ5IQDQvxWuYmjHnJHXMTxrzkLi1zo41UtSFbGnHNhCXumkmQ4NzkWVAMAACQbXgsBQAAosLiBgAARIXFDQAAiAqLGwAAEBUWNwAAICr/D+3u5nc7T5r0AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"indices = np.random.choice(len(train_data), size=64)\n",
"samples = torch.vstack([train_data[idx][0] for idx in indices])\n",
"fig = plot_grid_of_mnist_samples(samples, grid=(8,8))"
]
},
{
"cell_type": "markdown",
"id": "b088a7ce",
"metadata": {},
"source": [
"Note that the data lie within the range $[0, 1]$."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "cbb6a66d",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:35.597580Z",
"start_time": "2022-03-22T17:20:32.051633Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Min value: 0.0\n",
"Max value: 1.0\n"
]
},
{
"data": {
"text/plain": [
"(array([292086., 15929., 12016., 11001., 11707., 10449., 11556.,\n",
" 11076., 9913., 6267.]),\n",
" array([0. , 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1. ],\n",
" dtype=float32),\n",
" )"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"all_data = torch.vstack([x for x, _ in train_data])\n",
"print('Min value:', all_data.min().item())\n",
"print('Max value:', all_data.max().item())\n",
"\n",
"# Plot histogram for a random subset\n",
"subsample_size = 2000\n",
"indices = np.random.choice(all_data.shape[0], size=subsample_size, replace=False)\n",
"plt.hist(all_data[indices].flatten().numpy(), bins=np.linspace(0, 1, num=10))"
]
},
{
"cell_type": "markdown",
"id": "0c1b0473",
"metadata": {},
"source": [
"## VAE for MNIST\n",
"\n",
"We saw that a large portion of values are either 0 or 1, however, the number of values between 0 and 1 is non-zero, hence the support of the generative model should be $[0, 1]$. It is a [common error](https://proceedings.neurips.cc/paper/2019/hash/f82798ec8909d23e55679ee26bb26437-Abstract.html) in the VAE literature to use the Bernoulli distribution, whose support is binary, for data with support $[0, 1]$. \n",
"NB: Remember to always check that the domain of the statistical model includes the domain of the data.\n",
"\n",
"We here parametrise the generator with a recently proposed [continuous Bernoulli distribution](https://en.wikipedia.org/wiki/Continuous_Bernoulli_distribution), whose support lies in $[0, 1]$.\n",
"\n",
"$$\n",
"p_{\\theta}(\\mathbf{x} \\mid \\mathbf{z}) = \\mathcal{CB}\\left(\\mathbf{x}; \\eta \\right) = \\prod_{d=1}^D \\mathcal{CB}\\left(x_d; \\eta_d \\right), \\text{ and } \\eta_d = \\text{sigmoid}(f_{\\theta}(\\mathbf{z})_d)\n",
"$$\n",
"\n",
"where $\\eta_d \\in (0, 1)$ are the parameters of the continuous Bernoulli distribution, $\\mathbf{f}_{\\theta}(\\mathbf{\\cdot})$ is a neural network that takes $\\mathbf{z}$ as input and outputs unconstrained parameters (we call them logits), the [sigmoid function](https://en.wikipedia.org/wiki/Sigmoid_function) transforms the logit parameters to the range $(0, 1)$. \n",
"\n",
"As is common in the VAE literature, we choose the prior distribution over the latents $p(\\mathbf{z})$ as standard Gaussian\n",
"\n",
"$$\n",
"p(\\mathbf{z}) = \\mathcal{N}\\left(\\mathbf{z}; \\mathbf{0}, \\mathbf{1}\\right)\n",
"$$\n",
"\n",
"and specify the variational distribution family as a diagonal Gaussian\n",
"$$\n",
"q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}) = \\mathcal{N}\\left(\\mathbf{z}; \\mu, \\text{diag}(\\sigma) \\right) = \\prod_{k=1}^H \\mathcal{N}\\left(z_k; \\mu_k, \\sigma_k\\right), \\text{ and } \\sigma_k = \\exp(0.5 \\gamma_{\\phi}(\\mathbf{x})_k), \\quad \\mu_k = \\mu_{\\phi}(\\mathbf{x})_k\n",
"$$\n",
"\n",
"where $\\mu$ and $\\sigma$ are the mean and standard deviation of the independent Gaussians (note that different to the lecture slides we denote the Gaussian distribution in terms of the standard deviation, not variance, since the implementation in PyTorch takes mean and standard deviation as arguments), $\\mu_{\\phi}(\\mathbf{\\cdot})$ and $\\gamma_{\\phi}(\\mathbf{\\cdot})$ are neural networks that take $\\mathbf{x}$ as input and output the parameters---mean and log-variance---of the variational distribution, and $\\mu_k$ and $\\sigma_k$ (and $\\gamma_{\\phi}(\\mathbf{x})_k$) are the corresponding $k$-th constrained (and unconstrained) parameters.\n",
"\n",
"In this setting where the prior and the variational distributions are both Gaussians the per-data-point variational ELBO is better rewritten as\n",
"\n",
"$$\n",
"\\mathcal{L}_i(\\theta, \\phi) = \\mathbb{E}_{q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i)}\\left[\\log \\frac{p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z}) p(\\mathbf{z})}{q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i)}\\right] = \\mathbb{E}_{q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i)}\\left[\\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z})\\right] - \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\middle|\\middle| p(\\mathbf{z})\\right)\n",
"$$\n",
"\n",
"The KL divergence between two Gaussians can be computed analytically and in the current setting becomes\n",
"\n",
"$$\n",
"\\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\middle|\\middle| p(\\mathbf{z})\\right) = -\\frac{1}{2} \\sum_{k=1}^K(1 + \\log ((\\sigma_k)^2) - (\\mu_k)^2 - (\\sigma_k)^2), \\text{ where } \\sigma_k = \\exp(0.5 \\gamma_{\\phi}(\\mathbf{x}^i)_k), \\quad \\mu_k = \\mu_{\\phi}(\\mathbf{x}^i)_k.\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "a90105ad",
"metadata": {},
"source": [
"Below we provide the code for evaluating the log probabilities of the generator $p_{\\theta}(\\mathbf{x}\\mid \\mathbf{z})$ and the variational distribution $q_{\\phi}(\\mathbf{z}\\mid \\mathbf{x})$."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "26704392",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:35.601112Z",
"start_time": "2022-03-22T17:20:35.598510Z"
}
},
"outputs": [],
"source": [
"def evaluate_logprob_continuous_bernoulli(X, *, logits):\n",
" \"\"\"\n",
" Evaluates log-probability of the continuous Bernoulli distribution\n",
"\n",
" Args:\n",
" X (Tensor): data, a batch of shape (B, D)\n",
" logits (Tensor): parameters of the continuous Bernoulli,\n",
" a batch of shape (B, D) \n",
"\n",
" Returns:\n",
" logpx (Tensor): log-probabilities of the inputs X, a batch of shape (B,)\n",
" \"\"\"\n",
" cb = torch.distributions.ContinuousBernoulli(logits=logits)\n",
" return cb.log_prob(X).sum(dim=-1)\n",
"\n",
"def evaluate_logprob_diagonal_gaussian(Z, *, mean, logvar):\n",
" \"\"\"\n",
" Evaluates log-probability of the diagonal Gaussian distribution\n",
"\n",
" Args:\n",
" Z (Tensor): latent vectors, a batch of shape (*, B, H)\n",
" mean (Tensor): mean of diagonal Gaussian, a batch of shape (*, B, H)\n",
" logvar (Tensor): log-variance of diagonal Gaussian, a batch of shape (*, B, H)\n",
"\n",
" Returns:\n",
" logqz (Tensor): log-probabilities of the inputs Z, a batch of shape (*, B)\n",
" where `*` corresponds to any additional dimensions of the input arguments,\n",
" for example a dimension representing the samples used to approximate \n",
" the expectation in the ELBO\n",
" \"\"\"\n",
" gauss = torch.distributions.Normal(loc=mean, scale=torch.exp(0.5*logvar))\n",
" return gauss.log_prob(Z).sum(dim=-1)\n"
]
},
{
"cell_type": "markdown",
"id": "064c133a",
"metadata": {},
"source": [
"#### Exercise 1\n",
"\n",
"Using the formula above of the $\\text{KL}(q_{\\phi}(\\mathbf{z}\\mid \\mathbf{x}^i)||p(\\mathbf{z}))$ for diagonal Gaussian $q$ and standard Gaussian $p$ implement the following code for computing the KL divergence for a (mini-)batch of variational distributions $q(\\mathbf{z} \\mid \\mathbf{x}^1) \\ldots q(\\mathbf{z} \\mid \\mathbf{x}^B)$.\n",
"\n",
"\n",
"Solution\n",
"\n",
"The code solution is provided below, if you're struggling with the task you can simply copy the solution below into the provided location below. If you use the provided solution, make sure you understand what the code does.\n",
" \n",
"```python\n",
"q_var = q_logvar.exp()\n",
" \n",
"kld = -0.5 * (1 + q_logvar - q_mean**2 - q_var).sum(dim=-1)\n",
"```\n",
"\n",
""
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "4b5ad862",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:35.609352Z",
"start_time": "2022-03-22T17:20:35.602115Z"
}
},
"outputs": [],
"source": [
"def compute_kld_with_standard_gaussian(q_mean, q_logvar):\n",
" \"\"\"\n",
" Computes KL(q(z|x)||p(z)) between the variational diagonal \n",
" Gaussian distribution q and standard Gaussian prior p\n",
" \n",
" Args:\n",
" q_mean (Tensor): mean of diagonal Gaussian q, a batch of shape (B, H)\n",
" q_logvar (Tensor): log-variance of diagonal Gaussian q, a batch of shape (B, H)\n",
" \n",
" Returns:\n",
" kld (Tensor): KL divergences between q and p, a batch of shape (B,)\n",
" \"\"\"\n",
" ### IMPLEMENT YOUR CODE HERE\n",
" \n",
" # q_var = ...\n",
" \n",
" # kld = ...\n",
" \n",
" ###\n",
" return kld\n"
]
},
{
"cell_type": "markdown",
"id": "18c07d7e",
"metadata": {},
"source": [
"## Gradients of the variational ELBO\n",
"\n",
"To optimise the model we will iteratively maximise the averaged variational lower-bound $\\sum_i \\mathcal{L}_i(\\theta, \\phi)$ with stochastic gradient ascent. This requires us to obtain gradients of $\\mathcal{L}_i(\\theta, \\phi)$ with respect to both $\\theta$ and $\\phi$. \n",
"\n",
"$$\n",
"\\begin{align}\n",
"\\nabla_{\\theta, \\phi} \\mathcal{L}_i &= \\nabla_{\\theta, \\phi} \\left\\{ \\mathbb{E}_{q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i)}\\left[\\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z})\\right] - \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\mid\\mid p(\\mathbf{z})\\right) \\right\\}\\\\\n",
"&= \\nabla_{\\theta, \\phi} \\mathbb{E}_{q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i)}\\left[\\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z})\\right] - \\nabla_{\\theta, \\phi} \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\mid\\mid p(\\mathbf{z})\\right)\n",
"\\end{align}\n",
"$$\n",
"\n",
"Since the KL divergence term can be computed analytically, we can obtain their gradients by using off-the-shelf autograd tools available in PyTorch.\n",
"\n",
"\n",
"However, the first expectation $\\mathbb{E}_{q_{\\phi}}[\\cdot]$ depends on the parameters $\\phi$, which complicates the computation of its gradients. Below we discuss two of the most common ways for obtaining gradients of the variational model: the pathwise gradient estimator and the score function gradient estimator.\n"
]
},
{
"cell_type": "markdown",
"id": "13d5b360",
"metadata": {},
"source": [
"### Pathwise gradient estimator (reparametrisation trick)\n",
"\n",
"The pathwise gradient estimator, also commonly known as the [reparametrisation trick](https://arxiv.org/abs/1312.6114), relies on the sampling path of the variational samples. In general, the estimator requires that sampling of the variational distribution must be decomposable into a parametric, deterministic, and differentiable transformation $\\mathbf{t}(\\cdot; \\phi)$ of samples $\\epsilon$ from an auxilliary noise distribution $n(\\epsilon)$ without learnable parameters\n",
"\n",
"$$\n",
"\\mathbf{z} \\sim q_{\\phi}(\\mathbf{z}) \\Leftrightarrow \\mathbf{z} = \\mathbf{t}(\\epsilon; \\phi) \\text{ with } \\epsilon \\sim n(\\epsilon).\n",
"$$\n",
"\n",
"The gradients obtained using the pathwise gradient estimator are often low-variance, and hence are often preferred over the other approaches if available.\n"
]
},
{
"cell_type": "markdown",
"id": "4fb5c919",
"metadata": {},
"source": [
"#### Exercise 2\n",
"\n",
"Show that the gradients of the per data-point lower-bound $\\mathcal{L}_i(\\theta, \\phi)$ are\n",
"\n",
"$$\n",
"\\nabla_{\\theta, \\phi} \\mathcal{L}_i(\\theta, \\phi) = \\mathbb{E}_{n(\\epsilon)}\\left[ \\nabla_{\\theta, \\mathbf{z}} \\log p_{\\theta}(\\mathbf{x} \\mid \\mathbf{z})^\\top \\nabla_{\\theta, \\phi} \\mathbf{t}(\\epsilon; \\phi)\\right] - \\nabla_{\\theta, \\phi} \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}) \\mid\\mid p(\\mathbf{z})\\right)\n",
"$$\n",
"\n",
"using the reparametrisation $\\mathbf{z} = \\mathbf{t}(\\epsilon; \\phi)$. Since the gradients of the analytically computable KL term can be obtained via off-the-shelf autograd tools you can just denote them $\\nabla_{\\theta, \\phi} \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}) \\mid\\mid p(\\mathbf{z})\\right)$."
]
},
{
"cell_type": "markdown",
"id": "62a711d5",
"metadata": {},
"source": [
"Answer (click)The pathwise gradients of the lower-bound can be derived as follows\n",
"\n",
"$$\n",
"\\begin{align}\n",
"\\nabla_{\\theta, \\phi} \\mathcal{L}(\\theta, \\phi) &= \\nabla_{\\theta, \\phi} \\mathbb{E}_{q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x})}\\left[\\log p_{\\theta}(\\mathbf{x} \\mid \\mathbf{z})\\right] - \\nabla_{\\theta, \\phi} \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}) \\mid\\mid p(\\mathbf{z})\\right)\\\\\n",
"&= \\nabla_{\\theta, \\phi} \\mathbb{E}_{n(\\epsilon)}\\left[\\log p_{\\theta}(\\mathbf{x} \\mid \\mathbf{t}(\\epsilon; \\phi))\\right] - \\nabla_{\\theta, \\phi} \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}) \\mid\\mid p(\\mathbf{z})\\right)\\\\\n",
"&= \\mathbb{E}_{n(\\epsilon)}\\left[ \\nabla_{\\theta, \\phi} \\log p_{\\theta}(\\mathbf{x} \\mid \\mathbf{t}(\\epsilon; \\phi))\\right] - \\nabla_{\\theta, \\phi} \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}) \\mid\\mid p(\\mathbf{z})\\right)\\\\\n",
"&= \\mathbb{E}_{n(\\epsilon)}\\left[ \\nabla_{\\theta, \\mathbf{z}} \\log p_{\\theta}(\\mathbf{x} \\mid \\mathbf{z})^\\top \\nabla_{\\theta, \\phi} \\mathbf{t}(\\epsilon; \\phi)\\right] - \\nabla_{\\theta, \\phi} \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}) \\mid\\mid p(\\mathbf{z})\\right), \\text{ with } \\mathbf{z} = \\mathbf{t}(\\epsilon; \\phi).\n",
"\\end{align}\n",
"$$\n",
"\n",
"Thus, the gradients of $\\phi$ can be obtained as long as the variational distribution can be reparametrised via a differentiable transformation $\\mathbf{t}(\\cdot; \\phi)$.\n",
"In practice the expectation is approximated by Monte Carlo averaging and the gradients are computed as an average over samples $\\epsilon_1, \\ldots, \\epsilon_M$ from the noise distribution $n(\\epsilon)$. \n",
"\n",
"It is important to note that the derivatives in the final line can then be obtained by off-the-shelf autograd tools available in most ML frameworks.\n",
" \n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "2fcc087d",
"metadata": {},
"source": [
"#### Exercise 3\n",
"\n",
"Implement a function $\\mathbf{t}(\\epsilon; \\mu, \\sigma)$ that samples from a Gaussian distribution $\\mathcal{N}(z; \\mu, \\sigma)$ without using the default PyTorch implementation.\n",
"\n",
"\n",
"Hint 1 (click)Use the standard Gaussian distribution for the \"noise\". \n",
"Hint 2 (click)A univariate Gaussian $\\mathcal{N}(z; \\mu, \\sigma)$ can be reparametrised as $z = \\mu + \\sigma\\epsilon$ with $\\epsilon \\sim \\mathcal{N}(0, 1)$. \n",
"Solution\n",
"\n",
"The code solution is provided below, if you're struggling with the task you can simply copy the solution below into the provided location below. If you use the provided solution, make sure you understand what the code does.\n",
" \n",
"```python\n",
"std = torch.exp(0.5*logvar)\n",
"eps = torch.randn(torch.Size([num_samples]) + std.shape, dtype=std.dtype, device=std.device)\n",
"\n",
"Z = mean + eps*std\n",
"```\n",
"\n",
""
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "503938ba",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:35.612610Z",
"start_time": "2022-03-22T17:20:35.610082Z"
}
},
"outputs": [],
"source": [
"def sample_gaussian_with_reparametrisation(mean, logvar, *, num_samples=1):\n",
" \"\"\"\n",
" Samples the Gaussian distribution using the reparametrisation trick\n",
" \n",
" Args:\n",
" mean (Tensor): mean of diagonal Gaussian q, a batch of shape (B, K)\n",
" logvar (Tensor): log-variance of diagonal Gaussian q, a batch of shape (B, K)\n",
" num_samples (int): The number of samples (M) to approximate the expectation in the ELBO\n",
" \n",
" Returns:\n",
" Z (Tensor): Samples Z from the diagonal Gaussian q, a batch of shape (num_samples, B, K)\n",
" \"\"\"\n",
" ### IMPLEMENT YOUR CODE HERE\n",
"\n",
" # std = ...\n",
" # eps = ...\n",
"\n",
" # Z = ...\n",
"\n",
" ###\n",
" \n",
" # Making sure that the variational samples are on the same device as the input argument (i.e. CPU or GPU)\n",
" return Z.to(device=std.device)"
]
},
{
"cell_type": "markdown",
"id": "7dc52859",
"metadata": {},
"source": [
"#### Exercise 4\n",
"\n",
"Now that we can obtain samples $z$ via the reparametrised sampling, implement the variational ELBO using the reparametrised samples\n",
"\n",
"$$\n",
"\\mathcal{L}_i(\\theta, \\phi) = \\mathbb{E}_{q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i)}\\left[\\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z})\\right] - \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\middle|\\middle| p(\\mathbf{z})\\right)\n",
"$$\n",
"\n",
"\n",
"Hint (click)Use the code implemented earlier. \n",
"Solution\n",
"\n",
"The code solution is provided below, if you're struggling with the task you can simply copy the solution below into the provided location below. If you use the provided solution, make sure you understand what the code does.\n",
" \n",
"```python\n",
"# KLD( q(z|x) || p(z) )\n",
"kld = compute_kld_with_standard_gaussian(mean, logvar) # (B,)\n",
"\n",
"# ~E_{q(z|x)}[ p(x | z) ]\n",
"neg_cross_entropy = evaluate_logprob_continuous_bernoulli(X, logits=logits).mean(dim=0) # (B,)\n",
"\n",
"# ELBO for each data-point\n",
"elbos = neg_cross_entropy - kld # (B,)\n",
"```\n",
"\n",
""
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "f11d7b30",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:35.616200Z",
"start_time": "2022-03-22T17:20:35.613490Z"
}
},
"outputs": [],
"source": [
"def elbo_with_pathwise_gradients(X, *, encoder, decoder, num_samples):\n",
" \"\"\"\n",
" Evaluate the ELBO for each data-point in X\n",
" \n",
" Args:\n",
" X (Tensor): data, a batch of shape (B, D)\n",
" decoder (torch.nn.Module): is a neural network that provides the parameters\n",
" of the generative model p(x|z; θ)\n",
" encoder (torch.nn.Module): is a neural network that provides the parameters \n",
" of the variational distribution q(z|x; φ).\n",
" num_samples (int): the number of samples used in the Monte Carlo averaging\n",
"\n",
" Returns:\n",
" elbos (Tensor): the ELBOs for each input X, a tensor of shape (B,)\n",
" \"\"\"\n",
" # Evaluate the encoder network to obtain the parameters of the \n",
" # variational distribution\n",
" mean, logvar = encoder(X) # (B, H), (B, H)\n",
" \n",
" # Sample the latents using the reparametrisation trick\n",
" Z = sample_gaussian_with_reparametrisation(\n",
" mean, logvar, num_samples=num_samples) # (M, B, H)\n",
"\n",
" # Evaluate the decoder network to obtain the parameters of the \n",
" # generative model p(x|z)\n",
" logits = decoder(Z) # (M, B, D)\n",
" \n",
" ### IMPLEMENT YOUR CODE BELOW\n",
" \n",
" # KLD( q(z|x) || p(z) )\n",
" # kld = ... # (B,)\n",
"\n",
" # ~E_{q(z|x)}[ p(x | z) ]\n",
" # neg_cross_entropy = ... # (B,)\n",
"\n",
" # ELBO for each data-point\n",
" # elbos = ... # (B,)\n",
"\n",
" ###\n",
" \n",
" return elbos"
]
},
{
"cell_type": "markdown",
"id": "35aca04d",
"metadata": {},
"source": [
"### Score function gradient estimator (optional, not examinable)\n",
"\n",
"While the pathwise gradient, where available, is often preferred in practice due to its simplicity and low variance, many variational distributions cannot be reparametrised, such as discrete distributions. \n",
"We can then use the [score function gradient estimator](https://arxiv.org/abs/1401.0118), also often known as the REINFORCE gradients in reinforcement learning literature.\n",
"\n",
"$$\n",
"\\begin{align}\n",
"\\nabla_{\\theta, \\phi} \\mathcal{L}_i(\\theta, \\phi) &= \\nabla_{\\theta, \\phi} \\mathbb{E}_{q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i)}\\left[\\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z})\\right] - \\nabla_{\\theta, \\phi} \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\mid\\mid p(\\mathbf{z})\\right)\\\\\n",
"&= \\nabla_{\\theta, \\phi} \\int q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z}) \\text{d}{\\mathbf{z}} - \\nabla_{\\theta, \\phi} \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\mid\\mid p(\\mathbf{z})\\right)\\\\\n",
"&= \\int \\nabla_{\\theta, \\phi} \\left( q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z}) \\right) \\text{d}{\\mathbf{z}} - \\nabla_{\\theta, \\phi} \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\mid\\mid p(\\mathbf{z})\\right)\\\\\n",
"&= \\int \\left(\\nabla_{\\theta, \\phi} \\left\\{ q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i)\\right\\} \\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z}) + q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\nabla_{\\theta, \\phi} \\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z})\\right) \\text{d}{\\mathbf{z}} - \\nabla_{\\theta, \\phi} \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\mid\\mid p(\\mathbf{z})\\right)\\\\\n",
"&= \\int \\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\nabla_{\\theta, \\phi} \\left\\{ \\log q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i)\\right\\} \\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z}) + q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\nabla_{\\theta, \\phi} \\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z})\\right) \\text{d}{\\mathbf{z}} - \\nabla_{\\theta, \\phi} \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\mid\\mid p(\\mathbf{z})\\right)\\\\\n",
"&= \\int q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\left( \\nabla_{\\theta, \\phi} \\left\\{\\log q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i)\\right\\} \\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z}) + \\nabla_{\\theta, \\phi} \\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z})\\right) \\text{d}{\\mathbf{z}} - \\nabla_{\\theta, \\phi} \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\mid\\mid p(\\mathbf{z})\\right)\\\\\n",
"&= \\mathbb{E}_{q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i)} \\left[ \\nabla_{\\theta, \\phi} \\left\\{\\log q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x})\\right\\} \\log p_{\\theta}(\\mathbf{x} \\mid \\mathbf{z}) + \\nabla_{\\theta, \\phi} \\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z})\\right] - \\nabla_{\\theta, \\phi} \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\mid\\mid p(\\mathbf{z})\\right),\n",
"\\end{align}\n",
"$$\n",
"\n",
"where in the third equation we used the [dominated convergence theorem](https://en.wikipedia.org/wiki/Leibniz_integral_rule#Measure_theory_statement) to swap the integral and the gradient, and in the fifth equation we used the log-derivative trick $\\nabla f(x) = f(x) \\nabla \\log f(x)$. \n",
"The gradients can be obtained as long as $\\log q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x})$ is differentiable with respect to the parameters $\\phi$.\n",
"In practice the expectation in the last line is approximated by Monte Carlo averaging and the gradients are then the average gradients over samples $\\mathbf{z}_1, \\ldots, \\mathbf{z}_M \\sim q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x})$.\n",
"\n",
"Importantly, as with the pathwise gradients, we can use off-the-shelf autograd tools, available in most ML frameworks to obtain the necessary gradients."
]
},
{
"cell_type": "markdown",
"id": "442f5b88",
"metadata": {},
"source": [
"In this tutorial we will compare VAE fitting when using the pathwise and score function gradient estimators. \n",
"We will therefore use a variational distribution for which the reparametrisation is available (i.e. Gaussian) but to evaluate the method with score function gradient estimator we will simulate a non-reparametrisable distribution by [detaching](https://pytorch.org/docs/stable/generated/torch.Tensor.detach.html) the computation graph to stop the _pathwise_ gradients. The below code implements the non-reparametrised Gaussian sampling. We will then ask you to implement a surrogate ELBO, which enables model estimation using the score function gradient estimator."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "5f5d7b78",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:35.619386Z",
"start_time": "2022-03-22T17:20:35.617661Z"
}
},
"outputs": [],
"source": [
"def sample_gaussian_without_reparametrisation(mean, logvar, *, num_samples=1):\n",
" \"\"\"\n",
" Samples the Gaussian distribution without attaching then to the computation graph\n",
" \n",
" Args:\n",
" mean (Tensor): mean of diagonal Gaussian q, a batch of shape (B, K)\n",
" logvar (Tensor): log-variance of diagonal Gaussian q, a batch of shape (B, K)\n",
" num_samples (int): The number of samples (M) to approximate the expectation in the ELBO\n",
" \n",
" Returns:\n",
" Z (Tensor): Samples Z from the diagonal Gaussian q, a batch of shape (num_samples, B, K)\n",
" \"\"\"\n",
" return sample_gaussian_with_reparametrisation(mean, logvar, num_samples=num_samples).detach()"
]
},
{
"cell_type": "markdown",
"id": "0b5697c5",
"metadata": {},
"source": [
"#### Exercise 5 (optional, not examinable)\n",
"\n",
"Implement a surrogate variational ELBO $\\mathcal{\\tilde L}_i(\\theta,\\phi)$, which enables the optimisation of a VAE and uses the score function gradient estimator.\n",
"\n",
"\n",
"Hint 1 (click)Use the code implemented earlier. \n",
"Hint 2 (click)\n",
"\n",
"You might want to use the [`Tensor.detach()`](https://pytorch.org/docs/stable/generated/torch.Tensor.detach.html) function to create the surrogate ELBO with score function gradients. When a detached term appears in the loss, it will be treated as constant with respect to the variables of differentiation (i.e. the parameters).\n",
" \n",
"Hint 3 (click)\n",
" \n",
"For an example of score fuction gradient estimator implementation in PyTorch read [here](https://pytorch.org/docs/stable/distributions.html#score-function).\n",
"\n",
"Spoiler 1! Click this to see the surrogate ELBO.\n",
"\n",
"We can write down the surrogate ELBO as follows\n",
"\n",
"$$\n",
"\\mathcal{\\tilde L}_i(\\theta, \\phi) = \\mathbb{E}_{\\text{sg}\\{q_{\\phi}(\\mathbf{z}\\mid \\mathbf{x}^i)\\}} \\left[ \\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z}) + \\log q_{\\phi}(\\mathbf{z}\\mid \\mathbf{x}^i) \\text{sg}\\{\\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z})\\} - \\text{sg}\\{\\log q_{\\phi}(\\mathbf{z}\\mid \\mathbf{x}^i) \\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z})\\} \\right] - \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\mid\\mid p(\\mathbf{z})\\right),\n",
"$$\n",
"\n",
"where we use a stop-gradient operator $\\text{sg}(\\cdot)$ to stop gradient flow, equivalent to the `Tensor.detach()`.\n",
"\n",
"Taking the gradient of the above, treating the $\\text{sg}(\\cdot)$ as constants, yields the same score function gradients we have derived above\n",
"\n",
"$$\n",
"\\begin{align}\n",
"\\nabla_{\\theta, \\phi} \\mathcal{\\tilde L}_i(\\theta, \\phi) &= \\nabla_{\\theta, \\phi} \\mathbb{E}_{\\text{sg}\\{q_{\\phi}(\\mathbf{z}\\mid \\mathbf{x}^i)\\}} \\left[ \\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z}) + \\log q_{\\phi}(\\mathbf{z}\\mid \\mathbf{x}^i) \\text{sg}\\{\\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z})\\} - \\text{sg}\\{\\log q_{\\phi}(\\mathbf{z}\\mid \\mathbf{x}^i) \\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z})\\} \\right] - \\nabla_{\\theta, \\phi} \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\mid\\mid p(\\mathbf{z})\\right)\\\\\n",
"&= \\mathbb{E}_{q_{\\phi}(\\mathbf{z}\\mid \\mathbf{x}^i)} \\left[ \\nabla_{\\theta, \\phi} \\left\\{ \\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z})\\right\\} + \\nabla_{\\theta, \\phi} \\left\\{\\log q_{\\phi}(\\mathbf{z}\\mid \\mathbf{x}^i) \\text{sg}\\{\\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z})\\}\\right\\} - \\nabla_{\\theta, \\phi}\\left\\{\\text{sg}\\{\\log q_{\\phi}(\\mathbf{z}\\mid \\mathbf{x}^i) \\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z})\\}\\right\\} \\right] \\\\&\\phantom{====}- \\nabla_{\\theta, \\phi} \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\middle|\\middle| p(\\mathbf{z})\\right)\\\\\n",
"&= \\mathbb{E}_{q_{\\phi}(\\mathbf{z}\\mid \\mathbf{x}^i)} \\left[ \\nabla_{\\theta, \\phi} \\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z}) + \\nabla_{\\theta, \\phi} \\left\\{\\log q_{\\phi}(\\mathbf{z}\\mid \\mathbf{x}^i) \\right\\} \\log p_{\\theta}(\\mathbf{x}^i \\mid \\mathbf{z}) \\right] - \\nabla_{\\theta, \\phi} \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}^i) \\middle|\\middle| p(\\mathbf{z})\\right)\\\\\n",
"&= \\nabla_{\\theta, \\phi} \\mathcal{L}_i(\\theta, \\phi)\n",
"\\end{align}\n",
"$$\n",
"\n",
"Solution\n",
"\n",
"For this optional task we provide you with the solution below, simply copy it to the appropriate location in the code cell below.\n",
" \n",
"```python\n",
"# KLD( q(z|x) || p(z) )\n",
"kld = compute_kld_with_standard_gaussian(mean, logvar)\n",
"\n",
"# log p(x | z)\n",
"log_px_given_z = evaluate_logprob_continuous_bernoulli(X, logits=logits)\n",
"\n",
"# ~E_{q(z|x)}[ p(x | z) ]\n",
"neg_cross_entropy = log_px_given_z.mean(dim=0)\n",
"\n",
"# Per data-point ELBO, note that this ELBO will not estimate the gradients of the expectation parameters!\n",
"elbos = neg_cross_entropy - kld\n",
"\n",
"# log q(z | x)\n",
"log_qz_given_x = evaluate_logprob_diagonal_gaussian(Z, mean=mean, logvar=logvar)\n",
"\n",
"# Surrogate loss for score function gradient estimator\n",
"surrogate_loss = (log_qz_given_x*log_px_given_z.detach()).mean(dim=0)\n",
"\n",
"# ELBO with score function gradients\n",
"surrogate_elbos = elbos + surrogate_loss - surrogate_loss.detach()\n",
"```\n",
"\n",
""
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "f20249de",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:35.624014Z",
"start_time": "2022-03-22T17:20:35.620203Z"
}
},
"outputs": [],
"source": [
"def elbo_with_score_function_gradients(X, *, encoder, decoder, num_samples):\n",
" \"\"\"\n",
" Evaluate the surrogate ELBO for each data-point in X. The surrogate\n",
" elbo uses score function gradient estimator to estimate the gradients\n",
" of the variational distribution.\n",
" \n",
" Args:\n",
" X (Tensor): data, a batch of shape (B, D)\n",
" decoder (torch.nn.Module): is a neural network that provides the parameters\n",
" of the generative model p(x|z; θ)\n",
" encoder (torch.nn.Module): is a neural network that provides the parameters \n",
" of the variational distribution q(z|x; φ).\n",
" num_samples (int): the number of samples used in the Monte Carlo averaging\n",
" \n",
" Returns:\n",
" elbos (Tensor): the ELBOs for each input X, a tensor of shape (B,)\n",
" \"\"\"\n",
" # Evaluate the encoder network to obtain the parameters of the \n",
" # variational distribution\n",
" mean, logvar = encoder(X) # (B, H), (B, H)\n",
" \n",
" # Sample the latents _without_ the reparametrisation trick\n",
" Z = sample_gaussian_without_reparametrisation(\n",
" mean, logvar, num_samples=num_samples) # (M, B, H)\n",
"\n",
" # Evaluate the decoder network to obtain the parameters of the \n",
" # generative model p(x|z)\n",
" logits = decoder(Z) # (M, B, D)\n",
" \n",
" ### IMPLEMENT YOUR CODE BELOW\n",
" \n",
" #\n",
" # ELBO\n",
" #\n",
" \n",
" # KLD( q(z|x) || p(z) )\n",
" # kld = ...\n",
"\n",
" # log p(x | z)\n",
" # log_px_given_z = ...\n",
" \n",
" # ~E_{q(z|x)}[ p(x | z) ]\n",
" # neg_cross_entropy = ...\n",
" \n",
" # Per-data-point ELBO that does not estimate the gradients of the expectation parameters\n",
" # elbos = ...\n",
" \n",
" #\n",
" # Score function surrogate\n",
" #\n",
"\n",
" # log q(z | x)\n",
" # log_qz_given_x = ...\n",
"\n",
" # Surrogate loss for score function gradient estimator of the expectation parameters\n",
" # surrogate_loss = ...\n",
"\n",
" # ELBO with score function gradients\n",
" # surrogate_elbos = ...\n",
" \n",
" ###\n",
" return surrogate_elbos"
]
},
{
"cell_type": "markdown",
"id": "8c487621",
"metadata": {},
"source": [
"## VAE implementation\n",
"\n",
"Below we implement the PyTorch models for the encoder and decoder networks as well as a wrapper model to represent the VAE using the functions you have implemented above. You should read the code and understand it.\n",
"\n",
"We will use simple fully-connected neural networks but feel free to experiment with other neural network architectures, such as residual networks or convolutional layers, which can often improve the performance of the method for specific tasks."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "a3fb8926",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:35.629605Z",
"start_time": "2022-03-22T17:20:35.625120Z"
}
},
"outputs": [],
"source": [
"class Encoder(nn.Module):\n",
" \"\"\"\n",
" Encoder or inference network that predicts the parameters of the variational distribution q(z|x).\n",
" \"\"\"\n",
" def __init__(self, hparams):\n",
" super().__init__()\n",
" self.hparams = hparams\n",
" enc_layer_dims = self.hparams.enc_layer_dims\n",
"\n",
" # Create all layers except last\n",
" layers = []\n",
" for i in range(len(enc_layer_dims)-2):\n",
" layers.append(nn.Linear(enc_layer_dims[i],\n",
" enc_layer_dims[i+1]))\n",
" # Use a non-linearity\n",
" layers.append(nn.ReLU())\n",
"\n",
" self.model = nn.Sequential(*layers)\n",
"\n",
" # Create separate final layers for each parameter (mean and log-variance)\n",
" # We use log-variance to unconstrain the optimisation of the positive-only variance parameters\n",
" self.mean = nn.Linear(enc_layer_dims[-2],\n",
" enc_layer_dims[-1])\n",
" self.logvar = nn.Linear(enc_layer_dims[-2],\n",
" enc_layer_dims[-1])\n",
"\n",
" @staticmethod\n",
" def add_model_args(parser):\n",
" \"\"\"Here we define the arguments for our encoder model.\"\"\"\n",
" parser.add_argument('--enc_layer_dims', type=int, nargs='+',\n",
" help='Encoder layer dimensions.')\n",
" return parser\n",
" \n",
" def forward(self, X):\n",
" \"\"\"\n",
" Predicts the parameters of the variational distribution\n",
" \n",
" Args:\n",
" X (Tensor): data, a batch of shape (B, D)\n",
" \n",
" Returns:\n",
" mean (Tensor): means of the variational distributions, shape (B, K)\n",
" logvar (Tensor): log-variances of the diagonal Gaussian variational distribution, shape (B, K)\n",
" \"\"\"\n",
" features = self.model(X)\n",
" mean = self.mean(features)\n",
" logvar = self.logvar(features)\n",
" \n",
" return mean, logvar\n",
"\n",
" def sample_with_reparametrisation(self, mean, logvar, *, num_samples=1):\n",
" # Reuse the implemented code\n",
" return sample_gaussian_with_reparametrisation(mean, logvar, num_samples=num_samples)\n",
"\n",
" def sample_without_reparametrisation(self, mean, logvar, *, num_samples=1):\n",
" # Reuse the implemented code\n",
" return sample_gaussian_without_reparametrisation(mean, logvar, num_samples=num_samples)\n",
" \n",
" def log_prob(self, mean, logvar, Z):\n",
" \"\"\"\n",
" Evaluates the log_probability of Z given the parameters of the diagonal Gaussian\n",
" \n",
" Args:\n",
" mean (Tensor): means of the variational distributions, shape (*, B, K)\n",
" logvar (Tensor): log-variances of the diagonal Gaussian variational distribution, shape (*, B, K)\n",
" Z (Tensor): latent vectors, shape (*, B, K)\n",
" \n",
" Returns:\n",
" logqz (Tensor): log-probability of Z, a batch of shape (*, B)\n",
" \"\"\"\n",
" # Reuse the implemented code\n",
" return evaluate_logprob_diagonal_gaussian(Z, mean=mean, logvar=logvar)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "8dba226c",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:35.635317Z",
"start_time": "2022-03-22T17:20:35.630637Z"
}
},
"outputs": [],
"source": [
"class Decoder(nn.Module):\n",
" \"\"\"\n",
" Decoder or generative network that computes the parameters of the likelihood.\n",
" \"\"\"\n",
" def __init__(self, hparams):\n",
" super().__init__()\n",
" self.hparams = hparams\n",
" dec_layer_dims = self.hparams.dec_layer_dims\n",
" \n",
" # Create all layers except last\n",
" layers = []\n",
" for i in range(len(dec_layer_dims)-2):\n",
" layers.append(nn.Linear(dec_layer_dims[i],\n",
" dec_layer_dims[i+1]))\n",
" # Add non-linearity\n",
" layers.append(nn.ReLU())\n",
"\n",
" self.model = nn.Sequential(*layers)\n",
" # Create final layers that predicts the parameters of the continuous Bernoulli\n",
" self.logits = nn.Linear(dec_layer_dims[-2],\n",
" dec_layer_dims[-1])\n",
" \n",
" @staticmethod\n",
" def add_model_args(parser):\n",
" \"\"\"Here we define the arguments for our decoder model.\"\"\"\n",
" parser.add_argument('--dec_layer_dims', type=int, nargs='+',\n",
" help='Decoder layer dimensions.')\n",
" return parser\n",
"\n",
" def forward(self, Z):\n",
" \"\"\"\n",
" Computes the parameters of the generative distribution p(x | z)\n",
" \n",
" Args:\n",
" Z (Tensor): latent vectors, a batch of shape (M, B, K)\n",
" \n",
" Returns:\n",
" logits (Tensor): parameters of the continuous Bernoulli, shape (M, B, D)\n",
" \"\"\"\n",
" features = self.model(Z)\n",
" logits = self.logits(features)\n",
"\n",
" return logits\n",
"\n",
" def log_prob(self, logits, X):\n",
" \"\"\"\n",
" Evaluates the log_probability of X given the parameters of the continuous Bernoulli\n",
" \n",
" Args:\n",
" logits (Tensor): parameters of the continuous Bernoulli, shape (*, B, D)\n",
" X (Tensor): data, shape (*, B, D)\n",
" \n",
" Returns:\n",
" logpx (Tensor): log-probability of X, a batch of shape (*, B)\n",
" \"\"\"\n",
" # Reuse the implemented code\n",
" return evaluate_logprob_continuous_bernoulli(X, logits=logits)\n",
" \n",
" # Some extra methods for analysis\n",
" \n",
" def sample(self, logits, *, num_samples=1):\n",
" \"\"\"\n",
" Samples the continuous Bernoulli\n",
" \n",
" Args:\n",
" logits (Tensor): parameters of the continuous Bernoulli, shape (*, B, D)\n",
" num_samples (int): number of samples\n",
" \n",
" Returns:\n",
" X (Tensor): samples from the distribution, shape (num_samples, *, B, D)\n",
" \"\"\"\n",
" cb = torch.distributions.ContinuousBernoulli(logits=logits)\n",
" return cb.sample((num_samples,))\n",
"\n",
" def mean(self, logits):\n",
" \"\"\"\n",
" Returns the mean of the continuous Bernoulli\n",
" \n",
" Args:\n",
" logits (Tensor): parameters of the continuous Bernoulli, shape (*, B, D)\n",
" \n",
" Returns:\n",
" mean (Tensor): means of the continuous Bernoulli, shape (*, B, D)\n",
" \"\"\"\n",
" cb = torch.distributions.ContinuousBernoulli(logits=logits)\n",
" return cb.mean\n",
" \n",
" def param_p(self, logits):\n",
" \"\"\"\n",
" Returns the success probability p of the continuous Bernoulli\n",
" \n",
" Args:\n",
" logits (Tensor): parameters of the continuous Bernoulli, shape (*, B, D)\n",
" \n",
" Returns:\n",
" p (Tensor): success probability p of the continuous Bernoulli, shape (*, B, D)\n",
" \"\"\"\n",
" cb = torch.distributions.ContinuousBernoulli(logits=logits)\n",
" return cb.probs\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "e35ed07b",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:35.640709Z",
"start_time": "2022-03-22T17:20:35.636339Z"
}
},
"outputs": [],
"source": [
"class VAE(nn.Module):\n",
" \"\"\"\n",
" A wrapper for the VAE model\n",
" \"\"\"\n",
" def __init__(self, hparams):\n",
" super().__init__()\n",
" self.hparams = hparams\n",
" \n",
" # Use the encoder and decoder implemented above\n",
" self.encoder = Encoder(hparams)\n",
" self.decoder = Decoder(hparams)\n",
" \n",
" @staticmethod\n",
" def add_model_args(parser):\n",
" \"\"\"Here we define the arguments for our decoder model.\"\"\"\n",
" parser = Encoder.add_model_args(parser)\n",
" parser = Decoder.add_model_args(parser)\n",
" \n",
" parser.add_argument('--gradient_type', type=str,\n",
" choices=['pathwise', 'score'],\n",
" help='Variational model gradient estimation method.')\n",
" parser.add_argument('--num_variational_samples', \n",
" type=int, default=1,\n",
" help=('The number of samples from the variational '\n",
" 'distribution to approximate the expectation.'))\n",
" \n",
" return parser\n",
"\n",
" def forward(self, X):\n",
" \"\"\"\n",
" Computes the variational ELBO\n",
" \n",
" Args:\n",
" X (Tensor): data, a batch of shape (B, K)\n",
" \n",
" Returns:\n",
" elbos (Tensor): per data-point elbos, shape (B, D)\n",
" \"\"\"\n",
" if self.hparams.gradient_type == 'pathwise':\n",
" return self.elbo_with_pathwise_gradients(X)\n",
" elif self.hparams.gradient_type == 'score':\n",
" return self.elbo_with_score_function_gradients(X)\n",
" else:\n",
" raise ValueError(f'gradient_type={self.hparams.gradient_type} is invalid')\n",
" \n",
" def elbo_with_pathwise_gradients(self, X):\n",
" # Reuse the implemented code\n",
" return elbo_with_pathwise_gradients(X, encoder=self.encoder, decoder=self.decoder, \n",
" num_samples=self.hparams.num_variational_samples)\n",
" \n",
" def elbo_with_score_function_gradients(self, X):\n",
" # Reuse the implemented code\n",
" return elbo_with_score_function_gradients(X, encoder=self.encoder, decoder=self.decoder, \n",
" num_samples=self.hparams.num_variational_samples)\n"
]
},
{
"cell_type": "markdown",
"id": "d8506ade",
"metadata": {},
"source": [
"#### Exercise 6\n",
"\n",
"We want you to be able to read, understand, and reason about scientific code. The following questions are here to facilitate your thoughts.\n",
"\n",
"1. What do the `Decoder.forward()` and `Encoder.forward()` methods do?\n",
"2. What would you have to change about the model and code if the data had a different domain, for example the whole real domain $\\mathbb{R}^D$ instead of only $[0, 1]^D$?"
]
},
{
"cell_type": "markdown",
"id": "d1d5fe06",
"metadata": {},
"source": [
"Answer (click)\n",
" \n",
"1. The `Decoder.forward()` predicts the parameters of the pdf (or pmf) of the conditional distribution $p_{\\theta}(\\mathbf{x}\\mid\\mathbf{z})$, and the `Encoder.forward()` predicts the parameters of the pdf (or pmf) of variational distribution $q_{\\phi}(\\mathbf{z}\\mid \\mathbf{x})$.\n",
"\n",
"2. If the data had been distributed in the whole real domain we could specify a different generative distribution $p_{\\theta}(\\mathbf{x} \\mid \\mathbf{z})$, for example using a low-rank Gaussian or Student's-T distribution. You would then have to implement a decoder, which predicts the mean and covariance matrices of the Gaussian (or equivalently the parameters of the Student's-T), and use the corresponding probability density function when computing the ELBO, i.e. change the computations of the `neg_cross_entropy` variable in the provided solutions.\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "ed688739",
"metadata": {},
"source": [
"#### Exercise 7 (optional, not examinable)\n",
"\n",
"1. If you wanted to use a different lower-bound, for example the [importance-weighted ELBO](https://arxiv.org/abs/1509.00519)\n",
"$$\n",
"\\mathcal{L}^{IW}_i(\\theta, \\phi) = \\mathbb{E}_{\\mathbf{z}_1 \\ldots \\mathbf{z}_T \\sim q_{\\phi}(\\mathbf{z}\\mid\\mathbf{x}^i)} \\left[ \\log \\frac{1}{T} \\sum_{t=1}^T \\frac{p_{\\theta}(\\mathbf{x}^i, \\mathbf{z}_t)}{q_{\\phi}(\\mathbf{z}_t \\mid \\mathbf{x}^i)}\\right]\n",
"$$\n",
"which parts of the code would you change?\n",
"2. How would you compute the term inside the expectation $\\log \\frac{1}{T} \\sum_{t=1}^T \\frac{p_{\\theta}(\\mathbf{x}, \\mathbf{z}_t)}{q_{\\phi}(\\mathbf{z}_t \\mid \\mathbf{x})}$?\n",
"Hint (click)Think about the numerical stability of the computation."
]
},
{
"cell_type": "markdown",
"id": "7a8d24c2",
"metadata": {},
"source": [
"Answer (click)\n",
" \n",
"1. You could simply replace the code in the `VAE.forward()` method with the computation of the $\\mathcal{L}^{IW}_i$ above. Note that you would not be able to compute the KL divergence analytically as before, instead the whole ELBO would have to be approximated using Monte Carlo averaging.\n",
" \n",
" The importance-weighted ELBO (IWELBO) has some nice properties, for example, the IWELBO becomes monotonically tighter as you increase the number of importance samples $T$, and with $T=1$ it equals the standard ELBO, whereas with $T\\rightarrow \\infty$ it approaches marginal log-likelihood $\\log p_{\\theta}(\\mathbf{x}^i)$. The IWELBO has been used for training more [accurate VAE models](https://arxiv.org/abs/1509.00519), estimating $\\log p_{\\theta}(\\mathbf{x}^i)$ (see [here](http://bayesiandeeplearning.org/2018/papers/101.pdf)), and fitting VAEs in the presence of [missing variables](https://arxiv.org/abs/1812.02633).\n",
"\n",
"2. Computations in the probability domain, such as $\\frac{p_{\\theta}(\\mathbf{x}, \\mathbf{z}_t)}{q_{\\phi}(\\mathbf{z}_t \\mid \\mathbf{x})}$, are often numerically unstable, especially when the random variables are high-dimensional. Instead it is best to perform any computations in the log-probability domain. You should note that the $\\log \\frac{1}{T} \\sum_{t=1}^T \\frac{p_{\\theta}(\\mathbf{x}, \\mathbf{z}_t)}{q_{\\phi}(\\mathbf{z}_t \\mid \\mathbf{x})}$ term is a composition of a _log_, a _summation_, as well as $p_{\\theta}(\\mathbf{x}, \\mathbf{z}_t)$ and $q_{\\phi}(\\mathbf{z}_t \\mid \\mathbf{x})$ terms which we have previously computed in the log-domain. Hence, to preserve numerical stability you should use the [log-sum-exp trick](https://en.wikipedia.org/wiki/LogSumExp)\n",
"$$\n",
"\\begin{align}\n",
"\\log \\frac{1}{T} \\sum_{t=1}^T \\frac{p_{\\theta}(\\mathbf{x}, \\mathbf{z}_t)}{q_{\\phi}(\\mathbf{z}_t \\mid \\mathbf{x})}\n",
"&=\n",
"- \\log T + \\log \\sum_{t=1}^T \\exp\\left(\\log p_{\\theta}(\\mathbf{x}, \\mathbf{z}_t) - \\log q_{\\phi}(\\mathbf{z}_t \\mid \\mathbf{x})\\right) \\\\\n",
"&=\n",
"-\\log T + r_{\\text{amax}} - \\log \\sum_{t=1 }^T \\mathbb{1}(t \\not = \\text{amax}) \\exp\\left(r_{t} - r_{\\text{amax}}\\right),\n",
"\\end{align}\n",
"$$\n",
"where $r_t = \\log p_{\\theta}(\\mathbf{x}, \\mathbf{z}_t) - \\log q_{\\phi}(\\mathbf{z}_t \\mid \\mathbf{x})$ and $\\text{amax} = \\mathrm{argmax}_t (\\{r_1, \\ldots, r_T\\})$. This handy function is readily implemented in PyTorch as [`torch.logsumexp()`](https://pytorch.org/docs/stable/generated/torch.logsumexp.html).\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "49f890dc",
"metadata": {},
"source": [
"### Training code\n",
"\n",
"Below we provide an implementation of the training loop code that we will use to fit the VAE models."
]
},
{
"cell_type": "markdown",
"id": "2e2606aa",
"metadata": {},
"source": [
"First we define all hyperparameters used in the below code. You will be able to override the default values later."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "d5471c7a",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:35.645347Z",
"start_time": "2022-03-22T17:20:35.641518Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"usage: ipykernel_launcher.py [-h] [--seed SEED] [--cuda]\n",
" [--batch_size BATCH_SIZE] [--epochs EPOCHS]\n",
" [--learning_rate LEARNING_RATE]\n",
" [--enc_layer_dims ENC_LAYER_DIMS [ENC_LAYER_DIMS ...]]\n",
" [--dec_layer_dims DEC_LAYER_DIMS [DEC_LAYER_DIMS ...]]\n",
" [--gradient_type {pathwise,score}]\n",
" [--num_variational_samples NUM_VARIATIONAL_SAMPLES]\n",
"\n",
"VAE MNIST Example\n",
"\n",
"optional arguments:\n",
" -h, --help show this help message and exit\n",
" --seed SEED Random seed for reproducible runs.\n",
" --cuda Uses CUDA training if available (default: False)\n",
" --batch_size BATCH_SIZE\n",
" Batch size for training (default: 50)\n",
" --epochs EPOCHS Number of epochs to train (default: 3000)\n",
" --learning_rate LEARNING_RATE\n",
" Learning rate for the Adam optimiser (default: 0.0001)\n",
" --enc_layer_dims ENC_LAYER_DIMS [ENC_LAYER_DIMS ...]\n",
" Encoder layer dimensions.\n",
" --dec_layer_dims DEC_LAYER_DIMS [DEC_LAYER_DIMS ...]\n",
" Decoder layer dimensions.\n",
" --gradient_type {pathwise,score}\n",
" Variational model gradient estimation method.\n",
" --num_variational_samples NUM_VARIATIONAL_SAMPLES\n",
" The number of samples from the variational\n",
" distribution to approximate the expectation.\n"
]
}
],
"source": [
"def create_base_argparser():\n",
" parser = argparse.ArgumentParser(description='VAE MNIST Example')\n",
" parser.add_argument('--seed', type=int, default=20211201,\n",
" help='Random seed for reproducible runs.')\n",
" parser.add_argument('--cuda', action='store_true', default=False,\n",
" help='Uses CUDA training if available (default: False)')\n",
" parser.add_argument('--batch_size', type=int, default=50,\n",
" help='Batch size for training (default: 50)')\n",
" parser.add_argument('--epochs', type=int, default=3000,\n",
" help='Number of epochs to train (default: 3000)')\n",
" parser.add_argument('--learning_rate', type=float, default=1e-4,\n",
" help='Learning rate for the Adam optimiser (default: 0.0001)')\n",
" return parser\n",
"\n",
"parser = create_base_argparser()\n",
"parser = VAE.add_model_args(parser)\n",
"parser.print_help()"
]
},
{
"cell_type": "markdown",
"id": "2de04fcd",
"metadata": {},
"source": [
"We now implement the training loop that iterates over mini-batches of data and fits the model using stochastic gradient ascent. The below code monitors the ELBO on a held out test set and at the end of the training loads the model checkpoint corresponding to the best test ELBO."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "0688b05d",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:35.659057Z",
"start_time": "2022-03-22T17:20:35.646401Z"
}
},
"outputs": [],
"source": [
"def per_datapoint_elbo_to_avgelbo_and_loss(elbos):\n",
" # Compute the average ELBO over the mini-batch\n",
" elbo = elbos.mean(0)\n",
" # We want to _maximise_ the ELBO, but the SGD implementations \n",
" # do minimisation by default, hence we multiply the ELBO by -1.\n",
" loss = -elbo\n",
" \n",
" return elbo, loss\n",
"\n",
"def create_dataloader(data, args):\n",
" kwargs = {'num_workers': 1, 'pin_memory': True} if args.cuda else {}\n",
"\n",
" return torch.utils.data.DataLoader(\n",
" data, batch_size=args.batch_size, shuffle=True, **kwargs)\n",
"\n",
"def fit_model(model, optimizer, train_data, args, *, test_data=None):\n",
" # We will plot the learning curves during training\n",
" fig, ax = plt.subplots(1, 1, figsize=(8, 4))\n",
" \n",
" # Create data loaders\n",
" train_loader = create_dataloader(train_data, args)\n",
" if test_data is not None:\n",
" test_loader = create_dataloader(test_data, args)\n",
"\n",
" train_epochs = []\n",
" train_elbos = []\n",
" train_avg_epochs = []\n",
" train_avg_elbos = []\n",
" test_avg_epochs = []\n",
" test_avg_elbos = []\n",
" \n",
" # We will use these to track the best performing model on test data\n",
" best_avg_test_elbo = float('-inf')\n",
" best_epoch = None\n",
" best_model_state = None\n",
" best_optim_state = None\n",
"\n",
" pbar = tqdm(range(1, args.epochs + 1))\n",
" for epoch in pbar:\n",
" # Train\n",
" model.train()\n",
" epoch_train_elbos = []\n",
" # We don't use labels hence discard them with a _\n",
" for batch_idx, (mbatch, _) in enumerate(train_loader):\n",
" mbatch = mbatch.to(args.device)\n",
" # Flatten the images\n",
" mbatch = mbatch.view([-1] + [mbatch.shape[-2]*mbatch.shape[-1]])\n",
" # Reset gradient computations in the computation graph\n",
" optimizer.zero_grad()\n",
"\n",
" # Compute the loss for the mini-batch\n",
" elbo, loss = per_datapoint_elbo_to_avgelbo_and_loss(model(mbatch))\n",
"\n",
" # Compute the gradients using backpropagation\n",
" loss.backward()\n",
" # Perform an SGD update\n",
" optimizer.step()\n",
"\n",
" epoch_train_elbos += [elbo.detach().item()]\n",
" pbar.set_description((f'Train Epoch: {epoch} [{batch_idx * len(mbatch)}/{len(train_loader.dataset)}'\n",
" f'({100. * batch_idx / len(train_loader):.0f}%)] ELBO: {elbo:.6f}'))\n",
"\n",
" # Test\n",
" if test_data is not None:\n",
" with torch.inference_mode():\n",
" model.eval()\n",
" epoch_test_elbos = []\n",
" for batch_idx, (mbatch, _) in enumerate(test_loader):\n",
" mbatch = mbatch.to(args.device)\n",
" # Flatten the images\n",
" mbatch = mbatch.view([-1] + [mbatch.shape[-2]*mbatch.shape[-1]])\n",
"\n",
" # Compute the loss for the test mini-batch\n",
" elbo, loss = per_datapoint_elbo_to_avgelbo_and_loss(model(mbatch))\n",
"\n",
" epoch_test_elbos += [elbo.detach().item()]\n",
" pbar.set_description((f'Test Epoch: {epoch} [{batch_idx * len(mbatch)}/{len(test_loader.dataset)} '\n",
" f'({100. * batch_idx / len(test_loader):.0f}%)] ELBO: {elbo:.6f}'))\n",
"\n",
" # Store epoch summary in list\n",
" train_avg_epochs += [epoch]\n",
" train_avg_elbos += [np.mean(epoch_train_elbos)]\n",
" train_epochs += np.linspace(epoch-1, epoch, len(epoch_train_elbos)).tolist()\n",
" train_elbos += epoch_train_elbos\n",
" if test_data is not None:\n",
" test_avg_epochs += [epoch]\n",
" epoch_avg_test_elbo = np.mean(epoch_test_elbos)\n",
" test_avg_elbos += [epoch_avg_test_elbo]\n",
" \n",
" # Snapshot best model\n",
" if epoch_avg_test_elbo > best_avg_test_elbo:\n",
" best_avg_test_elbo = epoch_avg_test_elbo\n",
" best_epoch = epoch\n",
" \n",
" best_model_state = deepcopy(model.state_dict())\n",
" best_optim_state = deepcopy(optimizer.state_dict())\n",
"\n",
" # Update learning curve figure\n",
" ax.clear()\n",
" ax.plot(train_epochs, train_elbos, color='b', alpha=0.5, label='train')\n",
" ax.plot(np.array(train_avg_epochs)-0.5, train_avg_elbos, color='b', label='train (avg)')\n",
" if len(test_avg_elbos) > 0:\n",
" ax.plot(np.array(test_avg_epochs)-0.5, test_avg_elbos, color='r', label='test (avg)')\n",
" ax.grid(True)\n",
" ax.xaxis.set_major_locator(mpl.ticker.MaxNLocator(integer=True))\n",
" ax.legend(loc='lower right')\n",
" ax.set_ylabel('ELBO')\n",
" ax.set_xlabel('Epoch')\n",
"\n",
" fig_title = f'Epoch: {epoch}, Avg. train ELBO: {np.mean(epoch_train_elbos):.2f}, Avg. test ELBO: {np.mean(epoch_test_elbos):.2f}'\n",
" # If we are tracking best model, then also highlight it on the plot and figure title\n",
" if best_avg_test_elbo != float('-inf'):\n",
" fig_title += f', Best avg. test ELBO: {best_avg_test_elbo:.2f}'\n",
" ax.scatter(best_epoch-0.5, best_avg_test_elbo, marker='*', color='r')\n",
" \n",
"\n",
" fig.suptitle(fig_title, size=13)\n",
" fig.tight_layout()\n",
" display.clear_output(wait=True)\n",
" if epoch != args.epochs:\n",
" # Force display of the figure (except last epoch, where \n",
" # jupyter automatically shows the contained figure)\n",
" display.display(fig)\n",
" \n",
" # Reset gradient computations in the computation graph\n",
" optimizer.zero_grad()\n",
" \n",
" if best_model_state is not None and best_epoch != args.epochs:\n",
" print(f'Loading best model state from epoch {best_epoch}.')\n",
" model.load_state_dict(best_model_state)\n",
" if best_optim_state is not None and best_epoch != args.epochs:\n",
" print(f'Loading best optimizer state from epoch {best_epoch}.')\n",
" optimizer.load_state_dict(best_optim_state)\n",
" \n",
" out = {\n",
" 'train_avg_epochs': train_avg_epochs,\n",
" 'train_avg_elbos': train_avg_elbos,\n",
" 'train_epochs': train_epochs,\n",
" 'train_elbos': train_elbos,\n",
" 'test_avg_epochs': test_avg_epochs,\n",
" 'test_avg_elbos': test_avg_elbos\n",
" }\n",
" return model, optimizer, out, fig\n",
"\n",
"def save_state(model, optimizer, file):\n",
" return torch.save({\n",
" 'model_state_dict': model.state_dict(),\n",
" 'optimizer_state_dict': optimizer.state_dict(),\n",
" }, file)\n",
"\n",
"def load_state(model, optimizer, file):\n",
" checkpoint = torch.load(file)\n",
" model.load_state_dict(checkpoint['model_state_dict'])\n",
" optimizer.load_state_dict(checkpoint['optimizer_state_dict'])\n",
" return"
]
},
{
"cell_type": "markdown",
"id": "95af85d9",
"metadata": {},
"source": [
"## Fit VAE with the pathwise gradient estimator\n",
"\n",
"We now use the code we have implemented earlier to fit a VAE using the _pathwise gradient estimator_ for fitting the variational distribution.\n",
"\n",
"We use simple one hidden layer neural network for the encoder and decoder, we approximate the expectation using one sample from the variational distribution, and use a learning rate of 0.001 with an Adam SGD optimiser. We train the model for 50 epochs over the training dataset."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "d0530785",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:35.665313Z",
"start_time": "2022-03-22T17:20:35.660008Z"
}
},
"outputs": [],
"source": [
"# Specify the hyperpameter choices\n",
"data_dim = train_data[0][0].numel()\n",
"args_path = ['--dec_layer_dims', '2', '100', f'{data_dim}',\n",
" '--enc_layer_dims', f'{data_dim}', '100', '2', \n",
" '--gradient_type', 'pathwise',\n",
" '--num_variational_samples', '1',\n",
" '--epochs', '50',\n",
" '--learning_rate', '1e-3',\n",
" '--cuda']\n",
"\n",
"args_path = parser.parse_args(args_path)\n",
"args_path.cuda = args_path.cuda and torch.cuda.is_available()\n",
"args_path.device = torch.device(\"cuda\" if args_path.cuda else \"cpu\")\n",
"\n",
"# Seed all random number generators for reproducibility of the runs\n",
"seed_everything(args_path.seed)\n",
"\n",
"# Initialise the model and the Adam (SGD) optimiser\n",
"model_path = VAE(args_path).to(args_path.device)\n",
"optimizer_path = optim.Adam(model_path.parameters(), lr=args_path.learning_rate)"
]
},
{
"cell_type": "markdown",
"id": "2e0c9289",
"metadata": {},
"source": [
"The below experiment should not take longer than 20 minutes. If it takes too long, try to reduce the data dimensionality in the [MNIST section](#MNIST). After the first epoch is finished, the progress bar below will show the estimated time left.\n",
"\n",
"If you do not wish to train the model yourself you can comment the following cell and uncomment the cell with `load_state(...)` code below."
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "ccc54599",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:27:43.560700Z",
"start_time": "2022-03-22T17:20:35.668344Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Test Epoch: 50 [9950/10000 (100%)] ELBO: 367.921082: 100%|â–ˆ| 50/50 [07:\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading best model state from epoch 49.\n",
"Loading best optimizer state from epoch 49.\n"
]
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Fit the VAE model\n",
"model_path, optimizer_path, out_path, fig = fit_model(model_path, optimizer_path, \n",
" train_data, args_path,\n",
" test_data=test_data)"
]
},
{
"cell_type": "markdown",
"id": "b7b9cd93",
"metadata": {},
"source": [
"#### Snapshot\n",
"\n",
"If you would like to save the trained model, uncomment the below. We have also provided code to load the saved model from a file (see the Jupyter cell before training).\n",
"See PyTorch documentation on [saving and loading](https://pytorch.org/tutorials/beginner/saving_loading_models.html#saving-loading-a-general-checkpoint-for-inference-and-or-resuming-training) models for more details."
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "db3eafa4",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:27:43.566290Z",
"start_time": "2022-03-22T17:27:43.561737Z"
}
},
"outputs": [],
"source": [
"# save_state(model_path, optimizer_path, 'VAE_path.pt')"
]
},
{
"cell_type": "markdown",
"id": "5e196228",
"metadata": {},
"source": [
"You can load a pre-trained model by uncommenting the below line."
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "4abaaac4",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:20:35.667470Z",
"start_time": "2022-03-22T17:20:35.666118Z"
}
},
"outputs": [],
"source": [
"# Alternatively to training a model from scratch you can load a pre-trained model\n",
"# load_state(model_path, optimizer_path, 'VAE_path.pt')"
]
},
{
"cell_type": "markdown",
"id": "51c56a95",
"metadata": {},
"source": [
"## Fit VAE with score function gradient estimator (optional, not examinable)\n",
"\n",
"We now use the code we have implemented earlier to fit a VAE using the _score function gradient estimator_ for fitting the variational distribution.\n",
"\n",
"We use the same neural network architecture as before: a simple one hidden layer neural network for the encoder and decoder, and we approximate the expectation using one sample from the variational distribution.\n",
"Due to higher variance of the gradients we cannot use the same learning rate, hence we use a lower learning rate of 0.0001 with the Adam SGD optimiser. As before, we train the model for 50 epochs over the training dataset.\n",
"\n",
"If you have not implemented the code in [Exercise 5](#Exercise-5-(optional%29), see the solution by clicking the highlighted text below the question and copy paste the solution into the code block below [Exercise 5](#Exercise-5-(optional%29), you can then proceed to run the following experiment."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "202c45c6",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:27:43.576089Z",
"start_time": "2022-03-22T17:27:43.567180Z"
}
},
"outputs": [],
"source": [
"# Specify the hyperpameter choices\n",
"data_dim = train_data[0][0].numel()\n",
"args_score = ['--dec_layer_dims', '2', '100', f'{data_dim}',\n",
" '--enc_layer_dims', f'{data_dim}', '100', '2',\n",
" '--gradient_type', 'score',\n",
" '--num_variational_samples', '1',\n",
" '--epochs', '50',\n",
" '--learning_rate', '1e-4',\n",
" '--cuda']\n",
"\n",
"args_score = parser.parse_args(args_score)\n",
"args_score.cuda = args_score.cuda and torch.cuda.is_available()\n",
"args_score.device = torch.device(\"cuda\" if args_score.cuda else \"cpu\")\n",
"\n",
"# Seed all random number generators for reproducibility of the runs\n",
"seed_everything(args_score.seed)\n",
"\n",
"# Initialise the model and the Adam (SGD) optimiser\n",
"model_score = VAE(args_score).to(args_score.device)\n",
"optimizer_score = optim.Adam(model_score.parameters(), lr=args_score.learning_rate)"
]
},
{
"cell_type": "markdown",
"id": "83f6b8f9",
"metadata": {},
"source": [
"The below experiment should not take longer than 20 minutes. If it takes too long, try to reduce the data dimensionality in the [MNIST section](#MNIST). After the first epoch is finished, the progress bar below will show the estimated time left.\n",
"\n",
"If you do not wish to train the model yourself you can comment the following cell and uncomment the cell with `load_state(...)` code below."
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "c177f424",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:35:09.434070Z",
"start_time": "2022-03-22T17:27:43.579288Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Test Epoch: 50 [9950/10000 (100%)] ELBO: 350.910828: 100%|â–ˆ| 50/50 [07:\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading best model state from epoch 49.\n",
"Loading best optimizer state from epoch 49.\n"
]
},
{
"data": {
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0S+R+F+2Ygj0mPOf8PuIMm4wthTkVW4LXCVvVUEXEzTANpPO/sG01s7D7703YKpKBnm3V0D7wOvCuk4Yi7B3BM+pZ52nY/9DBznrPwpYc9/ZsfzdNhYRutOgVsX1viXf7O7/vEuApz395KbZUqQj7f98dOMkZvz+2qtht63Mj9m5onO1dp0qlscc2Z7pnsM1DaiK2qdvG6XRCVYeNbeP0F2wVqvf48CtsUHaos9xc7L4+0hl/BqF2WZ2xFzXetn9LidK2zrP8EuJr43QE4ft+bpy/Wza26moh9hzuc9b5b2x7uF5xbpssbGPubk5/T+AlbGlbNnEcHz3L+j1xtCf1TB/zGI298PkFW1hSgD32LWpo2fGstMzZoSoiPsd6xt+D/TNXOBt9QsQyLnN2gK3YqpfSiPGnYxuHbsM2drzNGT6RBgInbMT7UD3pvxPbIHa7s+zngb0jptnfSddObLViZIPdFcDEGMt/GXghxrhPgfuc7nbYk/tGPA2QnXH7YNualGMj3WuAKs/4G4BF9eQxG3vw3Ig94B1OjLYh2AP1eue3+I/z25V5xq+k+YFTffvLY4RK/byfA51le+8i2Yz90x4WsY7jsbdfu9N9QsTdbNirkfpOJpdh29VUYE+InwGn1TN91HwD1zn7h0QZ19DvVrutY4x/jLptJjJuX3SGD8S2G/rZ2fcWAL9zxp1F6G6mTdir3H6eZd7v7LNbgPPq2ZaVUfY7N1gsi7Hfue0evXdDbcCeXCPvdLsAmIc9lmzDtt88JGKaho5H/4MNWLc7eXoPOLKR+0AnbACwDXvQf5Lwdoh19n3s/v6D87vOwhOEYE9EbprWOdt/f8/4PGd/qS9w8W7/7dhgYSrOBY8zjVsqtNpJ+zfArc64I5xtW+78zh8BoyL2u5+dcVFvTqGBY5szzdHO717nxhHscWUJobvq7sfeuh7vb7sXth3VZiedbnvJCdi7yTdj/xczCd1tejv2DsDtTv4eJnQjT0dn/9jkLK/OxQOhwMm949D9rPJME22//6YRv1sB9sJhhTPtOuAJItrPOsuI2sYUGzi94czrrudpotzoE7FPRbvreAkx2pNig54bIobFPEY74/+IjRF2ONs7Zprcj3s11WQiUoY9ofxPsxaUppwiypexd5m0SNGpiPwW+IMxZu+WWJ/KDLovqlQQkSOw+8CEVKelJYl9UHK5MWZSqtOi0ktav3IlHRjbuHzfZJ6oRGS0iPQRawg2An62ofnUrkX3RZUKxpj3d4WgSUSOE5GOIpItIidgq/N131d1ZKc6AQqwjRCfBbpgi5r/jb0lWKmWpvui2lUdTqj95Y/AxcaYD1KbJJWOml1Vp5RSSim1q9CqOqWUUkqpOGngpJRSSikVJw2clFJKKaXipIGTUkoppVScNHBSSimllIqTBk5KKaWUUnHSwEkppZRSKk4aOCmllFJKxUkDJ6WUUkqpOGngpJRSSikVJw2clFJKKaXipIGTUkoppVScNHBSSimllIqTBk5KKaWUUnHKTnUCWkqXLl1MSUlJ0pa/fft22rZtm7Tlp5rmL7Np/jKb5i+ztfb8Qebkce7cuRuMMV2bs4xdJnAqKSlhzpw5SVt+WVkZpaWlSVt+qmn+MpvmL7Np/jJba88fZE4eReSH5i5Dq+qUUkoppeKkgZNSSimlVJw0cFJKKaWUipMGTkoppZRScdLASSmllFIqTho4KaWUUkrFSQMnpZRSSqk4aeCklFJKqaR68kl4661UpyIxNHBSSimlVFJ99x189lmqU5EYGjgppZRSCVRd3fR5t22Dhx6C8vLEpSfRAgEIBsOHVVT4uPVW+OWX8OGrVtWdNtNp4KSUyngVFT6CQdi5M9UpUbEEAnDffbBsWapTYveTn35KzrLXrYO//AW++qpp88+eDT//DF9+2fQ0BAKwenXT52/IbbfBvffa7m3b4H//F776qgPGwNy5oel++gn+9S/4+OPkpSUVNHBSSmW0TZvg+ed7cfvt8Ne/wpYtdvgtt7SeNhWtQXk5bNgAr73W/GUtWACVlU2f/+mnYerU5JSEuCUuS5c2bX4R+22M/fb77T4ey9KldhqwgcrXX9vA5uGHbRC3ZYsNFN3/hWv2bPsfiad0bMUK+OST8GFbttj5P/gAqqpg6dKi2nRXVsLChbB1q502shQq0g8/2HVkCg2clEoDxoQOlKpx3CoN9wSwdWtoW0ZrU/Hqq/DFFy2Ttnj9/LOt0khH69bBhx/C22/DHXc0XJISDNrpFi4MH+7+Jm5gEM0PP4ROtrH8/DO89BK88krd4StX2u7HH7eBQzSbN4e2tfc/9+mntqSovNyWmtTUhPYpY+pWnS1dagOGpli3zgYd0QKKLOesvHUrPPUU/M//2NKdmprQNI88YuefPx+eeQbefNMOnzoVnn8+NN3OnXDPPfaC4p57bHorK2H6dHjnHTvN9u110xAIhAemTzwRmj5StJKxRx+FF14IBXzu7wI2H3ffHQqUqqrs9E88EX356Sg71QlQStmDzNdf24Nhpti8Gf7xD7joIujVKznrcEsEsuq5xKvvRByNW5VwwAHRx3/zDbRpA3vs0fCyAgH46CMYPRpychqXDq+HHrLfN91kv938btgAn39u09NY69fb32jvvRueNhiEN96Aww+HIltwwLZt0K6dPal5q0BffBEGD7alHLm54ctxSzV27LD7dElJaHlPPx2aprzcBiWrV8OQIaH5H33U/p433xwatnOnPYl36GD73WAmMpBxt+HNN8P330fP56pVturI9emncNBB9qT944922LPPwpo1NsAGuPFG+Pe/7X5x3nk2Pfn5NmABGDvWlrpUV0f//27aBDU14Tvp4sWh76+/hqFDbR47dw4FY/PmhS/H77eB1IQJobS6+3KsEqnIZSxcaNPvrt+1ciUUF9v9oG1b+1utWGHz4y1pCgTsNqvP7Nmh7vfft9/e4Gz9evvbPfEEdOxo99FMo4GTUmng669Ts96KCvjnP+Hkk6F//8bNO2uW/Z4/355g27QJDx5WrLDDv/0WDj7YVq8Eg7Dffg0v+9tv7QkMoGtXuPRS211VBX//O5x0kg0u+vWrGzht2xZekrBpkz15//vfMG5ceN5Xr7Yn/9697TDvie/qq6Gw0HavWWNPKO3bh6/ryy+hrMye1I46qm4+NmyAggI7r5v+nJzYgeDf/25PoH/6k+1/7jl7osnL68QRR9SdvqbGlkwsWmRP3kccAYceCkuW2FIFsMuaPBlOPx0GDqy7jPXr7W81Z4793Hwz3H+/TXss/+//2e8JE+x6//AHWz0E9jd33X23DZ7OOy98eXffHep2Ayf35GoMvP66DSIOOMCWlnhdcIH9FrFp79w5fPx//hPqfvddu/1HjrSlPFOnhk/73nt2W61ZExrm7YZQvsDeUh/JWx28enWoiq6qyu7v994LK1fuCdggpGdP6NvXTvPhh/b7o4/qLjeSux0eeCA0bONG+71qlf3NIi1YEN4frZr0iy9scO7aa69QaVB5eXhJ00svNf9Y5W3jFhk0zZ5tj0PefSgdaeCkVJoJBmHmTHslnJfX+Pm3bLEHnvpKaVzffmsP8M8+a0+wPp89Ib38Muy/P+y+e/T5tm8PVYMZY0/4ffvCuefaYcuWhUoYwJ483RPa0qUwYoQNesBeyWdn2yBg9WrbkDTbc2Rav95+r10L//d/ttsNqkaOtFfrXi+8EH7V+5//2BKhpUvDg6y77gp133JL3RPPXXfBhRfa7kcesd9XXWVPdlu22EDEvdJ325gsW2bX4Z4Y77vPBko33GBPYv/5jy0B8vth/Hh74vCeSGLdSfXtt+34/nsbpB1yiN12fr8NiLzef9+u/733QsP++U/7PX26zadbunTQQTbojTxpz51bf9Dk9frr9tt7Mt+2LXyalSvhscdiL+Pnn+0+NGVKaJj7+7lVUF7uifzHHxsOFtxGybGqmaBuoNQc3urBZcvCf1u35GbVqsRVy+7YYb+rq0P/k8byBk0Q3tbIG+BCYi7wPvgg9rjXX7f78LXXNn89yaSBk1JpZsECe4JcvBh+97vwcVu32iLu888PvyorK7OlIX372rYMBx1kqxAa4lZHgD3wTpli55s/3x70r7nGBjM+ny3Kr6621SDTpoXmc0t3li+PXdXobYT7zTf2062bDSKi3XHjBiKuWMudMwf23bfucLcqw+3u3j08rdGmj3biWbEivA3HPfeEur0lIZ9/breRe3K8+Wa49VbbXVNjA4E33rD9bolEtJO+14IF4Wl6/HH7/cMP9c/nDZogPJB5+mnb/8svdttF05TG227JRyz13cH20EOwcmUJJSXxrStd24JF4wb4Kn6ZcGesBk5KJcCiRTagOPbYxs23fXt4ycy0aaEgY906W8ri89kgY+nSULuK+fPhsMNsILBxow2cAC6+2H5/9ll44BQI2JKEYcPs8sA29vVyr/jdqoft28OrzPbd116dR54k47ltOlobjHXr7Ke5Hn204WncxuCx7nRyS5Qiuds1Ht62IJFX8W7QFK9ktXVLh0cBKJXpNHBSrZrbvqW+hrvl5TawqK620zXU2LiszH68J7d//9t+H3usvZqfMQPOOaf+9X7/fagUwfXNN+H9btXUzTeHn3zff98GTnfeGSquh/C0f/65Xd7KlaEr+ldfhSOPtO1CGmrkCeFXzJF3STXGSy81fd5MpI9BUKr1SovASUTygZlAHjZNzxtjbhaRW4DfAG6B9Q3GmDecea4HLgICwBXGGD1U7aJ27LClI127hg93G2b27w9nnRUa7gYsF1xg2xJ9950NLD76yFZxjRpli4t79AjNU15uT4beOv61a0NVQF5vvGGrU55+2rb5qawMNTJ2LVjQuGDCrfbxilYq8eCDoe5o7UOgblWOUkqp+KVF4ARUAUcYYypEJAf4WERmOOP+boy5yzuxiAwEzgQGAT2Ad0Vkb2NMoEVTrVrUG2/YAOm002y/MbYExb3l9pZb7LBvvrF305xyih2+fHloGcaE2udEq+L57LNQo+dbbrENV595xja0jnyA3FtvwcSJ4SVB3mBm5UrbINetHpo0KbwBrFJKtUqVlfYWxosuss9uaGXSInAyxhigwunNcT71PQ7wBGCaMaYK+F5ElgOjgFbyCsFdW3W1/d+tXGlLavbayw53b393A6fIUpi//z384XlukBII2OAmP9+2x4n3oXXeNkXRrFxZd53RlhGZHqWUatWWLYMN6+13tLs3MpyYNHlcsYj4gLlAX+B+Y8y1TlXdRGAbMAf4gzFms4jcB3xujHnKmXcqMMMY83zEMicBkwCKi4tHTPPeCpRgFRUVFEbWx7Qiyc5fIACLF7dj4MBtPPlkSdi4vfcuZ889d/DOO8UAnH/+Siors3juuTieUBin6upqciOf5teKaP4ym+YvBYzBF6jGF6ghq6bGfvtrkBo/+AOIPwA1frICfsTvR5xhWQE/vmANvqCfbGO/JVBFLsHQMONHTJAgPgL4CJgs+42PIFn48REwPgyCz/jJoYYcU0O2qSHb+MnGducYZ3n4yTIBfCZIlgmQRYAsYzzdtjKmhlxqJJcayaGGHKolFz851EgO1eQSwEcu1eRRRZ6pIs9Ukkcl+W63qSSPqtr0ZxmDmCBCEHG6s5z+AD7KpYhyaWc/2R2oyCqiPKsdFVJEha8dFVntqBy+Dzm7hz+4aeLElUn7WceMGTPXGDOyOctIixInAKeabZiIdABeEpHBwIPAbdjSp9uAu4ELgWjNd+tEgMaYKcAUgJEjR5rS0tKkpB2grKyMZC4/1RKVvxUr7O30F19snwTs99vbtRcvtndrffUVdW5Lrq62Fy7u8PLyEubNqztdc6xcuZKSRC4wzWj+MoeYIFlBf9hn1coV7NmpB6bGT7AmQLDaj1RXkVW1E1/1TrKqK/FV2+5sfyXZNc7wQA1BIwQRjBHb7XwCJqu2OztYTXawmpxgVZ3unGAV2abaBgAmCCZoT5ZBe5IWt985afuwJ+ts47ff+PGZAD4bDuAzgdDB2kQcuCP6g2RhEIJkAUJQwvsNgk8CZBPAJwGynFAkuzYMscNM7eIFDASdU4gxgnGG+0yAHCdoyKWaXGpIV0GEGhtOUUMOfrIJis8TfPkIiA3C3G7ACcCqyaWabFNDLtXkmOrapbh2kk+V5FNFPpXud213Hn4pwJCFEfcjBAxkZWVhqmowxpCNn7ZspwerKcz+jsKqrRQFt5JH+Mvx/i5vsLVkSNiw0tKSpG/D5kibwMlljNkiImXAOG/bJhF5GHCfMLIK8L7koSeQwMeYqWRZtMh+u69HcA0fbr8bek8V1H2NgMocWUE/udUV9lNVTnZVBdk7yvHtrCB7ZzlSuRNqajA1TkRdUwN+P+KvAX+N/Q4ECOLDTzZ+ySZANu2q/fjy2trTtNjTZo6pJj+4k7zgTvLMTvKClbXd7nAffvzuCUhCJ6EacqgxoROTiMEnwdAH+50lxp6aJEh1Vh7bpYjtWUVsl0IqJPRdgf0OBqGz/xe6BOzH7e4cWEeXoO3uFGzgoUhJVkM2VeRR7ZQ9VEuuU1KRg5EsG8y4J0yyCEoWQfFhsrKc8T4Cks9OcUIYcU/koW5E7B2gYq+C/f4acnJzEKffDje1pRhgyIr4tsGaqS2d8ePDb5zSG+OjxtjhAWNP7D4xSBZkiUEE2y+QlWXIEjCShd+Xhz8r137cbl8eAZ/7nQPZOZjsHHvLbI7tllzb7X6b7ByCvtD3Tz+vo/seJQSz7fxBn318vBvYZZlAKAgNBsIC0kCWnd77bbJ8Cf/d3XUHs7Ib/x4jPBcvixfbF+ZlZ9sr41NPDXtkvc9fRX7VVvKqtpFXuZXKTn0TmIuWkRaBk4h0BWqcoKkAOAr4q4h0N8asdSY7CXDvaXoFeEZE/oZtHN4PmNXS6d7VzZxpnzp83XW20fbChfbVGlu32v/OoEGhV1QYY5/EHO2FkhDfs4BUMxhjSy8CNWQFbVWCt6TAliSYOsOyaqrwbd+Gb0c5OTu3kb3TfudWlZNbtY28qnIbAPkrQ59AJbmBSnKC9js3WEmuqaRNsIICmv5Kez8+asghgK+2NCGeUoEgwk4KqJSC2u9KCtgpBfjJJp8KipwQKTsUNtl+Y7/tlXvEx0htt0HIM1UUUk4hMXbyKMqliA2+Yjb4ilmRsw+zCg5ns68rfl8eQV82+LIxvmx21tSQX1iEyc5GsrPB5yOYk4c/pwB/bgHBnHwCuQUEc+23ybPf5OTg82GDvSxjAz0xtd1u8OcGBkGfDY5aWmsqMYxmRxUEOner7XfDkiA5BKPP0uKMZGF8CfjtFy2y7zE67DB7kli0KCxwCmTnsT27G9vbdqtnIektLQInoDvwuNPOKQuYbox5TUSeFJFh2NLblcBvAYwxi0RkOrAY8AOX6h11LaOmxgZLpaWhFzhu22Zfc7Fqlb31/7777PC337av1pg71z4OIFbQtKvwBapps309bXesp+32dbWfNtvXk1+xnuydFWRV7yS7egc51TvIrtlBrn8Huf6d5AZ2kB/YQRYBz8naudp3+t32ERjwOeUo7onfWwyfKJXkUY4tTdlJgS3KJ59yyadaiqj25VOTlU9NTj41vnwqswupyilkZ3YRVbmFVOUWUZ1bRE1eIdV5RdTkFxHMKyArLwdfXja+/PDv3DypfXinl5ggP65YTu89eoVVbwV9OdRkFxDw5TbpCrqpxATJqd5OXnV5bclabnUFedXliAlS0baY7YXFVLQtxp9TENcyGwoshMYdzAPOJ30ro1TGOvhg+z6hwkL7IsLId/C0AmkROBljvgKGRxl+Xj3zTAYmxxqvmq6y0pZCRztJ/fWvtvTV+yTojz4K3akWea+B+/budHv1QFagxp7YqsrJq9pG9rqllPi/qe3PqSxHqiuRqiqyaqqQmmqkpgpfTRVZfvvt81fhC9Y4xex+fMZpoBkMdWcZP3mBnbSrXk+7wJaoaakmhw10YRvt2EkBW2jDDtqwgy7spIAdtGEnbajJLiDoyybbW2XkfLIlUNudJQa/5BDIyiYgOfglh53+oK3KysrBn5VDUGybCLfKBRFPe4XQsEB2HlV57ajOK6I6vx3+giJqCux3Vn4uOTm2RD43137qe4Ftnd8AyHc+zWEky5aYxBmEJJuRLLu98opSnRSlWp73BZeFhXUfYtcKpEXgpFJv9mzYbTf7AtPly+3b4s8/3z7E8bvvYMWKkrDXT3gfBOltc+S2YWoJvkA1nTYuo+uGJXRZv4SuG5aQX7mZbL8NaqTGBj1ZbpATqCYnUEVucCf5Jv4qIz8+qux9JnU+bpuYKqc5qp9s/OTXdgfwUUk+G6Urm3K7sSWnG9vy7WdH265UtOmGv2178guE/HxqP3l54d3ZTWt2UKs5VSHu80HaNn31SinVamjgtIurqLAvEnXfcu76/vumvS+rMe/2ikdW0E/b7eso2raaLhu+oeuGJXRdv5gu65fQcfN3+Dw1tKuyS1gn3dgZyGNnsIAqOoQFOdXkUpNl24XszC5iZ047dmYXUZnbjq3BHKRdV6ry2lGTb6uN3KjFl+urLU1xP26/WyonEgpsIruzsmzgA1DkfDzXZEoppTKIBk6txJtv2iq0sWND70fbsMFWoXlLTisr4cUX7Yl88eLUpLWWMXTetIzua+dRWL6WwoqfKdz+M4UVP1NUvpa2FT/TZscGsjw3KNeQzfdZfZkZHMxiTmMJA1jMQFZk9ye/Uxvatw+VDkf7eB8VI0Ab57OtlTdOVUoplRgaOGWgqipbfePlvo39p5/gkktst9tI+9RT7TOTsrJsVVysN8S3hJyaHZR8/wH9ls+g7/IZdNq8onZcTVYuG3N2Y53sxvJgb36sOYi17MZauvMzu/F9Tn82d+5Lu845dOwInTrZzxGd4PjCFm3/q5RKot//3j6VH+wNWe5FnnujVkNycuyNLKkyapS9u/jbb2HkSPuWgUTp398utzmOPDI576w866zGt2c95BD4+ONQ/+4ZUByvgVOGWbjQ3sF23nnQp48d5r2V/5df7B927drQsOefJ3WcUqW+y2bQb/kblKz8kOxAFZW+NswuOoJX2v6BN7cfymp2Z3OwI1ItdOoEnTvbT5cu9rtfFxjaRoMjperj89ljw2OPhYaNGQMffND8ZY8ebUtt99sP/vY3ewFXUGBfiN0ckybBY4+VU+15LmJhob3QCwbh9NPtS7m//x46doxvmVdcAXffHX1cu3bhN3qNHAlz5jS8zHjzetll9rhVWQnvvAO/+hUUFq6ktLQkrPnD734HP/4Ir70WGnbddfYF4MaEXtK95572GOi2JT3xRHuTjpvPbdtCv/evfw3/+ldoecceG75816GHhgKnIUPsg4c7d7YPJv7hB3jqKdhnH7uuBx6w68jPh3POsW1hg0F7LP7LX+wyOnaEHj020L9/Se063Mc41eeii6BXLxgwwF4E79wZ/2+cSho4ZZi33rLfTz4Jv/mNLUl6+eXwadwrtVTICvrpsn4Ju6+Zze6rZ7HXindqS5V+bNOfx9tewvTyY/gwcCiBinxKSuyBYVAXe7Dp2DH63XyqdTn4YPj00/qnycuzr+LxHnwbGwT88Y/2av/FF8OX06ULdOvWtOrq446zL5dOpO7dQxc7kSe/SN6XRd90kw0w3BPyn/9sT2hHHgk9eoQuriorbUmFN6ACGDfOPkakTZvQuyBjOfroUPexx9oLuD597CNHHn/cjn/nHRtgZWfb0u3Ro21g8o9/2N/zuutsE4JgEB580C6rRw8YPHgr8+bBgQfaj89nf7sdO+w07jGhQwcbSE2fHp42kfA7eouK4Prr7ZsKnnsufNqRI0OPUgHo2dMGTt7fAEKPUnGdeGKoNGX4cFu6v2GD7b/5ZnvRWlFh9y2wgcZxx0XfllddZfPiDRYvv9zOc8ABtr9jR7u+vfayz8SbNw8OPzy8uYFb6v7f/21/427dbPDjPmB4xAj71oVoJVRHH23z3LMn7LEHDBtmf7e+fe25pUcPu13/+7+j5wHsfvfjj3YZM2dWhI37zW9Cv7HriCNC2/7SS6FrV9vtljIVpMeNsQ3SwCmNBYP2qmD//e2fDOwf0/XwwylJVogxdNq0nN3XzKbH6tl0XzOH7mvnkee3R7vt2e2YU3AYL+X8gZdrxrNyR2+Ki6HPYDi9j/2zZuse2KoNGhT9TssBA6IHTkOG2JM52JM52KqZ2bNtlfOee9qTx1tvwWdxvNK7TRtb1TNwYPjNDrm59gS8c6f9j61YEf6IDa/LLrNX41VVoRe9u4FTXp4d3rNnKAC56qrQlfhRR9mSkjPPhDvuCK8+6tbN3rlaU2MfFPvuuzB0qB3evr0tOZ40yXZ//vkP7NhRwty59lgwaZI96bqPfoi8kePQQ8P7x4613xdeaPOwcaMNLnr2DE0zYgTMmBFereQGnp07hy/PLRXo3t3egeuuf/Ro++3eddupk53Wmz73ZPm734XuVG/Xzl8nD+5dpQAnnACffGJ//0DEE/uys+1jg5YutQFCp052eF6e3c+uvtr+Lps329+9sNCevPv2hXPPDR1ThwwJD5w6dQpPtzuuTx+bnjlzbGlOcbENMHbbjQZdfbX9jrxDf/fd627jvfe2+83ee9vf+aqr7L4gYoO/b74JTduunf1AeDpEbPXZCy/Y2ooTT7T/SQj9VmCXF5meeO0R8crQs86y+7AbFPp89jf79a/tcmfOtBcx7n6QifS0lcbef98eLD75xF6NLFiQvHVJMEDnjUvpsXYu7bf+aF9u6a8iO1BFVqCaio0bafNpDqayGlNVRX7lVvpVfEm74BbAvtvoS4bzMr9mNvszm/1Z5u9Hm2AWfQbAsL3glD6t8pEeUR1+uL3irs+kSfaqril3LzZWXl7obNOrl71ajub88+3BtkeP0Mk/XpdeCvffb7v33tseMI85Jnrg5C2O79rV3tnZrh0cf3zdYPqww+zHa/hwGzidc47Nz5VXhvLnlnxEuvhiG4w8+2zoQcYFBbb0BOyJde3a8NKMQw8NL0Fw/elP9v/Zp4+t1hgyxAZO++wTXiJwyCH2AzZ/Gz1vU+ncGdp6nvHgLdH5/e/D0+7zGY49FiZMsCdRN6hsLPck1y3KQ5uLi2HiRNu9Y4etsnEDz0g9e9rtWVwcfT2DBtm81Xe/RbQ0xFJUFAqos7JsQPfttzaI7N3bDu/dO1S15+Uec7yByZVXhoYXFtqSOp8vVKJ/3nmh5bp2280GoEOc16rtt58t5dpvv/jzEXn8c9+sEG0bi9j9yeVePIPdZ939Nh4nnwynnBL/9M3Rv7/93rLFfg8cGL7uP/wh8x+GrIFTmnroIfj551D/P/+ZuGV7g6Tua+ba77XzyK0J35uryaFa8qgyuWG39FeRxw7a8mLu6Sxuuz/LOuzP2o4DadM+p/butcMLYUKhPeDtiu2SxoyxT1e/9dbY0/ToYb+PO842jty8OfZ0a9aErtzAbtc2bWy1xvvvQ3l5/ek57rg19O/fhz597O/hpsstKXF5TxaXX273O2/xemSajjrKlpTk54dfQZ59dqj7lFPsFa9r6NDwE8hJJ9kDad++8e8r3bqFB5xnnvkTW7f2Yfx4W9Lwzjt1r6J3281+rr8+PLhxdewYHtBddFHsK++cnFApzpVX2pPawIGhqoZrrqnbvuOUU2wV22WX2arDI46IL68u72Mukq1NG1taU5/6SlhE6gYeidSmTej9lq5OnWwgHY/IdjSRwbpbxeklAgcdFOrPyrK1Ac1RVAQ33BC6EzpRrrjCBpGuVByDO3SwJZzdu4cPLyjInCq5WDRwSkOJLoHI9leyxw8f0ee7t+m5+ouwIKnKV8DSNsN4P/cCZtaMYA4jWEY/fAV5tO8gtG9vr4qCwU307t2ptr+N01C7DTDU+aSTyDYPrqIiW/fulh4sXGivmufOXc2XX5YA9q7EyLp5iK8UCUJVBd6D1ZAhtrTg449hyZLwk9KIEfbj/d1Hj7YNMhcutFe/BQW2Pc706bb0xXvSHT7czltSYqtVxoyxpTwHHmjH7703zJkToF+/0Dw33miriPLz7by77WaL2L06dw6lyQ2c3ICpWzd7Zd++Pey7bygQufrqum3U9t3XlkBs2mTv9Bw8OHy8G0A2h4ithnDV9x+KvCM1ll69Gp4GQidhbzDoLUlyeUsXJ02Kb9mqZV11VahdVUuJFsQ3l3sMSrXIarzWQgOnNOH32xN9oq48Om76zrnl/01KVn5Abs0Oanx5rOw0gle7XsgnlSN4d/MIFgf2wWzPZvfdoWQ/2K83HLd73T/zypXbKClJk39jAw491AYX27fb6s2FC20jzmgn0xEj7Pfy5aHGJ8XFtj6+XTvbfuX++20QMWZMKHC6+eZQqc3FF9vfbe3aukGBW311wAH2hH3kkfYTzaWX2gag/frZBqHBoK2+ca/OBgyAM84IFYV7XXed/c0CAXv1fPjh9W8jny8U4Nx0U8OlGbvtZgOgNm1CNyO4VQdudQPErorNyrJVXpG/QbzBSUsaMgTWrUt1KlQqdOgQXiWmVDQaOKWBrVubfydcTs0OSlaW0XfZDPp+9yadNy0H4Oeivrza9SJe9Y/jhQ2lVKxvg4gtPi05CM7sba8KknHVk0wXX2wDle3bbVWR6/e/D53IO3SwAcRBB4XepVefDh1C9fLeRrPRGq16gwy3yiKycSfY6qt4SxC7dg1V/4ANNtwGn2DXGav6xC1Bi/c9cV7xzHPxxfb7hx/sdyJKiW66qfnLSIaTT051CpRS6UwDpxRrarVcTvV2eq76nJIfPmTPHz6k56ovyA5UUeUrYE67I5jR4Sqmbx3LsvK+SIU9uQ8eRe3t/96GrumsoMC2tbnjjtCwESNC7VXAtpkRsYGUt/TD5b6AtiGXXBJ+e3A0118fCppKSkIlVruKPfe0d0Ml4o6YpgR5SimVaho4tTC33U1jG+vlVW2j14+fsOcPMyn54UN6rJmNL+gnKFl823Y//pV/GS9uH8vMwKHUbM1n991hj0Gw/562RCnedh2p0K2bbSC9Y4dtIN27t203YozdTrm5tgps0ybbXsdtu+Mqcl5C723D0xR5eQ1vJ+949w6kXU1j7oZSSqnWRgOnFlRZCbffbtuteJ+hEUte1Tb2n/0AA5a8QPe188gyQQJZ2azovD9PdruaV7Ydzrs7DqZiezt69YKSEXBGia1mSvRdGol2+eX2NTGzZ9uGzg21dTn11JZJl1JKKVUfDZxa0C+/2O933rEPT4t1+3n+zs0c+MU/OOCLf1BQuYWVPUfz4j5/4q3Kw3lxzYFsWt+W7Gx7y+yY/rYUJtpdPOniiivg3ntter/7zg7r3NkGkF27Rm/srJRSSqWjtAicRCQfmAnkYdP0vDHmZhHpBDwHlAArgdONMZudea4HLgICwBXGmLdSkPRGefTRUHe0oKnN9vUc9NnfGDX7fvKqy1nU70T+1/dnpi0bQWCVbe+z9z5w9D72rquWaNDtPpwwXuPH27vY3GcDHXts+BN4I5/ePGpUolKqlFJKJV9aBE5AFXCEMaZCRHKAj0VkBnAy8J4x5nYRuQ64DrhWRAYCZwKDgB7AuyKytzEmEGsFqfbjj7HHFZav5eBP72Lk3IfIqdnJokGnM73vDfzzwyFs3WqfTDt4sG2r1JINagsL7S3y3mCnd2/7nrGKCvusoOXLw+dxn/PkBk6RDyH03rmmlFJKZZq0CJyMMQZw38KW43wMcAJQ6gx/HCgDrnWGTzPGVAHfi8hyYBQQx9urUuORR+oOa7f1J0Z/cgcj5j1MVtDPwn3PpuzgG/j3wn345GXbQHrixNQ9ROyEE+z3ZZfBF1/8xIQJJWHj+/SBV16xQd38+aF3XLkN4L1P2XXFc+eaUkopla7ERHu8cgqIiA+YC/QF7jfGXCsiW4wxHTzTbDbGdBSR+4DPjTFPOcOnAjOMMc9HLHMSMAmguLh4xLRp05KW/oqKCgpjPP1v06ZcXnkl/ME3g1bP5Iqyi/EFavik7ym8NvgSlgb68vHHXdi0KY9+/crZf/9N5OQk9/cpKAgwcOBW5s61D7ccOHArgwdvQ8RQUBB6Zn99+QPYvDmHjz/uwtixP/Pdd4V88UVnjj9+DZ06ZUaU1FD+Mp3mL7Np/jJba88fZE4ex4wZM9cYM7LhKWNLixInAKeabZiIdABeEpHB9Uwe7Wb+OhGGMWYKMAVg5MiRprS0NAEpja6srIxoy1+6FMrKwl92OWDJi5zywW/Y0GUA0878D5vbl/DV5/Yt7Xl59o3Y/fsXAUVJSy/Yl2YeeKB99cbkyXbYfvvZ949FipU/r5NOAuiPMfadUe3alSQ4xckTT/4ymeYvs2n+Mltrzx/sGnl0pU3g5DLGbBGRMmAc8IuIdDfGrBWR7oD7IoRVgPcG9p7AmpZNaXwiG1YPnf84J7xyIat3P4Cnz36dX6o78p8nbDVX//72eUbJuEPu2GNh5kz7/rNzz7UvVHXl5IRe5JqINlQi4U+8VkoppVqLtHh2r4h0dUqaEJEC4CjgG+AV4HxnsvMB5y1ZvAKcKSJ5ItIb6AfMatFEx6myMtQ96ot/ctLLE/m+95E8cd47zPmuIw8+CKtX24DpjDOaHjTttVf940eMsC8WnTAhPGhyDRtm3yW2qz0JWymllGqMdClx6g487rRzygKmG2NeE5HPgOkichHwI3AagDFmkYhMBxYDfuDSdL2j7qOPAGM47KPJHPHBjSzZ5ySeP+VZyqvzePFF+86vk09u/tusDzsM/uu/oLzcvpctP9/e7v+Xv9jxIvYuuf33jz5/u3a2EbhSSimlYkuLwMkY8xUwPMrwjUDUd8kbYyYDk5OctOYzhl+9cw0Hf3Y3C4acx8snPEIwK5s1K+3dZ0ce2fygCULPdCoqCr2CxKVv+1ZKKaUSIy0Cp9ZqzhcBjnvtEkbMe5gv9r+MN8f/AyO2dnSN0yKre/fGL7egAHbuhOxs+5ylVativ63+3HOhuLiJGVBKKaVUGA2ckqW6mvyL/ovBi55j5qF/4v0xt4W92XftWvvakfz8+hdz8snw4YewcaPtb98efv/78Gk6dow9f7T2TEoppZRqmrRoHN7q7NwJJ53E4EXP8fZRd/D+Ef8TFjSBbRAeq5TIa8CA8AbjafLYLaWUUmqXpIFTMjz4IGbGDF6d8BCfjr6mzujycvupL3A67DC48EL7qIBTTgkN18BJKaWUSh2tqkuGK6+kYp/9mTvr0Kij3fZNsQKnSy+1jwZwC6natw+N8z5IUymllFItS0ucksHnQw6LHjSBDZxEYLfdoo/3Bk2R3PfHKaWUUqrlaYlTktx1V+xxa9dC166hRwh49ekTPWg65hjo1s3eSaeUUkqp1NDTcAszxjYM33vv0LCcHPveuD32CK+W8xo1qmXSp5RSSqnYNHBKgvoacG/bBjt22PZNJSW2/+yzbfWcUkoppdKbBk5J8OWXscetXm2/e/SAnj3hqKNaJk1KKaWUaj5tHJ4Er7wSe9yaNZCVpU/zVkoppTKRBk4tbM0aGzRpI2+llFIq82jg1IKMgU2b4OCDbX+shuBKKaWUSk9a7tGCNm+GrVth7Fg4/HDo1y/VKVJKKaVUY2jg1ILchuH77x/+OAKllFJKZQatqmshvXvDhg2Qnw+DBqU6NUoppZRqCg2cWsj559s2TsOG2QdeKqWUUirzpEXgJCK9ROQDEVkiIotE5Epn+C0islpE5jufYzzzXC8iy0XkWxEZm7rUN6y4GAIBmDfPVtMppZRSKjOlSxsnP/AHY8w8ESkC5orIO864vxtjwt78JiIDgTOBQUAP4F0R2dsYE2jRVMeptBS+/Ra2b4eRI1OdGqWUUko1VVqUOBlj1hpj5jnd5cASYPd6ZjkBmGaMqTLGfA8sB9L2bW4DBsDs2bZbAyellFIqc4mp78VqKSAiJcBMYDDw38BEYBswB1sqtVlE7gM+N8Y85cwzFZhhjHk+YlmTgEkAxcXFI6ZNm5a0dFdUVFBYWAjAY4+VhI2bOHEl997blzff3I1XX/0Yny9pyUgab/5aI81fZtP8ZTbNX+bLlDyOGTNmrjGmWUUY6VJVB4CIFAIvAFcZY7aJyIPAbYBxvu8GLgQkyux1IkBjzBRgCsDIkSNNaWlpklIOZWVllJaW4vdDWVlouM8HpaUlXHedbd905JHJS0MyuflrrTR/mU3zl9k0f5lvV8ijKy2q6gBEJAcbND1tjHkRwBjzizEmYIwJAg8Tqo5bBfTyzN4TWNOS6Y2lqiq8v2tXqKmB+fO1YbhSSimV6dIicBIRAaYCS4wxf/MM7+6Z7CTga6f7FeBMEckTkd5AP2BWS6W3MY4/HhYtsgGVtm9SSimlMlu6VNWNBs4DForIfGfYDcBZIjIMWw23EvgtgDFmkYhMBxZj78i7NF3uqPOWOI0bBz16wOuv234tcVJKKaUyW1oETsaYj4nebumNeuaZDExOWqKa6IUXQt1uCdOcOdChA+y1V0qSpJRSSqkESYuqutbEfR8dUHv33OzZNoiSaKGhUkoppTKGBk5JJAKVlbBwoVbTKaWUUq2BBk5JtmAB+P3aMFwppZRqDTRwSrI5c+y3ljgppZRSmU8DpySbMwe6dYOePVOdEqWUUko1lwZOSaYNw5VSSqnWQwOnJKqogCVLtJpOKaWUai00cEqiL7+EYFAbhiullFKthQZOSeQ2DNfASSmllGodNHBKkp49beDUsyfstluqU6OUUkqpRNDAKUm6drUNw7V9k1JKKdV6aOCUJCNGwLJlWk2nlFJKtSYaOCXJ11/bbw2clFJKqdZDA6ckWbDAfmvgpJRSSrUeGjglyZw5sNde0KlTqlOilFJKqUTJTuTCRKQbcCkwCDDAYuABY8wviVxPJpg9Gw48MNWpUEoppVQiJazESURGA7Od3ieAp5zuL5xx9c3bS0Q+EJElIrJIRK50hncSkXdEZJnz3dEzz/UislxEvhWRsYnKR3MYY7+3b4cfftBqOqWUUqq1SWSJ093AicaYLz3DXhaRl4D/Aw6oZ14/8AdjzDwRKQLmisg7wETgPWPM7SJyHXAdcK2IDATOxJZs9QDeFZG9jTGBBOan0dautd9r1thvfRSBUkop1bokso1Tu4igCQBjzHygqL4ZjTFrjTHznO5yYAmwO3AC8Lgz2ePAiU73CcA0Y0yVMeZ7YDkwKgF5aJbly+13dTX07g3Dh6c2PUoppZRKLDFu/VJzFySyBDjYGLM5Yngn4FNjzD5xLqcEmAkMBn40xnTwjNtsjOkoIvcBnxtjnnKGTwVmGGOej1jWJGASQHFx8Yhp06Y1NXsNqqioYNmynixYYJM7ceLKpK0rFSoqKigsLEx1MpJG85fZNH+ZTfOX+TIlj2PGjJlrjGlWQ5pEVtX9HXhbRK4G5jnDRgB/dcY1SEQKgReAq4wx20Qk5qRRhtWJAI0xU4ApACNHjjSlpaXxJKNJysrKGDhwGFu32v7S0pKkrSsVysrKSOb2SzXNX2bT/GU2zV/m2xXy6EpY4GSMmSIia4DbsG2PABYB/2OMebWh+UUkBxs0PW2MedEZ/IuIdDfGrBWR7sA6Z/gqoJdn9p7AmkTkozk++yzVKVBKKaVUMiX0OU7GmNeMMYcZYzo7n8PiDJoEmAosMcb8zTPqFeB8p/t84GXP8DNFJE9EegP9gFmJy4lSSimlVF0JK3ESkS7YZzhtAh4F7gAOA77D3jG3vJ7ZRwPnAQtFZL4z7AbgdmC6iFwE/AicBmCMWSQi07HPifIDl6b6jjqllFJKtX6JbOP0DDAH2Btb+vMYcC9wKPAvoDTWjMaYj4nebgngyBjzTAYmNzm1SimllFKNlMjAqdgYc4NT7faDMeYOZ/g3InJpAtejlFJKKZUSiWzjFAAw9vkGGyLGBRO4HqWUUkqplEhkidNeIvIKtsrN7cbp753A9aSt/HyorEx1KpRSSimVLIkMnE7wdN8VMS6yv1Xq2DH02hWllFJKtT6JfI7Th7HGichzQMzxrUXQqZDs3z+16VBKKaVUciT0OU71OKiF1pNSv/xiv7dvT206lFJKKZUcLRU47VLKy1OdAqWUUkolQyIfgLlfrFFATqLWkwk0cFJKKaVap0Q2Dr+7nnHfJHA9ae/AA1OdAqWUUkolQyIbh49J1LIyXW5uqlOglFJKqWRIWBsnEfmjp/u0iHF/SdR6MoHPl+oUKKWUUioZEtk4/ExP9/UR48YlcD1pTwMnpZRSqnVKZOAkMbqj9bdq2YlsOaaUUkqptJHIwMnE6I7W36p16ZLqFCillFIqGRJZNjJURLZhS5cKnG6c/vwEriftdeqU6hQopZRSKhkSeVedtuxxZOljRZVSSqlWKS1O8SLyiIisE5GvPcNuEZHVIjLf+RzjGXe9iCwXkW9FZGxqUh2bBk5KKaVU65Qup/jHiH7n3d+NMcOczxsAIjIQewffIGeeB0QkrUq7NHBSSimlWqe0OMUbY2YCm+Kc/ARgmjGmyhjzPbAcGJW0xDWBPgBTKaWUap3SInCqx2Ui8pVTldfRGbY78JNnmlXOsLShjyNQSimlWicxJj2eFCAiJcBrxpjBTn8xsAH7KIPbgO7GmAtF5H7gM2PMU850U4E3jDEvRFnmJGASQHFx8Yhp06YlLf0VFRU8//xgACZOXJm09aRKRUUFhYWFqU5G0mj+MpvmL7Np/jJfpuRxzJgxc40xI5uzjLQtGzHG/OJ2i8jDwGtO7yqgl2fSnsCaGMuYAkwBGDlypCktLU1KWgHKysooKSkBoLS0JGnrSZWysjKSuf1STfOX2TR/mU3zl/l2hTy60raqTkS6e3pPAtw77l4BzhSRPBHpDfQDZrV0+pRSSim160mLEicReRYoBbqIyCrgZqBURIZhq+pWAr8FMMYsEpHpwGLAD1xqjAmkINlKKaWU2sWkReBkjDkryuCp9Uw/GZicvBQppZRSStWVtlV1SimllFLpRgMnpZRSSqk4aeCklFJKKRUnDZyUUkoppeKkgZNSSimlVJw0cFJKKaWUipMGTgmSJm+uUUoppVQSaeCUIBo4KaWUUq2fBk4JYoykOglKKaWUSjINnBIkoC99UUoppVo9DZwSREuclFJKqdZPA6cECQY1cFJKKaVaOw2cEkSr6pRSSqnWTwOnBNESJ6WUUqr108ApQTRwUkoppVo/DZwSJBDQwEkppZRq7TRwSpAtW3JSnQSllFJKJVlaBE4i8oiIrBORrz3DOonIOyKyzPnu6Bl3vYgsF5FvRWRsalIdbsmSdqlOglJKKaWSLC0CJ+AxYFzEsOuA94wx/YD3nH5EZCBwJjDImecBEfG1XFKjKyrypzoJSimllEqytAicjDEzgU0Rg08AHne6HwdO9AyfZoypMsZ8DywHRrVEOuujjyNQSimlWj8xafJ2WhEpAV4zxgx2+rcYYzp4xm82xnQUkfuAz40xTznDpwIzjDHPR1nmJGASQHFx8Yhp06YlLf2vvtqejRttbeLEiSuTtp5UqaiooLCwMNXJSBrNX2bT/GU2zV/my5Q8jhkzZq4xZmRzlpGdqMS0oGi3r0WN/owxU4ApACNHjjSlpaVJS9T77y+iqKgEgNLSkqStJ1XKyspI5vZLNc1fZtP8ZTbNX+bbFfLoSouquhh+EZHuAM73Omf4KqCXZ7qewJoWTlsdbhunPn1SnBCllFJKJU06B06vAOc73ecDL3uGnykieSLSG+gHzEpB+sKsXVsAQHYmluEppZRSKi5pcZoXkWeBUqCLiKwCbgZuB6aLyEXAj8BpAMaYRSIyHVgM+IFLjTEpb5rtNg73pfz+PqWUUkolS1oETsaYs2KMOjLG9JOByclLUeMZY5teZaVzGZ5SSimlmkVP8wkSDNpvDZyUUkqp1ktP8wmiJU5KKaVU65cWVXWtgfs4LA2clFJKNaSmpoZVq1ZRWVmZ6qQkRPv27VmyZEmqk1ErPz+fnj17kpOT+PfIauCUIMGgLXHSxuFKKaUasmrVKoqKiigpKUEk2uMJM0t5eTlFRUWpTgYAxhg2btzIqlWr6N27d8KXr+UjCdKuXQ0AnTunOCFKKaXSXmVlJZ07d24VQVO6ERE6d+6ctNI8DZwSpG/fCgAGDEhxQpRSSmUEDZqSJ5nbVgOnBKmstHV0+j9QSimlWi8NnBJk3ryOqU6CUkopFZctW7bwwAMPNHq+Y445hi1btiQ+QRlEA6cE8/tTnQKllFKqfrECp0Cg/hdxvPHGG3To0CFJqcoMelddgrmPJVBKKaXi8eab8PPPiV3mbrvBuHGxx1933XV89913DBs2jJycHAoLC+nevTvz589n8eLFnHjiifz0009UVlZy5ZVXMmnSJABKSkqYM2cOFRUVjB8/nkMOOYRPP/2U4uJiXn/9dQoKChKbkTSkJU4J1lFr7JRSSqW522+/nT59+jB//nzuvPNOZs2axeTJk1m8eDEAjzzyCHPnzmXOnDnce++9bNy4sc4yli1bxqWXXsqiRYvo0KEDL7zwQktnIyW0xCnBtHG4UkqpxqivZKiljBo1KuyZR/feey8vvfQSAD/99BPLli2jc8Tzdnr37s2wYcMAGDZsGCtXrmyp5KaUBk4JpoGTUkqpTNO2bdva7rKyMt59910+++wz2rRpQ2lpadRnIuXl5dV2+3w+ampqWiStqaZVdUoppdQupqioiPLy8qjjtm7dSseOHWnTpg3ffPMNn3/+eQunLr1piZNSSim1i+ncuTOjR49m8ODBFBQUUFxcXDtu3LhxPPTQQwwZMoT+/ftz4IEHpjCl6UcDJ6WUUmoX9Mwzz0QdnpeXx4wZM6KOc9sxdenSha+//rp2+BVXXJE276pLtrQPnERkJVAOBAC/MWakiHQCngNKgJXA6caYzalKo1JKKaV2DZnSxmmMMWaYMWak038d8J4xph/wntOvlFJKKZVUmRI4RToBeNzpfhw4MXVJUUoppdSuIhMCJwO8LSJzRWSSM6zYGLMWwPnulrLUKaWUUmqXISbN3xEiIj2MMWtEpBvwDnA58IoxpoNnms3GmDrP7HYCrUkAxcXFI6ZNm5a0dE6Z0oPc3FwmTlyZtHWkUkVFBYWFhalORtJo/jKb5i+z7Yr5a9++PX379k1RihIvEAjg8/lSnYwwy5cvZ+vWrWHDxowZM9fT7KdJ0r5xuDFmjfO9TkReAkYBv4hId2PMWhHpDqyLMe8UYArAyJEjTWlpadLS+dhjKykpKaG0tCRp60ilsrIykrn9Uk3zl9k0f5ltV8zfkiVLWtVdaOXl5WmXn/z8fIYPH57w5aZ1VZ2ItBWRIrcb+BXwNfAKcL4z2fnAy6lJoVJKKZV5tmzZwgMPPNCkeY855hi2bNnSqHnuuecennjiiSatL5aFCxcyceLEhC4zHmkdOAHFwMcisgCYBbxujHkTuB04WkSWAUc7/UoppZSKQ32BUyAQqHfeN954gw4dOsS9Lr/fzyOPPMLZZ5/dmCQ2aN9992XVqlX8+OOPCV1uQ9K6qs4YswIYGmX4RuDIlk+RUkoplVhXXQXz5yd2mcOGwT33xB5/3XXX8d133zFs2DCOPvpoJkyYwK233kr37t2ZP38+ixcv5sQTT+Snn36isrKSK6+8kkmT7P1ZJSUlzJkzh4qKCsaPH88hhxzCxx9/TK9evXj55ZcpKCgIW9f777/PfvvtR3a2DTkefvhhpkyZQnV1NX379uXJJ5+kpqaGoUOHsmLFCrKystixYwf9+/dnxYoVzJ8/n4suuoi2bdtyyCGHMGPGjNqHbx533HFMmzaNP/7xj4ndgPVI9xInpZRSSiXY7bffTp8+fZg/fz533nknALNmzWLy5MksXrwYgEceeYS5c+cyZ84c7r33XjZu3FhnOcuWLePSSy9l1qxZdOjQgRdeeKHONJ988gkjRoyo7T/55JOZPXs2CxYsYMCAAUydOpX27dszdOhQPvzwQwBeffVVxo4dS05ODhdccAEPPfQQn332WZ0G6CNHjuSjjz5K2HaJR1qXOGWKKC+NVkoppeJSX8lQSxo1ahS9e/eu7b/33nt56aWXAPjpp59YtmwZnTt3Dpund+/eDBs2jPLyckaMGFH7ShavtWvXMmDAgNr+r7/+mj//+c9s2bKFiooKxo4dC8AZZ5zBc889x5gxY5g2bRq/+93v2LJlC+Xl5Rx88MEAnH322bz22mu1y+rWrRtr1qxJ2DaIh5Y4JUCaP9FBKaWUalDbtm1ru8vKynj33Xf57LPPWLBgAcOHD6cySilBXl5ebbfP58Pv99eZpqCgIGzeiRMnct9997Fw4UJuvvnm2nHHH388M2bMYNOmTcydO5cjjjiChh6ZVFlZWadqMNk0cEqA8vJUp0AppZSKX1FREeX1nLy2bt1Kx44dadOmDd988w2ff/55k9c1YMAAli9fXttfXl5O9+7dqamp4emnn64dXlhYyKhRo7jyyis59thj8fl8dOzYkaKiotr1Rz6PcenSpQwePLjJaWsKDZwS4JtvUp0CpZRSKn6dO3dm9OjRDB48mGuuuabO+HHjxuH3+xkyZAg33ngjBx54YJPXNX78eGbOnFnbf9ttt3HAAQdw9NFHs88++4RNe8YZZ/DUU09xxhln1A6bOnUqkyZN4qCDDsIYQ/v27WvHffDBB0yYMKHJaWsKbeOUABs2pDoFSimlVOM888wzYf3eh3Tm5eUxY8aMqPO57Zi6dOlSe3cbwNVXXx11+j333JPOnTuzbNky+vXrxyWXXMIll1wSddpTTz21TvXcoEGD+OqrrwDbqH3kSPvg76qqKubMmcM9LdxITEucEsBTxauUUkqpCLfffjtr165t0ryvv/46w4YNY/DgwXz00Uf8+c9/BuDHH3/k9ttvr33MQUvREqcEmD071SlQSiml0lf//v3p379/k+Y944wzwqruXP369aNfv37NTVqjaYmTUkoppVScNHBKoC5dUp0CpZRSSiWTBk4JMGiQ/T7hhNSmQymllFLJpYFTArjt0jp1Sm06lFJKKZVcGjglwIIF9ruFG/YrpZRSTbJlyxYeeOCBJs9/zz33sGPHjpjjTz31VFasWNHk5Udz33338eijjyZ0mU2hgVMCaeCklFIqEyQzcFq0aBGBQIC99tqrycuP5sILL+Tee+9N6DKbQk/1CRTx0mallFKqYVddBfPnJ3aZw4bV+/bg6667ju+++45hw4Zx9NFHc+edd3LnnXcyffp0qqqqOOmkk7j11lvZvn07p59+OqtWrSIQCHDjjTfyyy+/sGbNGsaMGUOXLl344IMPwpb99NNPc4Kn0e8ll1zC7Nmz2blzJ6eeeiq33norM2bM4NFHH2X69OmAfTfe3XffzauvvsrUqVP561//So8ePejXrx95eXncd999tGnThpKSEmbNmsWoUaMSu70aQQMnpZRSahdz++238/XXXzPfCdjefvttli1bxqxZszDGcPzxxzNz5kzWr19Pjx49eP311wH7Drv27dvzt7/9jQ8++IAuUW4n/+STTzjrrLNq+ydPnkynTp0IBAIceeSRfPXVVxx99NH89re/Zfv27bRt25bnnnuOM844gzVr1nDbbbcxb948ioqKOOKIIxg6dGjtskaOHMlHH32kgZNSSim1y2rhV4ZE8/bbb/P2228zfPhwACoqKli2bBmHHnooV199Nddeey3HHnsshx56aIPLWrt2LV27dq3tnz59OlOmTMHv97N27VoWL17MkCFDGDduHK+++iqnnnoqr7/+OnfccQfvvfcehx9+OJ2cu61OO+00li5dWrusbt268U2KXxCb0YGTiIwD/gH4gH8ZY25PcZKUUkqpjGOM4frrr+e3v/1tnXFz587ljTfe4Prrr+dXv/oVN910U73LKigooLKyEoDvv/+eu+66i9mzZ9OxY0cmTpxYO+6MM87g/vvvp1OnTuy///4UFRXVeU9dpMrKSgoKCpqYy8TI2MbhIuID7gfGAwOBs0RkYKrS07t3RapWrZRSSjVKUVER5eXltf1jx47lkUceoaLCnstWr17NunXrWLNmDW3atOHcc8/l6quvZt68eVHn9xowYADLly8HYNu2bbRt25b27dvzyy+/hL04uLS0lHnz5vHwww/XvlJl1KhRfPjhh2zevBm/388LL7wQtuylS5cyePDgxG2IJsjkEqdRwHJjzAoAEZkGnAAsbslEBAL2u337mpZcrVJKKdVknTt3ZvTo0QwePJjx48dz5513smTJEg466CAACgsLeeqpp1i+fDnXXHMNWVlZ5OTk8OCDDwIwadIkxo8fT/fu3es0Dp8wYQJlZWUcddRRDB06lOHDhzNo0CD22msvRo8eXTudz+fj2GOP5bHHHuPxxx8HYPfdd+eGG27ggAMOoEePHgwcOJD27dvXzvPJJ59w8803J3vz1EsaKhZLVyJyKjDOGPNrp/884ABjzGWeaSYBkwCKi4tHTJs2LeHpqKzM4qWXdmeffdYwfHgg4ctPFxUVFRQWFqY6GUmj+ctsmr/Mtivmr3379vTt2zdFKUq8QCCAz7m1fOfOnUyYMIF33nmndlhjuNvL7/dz9tlnc95553HcccexYMEC7rvvPh5++OG4lrN8+XK2bt0aNmzMmDFzjTEjG50oL2NMRn6A07Dtmtz+84B/xpp+xIgRJpk++OCDpC4/1TR/mU3zl9k0f5ktWv4WL17c8glJom3btoX1v/nmm+aHH35o0rL+8Ic/mKFDh5r+/fubyy+/3ASDQWOMMW+//bb5/vvv415OtG0MzDHNjD8yuapuFdDL098TWJOitCillFLKMXbs2CbPe9ddd0UdfvTRRzd5mYmUsY3DgdlAPxHpLSK5wJnAKylOk1JKKRUXk6FNZTJBMrdtxgZOxhg/cBnwFrAEmG6MWZTaVCmllFINy8/PZ+PGjRo8JYExho0bN5Kfn5+U5WdyVR3GmDeAN1KdDqWUUqoxevbsyapVq1i/fn2qk5IQlZWVSQtUmiI/P5+ePXsmZdkZHTgppZRSmSgnJ4fevXunOhkJU1ZWVvvU8dYuY6vqlFJKKaVamgZOSimllFJx0sBJKaWUUipOGfvk8MYSkfXAD0lcRRdgQxKXn2qav8ym+ctsmr/M1trzB5mTxz2NMV2bs4BdJnBKNhGZY5r7GPc0pvnLbJq/zKb5y2ytPX+wa+TRpVV1SimllFJx0sBJKaWUUipOGjglzpRUJyDJNH+ZTfOX2TR/ma215w92jTwC2sZJKaWUUipuWuKklFJKKRUnDZyUUkoppeKkgVMzicg4EflWRJaLyHWpTk+iiUgHEXleRL4RkSUiclCq09RcIvKIiKwTka89w+508viViLwkIh1SmMRmiZG/YSLyuYjMF5E5IjIqlWlsKhHpJSIfOPviIhG5MmL81SJiRKRLqtLYXCKSLyKzRGSBk8dbneGdROQdEVnmfHdMdVqbIlb+nHGXO8fTRSJyRyrT2Rwi4hORL0XkNae/1RxfXFHy2CqOMfHQwKkZRMQH3A+MBwYCZ4nIwNSmKuH+AbxpjNkHGAosSXF6EuExYFzEsHeAwcaYIcBS4PqWTlQCPUbd/N0B3GqMGQbc5PRnIj/wB2PMAOBA4FL3PycivYCjgR9TmL5EqAKOMMYMBYYB40TkQOA64D1jTD/gPac/E0XNn4iMAU4AhhhjBgF3pTCNzXUl4cfK1nR8cUXmsbUcYxqkgVPzjAKWG2NWGGOqgWnYP36rICLtgMOAqQDGmGpjzJaUJioBjDEzgU0Rw942xvid3s+Bni2esASJlj/AAO2c7vbAmhZNVIIYY9YaY+Y53eXYA/fuzui/A3/E5jVjGavC6c1xPgZ7bHncGf44cGLLp6756snfJcDtxpgqZ7p1KUpis4hIT2AC8C93WGs6vkD0PNJKjjHx0MCpeXYHfvL0ryJ0EG8N9gLWA486RbL/EpG2qU5UC7gQmJHqRCTYVcCdIvIT9ko+4694RaQEGA58ISLHA6uNMQtSm6rEcKpB5gPrgHeMMV8AxcaYtWADSKBbCpPYLDHytzdwqIh8ISIfisj+KU1k092DDeCDMca3huPLPdTN41W0smNMLBo4NY9EGZbRV7sRsoH9gAeNMcOB7WRu9UBcRORP2Oqgp1OdlgS7BPi9MaYX8HucUsRMJSKFwAvYg7Uf+BO2eqBVMMYEnCqPnsAoERmc4iQlVIz8ZQMdsVWw1wDTRSTaMTZticixwDpjzNwY4zP++FJPHlvVMaY+Gjg1zyqgl6e/J62reHIVsMq5GgR4HhtItUoicj5wLHCOaX0PODsfeNHp/je2mjkjiUgONmh62hjzItAH6A0sEJGV2P/hPBHZLXWpTAynarwM22btFxHpDuB8Z2RVlldE/lYBLzpVebOwpRmZ1sh/NHC8sx9OA44QkaegVR1fYuWx1RxjGqKBU/PMBvqJSG8RyQXOBF5JcZoSxhjzM/CTiPR3Bh0JLE5hkpJGRMYB1wLHG2N2pDo9SbAGONzpPgJYlsK0NJlTAjEVWGKM+RuAMWahMaabMabEGFOCPQHv5+y/GUdEurp3XYlIAXAU8A322HK+M9n5wMspSWAz1ZO//2D3TURkbyAX2JCaVDaNMeZ6Y0xPZz88E3jfGHNuazq+xMojreQYE4/sVCcgkxlj/CJyGfAW4AMeMcYsSnGyEu1y4GknMFwBXJDi9DSbiDwLlAJdRGQVcDO2Pj4PeMepHfjcGHNxyhLZDDHy9xvgHyKSDVQCk1KXwmYZDZwHLHTayADcYIx5I3VJSrjuwOPOXbtZwHRjzGsi8hm2+uoi7J2Dp6Uykc0QK3+5wCNiH6NRDZyf4SUzXvfRSo4v9Wgtx5gG6StXlFJKKaXipFV1SimllFJx0sBJKaWUUipOGjgppZRSSsVJAyellFJKqThp4KSUUkopFScNnJRSGUVEAs4b2N1Pwp5mLyIlzu3wSikVlT7HSSmVaXY6r+tQSqkWpyVOSqlWQURWishfRWSW8+nrDN9TRN4Tka+c7z2c4cUi8pKILHA+BzuL8onIwyKySETedp5urZRSgAZOSqnMUxBRVXeGZ9w2Y8wo7JOa73GG3Qc8YYwZgn256r3O8HuBD40xQ7HvYHSf+t8PuN8YMwjYApyS1NwopTKKPjlcKZVRRKTCGFMYZfhK4AhjzArnRcA/G2M6i8gGoLsxpsYZvtYY00VE1gM9jTFVnmWUAO8YY/o5/dcCOcaY/2mBrCmlMoCWOCmlWhMTozvWNNFUeboDaFtQpZSHBk5KqdbkDM/3Z073p9i3uAOcA3zsdL8HXAIgIj4RaddSiVRKZS69klJKZZoCEZnv6X/TGOM+kiBPRL7AXhSe5Qy7AnhERK4B1gMXOMOvBKaIyEXYkqVLgLXJTrxSKrNpGyelVKvgtHEaaYzZkOq0KKVaL62qU0oppZSKk5Y4KaWUUkrFSUuclFJKKaXipIGTUkoppVScNHBSSimllIqTBk5KKaWUUnHSwEkppZRSKk7/H/j6PdjPTxb1AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Fit the VAE model\n",
"model_score, optimizer_score, out_score, fig = fit_model(model_score, optimizer_score,\n",
" train_data, args_score,\n",
" test_data=test_data)"
]
},
{
"cell_type": "markdown",
"id": "5f872316",
"metadata": {},
"source": [
"#### Snapshot\n",
"\n",
"If you would like to save the trained model, uncomment the below. We have also provided code to load the saved model from a file (see the Jupyter cell before training).\n",
"See PyTorch documentation on [saving and loading](https://pytorch.org/tutorials/beginner/saving_loading_models.html#saving-loading-a-general-checkpoint-for-inference-and-or-resuming-training) models for more details."
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "ca569317",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:35:09.439288Z",
"start_time": "2022-03-22T17:35:09.435011Z"
}
},
"outputs": [],
"source": [
"# save_state(model_score, optimizer_score, 'VAE_score.pt')"
]
},
{
"cell_type": "markdown",
"id": "0068d364",
"metadata": {},
"source": [
"You can load a pre-trained model by uncommenting the below line."
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "bc61f238",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:27:43.578435Z",
"start_time": "2022-03-22T17:27:43.577043Z"
}
},
"outputs": [],
"source": [
"# Alternatively to training a model from scratch you can load a pre-trained model\n",
"# load_state(model_score, optimizer_score, 'VAE_score.pt')"
]
},
{
"cell_type": "markdown",
"id": "8789441e",
"metadata": {},
"source": [
"## Compare estimates using pathwise vs score function gradient estimators (optional, not examinable)\n",
"\n",
"Below we plot the test ELBO curves against the training iterations for the VAEs fitted above with pathwise and score function gradient estimators. You should see the pathwise estimator method is performing significantly better than the score function estimator method. Since we kept most of the hyperparameters the same between the two methods, the performance gap can be attributed to the higher gradient variance of the score function estimator. \n",
"\n",
"In the following section we discuss one way to improve the performance of the score function estimator by reducing gradient variance."
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "b5491374",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:35:09.533419Z",
"start_time": "2022-03-22T17:35:09.440175Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Epoch')"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(8, 4))\n",
"ax.plot(out_path['test_avg_epochs'], out_path['test_avg_elbos'], \n",
" color='r', label='pathwise')\n",
"amax = np.argmax(out_path['test_avg_elbos'])\n",
"ax.hlines(out_path['test_avg_elbos'][amax], \n",
" np.min(out_path['test_avg_epochs']), np.max(out_path['test_avg_epochs']),\n",
" color='r', linestyles='dotted')\n",
"ax.scatter(out_path['test_avg_epochs'][amax], out_path['test_avg_elbos'][amax], color='r', marker='*')\n",
"\n",
"ax.plot(out_score['test_avg_epochs'], out_score['test_avg_elbos'], \n",
" color='b', label='score function')\n",
"amax = np.argmax(out_score['test_avg_elbos'])\n",
"ax.hlines(out_score['test_avg_elbos'][amax], \n",
" np.min(out_score['test_avg_epochs']), np.max(out_score['test_avg_epochs']),\n",
" color='b', linestyles='dotted')\n",
"ax.scatter(out_score['test_avg_epochs'][amax], out_score['test_avg_elbos'][amax], color='b', marker='*')\n",
"\n",
"ax.xaxis.set_major_locator(mpl.ticker.MaxNLocator(integer=True))\n",
"ax.grid(True)\n",
"ax.legend(loc='lower right')\n",
"ax.set_ylabel('Test ELBO')\n",
"ax.set_xlabel('Epoch')\n"
]
},
{
"cell_type": "markdown",
"id": "eea5f101",
"metadata": {},
"source": [
"## Variance reduction for score function estimator (optional, not examinable)\n",
"\n",
"It is possible to reduce the gradient variance of the score function estimator by using [control variates](https://en.wikipedia.org/wiki/Control_variates). It works by replacing the function $f$ whose expectation is being approximated by Monte Carlo averaging with another function that has the same expectation but smaller variance.\n",
"In the case of the score function gradient estimation of the variational distribution parameters $\\phi$, the function $f$ is\n",
"\n",
"$$\n",
"f(\\mathbf{z}; \\mathbf{x}) = \\nabla_{\\phi} \\left\\{\\log q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x})\\right\\}\\log p_{\\theta}(\\mathbf{x} \\mid \\mathbf{z}).\n",
"$$\n",
"\n",
"The control variates method works by defining a surrogate function\n",
"\n",
"$$\n",
"\\tilde f(\\mathbf{z}; \\mathbf{x}) = f(\\mathbf{z}; \\mathbf{x}) - c h(\\mathbf{z}; \\mathbf{x}),\n",
"$$\n",
"where $c$ is a scalar hyperparameter and the function $h$ is the control variate that has an expectation of zero. In particular, we want a function $h$ that has low variance and a high covariance with $f$, such that the surrogate function $\\tilde f$ has lower variance than $f$:\n",
"\n",
"$$\n",
"\\begin{align}\n",
"\\mathbb{V}_{\\mathbf{z}} \\left[\\tilde f(\\mathbf{z}; \\mathbf{x}) \\right] &= \\mathbb{V}_{\\mathbf{z}} \\left[ f(\\mathbf{z}; \\mathbf{x}) - c h(\\mathbf{z}; \\mathbf{x}) \\right] \\\\\n",
"&= \\mathbb{E}_{\\mathbf{z}} \\left[ (f(\\mathbf{z}; \\mathbf{x}) - c h(\\mathbf{z}; \\mathbf{x}))^2 \\right] - \\left( \\mathbb{E}_{\\mathbf{z}} \\left[ f(\\mathbf{z}; \\mathbf{x}) - c h(\\mathbf{z}; \\mathbf{x}) \\right]\\right)^2\\\\\n",
"&= \\mathbb{E}_{\\mathbf{z}} \\left[ (f(\\mathbf{z}; \\mathbf{x}) - c h(\\mathbf{z}; \\mathbf{x}))^2 \\right] -\\left( \\mathbb{E}_{\\mathbf{z}} \\left[ f(\\mathbf{z}; \\mathbf{x}) \\right] - 0 \\right)^2\\\\\n",
"&= \\mathbb{E}_{\\mathbf{z}} \\left[ (f(\\mathbf{z}; \\mathbf{x}) - c h(\\mathbf{z}; \\mathbf{x}))^2 \\right] -\\mathbb{E}_{\\mathbf{z}} \\left[ f(\\mathbf{z}; \\mathbf{x}) \\right]^2\\\\\n",
"&= \\mathbb{E}_{\\mathbf{z}} \\left[ f(\\mathbf{z}; \\mathbf{x})^2 - 2c f(\\mathbf{z}; \\mathbf{x})h(\\mathbf{z}; \\mathbf{x}) + c^2 h(\\mathbf{z}; \\mathbf{x})^2 \\right] -\\mathbb{E}_{\\mathbf{z}} \\left[ f(\\mathbf{z}; \\mathbf{x}) \\right]^2\\\\\n",
"&= \\mathbb{E}_{\\mathbf{z}} \\left[ f(\\mathbf{z}; \\mathbf{x})^2\\right] - \\mathbb{E}_{\\mathbf{z}} \\left[ f(\\mathbf{z}; \\mathbf{x}) \\right]^2 + \\mathbb{E}_{\\mathbf{z}} \\left[- 2c f(\\mathbf{z}; \\mathbf{x})h(\\mathbf{z}; \\mathbf{x}) + c^2 h(\\mathbf{z}; \\mathbf{x})^2 \\right] \\\\\n",
"&= \\mathbb{V}_{\\mathbf{z}} \\left[ f(\\mathbf{z}; \\mathbf{x}) \\right] - 2c \\mathbb{Cov}\\left(f(\\mathbf{z}; \\mathbf{x}), h(\\mathbf{z}; \\mathbf{x})\\right) + c^2 \\mathbb{V}_{\\mathbf{z}}\\left[ h(\\mathbf{z}; \\mathbf{x}) \\right] \n",
"\\end{align}\n",
"$$\n",
"\n",
"A commonly used control variate in variational inference is\n",
"\n",
"$$\n",
"h(\\mathbf{z}; \\mathbf{x}) = \\nabla_{\\phi} \\log q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x})\n",
"$$\n",
"\n",
"it should not be difficult to see that this function $h$ should covary with $f$. However, the best control variate will often be problem-specific and might use domain knowledge to design.\n",
"\n",
"The optimal hyperparameter $c^* = \\text{tr}\\left(\\mathbb{Cov}\\left(f(\\mathbf{z}; \\mathbf{x}), h(\\mathbf{z}; \\mathbf{x})\\right)\\right) / \\text{tr}\\left(\\mathbb{V}_{\\mathbf{z}}\\left[ h(\\mathbf{z}; \\mathbf{x}) \\right]\\right)$ can either be estimated or chosen using a held-out set.\n"
]
},
{
"cell_type": "markdown",
"id": "1bd09ac9",
"metadata": {},
"source": [
"We now implement the VAE with score function gradient estimator and variance reduction. If you haven't already implemented the ELBO with the score function estimator in [Exercise 5](#Exercise-5-(optional%29) you should go back and attempt it first before reading the code below as it contains the solution to the former exercise."
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "478d7460",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:35:09.538935Z",
"start_time": "2022-03-22T17:35:09.534491Z"
}
},
"outputs": [],
"source": [
"class VAEwScoreVR(VAE):\n",
" \"\"\"VAE using score function gradient estimator and variance reduction\"\"\"\n",
" \n",
" @staticmethod\n",
" def add_model_args(parser):\n",
" \"\"\"Here we define the arguments for our encoder model.\"\"\"\n",
" parser = super(VAEwScoreVR, VAEwScoreVR).add_model_args(parser)\n",
" parser.add_argument('--vr_coeff', type=float,\n",
" help='Variance reduction coefficient.')\n",
" return parser\n",
"\n",
" def elbo_with_score_function_gradients(self, X):\n",
" # Evaluate the encoder network to obtain the parameters of the \n",
" # variational distribution\n",
" mean, logvar = self.encoder(X) # (B, H), (B, H)\n",
"\n",
" # Sample the latents _without_ the reparametrisation trick\n",
" Z = sample_gaussian_without_reparametrisation(\n",
" mean, logvar, num_samples=self.hparams.num_variational_samples) # (M, B, H)\n",
"\n",
" # Evaluate the decoder network to obtain the parameters of the \n",
" # generative model p(x|z)\n",
" logits = self.decoder(Z) # (M, B, D)\n",
" \n",
" #\n",
" # ELBO\n",
" #\n",
"\n",
" # KLD( q(z|x) || p(z) )\n",
" kld = compute_kld_with_standard_gaussian(mean, logvar)\n",
"\n",
" # log p(x | z)\n",
" log_px_given_z = evaluate_logprob_continuous_bernoulli(X, logits=logits)\n",
"\n",
" # ~E_{q(z|x)}[ p(x | z) ]\n",
" neg_cross_entropy = log_px_given_z.mean(dim=0)\n",
"\n",
" # Per data-point ELBO, note that this ELBO will not estimate the gradients of the expectation parameters!\n",
" elbos = neg_cross_entropy - kld\n",
" \n",
" #\n",
" # Score function surrogate\n",
" #\n",
"\n",
" # log q(z | x)\n",
" log_qz_given_x = evaluate_logprob_diagonal_gaussian(Z, mean=mean, logvar=logvar)\n",
"\n",
" # Surrogate loss for score function gradient estimator\n",
" surrogate_loss = (log_qz_given_x*log_px_given_z.detach()).mean(dim=0)\n",
"\n",
" # ELBO with score function gradients\n",
" surrogate_elbos = elbos + surrogate_loss - surrogate_loss.detach()\n",
" \n",
" #\n",
" # Variance reduction\n",
" # \n",
"\n",
" avg_log_qz_given_x = log_qz_given_x.mean(dim=0)\n",
" surrogate_elbos -= self.hparams.vr_coeff*(avg_log_qz_given_x - avg_log_qz_given_x.detach())\n",
"\n",
" ###\n",
" return surrogate_elbos"
]
},
{
"cell_type": "markdown",
"id": "71b5e19a",
"metadata": {},
"source": [
"Create the argument parser for the new model."
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "154ca806",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:35:09.542829Z",
"start_time": "2022-03-22T17:35:09.539802Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"usage: ipykernel_launcher.py [-h] [--seed SEED] [--cuda]\n",
" [--batch_size BATCH_SIZE] [--epochs EPOCHS]\n",
" [--learning_rate LEARNING_RATE]\n",
" [--enc_layer_dims ENC_LAYER_DIMS [ENC_LAYER_DIMS ...]]\n",
" [--dec_layer_dims DEC_LAYER_DIMS [DEC_LAYER_DIMS ...]]\n",
" [--gradient_type {pathwise,score}]\n",
" [--num_variational_samples NUM_VARIATIONAL_SAMPLES]\n",
" [--vr_coeff VR_COEFF]\n",
"\n",
"VAE MNIST Example\n",
"\n",
"optional arguments:\n",
" -h, --help show this help message and exit\n",
" --seed SEED Random seed for reproducible runs.\n",
" --cuda Uses CUDA training if available (default: False)\n",
" --batch_size BATCH_SIZE\n",
" Batch size for training (default: 50)\n",
" --epochs EPOCHS Number of epochs to train (default: 3000)\n",
" --learning_rate LEARNING_RATE\n",
" Learning rate for the Adam optimiser (default: 0.0001)\n",
" --enc_layer_dims ENC_LAYER_DIMS [ENC_LAYER_DIMS ...]\n",
" Encoder layer dimensions.\n",
" --dec_layer_dims DEC_LAYER_DIMS [DEC_LAYER_DIMS ...]\n",
" Decoder layer dimensions.\n",
" --gradient_type {pathwise,score}\n",
" Variational model gradient estimation method.\n",
" --num_variational_samples NUM_VARIATIONAL_SAMPLES\n",
" The number of samples from the variational\n",
" distribution to approximate the expectation.\n",
" --vr_coeff VR_COEFF Variance reduction coefficient.\n"
]
}
],
"source": [
"parser_vr = create_base_argparser()\n",
"parser_vr = VAEwScoreVR.add_model_args(parser_vr)\n",
"parser_vr.print_help()"
]
},
{
"cell_type": "markdown",
"id": "6740ffde",
"metadata": {},
"source": [
"### Fit VAE with score function + VR (optional, not examinable)\n",
"\n",
"We now attempt to fit the VAE method using score function gradient estimator and variance reduction described above.\n",
"\n",
"We use the same neural network architecture as before: a simple one hidden layer neural network for the encoder and decoder, and we approximate the expectation using one sample from the variational distribution.\n",
"\n",
"We use the same hyperparameters as before and set the control variate coefficient $c$ to 320 for you, feel free to try different values and see the effect it has on the performance of the method. Note that if you have changed the dimensionality of the data from the default 14x14 in [MNIST section](#MNIST), then the optimal values will change (on 28x28 data try using $c=1400$, and on 10x10 data try using $c=100$).\n",
"\n",
"For now, to keep the computational cost the similar to before, we still use 1 sample from the variational distribution to approximate the expectation."
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "8572a89e",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:35:09.550892Z",
"start_time": "2022-03-22T17:35:09.545828Z"
}
},
"outputs": [],
"source": [
"# Specify the hyperpameter choices\n",
"data_dim = train_data[0][0].numel()\n",
"args_score_vr = ['--dec_layer_dims', '2', '100', f'{data_dim}',\n",
" '--enc_layer_dims', f'{data_dim}', '100', '2', \n",
" '--gradient_type', 'score',\n",
" '--num_variational_samples', '1',\n",
" '--epochs', '50',\n",
" '--learning_rate', '1e-4',\n",
" '--vr_coeff', '320',\n",
" '--cuda']\n",
"\n",
"args_score_vr = parser_vr.parse_args(args_score_vr)\n",
"args_score_vr.cuda = args_score_vr.cuda and torch.cuda.is_available()\n",
"args_score_vr.device = torch.device(\"cuda\" if args_score_vr.cuda else \"cpu\")\n",
"\n",
"# Seed all random number generators for reproducibility of the runs\n",
"seed_everything(args_score_vr.seed)\n",
"\n",
"# Initialise the model and the Adam (SGD) optimiser\n",
"model_score_vr = VAEwScoreVR(args_score_vr).to(args_score_vr.device)\n",
"optimizer_score_vr = optim.Adam(model_score_vr.parameters(), lr=args_score_vr.learning_rate)"
]
},
{
"cell_type": "markdown",
"id": "2426d0fb",
"metadata": {},
"source": [
"The below experiment should not take longer than 20 minutes. If it takes too long, try to reduce the data dimensionality in the [MNIST section](#MNIST). After the first epoch is finished, the progress bar below will show the estimated time left.\n",
"\n",
"If you do not wish to train the model yourself you can comment the following cell and uncomment the cell with `load_state(...)` code below."
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "dbd0ecf9",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:42:27.860835Z",
"start_time": "2022-03-22T17:35:09.553765Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Test Epoch: 50 [9950/10000 (100%)] ELBO: 356.616211: 100%|â–ˆ| 50/50 [07:\n"
]
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Fit the VAE model\n",
"model_score_vr, optimizer_score_vr, out_score_vr, fig = fit_model(model_score_vr, optimizer_score_vr,\n",
" train_data, args_score_vr,\n",
" test_data=test_data)"
]
},
{
"cell_type": "markdown",
"id": "af1df665",
"metadata": {},
"source": [
"#### Snapshot\n",
"\n",
"If you would like to save the trained model, uncomment the below. We have also provided code to load the saved model from a file (see the Jupyter cell before training).\n",
"See PyTorch documentation on [saving and loading](https://pytorch.org/tutorials/beginner/saving_loading_models.html#saving-loading-a-general-checkpoint-for-inference-and-or-resuming-training) models for more details."
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "ce273068",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:42:27.865563Z",
"start_time": "2022-03-22T17:42:27.861785Z"
}
},
"outputs": [],
"source": [
"# save_state(model_score_vr, optimizer_score_vr, 'VAE_score_vr.pt')"
]
},
{
"cell_type": "markdown",
"id": "26060a33",
"metadata": {},
"source": [
"You can load a pre-trained model by uncommenting the below line."
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "7917b9c8",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:35:09.553017Z",
"start_time": "2022-03-22T17:35:09.551790Z"
}
},
"outputs": [],
"source": [
"# Alternatively to training a model from scratch you can load a pre-trained model\n",
"# load_state(model_score_vr, optimizer_score_vr, 'VAE_score_vr.pt')"
]
},
{
"cell_type": "markdown",
"id": "c189a75f",
"metadata": {},
"source": [
"#### Compare the estimators\n",
"\n",
"We now plot the learning curve using the variance-reduced score function estimator on top of the previous comparison plot. Notice that the performance of the method has improved at negligible additional computational expense. However, the performance gap is significant, in the following optional section we suggest increasing the number of samples in the Monte Carlo averaging to further improve the performance of the method at an additional computational cost."
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "c5e2429d",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:42:27.957299Z",
"start_time": "2022-03-22T17:42:27.866374Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Epoch')"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(8, 4))\n",
"ax.plot(out_path['test_avg_epochs'], out_path['test_avg_elbos'], \n",
" color='r', label='pathwise')\n",
"amax = np.argmax(out_path['test_avg_elbos'])\n",
"ax.hlines(out_path['test_avg_elbos'][amax], \n",
" np.min(out_path['test_avg_epochs']), np.max(out_path['test_avg_epochs']),\n",
" color='r', linestyles='dotted')\n",
"ax.scatter(out_path['test_avg_epochs'][amax], out_path['test_avg_elbos'][amax], color='r', marker='*')\n",
"\n",
"ax.plot(out_score['test_avg_epochs'], out_score['test_avg_elbos'], \n",
" color='b', label='score function')\n",
"amax = np.argmax(out_score['test_avg_elbos'])\n",
"ax.hlines(out_score['test_avg_elbos'][amax], \n",
" np.min(out_score['test_avg_epochs']), np.max(out_score['test_avg_epochs']),\n",
" color='b', linestyles='dotted')\n",
"ax.scatter(out_score['test_avg_epochs'][amax], out_score['test_avg_elbos'][amax], color='b', marker='*')\n",
"\n",
"ax.plot(np.array(out_score_vr['test_avg_epochs']), out_score_vr['test_avg_elbos'], \n",
" color='c', label='score function + vr')\n",
"amax = np.argmax(out_score_vr['test_avg_elbos'])\n",
"ax.hlines(out_score_vr['test_avg_elbos'][amax], \n",
" np.min(out_score_vr['test_avg_epochs']), np.max(out_score_vr['test_avg_epochs']),\n",
" color='c', linestyles='dotted')\n",
"ax.scatter(out_score_vr['test_avg_epochs'][amax], out_score_vr['test_avg_elbos'][amax], color='c', marker='*')\n",
"\n",
"ax.xaxis.set_major_locator(mpl.ticker.MaxNLocator(integer=True))\n",
"ax.grid(True)\n",
"ax.legend(loc='lower right')\n",
"ax.set_ylabel('Test ELBO')\n",
"ax.set_xlabel('Epoch')"
]
},
{
"cell_type": "markdown",
"id": "08876005",
"metadata": {},
"source": [
"### Fit VAE with score function + VR + more Monte Carlo averaging (optional, not examinable)\n",
"\n",
"We can further improve the method's performance by increasing Monte Carlo averaging in the expectation. However, note that this can significantly increase the computational cost of the method. \n",
"\n",
"We still use the same architecture and hyperparameters as before. Except we use 100 Monte Carlo samples to approximate the expectation and with the larger Monte Carlo averaging and variance reduction we can use a higher learning rate of 0.0007 in Adam. \n",
"\n",
"Note that if you have changed the dimensionality of the data from the default 14x14 in [MNIST section](#MNIST), then the optimal values will change (on 28x28 data try using $c=1400$, and on 10x10 data try using $c=100$).\n",
"\n",
"Also note that running the below will take significantly longer than the previous experiments, hence it is optional. We expect that running the below should not take more than a couple of hours."
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "a58939d1",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:42:27.963810Z",
"start_time": "2022-03-22T17:42:27.958152Z"
}
},
"outputs": [],
"source": [
"# Specify the hyperpameter choices\n",
"data_dim = train_data[0][0].numel()\n",
"args_score_vr_mc100 = ['--dec_layer_dims', '2', '100', f'{data_dim}',\n",
" '--enc_layer_dims', f'{data_dim}', '100', '2',\n",
" '--gradient_type', 'score',\n",
" '--num_variational_samples', '100',\n",
" '--epochs', '50',\n",
" '--learning_rate', '7e-4',\n",
" '--vr_coeff', '320',\n",
" '--cuda']\n",
"\n",
"args_score_vr_mc100 = parser_vr.parse_args(args_score_vr_mc100)\n",
"args_score_vr_mc100.cuda = args_score_vr_mc100.cuda and torch.cuda.is_available()\n",
"args_score_vr_mc100.device = torch.device(\"cuda\" if args_score_vr_mc100.cuda else \"cpu\")\n",
"\n",
"# Seed all random number generators for reproducibility of the runs\n",
"seed_everything(args_score_vr_mc100.seed)\n",
"\n",
"# Initialise the model and the Adam (SGD) optimiser\n",
"model_score_vr_mc100 = VAEwScoreVR(args_score_vr_mc100).to(args_score_vr_mc100.device)\n",
"optimizer_score_vr_mc100 = optim.Adam(model_score_vr_mc100.parameters(), lr=args_score_vr_mc100.learning_rate)"
]
},
{
"cell_type": "markdown",
"id": "66bed867",
"metadata": {},
"source": [
"The below experiment should not take longer than 2 hours. Remember, this experiment is optional! After the first epoch is finished, the progress bar below will show the estimated time left.\n",
"\n",
"If you do not wish to train the model yourself you can comment the following cell and uncomment the cell with `load_state(...)` code below."
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "7e617d34",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T18:12:28.109262Z",
"start_time": "2022-03-22T17:42:27.966698Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Test Epoch: 50 [9950/10000 (100%)] ELBO: 366.417816: 100%|â–ˆ| 50/50 [30:\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading best model state from epoch 47.\n",
"Loading best optimizer state from epoch 47.\n"
]
},
{
"data": {
"image/png": 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6X2d42/8mriOm30cqzfscHsZ9uXvimobvC6zjdu/zrNXnqo5tHo93Gc1b/zgv3Sd400/H9QXMwl2qO9ebfmWKl8WDvHL2dW+9abiTpwne9FO8NGfiLpv+Be/SHi5oVgL9EuvY7gYa7uM0NbLcRatTcHXCP3End+KNm4ZrybsA14LXDXepoZyIm2EaSOf/4fpqpuHKr39nnt+nqxOuf9V0rxz0x12K+3HgM/oHrk9YTH3fcGV9N3BWHdMHeuXsEu8zuISIu+q8/Ts11v3vfb6rgIcD3+UPcK1KnXDf94OBL3vTj8VdKvb7+vwcWOdNyyXKJZWI7TdYt3nzPYrrHlIB9InYB+W4YMC/dNjYPk6/Av6HdxdY4PvwCe4ydLr3mY4ECr3pkwj3y+qOO6kJ9v37gCh96wLrzye2Pk6nULPsZ8X4uWXgLl29hzuGp3vb/Beu33C/GPdNGvAdoKc33Bd4AtfaluGNa6h+PMhLx0PEcIMY7tjQN/B/Ia6O70v4MvxXvXJytFfO7sLd4BaXu+rKCffs9//PCky/C3jWG7+KwPVzb57veAVgF+7SS1HE9ItwFcFuXKVxmzd+Mg0ETriI98/1pP92XHS6x1v3Y8DhEfMc66VrH+6yYuRdBuuAyXWs/0ng8TqmvQHcE/gQ9+I6CmZHzHcErq9JCS7SvQEoD0z/CbCinjxmAI97696Ju+RURJS+IbiK+jPvs/iP99kVB6ZvoPmBU33lZRbhVr/g//HeuoN3kezAfWlPitjGObggxp/vdeCciHn+DMyrJ53fwfUdKcUdEN/EncEE5zkUV8mW4iq/uwn3jTvUS3dkXlcElq/1ueG+vO/jyuPy4Da9aSu89ezEfSeuTvWy6I0fgus39KlX9pYB3/amXUL4bqYvcGe5BYF1/glXZncCl9Wx3Q24ACSy3PnBYnEd5c7v9xi8G+pz73M/MmIbVwBLvM9uN67/5piIeRqqj36JC1j3eHmaT0TnVlwH4Ve9eT7CfS/8vncne+mOzOu8wPJ/jhheT83vlf9/SGCeCbiyt897PS0wLdsrL/UFLsH9vwf3fXkA74THm8dvFfrE23+r8fpW4Q7sS3DlbqeX/1ER5e5Tb1pd/b3qrdu8ecZ7+6/WjSO4emUV4bvq/gT8txGf7QBcP6odXjr9z+xMXMfnHbjvxSuE7zadjrvxZI+Xv/sJ38jT1SsfX3jrq3XyQDhw8u849P83BeaJVu5XN+Jzy8WdOKzz5t0G/I2I/pzeOqL2McUFQnO9Zf3tPELESSf114+31JHXnwTmWREcjlh3EdGPiT/CxQh7vf3d4ImwfzbVZCJSjDuQ/rJZK0pSXhPlk8BwVW2VplMRuQr4oaoe3hrbM6nByqJJBBE5BVcGzkx0WlqTuAcll6hqkx5Ca9qupP7JlWSgrnP5kS15oBKR0d4TU0VEjsJFwJH9EEw7Z2XRJIKq/q89BE0icraIdBX3iwHn4i5xWtk3tWQkOgEGcJ0Q/wH0wDU1/wv3MDBjWpuVRdNenUy4/+VG4Fuq+lJik2SSUbMv1RljjDHGtBd2qc4YY4wxJkYWOBljjDHGxMgCJ2OMMcaYGFngZIwxxhgTIwucjDHGGGNiZIGTMcYYY0yMLHAyxhhjjImRBU7GGGOMMTGywMkYY4wxJkYWOBljjDHGxMgCJ2OMMcaYGFngZIwxxhgTIwucjDHGGGNiZIGTMcYYY0yMMhKdgNbSo0cPzc/Pb7H179mzh44dO7bY+hPN8pfaLH+pzfKX2tp6/iB18rh48eLPVfXA5qyj3QRO+fn5LFq0qMXWX1xcTFFRUYutP9Esf6nN8pfaLH+pra3nD1InjyLyUXPXkVSX6kQkXUTeEZFnvOFuIvKCiKzxXrsG5r1JRNaKyPsicnriUm2MMcaY9iKpAifgOmBVYPhGYL6qFgDzvWFEZAhwMTAUmADcKyLprZxWY4wxxrQzSRM4iUhf4Ezgr4HR5wIPee8fAs4LjJ+tquWquh5YC4xqpaQaY4wxpp0SVU10GgAQkceAXwOdgOtV9SwR2amqXQLz7FDVriJyD7BAVR/2xj8AzFPVxyLWOQWYAtCrV6+Rs2fPbrH0l5aWkpeX12LrTzTLX2qz/KU2y19qa+v5g9TJ47hx4xaramFz1pEUncNF5Cxgm6ouFpGiWBaJMq5WBKiqM4AZAIWFhdqSHddSpWNcU1n+UpvlL7VZ/lJbW88ftI88+pIicAJGA+eIyBlADnCAiDwMbBWR3qq6RUR6A9u8+TcB/QLL9wU2t2qKjTHGGNPuJEUfJ1W9SVX7qmo+rtP3/1T1a8BTwOXebJcDT3rvnwIuFpFsEekPFAALWznZxhhjjGlnkiJwqsd0YLyIrAHGe8Oo6gpgDrASeA64RlVDCUulMcYE7NoFv/gFbN2a6JQkxkcfwcqViU6FiYUqlJYmOhWpJekCJ1UtVtWzvPfbVfVUVS3wXr8IzDdNVQeq6iBVnZe4FBtjjLNrF/zrX7B8OVRVweLFDS9TVeUOXm3Jgw/CnDmJTkVsQiGoqEh0KhJn0SK44w5YswY2W4eXmCRd4GSMMS0hFIL774cNG+K3zqlT4ZlnwsP//S+sWAHvv++GFy5s+GD0i1/AI4/EL00mut27oby89vjbboNp0+K/vVWrXPn44osGZ63T3r0wb54ruw3ZvRtef71mEP7++/D44/Uv9+yz7vWRR2DGjKantT2xwMmYNu6dd2DWrHwqKxOdksTauRM++QRmzYIPPqg9PRSKHuRs2AAbN4aHd++GffvCw8FfcpIo9/vGcjBau9a9/v3v8PvfNzx/qpg1K3HbrqpygYfvzjtd4Bwvu3fX31L43nvudcuWpm/jhRfgrbdcMN6QOXPc/H6gVlkJ//hHOB2RVOEvf2l4vW+9Ba++Gnuag8rKagZ9e/fCSy+5zyaVWeBkTCOpRm/aX7nS9Wn585/df0v597/hd7+refCuz//+516DB5Ggigp3aak+u3e7oCMRPvzQXfqJpbJ96y3Yvj08vHkz/PGPtVsaHn209rLz57sgZ9u2muNnzYKZM8PDd94Jv/lNzSCrshLefhvWr3fDkQfUBQvcQaQ+e/e6vO7aVf98zVVeDi++WLsVY+1aWLKk4eX374e5c11A+cortacH8xnZuvfOOy6fVVXw+edu3Ftvwfr1HZg6FVavhj17XEvN++/Da6+5faIKO3ZQb/D/xRduP/uefBJ++9ua6fG3OWeOu6QatHev267fAhP0yScuXb7t2105eO01WLasZvmorHRp9ft4+cF0KOT6EsV6WTAUCpd5/3X1apfGHTtcS1JJiRtfUQGbNrn3M2e6/P3yl/Wvv6IitqBu3jz33QiF4LPPwv2hQiG3rY+8X37bvz+t+vMuL3eteNOnuxY9/8Rj7lx4+WU3zi9/e/bAww/XXT8lo2R5HIExraaqCtKaccrwzDOu78ott9RsYaivT0dlpVvm2GNj2/aWLXDQQa7C6t4djj7ajf/kE3j33fD2Lr+87nVE41fAfhruvz8cEB1wABxyiAvI5s+H9HQ44gh3AHj7bTfP1Knu1a/00hvxQ0d797qDzAknuOGPP3atNeed5/ZjVZV7jWy1efxxt+y+fe7AOGQI9O7t0jJ6NIwf7+arqHCVPMBll7nWG9+mTdC5c831hkIu0Ona1e1j/yASPEDWJ9iSFHmQigxqn3vOff5f+Qr06uXGVVZCZmZ4nt/+Nvy+pMSto2fP2tvdudMdvEIhd3nl/PPd5wQuqNm7131ep5ziPp+33nL75fzz4aij3IHrjTfc/j7tNHeQW7LEXWYEeOop93rtte5A+a9/wXXXQadObvyCBe4S5ELvPuaTTnKBzVtvuTIU+T149VVXrh580A337Rs+yF91lUvbhg09yc+H2bNh3Dg37R//CK9j7Fi3ni5d3Gf/8cdw7rlQUOBa6HJzXTBTUQGDB7vPetkyt+zixeG0gsu3H9R8+cu19//bb8OZZ7r8DBwI2dnhlqpbbnGvu3e71/nzw8svX+4+hwceqBmQfPghZGam8Ze/hIPy3FyX98xMl+cLL3Sf9/r1cPzxbpm//x06dqy5L/1nOP/hD+71vffgG99wn6dvz57aHfNV3Undiy/CJZe4clFXOS8vd3murKx5GXrmTFdXZGXBD34A69a5gMj/XDdsOIT8fLjxRndiEgwQZ85031f/BE3VnXycfroLAteuhf/8B846y5WhZJc0Tw5vaYWFhboo2KYeZ6n88C+/ks/NjX7wWrsWnn9+Cd/+9jFs3uy+1GPHxjcNZWXuYJ6VVXvaokXu4DZwYHhcKOTOSDt0gPx8V/lu3+7SetVVrnIFV/Fv3AgjR7rhXbtcRXvOOXDMMeH1Rfv8VqyAPn3ctsEdpHbsCJ+1+oFTcbH7j/SDH7gD0sknw623unH+was+69bB3/7mDprB1o+jjgoHTb6pU924gw6qeZDdv99VyiKu4+fy5Rv44x/zue8+9xnfeKOrvPx0AVx0kdufDV1euf56t05/++DKxNatkJfnPo/ycnfwmjkTPv0UxoxxZ+fgDoyDB8O994a326+fa0UDV7EPGuTeV1TAr3/t0hzcblCPHrB06Tr69h1Qf8IjHHlk+DLGFVfA00+HP1uAb37THUDuuccN/+AHrt+KH5zFQ48eNbcZ6eabXVn/7W/fo6LiSE46KXorzymnuADG/zzqcuONrhXAN3Wqa5l5553a837lKzX7x/zf/7l9tGNHzfmmTnVByhNP1L/t+mzYsIH8/PxGL3fLLTXLMLhgClxn59bWuXP0FsO68peW5sr2wQeHT2DOPdftz2Br3fDh4UCwKfr1c/Xj3r2uTuvf3/WHqsuXvgQZGS7gj0akdquqn8cbboDbb6+9zIEHuvo40gEHhANRgJ/+tOYJRbyJSLOfHG6BU5ykWuAUCrlrzSedBL/6lRs3dar7P+IIuPhidwZ64onugLZhwwZmzcqvrph/9CN3NjJkCAwdGr1vR1327nXb79jRVRzByv4HP3BN4KecAoWF7szNbzmYOtVVMuXl7mzFFzwo+/x1Rr76QYmfh/R0d3AsLi6moKCInj3DX1p/mWuvhW7dah+URoyApUvrzme/fu7MOKioyAVZp53mAiH/FwreeAOefx6uvhruu6/udUaaMCFcuf385y7QWLOmdofQDRs2cMEF+dX9cU49tebZcnMcckjNPkDNdcQRbt8Eg6mGNPXAW58OHeC449z3JNFiyd/o0fUfDBura9faQVI0DX0PYtHUz++EE+DNN5u37dbQEuUz2cQzjw2dADRHPAInu1SXwlTd2eOXvuQuAQUVF7vo/sIL3Rltly7uDGLbNndmU1npgo1od5msXu0OxgsW1F0pPfaYC0JWrnTXrQ8/3B1Au3Z1LVi7d7uzpNJSd6YxdSocdpgLHP7q/YzzqFEu7UF33ule//c/dxYcrLirqtwdSJEigyZwzezDhoWHo30R/ab5b33LdZ72v/OdO9ds+br7bneWFqmhg0Vk0AThlqnnn3f/kRrbeTV4RnjbbfXPGzxviFfQBPENmsCVv9Wr47vOpvA7sqaKeAZNEFvQBM0PmpojFYIm0/ZY4JTiystdZ8ZogRO4a8b+pYYgf36/7wrUvHMj2MnSF+wnsG5d+P3eva7yjKxA/YO6f6lr7drw3UP++oLrjBRZcUcLmuoyb17sl1QiO3JHa2pvreebtPc734wxJtlZ4NRGqIbvHgneMbR/f/T5gwGT7+mn69/G3LlNS1usZ67GGGNMsrPAKcVUVrrLUMcfX/PurHfecXfDDBpU8xJRLA9O8zV0u7QxxhjT3lnglAI+/ND1h9m61d0xsmaNe9BZkH8Lsf/EYt/dd7dOGo0xxqSwsjL3LIUrr4ScnESnJqlZ4JRA/jNXunSpf77g82gScYutMcYkG/+G8GivkeMi38cyXN92tUpJU+8JlaEQolVIVQipCj+1UhEU92yXyu172ZuzG0WoUjdOEbfNiMT66/cH0tSt372GSNMq91oVQqgirSrkFhVBJa16/VVac1hxD0vztuzyQBVa5aV040fo5yXw4utov0PDaZS0GnmpCjw3O7jPyrbtYPvums8RqLG8pFWnMTjcrW8HcvJSKxRJrdS2MQ8/7O5IinbHl//MDf9BccY0i6qr2KsrYFdh+gcZ/4dmI99TVVXjv/rAUFWFaFX1440FrT4IKCDeClQJV9JVlaSFKkivqiAttJ/0UAVp3n96aL8bX1UJVS6NqDsoVB+UtAq0CqmqokrSUHWVeBVpZO/ZS+7iA9yBwhvnZ8It5w4S1cOoty9qbisNbx9Vhdx+Iry/xFvWjavyxrmt+e/Fe59W/b72MkB4H4U/oDreuud8HBMKkZbuV9filscdVNOq1x9yOdeqcD6oIt3PRz3vBcX7i1J2/C1q9UG3xr+G39fMkdR4Db5P0yrScdtPx6U7+JpO7T4G0dYDVKc/+Bo5TryUpUXPYVRVEen3XzOipK1NWez9t5LfFs1l78kTW2+DcWCBUwL5t3F/+ql7ZtL69e7BjUcckVq3QScVVTJC5aRXlpMRKietwr2X8jLSKsqR/eVIxX405J0pVoXQyhDpn39G101dXGAQClVP84ddwBBC/PGhSkRDSHWU4Q7o6h8ovcBCVUmrCpFZVU5G1X4yqsrJrNpPhu4n03ufqe41XSvD/1SSpiHStZIMb9iND3kHqoiDhRcM+MORB6PGHDBMTSHCwVhd/+qFAFVSc5ySVmMc1Wfubt3BAABqPgxNgp+ZViFpUh1sCVq9XiWNkKTXeHXT0lERqiSdkGRQQRr7SaNK0l16/Hn8s38vCRJITjBFKuK27LdeBMMnCQ8jXlAo1WNq5Kc67ZLupTGNsooQGdk51cNVkl69pHtGXO31+OtX0lwrhkj1++qWkUCrSTAf/rpqbsONAWrs55qfhaKS7tLnp1PSqEpLh8Cwv4z/v3dPCR07dCRNvGDeDzS9tCjiHirpvQYTVRWxvcj3VaS5hxaj1ScIwW2n4Z8oaPW+QYQqceWRsjJ05Sq0vNyVM0mDnGxkyGAkJye8Dj/dWuV93jXLx67du+gSeDy/H2y7VjN/+fDJBF69VXX4EaQaC5xagf9k3qlT3eMDRGo+J+gvfwk3eW7Z0rwfhWwVqqRXVZBRsY/Myn1kVOwjo7KMzMp9pO/fh5TtI618nwtW9nsBS8X+6iDGf63+D5V7y5eRGdpHVqiMzFAZWVX7yKoqq/73z67TCJ9lpwfPrAmRSfLcz19FuEWknGz2k81+yWI/WeyXbCq81/2SxX7JolI6EJIMd6BLyyAkGd5wRvV4v9L0DxJ+03eNitA7WFbPm5bOvvL9ZOd2CCyfhqalucNf4Enx1e+rxwmaFlhG0tB0d5AIriewQJSVufdVaRmE0jIJpWdRlZ5Z/R9KzyKU5t5rekZ4e2npkOZeJT0wjJAmNVsYPt38MX379A6HMhpy2/bmJy0NSat5uaD6NT28HU2rud+CB9xEausPULT8JdjAle7hfJkZ7g6ksy5wTzduhKTPYxxZ4NQK/J8z+OKLcGftiy8OT2/xh7erklO2k457tpFTtpPs/SVklZeQtb+UzLIS0vaUkLa3hIy9JWSUlZK5v5Ssir1kVewhq3Iv2ZV7yKwsJVfLyK3aQ07V3mY3V1eQ4QUTWZSTzT5y2UcuZeRQTg67JZdy6cL+tBzK03LZn5FNlWS4g3TgDK/6gOe9r0zLojI9m8qMbELp2VSmZxPK8IYzcghlZBNKz6o+WJKeDunpbN+1k+4H9gwfoL3xkhF+Xz0uMyP8Pj0NSU+rPjD77xv1KPVWkAqVmhevNUlZeTmVvfvFMznGtB8rVrizef83fVasaHTg1J4kReAkIjnAK0A2Lk2PqeotIjIV+Cbg/8LNT1R1rrfMTcCVQAi4VlX/2+oJbyT/d7Eg/GONzaZKty/WctDWZeSVbCFvz1bySj+lY+lWcnZvJa/kUw4o20pmVR0PdPKESKOETpTQiT10ZA8d2U1H9tKFMunDPsmlPCOP8qwO7E/vwP7MDlRk5FKRnksoM4eKjFwqs3IJZeYSysqlKiun+lWzstDMbMjORrOy0cws0rPSychwTzNPT6fG+5aMOdK9/0jlGzaQleSBhTHGtIgTT4SJE91vQB11VM0fjzO1JEXgBJQDp6hqqYhkAq+JiP/c59+rao2f9hSRIcDFwFCgD/CiiByuqknXa8//NXqo+bTtpsrdu52+n7zFwZveou8nb9Hnk4V0KAs/YbKSdD6XnmzRXqynF58yhK30Ypv0oiS3F+UdulKR04lQh05UdcijqmMnNK8TaR1zye0g5Oa6O1Gzsty//0OxDbVYZHr/xhhjUszBB4ff5+WFf0TTRJUUgZO6Xxou9Qb9Y3B9F7DOBWarajmwXkTWAqOApPrlospK+OUvw8MffdT4dRz42UoGrHuRgz95i76b3qLbjg8BqJI01uUO5bGqr/AKx7GYkXye3Zeqrt3p0i2Nrl2p8d+5M3RKju4axhhjTMoSbfEONrERkXTcTZCHAX9S1R97l+omA7uBRcAPVXWHiNwDLFDVh71lHwDmqepjEeucAkwB6NWr18jZcbs+VltpaSl5gSj95Zd7sH5906L2PjvXMGrDsxy7YS4H73IPbtqR25MVecewQI/nxd2jeX3/cexNy6N3730ccshe+vbdR4cOLdfgtn//frKCPdrbGMtfarP8pTbLX+qLZx4nT94Ql/VEM27cuMWqWticdSRFixOAd5lthIh0AZ4QkWHAfcBtuNan24DfAV8neh/SWhGgqs4AZgAUFhZqUVFRi6QdoLi4GH/9Cxa4Dt+N6TLT47NVDF0xh6Er/0XPz1agCOv7ncQDA67jn3vP5pX1/Sj/TMjMdE8PP+0I95qT0wHo0BJZqiEVOhc3h+UvtcUrf4ce6q5avPFG89MUT2PGvMxrr50MwJQp7tcE5s9PcKKAAw5w9dy77zZvPfV9fgUF0LMnvP5687ZRl2OOgXHj4He/c8OnnAL/+194+ne/C3/8Y9PWnZPjHshdV/4GDar9aw++E09suXJ4+OEuXf4jceKhoGABa9YcXz183nmuXAS7qHTpAldfDb/+df3rKirKj1/CWkDSBE4+Vd0pIsXAhGDfJhG5H3jGG9wEBG+h6Qu00u/XN+y552KYSZUDP1/FkJWPMXTFnOpg6cODx/LYkHv4+57zeXtTb0IfQ24uDB7inu80YIDrd2TatuuvhzvuaHi+ZDFsGCxfHh4eNw4WLYKSkrqXOf98+PxzdxNPXS67rOaT8+vToQMccgisXu2G8/KgtDQ8PXLYd8kl7hEgxcVw+eXupsgBA9xdsJ9/DgsXRt/e4MGwalX9aUpLq9nP0T+QRnPMMbBkSe3xw4dDRoZy+eVuf/bpA7161Q6cbrkFVq6Ef/0rPG7MGBg4EB56KDxu6lT3qDIRN37jxqbd2XvGGe5zD/780ze/6QLPqiq49163jc8+i7589+7uQb8ujzu5+mqYPr3mPJ07w1e/6t43JnD6wQ9ceXz+eTd81VXuGXngDuR/+xtkZ8PYsXDcca5O7dXLBWgnneTq3GefdXmpq7698MJwV4hly2rX+xdd5Pb9r38No0d/zskn51f/AHv37i4AzsiA225z46ZOhWnToKLCDR9+eM3A6fTTXfk94gj3yyhBl17qngP4ZpTOKuPH1/yMDjzQzb91K9x3H/To4cq5n6fnnqv/ewtw8snw8ss1xx18cBlf/Sr84Q+uzI4Y4f737HGP4enc2d3846f37bddWvw8Xnqp+2WMhn5JIxkkReAkIgcCFV7QlAt8CfiNiPRWVf+pRl8G/Kr5KeBREbkT1zm8AKijeksemRV7yd9QTMGauRSsmUvXneupQlh70BgeHfhHHtx1Pu9+0gc+cV+sUaPcGUm/fjV/0Nckp8svhx073F28WVnwi1/Unufoo90T4Tt1coEFwPe/736Y+bHHXCV29dWugunZE7ZtCy8beWCdONFV+tGePD9ggDsA9OzpKqOHHiqvNc8ll7gDgx+gDRrkKvt33oFnnqk1O337wtChcMIJNbfpv9+zx1Xel1zi1nXSSXDrrW7a8ce7ltigI490B1Y/cDrvPDdu1y53MCopcS0ahYVuX51wgjt4RMuvvx/Ly8OB06RJNQ8w3/qWO6AfcIALFN57z7Uwde7s0htskD7ssPB7P3AaPdoFPUOHuuAlJ8elfckS1yoRbb/dfLNLg//D2xdd5A7a4Lb3/vsuaDv8cDdcUuLynp7uDio9erjv/8svQ//+4fWmp7vgQNX96HePHm5fDh3qDjwHHeT6WGZlhQ+K4AJLf3mAK65wr+Xl7iD+/PNufQceWDvgOeqomi1Lo0a5Vz+wOP/8cB/jtDT4zndc2XvkEfe5/de77/mnP3VpzciARx+FDz6AgoIScnLcft0cOAX+/veppXdvFwgFy4GIO/Dm54efMnLiiS4o3L49HDSB20Z2tiunwUagq68Ovz/2WBg50r3fs6d2GoLrAle+u3d332twAezgwS5dU6dCcXEphx/uTiheesltNzvbzfv1r4c/jx/9CO6/333v09Phe99z7zt2dNvy7zi++WYXOL/+ugv+Dj/c/RcUuPIU+VumRx7pgsFRo8L9vv1g2V9nx46u/KxY4dIPbj+HQq48VFa6fro9e7qgK7jvr7sOli51w9ddV3PbHTu6/yA/veDS3LkzdOsWHpfskiJwAnoDD3n9nNKAOar6jIj8XURG4C7DbQCuAlDVFSIyB1gJVALXJOMddQBdv/jQBUpr55K/oZjMyjL2Z3ZgXf9T+Wu3G5jx6bms/bQPIq6CHD/eFZ4ePRKd8ubL8J6lFqmuM+uzz3YV77p17uD51lsNb+PnPw+fsUUaPtydCUb6ylfcgSwvr2aTfH369nUH09693Q8qn3GGq5y++12YM8cdAHNyXN7qc+657tWv2MaOdZWGf2Dt1StciU6a5M7KTj3VDa9b5/bb2LHw6qvubA7grLNcJbhkias0Tz3VVfz+73QOHw7Dhu1m48ZwK0n//i5Y2B94SsXIkW7bhYWu4ly3Ds48071fv95dwhgwwM1bUOAOziefHF7+0ktdYOEfPPwKOTfXzbdggUtTZSWcdlp4+nnnuYOTn59u3dzrAQe414kTXWvSmDG19+e4cS59J564kczMfDIzXWtdhw7uADp1qjtwVlbWvFFIxAUCsTjnHBccHHlk7WknneT+we23TZvCBxD/QHzppeF9eOihblxOjguUxo51Z/gnneT2m9+6Egt//5x2Ws3xfvDil6Mg/0AfyT+If+lLrowPHx4OeseMgddec/vh1FNhwwZXZn2nnur297BhtddbUBAOcAYNcsFYsAXnggvcPtu40VXfV1zhWlwWLXItK0Hf/z78/vfhYOeKK1wZffll99kUFNTefvB5eb6cHLjppuj7Icg/Wc0IHCWvvdZ9Z556qmZw7efVd9BB0dcZGUBAOJgFt28GDHDBUocOLgiO1gKTlhY+RvTsGR4/YID779rV1Uvglh89uvY6/PIzcqTbrh+Y+wHVRRfVDDizs8OPdvIDp0MOcYFfcwRPCFJFUgROqvoucHSU8ZfVs8w0YFpLpqspHn0Uem19lxHvPEjB2rn02P4BANu7FbB45FWsKTiDjw49ibffy+Gpp1yQdN4Q96Xr0MJdlU44IXpTbmPcfLOrNPyDQ9CZZ7rmbXCV6dixNc8KL7rIfSkHDXKV+imnuEsF5eU1z1L8SicycJo0yR0USkrClUrwmU8TJ4aDAb8y6d8f/vOfmus58sjwQbC+wOmnP3XrSk93lYa/rRtucK9Dh7rX885zZ2mRleV3vuNaoHJzXUUY7cDrBzcDB7r8jB0bnta9O0yYEB4eNMjt/7S0cDAF7oANbvk5c1wrVGQfzQED9lQfaFatCu+frCy48UZ3Vhms1Lt1C/dNOPlk1woQPOhGO8BnZta+rDFpkqt8/X2nCj/7Wc15/ICpLn5Z8fmtIX7ZOvlkKC4OXw+LvJO6e/f619+QhoLhoHPOccHcxo0uCAb3+Y8cGW7BmDw5HBymp7vvTUvyg5wTTnCBUX0yM2t+HtnZrqyNG+fS2rmzC6qCsrNrttbVpVu3cL59WVnuQO/3tfHLkB+MRubj2mvDgcShh7oDd8eOtdMUT7m58LWvuUDDT/+UKU1blx/0+XVHNOPHu8+goXI7YoRLTzDw8vnLDhlS93MsO3Rwl3ehZj06cKCrI+rbvh9c+SdJ7U1SBE5tyQcfwJHblnPsovvYkF/E28dew5rDJvJF9/DpyL598OKLroXp4otb9oGPhx7qmle/8Q13wIkMnA46yJ2d+H01evRwFVNWljtL7t/fHVQ3bHCVRVqaCxSiBU5+4HDsseEA4IwzYPFi11cleEDzDxbf+lbdaZ8yxW33xBNrjvfPlHz9+rkWm+OOq72OESPcGeMrr9S87FWfMWPcZZxogUA0ubnh4CWoR4/wWWHfvjWnHXaYa2b3WyByc12zfEPqu2RbUOCCvbqIuIPUl79cszL1g7egsWPdJZ5hw1zaYjlDj2bwYPeq6i5nxOMAN3ly7J9la0tLcwf4aEGyr7X76Gdl1X15sz6XXRa+BBit9SoRIgMvkfAlw5YU2brUVD16NPxZpKfX3WIVJBKuPyL16gU//KGrc+s7vkSbNnKk+95Gax3zRV7ma28scGoBq474MqsHnUtFVvSSV1zsgqczzohvwcvNdUHLK6+4L8zZZ7vAZ88eFxwB/OQn8KtfhZcZPNidsftf5i5d3NkVuDt3/C9m374b6dMnv9Y2J092LUBvv+0CmEsvDV/OAVepNbVi69On7ksLQZddVn9nxmHD3P+8eeH+L7W3tQ9wAd2xxzZ8Zt5c/fu7s73WrnhEYgteOnd2n208txtsPWuOjh1Ts3k/1QwcmOgUmOZoamuQSP1BE7jW78MPb/l6MllZ4NQCKjNz65y2dasLMgoLYzuraIwf/9i9Bi9rQM3LNpGXcCL7Uvl9cKBmxZmVVVVjvquvdi05fnOuf4adiM59WVmxXY6ZONH9R3PqqVsZM2ZwdV+P1tBez9aMMaktK8udJLdXFjjFkX8baV1UYe5c1zI0blzzt3fiie56+Pbtjbvrbtw416Hym9+s2flv+PDYz1L8/hupbuJE10dj505aNWgyxhiTmixwiqPg81Oiee891wny7LNd8BSLrKyadz5B+JbR4493rRaNvQPv5JNr3g0FTesD0Rb4/aKKixOaDGOMMSnCAqc4+uCDuqeVl7tb0Pv0cc/yidU3vuFuMx8yxN2htXSpu53+wgubnVxjjDHGNJIFTq3k5ZfdU18bcxfdWWe528b9TrWHHNKyt90aY4wxpn72POpW8Nln7plERx8dfjidz+/Q7Qu2RkW7xd0YY4wxiWMtTi1M1d0Gn5VV86GFJ5wQ/k2ktDTX5+jgg92t/O+8Yy1LxhhjTDKywClOXn45eg/tVavcTy1MnOiejTFwoPtNp+BzMm6+ueYyP/1p8jxwzhhjjDFhdqkuTtavz6s1bv9+17dp+PDwZbfLLmv44WKZmfajvsYYY0wyshanFvTaa+6nIR5/3D2h+4svEp0iY4wxxjSHBU4t5Isv4I033AMq/V91b+6PjRpjjDEmseyCUAt57jnXT+n22xOdEmOMMcbEi7U4tYD334c1a+B3v7O744wxxpi2JClanEQkR0QWisgyEVkhIrd647uJyAsissZ77RpY5iYRWSsi74vI6YlLfW15ee7p3t/9bqJTYowxxph4SorACSgHTlHV4cAIYIKIHA/cCMxX1QJgvjeMiAwBLgaGAhOAe0UkaW7gP/hgeOwxd3ecMcYYY9qOpAic1Cn1BjO9fwXOBR7yxj8EnOe9PxeYrarlqroeWAuMar0UG2OMMaY9ElVNdBoA8FqMFgOHAX9S1R+LyE5V7RKYZ4eqdhWRe4AFqvqwN/4BYJ6qPhaxzinAFIBevXqNnD17doulf8aMPmRlZVUPT568ocW2lQilpaXk5dV+VlVbYflLbZa/1Gb5S32pksdx48YtVtVm/aBZ0nQOV9UQMEJEugBPiMiwemaP9jO5tSJAVZ0BzAAoLCzUoqKiOKQ0ulmzNpCfnw/Az34GGRn5LbatRCguLqYl91+iWf5Sm+UvtVn+Ul97yKMvKS7VBanqTqAY13dpq4j0BvBet3mzbQL6BRbrC2xuvVTWLyNpwlFjjDHGxFNSBE4icqDX0oSI5AJfAlYDTwGXe7NdDjzpvX8KuFhEskWkP1AALGzVRAfs35+oLRtjjDGmNSVL20hv4CGvn1MaMEdVnxGRN4E5InIlsBG4EEBVV4jIHGAlUAlc413qS4h16xK1ZWOMMca0pqQInFT1XeDoKOO3A6fWscw0YFoLJy0m27Y1PI8xxhhjUl9SXKpLdRs3ht+n2R41xhhj2iw7zMdBVVX4vUS7388YY4wxbYIFTnEQDJzGjUtcOowxxhjTsixwioNQoFv6mDGJS4cxxhhjWpYFTnEQStj9fMYYY4xpTRY4xYF1CDfGGGPaBzvkx8EhhyQ6BcYYY4xpDRY4xVFmZqJTYIwxxpiWZIGTMcYYY0yMLHCKg9693euoUYlNhzHGGGNalgVOcdCxo3s9/PDEpsMYY4wxLcsCpzhQda/21HBjjDGmbbPAKQ4scDLGGGPaBwuc4uDzz92rPQjTGGOMadsscIqD555zr5s2JTYdxhhjjGlZFjgZY4wxxsQoKQInEeknIi+JyCoRWSEi13njp4rIJyKy1Ps/I7DMTSKyVkTeF5HTE5f6MOvjZIwxxrRtGYlOgKcS+KGqLhGRTsBiEXnBm/Z7Vb0jOLOIDAEuBoYCfYAXReRwVbVeRsYYY4xpMUnR4qSqW1R1ife+BFgFHFzPIucCs1W1XFXXA2uBhD9+0lqcjDHGmLZN1L+XPkmISD7wCjAM+AEwGdgNLMK1Su0QkXuABar6sLfMA8A8VX0sYl1TgCkAvXr1Gjl79uwWSfOsWfns37+f0aNLGTp0d4tsI9FKS0vJy8tLdDJajOUvtVn+UpvlL/WlSh7HjRu3WFULm7OOZLlUB4CI5AGPA99T1d0ich9wG6De6++ArwPR2nZqRYCqOgOYAVBYWKhFRUUtku7iYtiwYQMjRx7D8ce3yCYSrri4mJbaf8nA8pfaLH+pzfKX+tpDHn1JcakOQEQycUHTI6r6bwBV3aqqIVWtAu4nfDluE9AvsHhfYHNrpjeob1/32rNnolJgjDHGmNaQFIGTiAjwALBKVe8MjO8dmO3LwHLv/VPAxSKSLSL9gQJgYWulN9Lw4e7VAidjjDGmbUuWS3WjgcuA90RkqTfuJ8AlIjICdxluA3AVgKquEJE5wErcHXnXJPKOuiVL3GtlZaJSYIwxxpjWkBSBk6q+RvR+S3PrWWYaMK3FEtUIW7a41717oUuXhCbFGGOMMS0oKS7VtRX2OAJjjDGmbbPAKY4scDLGGGPaNguc4sC/PJcCj7AwxhhjTDNY4BQHxx7rXrOyEpsOY4wxxrQsC5ziwH/4ul2qM8YYY9o2C5yMMcYYY2JkgVMcWIuTMcYY0z5Y4GSMMcYYEyMLnOLAWpyMMcaY9sECJ2OMMcaYGFngFAfW4mSMMca0D3H9rToR6QlcAwzF/TDvSuBeVd0az+0YY4wxxiRC3FqcRGQ08LY3+DfgYe/9W960Ns9anIwxxpi2LZ4tTr8DzlPVdwLjnhSRJ4C/AMfFcVtJxb9UZ4wxxpi2LZ59nA6ICJoAUNWlQKc4bscYY4wxJiHiGTiJiHSNMrJbQ9sRkX4i8pKIrBKRFSJynb+siLwgImu8166BZW4SkbUi8r6InB7HfDSadQ43xhhj2od4Bk6/B54XkZNFpJP3XwTM86bVpxL4oaoOBo4HrhGRIcCNwHxVLQDme8N40y7GdUKfANwrIulxzIsxxhhjTC1x6+OkqjNEZDNwGy6gAVgB/FJVn25g2S3AFu99iYisAg4GzgWKvNkeAoqBH3vjZ6tqObBeRNYCo4A345WfxlAFEevoZIwxxrR1cX0cgao+AzzTnHWISD5wNPAW0MsLqlDVLd7jDsAFVQsCi23yxhljjDHGtBjRON0SJiI9cM9w+gJ4EPgtcBLwIe4y3NoY1pEHvAxMU9V/i8hOVe0SmL5DVbuKyJ+AN1X1YW/8A8BcVX08Yn1TgCkAvXr1Gjl79uw45LS2xYu7sGRJLt/85pYWWX8yKC0tJS8vL9HJaDGWv9Rm+Uttlr/Ulyp5HDdu3GJVLWzOOuLZ4vQosAg4HFgIzALuBsYCfyV8yS0qEckEHgceUdV/e6O3ikhvr7WpN7DNG78J6BdYvC+wOXKdqjoDmAFQWFioRUX1JqHJQiFYvnw9LbX+ZFBcXGz5S2GWv9Rm+UttbT1/0D7y6Itn5/BeqvoT4FogT1V/q6qrVfV+oEt9C4qIAA8Aq1T1zsCkp4DLvfeXA08Gxl8sItki0h8owAVrCeH6OCVq68YYY4xpLfFscQoBqKqKyOcR06oaWHY0cBnwnogs9cb9BJgOzBGRK4GNwIXeNlaIyBzcT7pUAteoaiguuTDGGGOMqUM8A6cBIvIUIIH3eMP961tQVV/z5ovm1DqWmQZMa2Ja48panIwxxpj2IZ6B07mB93dETIscNsYYY4xJOfF8jtPLdU0TkX/i7pZrk+w5TsYYY0z7EM/O4fU5oZW2Y4wxxhjTYlorcGrT4vQoLGOMMcYkubhdqhORY+qaBGTGazvGGGOMMYkSz87hv6tn2uo4bifp2F11xhhjTPsQz87h4+K1LmOMMcaYZBS3Pk4i8qPA+wsjpv0qXttJRtbiZIwxxrQP8ewcfnHg/U0R0ybEcTvGGGOMMQkRz8BJ6ngfbbhNsec4GWOMMe1DPAMnreN9tGFjjDHGmJQTz7vqhovIblzrUq73Hm84J47bSTr2HCdjjDGmfYjnXXXp8VqXMcYYY0wysieHx4HdVWeMMca0DxY4GWOMMcbEyAKnOLAWJ2OMMaZ9SIrASURmisg2EVkeGDdVRD4RkaXe/xmBaTeJyFoReV9ETk9Mqo0xxhjT3iRF4ATMIvpDMn+vqiO8/7kAIjIE97DNod4y94pIQjum23OcjDHGmPYhKQInVX0F+CLG2c8FZqtquaquB9YCo1osccYYY4wxHtEkeQiRiOQDz6jqMG94KjAZ2A0sAn6oqjtE5B5ggao+7M33ADBPVR+Lss4pwBSAXr16jZw9e3aLpP2117qzYUMaX/vaZy2y/mRQWlpKXl5eopPRYix/qc3yl9osf6kvVfI4bty4xapa2Jx1xPMBmPF2H3Ab7qnjtwG/A75O9J9viRr9qeoMYAZAYWGhFhUVtUhCd+2CzZvX0lLrTwbFxcWWvxRm+Uttlr/U1tbzB+0jj76kuFQXjapuVdWQqlYB9xO+HLcJ6BeYtS+wubXTF2R31RljjDHtQ9IGTiLSOzD4ZcC/4+4p4GIRyRaR/kABsLC102eMMcaY9icpLtWJyD+AIqCHiGwCbgGKRGQE7jLcBuAqAFVdISJzgJVAJXCNqoYSkOxq1uJkjDHGtA9JETip6iVRRj9Qz/zTgGktlyJjjDHGmNqS9lJdKnE3JibH3YnGGGOMaTkWOBljjDHGxMgCpziwPk7GGGNM+2CBkzHGGGNMjCxwigNrcTLGGGPaBwucjDHGGGNiZIFTHFiLkzHGGNM+WOBkjDHGGBMjC5ziwJ7jZIwxxrQPFjgZY4wxxsTIAqc4sD5OxhhjTPtggZMxxhhjTIwscIoDa3Eyxhhj2gcLnIwxxhhjYmSBUxxYi5MxxhjTPljgZIwxxhgTo6QInERkpohsE5HlgXHdROQFEVnjvXYNTLtJRNaKyPsicnpiUh1mz3Eyxhhj2oekCJyAWcCEiHE3AvNVtQCY7w0jIkOAi4Gh3jL3ikh66yXVGGOMMe1VUgROqvoK8EXE6HOBh7z3DwHnBcbPVtVyVV0PrAVGtUY6jTHGGNO+iWpyXGISkXzgGVUd5g3vVNUugek7VLWriNwDLFDVh73xDwDzVPWxKOucAkwB6NWr18jZs2e3SNpfeKEnu3ZVcsEFkbFf21FaWkpeXl6ik9FiLH+pzfKX2ix/qS9V8jhu3LjFqlrYnHVkxCsxrSja/WtRoz9VnQHMACgsLNSioqIWSdAnn8CSJe/TUutPBsXFxZa/FGb5S22Wv9TW1vMH7SOPvqS4VFeHrSLSG8B73eaN3wT0C8zXF9jcymmrwR5HYIwxxrQPyRw4PQVc7r2/HHgyMP5iEckWkf5AAbAwAekzxhhjTDuTFJfqROQfQBHQQ0Q2AbcA04E5InIlsBG4EEBVV4jIHGAlUAlco6qhhCTcYy1OxhhjTPuQFIGTql5Sx6RT65h/GjCt5VJkjDHGGFNbUgROqc4egGmMMaYxKioq2LRpE2VlZYlOSlx07tyZVatWJToZ1XJycujbty+ZmZlxX7cFTsYYY0wr27RpE506dSI/Px9pA309SkpK6NSpU6KTAYCqsn37djZt2kT//v3jvv5k7hyeMqyPkzHGmMYoKyuje/fubSJoSjYiQvfu3VusNc8CJ2OMMSYBLGhqOS25by1wigNrcTLGGGPaBwuc4sACJ2OMMalk586d3HvvvY1e7owzzmDnzp3xT1AKscApDuyuOmOMMamkrsApFKr/sYhz586lS5cuLZSq1GB31cWBtTgZY4xpqueeg08/je86DzoIJkyoe/qNN97Ihx9+yIgRI8jMzCQvL4/evXuzdOlSVq5cyXnnncfHH39MWVkZ1113HVOmTAEgPz+fRYsWUVpaysSJExkzZgxvvPEGvXr14tlnnyU3Nze+GUlC1uIUBxY4GWOMSSXTp09n4MCBLF26lNtvv52FCxcybdo0Vq5cCcDMmTNZvHgxixYt4u6772b79u211rFmzRquueYaVqxYQZcuXXj88cdbOxsJYS1OcWCBkzHGmKaqr2WotYwaNarGM4/uvvtunnjiCQA+/vhj1qxZQ/fu3Wss079/f0aMGAHAiBEj2LBhQ2slN6EscIoDFzhZHydjjDGpqWPHjtXvi4uLefHFF3nzzTfp0KEDRUVFUZ+JlJ2dXf0+PT2dioqKVklrotmlujiwFidjjDGppFOnTpSUlESdtmvXLrp27UqHDh1YvXo1CxYsaOXUJTdrcYoDC5yMMcakku7duzN69GiGDRtGbm4uvXr1qp42YcIE/vznP3PUUUcxaNAgjj/++ASmNPlY4BQH9jgCY4wxqebRRx+NOj47O5t58+ZFneb3Y+rRowfLly+vHn/ttdcmzW/VtTS7VBcH1uJkjDHGtA9J3+IkIhuAEiAEVKpqoYh0A/4J5AMbgItUdUei0miBkzHGGNM+pEqL0zhVHaGqhd7wjcB8VS0A5nvDCWOBkzHGGNM+pErgFOlc4CHv/UPAeYlLivVxMsYYY9oLUU3uA76IrAd24CKTv6jqDBHZqapdAvPsUNWuUZadAkwB6NWr18jZs2e3SBoff/xgOnXaxWmnlbbI+pNBaWkpeXl5iU5Gi7H8pTbLX2prj/nr3Lkzhx12WIJSFH+hUIj09PREJ6OGtWvXsmvXrhrjxo0btzhw9apJkr6PEzBaVTeLSE/gBRFZHeuCqjoDmAFQWFioRUVFLZLAZctg9+7lFBU167NIasXFxbTU/ksGlr/UZvlLbe0xf6tWrWpTd6GVlJQkXX5ycnI4+uij477epL9Up6qbvddtwBPAKGCriPQG8F63JS6FUFVlfZyMMcakjp07d3Lvvfc2adkzzjiDnTt3NmqZu+66i7/97W9N2l5d3nvvPSZPnhzXdcYiqQMnEekoIp3898BpwHLgKeByb7bLgScTk0LH+jgZY4xJJfUFTqFQqN5l586dS5cuXWLeVmVlJTNnzuTSSy9tTBIbdOSRR7Jp0yY2btwY1/U2JNkv1fUCnhDXnJMBPKqqz4nI28AcEbkS2AhcmMA02l11xhhjmux734OlS+O7zhEj4K676p5+44038uGHHzJixAjGjx/PmWeeya233krv3r1ZunQpK1eu5LzzzuPjjz+mrKyM6667jilTpgCQn5/PokWLKC0tZeLEiYwZM4bXXnuNfv368eSTT5Kbm1tjW//73/845phjyMhwIcf999/PjBkz2L9/P4cddhh///vfqaioYPjw4axbt460tDT27t3LoEGDWLduHUuXLuXKK6+kY8eOjBkzhnnz5lU/fPPss89m9uzZ/OhHP4rvDqxHUrc4qeo6VR3u/Q9V1Wne+O2qeqqqFnivXyQ2nRY4GWOMSR3Tp09n4MCBLF26lNtvvx2AhQsXMm3aNFauXAnAzJkzWbx4MYsWLeLuu+9m+/bttdazZs0arrnmGhYuXEiXLl14/PHHa83z+uuvM3LkyOrh888/n7fffptly5YxePBgHnjgATp37szw4cN5+eWXAXj66ac5/fTTyczM5IorruDPf/4zb775Zq0O6IWFhbz66qtx2y+xSPYWp5RggZMxxpimqq9lqDWNGjWK/v37Vw/ffffdPPHEEwB8/PHHrFmzhu7du9dYpn///owYMYKSkhJGjhxZ/ZMsQVu2bGHw4MHVw8uXL+dnP/sZO3fupLS0lNNPPx2ASZMm8c9//pNx48Yxe/Zsvv3tb7Nz505KSko48cQTAbj00kt55plnqtfVs2dPNm/eHLd9EIukbnFKFdbHyRhjTKrr2LFj9fvi4mJefPFF3nzzTZYtW8bRRx9NWVlZrWWys7Or36enp1NZWVlrntzc3BrLTp48mXvuuYf33nuPW265pXraOeecw7x58/jiiy9YvHgxp5xyCg09MqmsrKzWpcGWZoFTHFiLkzHGmFTSqVMnSkpK6py+a9cuunbtSocOHVi9ejULFixo8rYGDx7M2rVrq4dLSkro3bs3FRUVPPLII9Xj8/LyGDVqFNdddx1nnXUW6enpdO3alU6dOlVvP/J5jB988AHDhg1rctqawgKnOLDAyRhjTCrp3r07o0ePZtiwYdxwww21pk+YMIHKykqOOuoofv7zn3P88cc3eVsTJ07klVdeqR6+7bbbOO644xg/fjxHHHFEjXknTZrEww8/zKRJk6rHPfDAA0yZMoUTTjgBVaVz587V01566SXOPPPMJqetKayPUxyoQpqFoMYYY1LIo48+WmM4+JDO7Oxs5s2bF3U5vx9Tjx49qu9uA7j++uujzn/ooYfSvXt31qxZQ0FBAVdffTVXX3111HkvuOCCWpfnhg4dyrvvvgu4Tu2Fhe5h0+Xl5SxatIi7WrmTmB3u48D6OBljjDF1mz59Olu2bGnSss8++ywjRoxg2LBhvPrqq/zsZz8DYOPGjUyfPr36MQetxVqc4sAu1RljjDF1GzRoEIMGDWrSspMmTapx6c5XUFBAQUFBc5PWaNbiFAcWOBljjDHtgwVOceACJ7tUZ4wxxrR1FjjFgbU4GWOMMe2DBU5xYIGTMcYY0z5Y4NRMqhY4GWOMSS07d+7k3nvvbfLyd911F3v37q1z+gUXXMC6deuavP5o7rnnHh588MG4rrMpLHCKG+vjZIwxJjW0ZOC0YsUKQqEQAwYMaPL6o/n617/O3XffHdd1NoU9jqCZ/Od0WYuTMcaYJvne92Dp0viuc8SIen89+MYbb+TDDz9kxIgRjB8/nttvv53bb7+dOXPmUF5ezpe//GVuvfVW9uzZw0UXXcSmTZsIhUL8/Oc/Z+vWrWzevJlx48bRo0cPXnrppRrrfuSRRzj33HOrh6+++mrefvtt9u3bxwUXXMCtt97KvHnzePDBB5kzZw7gfhvvd7/7HU8//TQPPPAAv/nNb+jTpw8FBQVkZ2dzzz330KFDB/Lz81m4cCGjRo2K7/5qBAucmskCJ2OMMalm+vTpLF++nKVewPb888+zZs0aFi5ciKpyzjnn8Morr/DZZ5/Rp08fnn32WcD9hl3nzp258847eemll+jRo0etdb/++utccskl1cPTpk2jW7duhEIhTj31VN59913Gjx/PVVddxZ49e+jYsSP//Oc/mTRpEps3b+a2225jyZIldOrUiVNOOYXhw4dXr6uwsJBXX33VAqdUZoGTMcaYZmnlnwyJ5vnnn+f555/n6KOPBqC0tJQ1a9YwduxYrr/+en784x9z1llnMXbs2AbXtWXLFg488MDq4Tlz5jBjxgwqKyvZsmULK1eu5KijjmLChAk8/fTTXHDBBTz77LP89re/Zf78+Zx88sl069YNgAsvvJAPPvigel09e/Zk9erVcc5946R04CQiE4A/AOnAX1V1emunIfyTOtbHyRhjTGpSVW666SauuuqqWtMWL17M3LlzuemmmzjttNO4+eab611Xbm4uZWVlAKxfv5477riDt99+m65duzJ58uTqaZMmTeJPf/oT3bp149hjj6VTp061fqcuUllZGbm5uU3MZXykbOdwEUkH/gRMBIYAl4jIkNZOh7U4GWOMSTWdOnWipKSkevj0009n5syZlJaWAvDJJ5+wbds2Nm/eTIcOHfja177G9ddfz5IlS6IuHzR48GDWrl0LwO7du+nYsSOdO3dm69atNX44uKioiCVLlnD//fdX/6TKqFGjePnll9mxYweVlZU8/vjjNdb9wQcfMGzYsPjtiCZI5RanUcBaVV0HICKzgXOBla2ZiKoq92qBkzHGmFTRvXt3Ro8ezbBhw5g4cSK33347q1at4oQTTgAgLy+Phx9+mLVr13LDDTeQlpZGZmYm9913HwBTpkxh4sSJ9O7du1bn8DPPPJPi4mK+9KUvMXz4cI4++miGDh3KgAEDGD16dPV86enpnHXWWcyaNYuHHnoIgIMPPpif/OQnHHfccfTp04chQ4bQuXPn6mVef/11brnllpbePfWShprFkpWIXABMUNVveMOXAcep6ncC80wBpgD06tVr5OzZs+Oejv3703j88YMZNGgzxxwTivv6k0VpaSl5eXmJTkaLsfylNstfamuP+evcuTOHHXZYglIUf6FQiPT0dAD27dvHmWeeyQsvvFA9rjH8/VVZWcmll17KZZddxtlnn82yZcu45557uP/++2Naz9q1a9m1a1eNcePGjVusqoWNTlRAKrc4RWvjqREFquoMYAZAYWGhFhUVtUhCTjsNios/pqXWnwyKi4stfynM8pfaLH+pLVr+Vq1aRadOnRKToBZQUlJSnZ9OnTrxy1/+kt27d3PIIYc0el233norL774ImVlZZx22mlccskliAj79u1j+vTpMe+3nJyc6s7u8ZTKgdMmoF9guC+wOUFpMcYYY4zn9NNPb/Kyd9xxR9Tx48ePb/I64yllO4cDbwMFItJfRLKAi4GnEpwmY4wxJiap2lUmFbTkvk3ZwElVK4HvAP8FVgFzVHVFYlNljDHGNCwnJ4ft27db8NQCVJXt27eTk5PTIutP5Ut1qOpcYG6i02GMMcY0Rt++fdm0aROfffZZopMSF2VlZS0WqDRFTk4Offv2bZF1p3TgZIwxxqSizMxM+vfvn+hkxE1xcXGLdMRORil7qc4YY4wxprVZ4GSMMcYYEyMLnIwxxhhjYpSyTw5vLBH5DPioBTfRA/i8BdefaJa/1Gb5S22Wv9TW1vMHqZPHQ1X1wOasoN0ETi1NRBY19zHuyczyl9osf6nN8pfa2nr+oH3k0WeX6owxxhhjYmSBkzHGGGNMjCxwip8ZiU5AC7P8pTbLX2qz/KW2tp4/aB95BKyPkzHGGGNMzKzFyRhjjDEmRhY4GWOMMcbEyAKnZhKRCSLyvoisFZEbE52eeBORLiLymIisFpFVInJCotPUXCIyU0S2icjywLjbvTy+KyJPiEiXBCaxWerI3wgRWSAiS0VkkYiMSmQam0pE+onIS15ZXCEi10VMv15EVER6JCqNzSUiOSKyUESWeXm81RvfTUReEJE13mvXRKe1KerKnzftu159ukJEfpvIdDaHiKSLyDsi8ow33GbqF1+UPLaJOiYWFjg1g4ikA38CJgJDgEtEZEhiUxV3fwCeU9UjgOHAqgSnJx5mARMixr0ADFPVo4APgJtaO1FxNIva+fstcKuqjgBu9oZTUSXwQ1UdDBwPXON/50SkHzAe2JjA9MVDOXCKqg4HRgATROR44EZgvqoWAPO94VQUNX8iMg44FzhKVYcCdyQwjc11HTXryrZUv/gi89hW6pgGWeDUPKOAtaq6TlX3A7NxX/w2QUQOAE4CHgBQ1f2qujOhiYoDVX0F+CJi3POqWukNLgD6tnrC4iRa/gAFDvDedwY2t2qi4kRVt6jqEu99Ca7iPtib/HvgR7i8pix1Sr3BTO9fcXXLQ974h4DzWj91zVdP/q4GpqtquTfftgQlsVlEpC9wJvBXf1xbql8geh5pI3VMLCxwap6DgY8Dw5sIV+JtwQDgM+BBr0n2ryLSMdGJagVfB+YlOhFx9j3gdhH5GHcmn/JnvCKSDxwNvCUi5wCfqOqyxKYqPrzLIEuBbcALqvoW0EtVt4ALIIGeCUxis9SRv8OBsSLyloi8LCLHJjSRTXcXLoCvqmN6W6hf7qJ2Hr9HG6tj6mKBU/NIlHEpfbYbIQM4BrhPVY8G9pC6lwdiIiI/xV0OeiTRaYmzq4Hvq2o/4Pt4rYipSkTygMdxlXUl8FPc5YE2QVVD3iWPvsAoERmW4CTFVR35ywC64i7B3gDMEZFodWzSEpGzgG2quriO6Slfv9STxzZVx9THAqfm2QT0Cwz3pW01T24CNnlngwCP4QKpNklELgfOAr6qbe8BZ5cD//be/wt3mTkliUgmLmh6RFX/DQwE+gPLRGQD7nu4REQOSlwq48O7NF6M67O2VUR6A3ivKXkpKygif5uAf3uX8hbiWjNSrZP/aOAcrxzOBk4RkYehTdUvdeWxzdQxDbHAqXneBgpEpL+IZAEXA08lOE1xo6qfAh+LyCBv1KnAygQmqcWIyATgx8A5qro30elpAZuBk733pwBrEpiWJvNaIB4AVqnqnQCq+p6q9lTVfFXNxx2Aj/HKb8oRkQP9u65EJBf4ErAaV7dc7s12OfBkQhLYTPXk7z+4somIHA5kAZ8nJpVNo6o3qWpfrxxeDPxPVb/WluqXuvJIG6ljYpGR6ASkMlWtFJHvAP8F0oGZqroiwcmKt+8Cj3iB4TrgigSnp9lE5B9AEdBDRDYBt+Cux2cDL3hXBxao6rcSlshmqCN/3wT+ICIZQBkwJXEpbJbRwGXAe14fGYCfqOrcxCUp7noDD3l37aYBc1T1GRF5E3f56krcnYMXJjKRzVBX/rKAmeIeo7EfuDzFW2aC7qGN1C/1aCt1TIPsJ1eMMcYYY2Jkl+qMMcYYY2JkgZMxxhhjTIwscDLGGGOMiZEFTsYYY4wxMbLAyRhjjDEmRhY4GWNSioiEvF9g9//j9jR7Ecn3boc3xpio7DlOxphUs8/7uQ5jjGl11uJkjGkTRGSDiPxGRBZ6/4d54w8Vkfki8q73eog3vpeIPCEiy7z/E71VpYvI/SKyQkSe955ubYwxgAVOxpjUkxtxqW5SYNpuVR2Fe1LzXd64e4C/qepRuB9XvdsbfzfwsqoOx/0Go//U/wLgT6o6FNgJfKVFc2OMSSn25HBjTEoRkVJVzYsyfgNwiqqu834I+FNV7S4inwO9VbXCG79FVXuIyGdAX1UtD6wjH3hBVQu84R8Dmar6y1bImjEmBViLkzGmLdE63tc1TzTlgfchrC+oMSbAAidjTFsyKfD6pvf+DdyvuAN8FXjNez8fuBpARNJF5IDWSqQxJnXZmZQxJtXkisjSwPBzquo/kiBbRN7CnRRe4o27FpgpIjcAnwFXeOOvA2aIyJW4lqWrgS0tnXhjTGqzPk7GmDbB6+NUqKqfJzotxpi2yy7VGWOMMcbEyFqcjDHGGGNiZC1OxhhjjDExssDJGGOMMSZGFjgZY4wxxsTIAidjjDHGmBhZ4GSMMcYYE6P/B4+Tz9J2+KrbAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Fit the VAE model, should take no longer than 2-3 hours\n",
"model_score_vr_mc100, optimizer_score_vr_mc100, out_score_vr_mc100, fig = \\\n",
" fit_model(model_score_vr_mc100, optimizer_score_vr_mc100,\n",
" train_data, args_score_vr_mc100,\n",
" test_data=test_data)"
]
},
{
"cell_type": "markdown",
"id": "1bc63a3b",
"metadata": {},
"source": [
"#### Snapshot\n",
"\n",
"If you would like to save the trained model, uncomment the below. We have also provided code to load the saved model from a file (see the Jupyter cell before training).\n",
"See PyTorch documentation on [saving and loading](https://pytorch.org/tutorials/beginner/saving_loading_models.html#saving-loading-a-general-checkpoint-for-inference-and-or-resuming-training) models for more details."
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "743f4750",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T18:12:28.114733Z",
"start_time": "2022-03-22T18:12:28.110338Z"
}
},
"outputs": [],
"source": [
"# save_state(model_score_vr_mc100, optimizer_score_vr_mc100, 'VAE_score_vr_mc100.pt')"
]
},
{
"cell_type": "markdown",
"id": "279fae78",
"metadata": {},
"source": [
"You can load a pre-trained model by uncommenting the below line."
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "b97ad2ac",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T17:42:27.965993Z",
"start_time": "2022-03-22T17:42:27.964791Z"
}
},
"outputs": [],
"source": [
"# Alternatively to training a model from scratch you can load a pre-trained model\n",
"# load_state(model_score_vr_mc100, optimizer_score_vr_mc100, 'VAE_score_vr_mc100.pt')"
]
},
{
"cell_type": "markdown",
"id": "eed3e6ff",
"metadata": {},
"source": [
"#### Compare the estimators\n",
"\n",
"At an additional computational cost the score function estimator is able to get closer in performance to the pathwise estimator. However, you might wonder which of the two changes had a higher effect: the introduction of a control variate, or the larger Monte Carlo averaging. In the next section we suggest running the score function experiment with larger Monte Carlo but without the control variate variance reduction."
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "bc1db8f1",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T18:12:28.277943Z",
"start_time": "2022-03-22T18:12:28.115634Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Epoch')"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(8, 4))\n",
"ax.plot(out_path['test_avg_epochs'], out_path['test_avg_elbos'], \n",
" color='r', label='pathwise')\n",
"amax = np.argmax(out_path['test_avg_elbos'])\n",
"ax.hlines(out_path['test_avg_elbos'][amax], \n",
" np.min(out_path['test_avg_epochs']), np.max(out_path['test_avg_epochs']),\n",
" color='r', linestyles='dotted')\n",
"ax.scatter(out_path['test_avg_epochs'][amax], out_path['test_avg_elbos'][amax], color='r', marker='*')\n",
"\n",
"ax.plot(out_score['test_avg_epochs'], out_score['test_avg_elbos'], \n",
" color='b', label='score function')\n",
"amax = np.argmax(out_score['test_avg_elbos'])\n",
"ax.hlines(out_score['test_avg_elbos'][amax], \n",
" np.min(out_score['test_avg_epochs']), np.max(out_score['test_avg_epochs']),\n",
" color='b', linestyles='dotted')\n",
"ax.scatter(out_score['test_avg_epochs'][amax], out_score['test_avg_elbos'][amax], color='b', marker='*')\n",
"\n",
"ax.plot(np.array(out_score_vr['test_avg_epochs']), out_score_vr['test_avg_elbos'], \n",
" color='c', label='score function + vr')\n",
"amax = np.argmax(out_score_vr['test_avg_elbos'])\n",
"ax.hlines(out_score_vr['test_avg_elbos'][amax], \n",
" np.min(out_score_vr['test_avg_epochs']), np.max(out_score_vr['test_avg_epochs']),\n",
" color='c', linestyles='dotted')\n",
"ax.scatter(out_score_vr['test_avg_epochs'][amax], out_score_vr['test_avg_elbos'][amax], color='c', marker='*')\n",
"\n",
"ax.plot(np.array(out_score_vr_mc100['test_avg_epochs']), out_score_vr_mc100['test_avg_elbos'], \n",
" color='y', label='score function + vr + mc=100')\n",
"amax = np.argmax(out_score_vr_mc100['test_avg_elbos'])\n",
"ax.hlines(out_score_vr_mc100['test_avg_elbos'][amax], \n",
" np.min(out_score_vr_mc100['test_avg_epochs']), np.max(out_score_vr_mc100['test_avg_epochs']),\n",
" color='y', linestyles='dotted')\n",
"ax.scatter(out_score_vr_mc100['test_avg_epochs'][amax], out_score_vr_mc100['test_avg_elbos'][amax], \n",
" color='y', marker='*')\n",
"\n",
"ax.xaxis.set_major_locator(mpl.ticker.MaxNLocator(integer=True))\n",
"ax.grid(True)\n",
"ax.legend(loc='lower right')\n",
"ax.set_ylabel('Test ELBO')\n",
"ax.set_xlabel('Epoch')"
]
},
{
"cell_type": "markdown",
"id": "a50a08d1",
"metadata": {},
"source": [
"### Fit VAE with score function + w/o VR + more Monte Carlo averaging (optional, not examinable)\n",
"\n",
"To make sure that variance reduction due to the control variates is the main source of the improvement of the score function estimator method, we suggest running the following code which runs a similar experiment as above but without the variance reduction via control variates.\n",
"\n",
"Note that running the below will take significantly longer than the previous experiments, hence it is optional. We expect that running the below should not take more than a couple of hours.\n",
"\n",
"Again, we had to reduce the learning rate to 0.0001, due to the observed higher gradient variance when not using the control covariates."
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "76ba280a",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T18:12:28.283899Z",
"start_time": "2022-03-22T18:12:28.278857Z"
}
},
"outputs": [],
"source": [
"# Specify the hyperpameter choices\n",
"data_dim = train_data[0][0].numel()\n",
"args_score_mc100 = ['--dec_layer_dims', '2', '100', f'{data_dim}',\n",
" '--enc_layer_dims', f'{data_dim}', '100', '2',\n",
" '--gradient_type', 'score',\n",
" '--num_variational_samples', '100',\n",
" '--epochs', '50',\n",
" '--learning_rate', '1e-4',\n",
" '--cuda']\n",
"\n",
"args_score_mc100 = parser_vr.parse_args(args_score_mc100)\n",
"args_score_mc100.cuda = args_score_mc100.cuda and torch.cuda.is_available()\n",
"args_score_mc100.device = torch.device(\"cuda\" if args_score_mc100.cuda else \"cpu\")\n",
"\n",
"# Seed all random number generators for reproducibility of the runs\n",
"seed_everything(args_score_mc100.seed)\n",
"\n",
"# Initialise the model and the Adam (SGD) optimiser\n",
"model_score_mc100 = VAE(args_score_mc100).to(args_score_mc100.device)\n",
"optimizer_score_mc100 = optim.Adam(model_score_mc100.parameters(), lr=args_score_mc100.learning_rate)"
]
},
{
"cell_type": "markdown",
"id": "390ffd0a",
"metadata": {},
"source": [
"The below experiment should not take longer than 2 hours. Remember, this experiment is optional! After the first epoch is finished, the progress bar below will show the estimated time left.\n",
"\n",
"If you do not wish to train the model yourself you can comment the following cell and uncomment the cell with `load_state(...)` code below."
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "72d5af91",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T18:43:55.304207Z",
"start_time": "2022-03-22T18:12:28.287059Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Test Epoch: 50 [9950/10000 (100%)] ELBO: 356.318054: 100%|â–ˆ| 50/50 [31:\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading best model state from epoch 49.\n",
"Loading best optimizer state from epoch 49.\n"
]
},
{
"data": {
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8U9HqvsPRP7z/OonanT4nAJ966/5eYP5stKC9HW2+6Y+2wbpG5PEkbxt2DAwrIaaJg2izwjHe9jgKWE+gOpo4ncNjljGReqqPk9hfHkQPWPkxL4ldNtAerYUoAzoHtuNOtB9PB29/8YdNaMQ2+y5wiLf989Gzm2r0iifQQG2Et0/koE15O4EzA8u4F60N6Om93gX+Uc869yK63/dDD1Bv4jX3eeP7Bl7TgMeAPhm+L+7l7WcXe8vNQgNGv9lztJfmHLTZ9J94TXto0OyA/g2sdzkNdw6fGLvfxTumoMeEx9GTO/+3mYTW5J2D1uB1RZsaKoi5GKaBdP4QGOBtgw7A/6IB+EHe+KO8fc/fLyd44w8PLOM1tG9UR+83+hy4up519keb6QS9AvRDAhe/oGfcg73xPdDuCwup3WS7HA0Aktr+3u+7CHgk8F/+Aq1V6uCta2/g2974I9Cm4jy0HLkO7SuHt73rNKk09tjmTfcY2j2kitr/q/293/J7RJsOt8XO38Bv+yf0/5wV839YjTZDh9DjyeHAcG/8OO/3EbSP7xy8pjLvt/8CyK1nnUUk1zl8NLX3/dwkf7dsNMD+BD0ehrx1/getneyX5LbJQpuAe3rf+6K178vwmudpoKz2psnz0v820f9zTj3rvcVbxv4Jxn/f20+GefvZ7egFbvVegJZMhku9Haos5nV6YPzt6CWLZd5GPy1mGT/1doCtaNNLScz47wH/9XbUtXi93EkicEIj3voKq1vQKzV2eMt+AjggZpojvHTtQpsVY68yWAqMT7D8Z4EnE4x7H7jL+9wRLXg3AXkx0x3o7Qjb0Uj3N0BFYPzvgAX15DEbvZ3CJrSt+lsk6BuCHqg3er/FM95vVxoYv5zmB0717S8PEj2TCL6O8pYdvIrkG/RPe3zMOs5EO476071HIKDxpvkH2kE6UTp/ivarKUMLxJnAuYHxo9A/0A4vHbOB82KW0R6tGdnive6ndmFT63dD+5As9vaD9cBd1HMVIPH7TGTcvugNPwjtN7TO2/fmA//jjTuf6NVMm9Gz3IGBZd6N7rNbgAsTrHc5GmDE7nd+sFiaYL/z+1IEr4b6Gi1cD4lZx4/Qjtg70GPVq8T0HaHh49Ef0QP5Di9Pb1D7yszz0X4dO7xt+A5eMB+YpidaG7PdS+vN1C6sa+376NWUX3m/+Qq0A3R2YHw/NJD2t//DQK/A+Dxv3voCl+D234EGC/fjnfAE1vOIN24b2mx4gzdutLdtt3u/8zvAiJj9bp037vcJ0lDvsc2bZoz3u78QZ/4z0fLLv6rubuCVRvy2+6FB6TdeOv2r6k5Dryb/xvtN3yZ6telN3m+yw8vfvUB7b1wXb//Y7C2vzskD0cDJv+LQf60KTBNvv/+sEb9bO/TEYak37Qa0eXefmLSUkaCPKRo4veTN66/nUWpfHZpMWb08Tl4eDIxfQLR/9b7e+NjyaEHMMn/rrXent73jBlnBl3821WQiUooWpH9s1oJaKa+K8llgqHNut1SdisilwK+dc4muzjJ7INsXTTqIyGh0HzitwYnbENGbL253zk1ocGKzR2nVj1xpDZx2WDukJQsqERkpIvuLOhSNgONd+mz2YLYvmnRwzr25JwRNInKGiHQRkWwROQttzrd939SRne4EGEA7If4bvY/HRrT9+P/SmiKzp7J90eypvkW0/+UK4CfOuRnpTZJpjZrdVGeMMcYYs6ewpjpjjDHGmCRZ4GSMMcYYkyQLnIwxxhhjkmSBkzHGGGNMkixwMsYYY4xJkgVOxhhjjDFJssDJGGOMMSZJFjgZY4wxxiTJAidjjDHGmCRZ4GSMMcYYkyQLnIwxxhhjkmSBkzHGGGNMkixwMsYYY4xJkgVOxhhjjDFJyk53AnaX7t27u6KiohZb/o4dOygoKGix5aeb5S+zWf4ym+Uvs7X1/EHm5HHOnDlfO+d6NGcZe0zgVFRUxOzZs1ts+aWlpZSUlLTY8tPN8pfZLH+ZzfKX2dp6/iBz8igiXzV3GdZUZ4wxxhiTJAucjDHGGGOSZIGTMcYYY0ySLHAyxhhjjEmSBU7GGGOMMUmywMkYY4wxJkkWOBljjDHGJMkCJ2OMMWYPtXIl3Hgj7NiR7pRkDgucjDEmxXbsgH/+E7ZsSXdK0mPWLHjllXSnwiTjvfcgHIYVK9KdksxhgZMxxqTYJ5/A2rUwc2a6U5IeL7205+Y9k6xbB5WV+nnDBli0KL3pyRQWOBljTAsRaXiaLVugvLzFk9JqOQcrVrQjEkl3SlKnrEzz1dK2bav9+f33YetWqKjQYUuXahAbT3U1/OMfOg3AjBnw+OMtm962wgInY9q4bdtg0aIO6U5Gq1FVFT3Lbq7t27UAWr0a/vhHWL8eXnxRh0FygdPtt8Pdd6cmPamwYkU0/fFUVcHLL6duGy5YAG++2Ys//EEDyLIymDgRFi9uXvCxeLE2l/oB2QcfwKef1p1u0ybt59NU27bBwoXR7xs2wK23wttvazDSUgHhl1/CbbfBZ5/p99tug1dfhb/+VQOicBj+9S9tNo0n2XQ98ADceWfy6YpENN/+Nv3qK00LwK5d8NZb+rv6r0xkgZMxGSYcbtzB+NFH4cMPu9U6O22sigo9k810q1fDzTfDn/6U/DzV1bUDifvvh+nT9fNf/gL//ree6VdXw9//Dh99BK+/ruNFNMDYtQseewzefTf+OrZvb1p+muLrr7Vgj7fOzZthyhQN/hKZOVODkERNcX4hCdp/Jp7Nm+HZZ3U/DqZj1SpYs0Y/P/MM3HBDtEYkkRUrovMEPfOMNpfu3KnBzcsvwxNP1J3ub3/T3xS0iXXdurrT/PvfMH9+7WE7d2rBf//9MG2a/s7OabACGjy89RZ88YV+37YN/vOfaMAZidSuady8GebMSZzPxx+HRx7Rz1VV8PDD+nnVqrpB7DffaIfvpti8OZq/GTM08Nm8WYPZiRNrT/vZZ3VrSxcu1Hzff79O/8AD0bQ8/7wu84YbNK833LB79/1UyU53AoxpK2bPhl69oF+/ll3PpElQWAi/+lVy0+/ape/NObv7xz/0YBx74NwdKiq0JmeffRqe1s9jvJqesjK4997Gr/+Pf4S8PLjmGv2+cqW+TjlFv3/5JQwZEn/e99/Xl++LL2DkyMQ1UX4huN9+yaVtzRot1HJyYNCg2uOWLoWOHaF7dy3MVq6Ek0+GDz/UbfHMM3DhhVpwTZ8Op58ebfr573/hrLPir9MPjGbM0Pdvfav2+MmTo59few2KiyEU0jQ+/DCccILWjKxcCUOH1u5EHolEf0P/Kq/Fi2tvj0ce0QD4qqv0+5Qp+j52LBx1VHQ6f/5ly+DJJ6PD77hD9+Vrr4XsQAlYVRWd7uKLdX979VUNmHbsgM8/1/SCbr9bb4WSkugJRaJg3M/Pbbfpe1YWfPe7ui+uXQvXXafb5777NFg57LDo/vHKKxqg/uhH0f5Hd9+t6w8uv6ETgXXrYK+9ot//+19444340955J3z/+3rCFc9LL8Gxx2oAPnWqDjv99Oj4YOActGVL7Zq5F17Q982bNf/t2+v+V1Cg31szC5yMSRH/QPDzn+t7165NX5ZziQvXSEQPMFVVWhg1xF+OcxqEZGVF53vnHV3O6NH1L+Obb5JPe6wNG7RA+OYbLaCvuUbTVFWl+ejWLTrt1q1a2AfzPm2aBidXX63ju3TR8VOnauHesaNOF4nAH/6ggcmYMTps6VKtASgpgUMPbXoe/D4jQcGakMZcPTdrFhx5ZPxx992n7z17wrBhGgiIQFlZiJkzoV27aFr23bd2kHLppRqkffIJ9O+vAQPA73+v2xDguOO0Rgx0m4IWhIsW1S7UQH+vTp000Bo+XAuz2FqRGTM0cNq+XWvfDjtMg9ygW26J7m9VVdHaHX/dQY89VnebfP65FqpvvAFFRbB8eXTcf/8b/fzyy3rSsvfeWqj7goGrny+Am27S4Mk3aVL085Qp+ht9+GHted99V393P5ArLa2b3liPPw5du3aq+f7JJ/ryvfee7j87d+r3tWuhTx8NjvxavWeeiU6/cWPt5Seq1QtasUJ/Iz8wbKhPXey+EDRrVt3mvxdegKys7mzbBnPnxp/v9tvjD3/ggdrfDz0UvvOd+tOXbhY4mTajokKrws88M1qYtoRdu/TAnKhmye8P0NTamQ0b4J574IILtADNzdWCI9azz8I55zRu2f/3f7XT5p91vv029O4Nl1wCzz0HJ56oNWhFRXVrP7Zt0+nXrNHp/bPDL7/UbbJjhxYwo0dr2u+5p/b8ixfDAQfAU09pgX3VVRoQvP66zhdbc+A3naxdCw89VHtZt92medmyJYc//EGHzZqlgdMHH2hhClrA+bUFvlWrdHm/+IWe5TZk0aLanWf9Jhl/WcmaPTva1HfYYdHhwbxt2KC1DV99BR06wBNP9KOoqP7l/vOf0c9+0AS1AwK/1sM3a1bitC9ZooHJmjX131oguJ8nKjSrquIP37Ah8XJ9mzdH99Ng0DRxYt198957tXYmWBivXRt/udXV9f9HY4MmiDbBNtR8GGvu3C4Jf78336z9/ZlnNF8ffBAd1pwTF0jcQTyRYECarKVLC1PSn+vjjy1wMma3+eQTPdi/9RaccUbzl7dokQYTnTvr9w8+0Kr7nj21ML/+eq0NWLZMmw6awzk9kDsXbU767LPoGfiBB2r1frCG6csv9ey+V6/ay/KbEYYOhYMOSr4PgX/5/Mcfa3Cza5cGSIccEp3m2WdrH1T//W8YN06DiJUrtUmrSxfdPon6a8TWKjzzjObL77i7fLkWHF276jb3m1xigybfxImwfPneNQVTVZWevftBky/2PjXTpum099wDEyZo/5fKymiNyeDBtZsMUnXFUbDGIBhoBIMdn9/xN1ViO33XV6DW18+ptYgXwMTWYGSaDRuSCyhN+ljgZFqdRYu00Cws1LPh2L4bvjvu0ILgoIOihTY07aCzfn0eEyfClVfqeiFaUPpnpX5B7NeAlJVpjUqiAt23ejXk5+vZ/ckna1NZrBde0ECjpCR6dh7sk/TZZ9rnIFjo7tqlnZGvuEJrbPLzdfimTfo+f37tDq3Be7S8/TYccUTddPhn9n6/KKjdrBB7JrpkiZ6Z+1fQVFTE71xbn88/r/199WoNZg48sOmBw8031x329NO1v/v9eXbs0CuRYtk9bYwx8VjgZHaLZcs0IOnRQ5u5OnbUoCMeP2DZay8thC+/XOdt1672dH71dWyV+sqVGlCceKKub+1arT3Yvl2bvJ56SpuCgk1tCxd2RERraiZOrB04zJgBI0bUTedf/pI4DxCthQp2SP7mG+2/cMwx2mx29tlag+XXziTqvxE7LuiOO6KfQ6HEnTODzS1vvlm3iaCp/OaLVPFryFJd22KMMalggZNplHXrNBDJztb+F/vvrzUDDd2vJrZWpn9/7dhbXq5NNX37asdVv7YHooHR3XdHr2pav16DmgcfrH9969fHvypk4EBthlqwQK8c+egj7UsUiUhNs0xsv4e33tJXPPXdyybeFVxffKEvv1NpbC1IouAoWYmCJmOMManRKgInEckH3gby0DQ94Zy7XkQmAj8G/AaK3znnXvLmuQa4BAgDP3fO2ZORmshvijnkEK1d6ddPa4TuuUcvy/3gA5g+fV9KSvSy9KDZs7X2pFcvLbSHDasbRMXr/7NsWe2rLNat02UlUlGhwYt/CXRTLV4c/ewHVhMnwsqV7RvsfGuMMSYJ5eV6+eQll0T7ELQhrSJwAiqA0c65MhHJAd4VEe+6E/7qnLs1OLGIHAScBxwM9AFeF5EDnHN2vt0E/iWqhxwSrVnxr2qaP18vTXUucZVS8HLflSu1j012tl7xtXKldiBuithLwJsbNBljjGlBziE45PNF8PU63Bef4w4d2vB8GaZVBE7OOQf4t/TK8V713a7vLGCqc64CWCYiS4ARgD1WMgn33af9jLp1q91R2b+PCEQvhQ1eGVXfYxh8wX458TroGmMyj7gIWZFqssJVZEWqCUWq4n+PVEMkggtH9MZa/m3uvZcLRxCn784BzuEiDrdxI102fqGfnYOId/j3C2Jqf/evnBAc4nSZOAeRCFnouvxhOj6MhMP6ORImy4XBRciKhHVcJAI4HFk4EX1HiEhWzWcnerDMDleQXV1OdriCnIj3Hi4nx/ueE64AHBF/GWRxVFU1oey8mu8RBHGOHFdJyFWR7arIcZVkR7x373vIVRORLG+exC/RjVmzrQRHlosEtp0jiwjZroqQqybbVZONfs5xVYSoJptqQi56kPeXFO+zeMsLEa6VkhAx9yN4+o/wNFQTIkIWYUI1rwghwhLi/hOnsuuYE1pmx20hrSJwAhCREDAHGADc7Zz7UEROAX4qIj8EZgO/ds59A+wNBO5ywSpvWOwyJwATAHr16kVpMncra6KysrIWXX5jvftuNzZvzuPMM/VZBG+91Z2uXavo2bOcd9/tHXeeyZO3sHx557jjKisrueOO+Sxf3inu+ExXWVnJ8uZ2MGrF9uj8OUeWCxPyCviQC+t7pJqQCyORMCFXTZaLkOXCZHkFa80rovNKuJpQdRVSXU1WOExW2AscvM8RJ4Qlm2pCVJNDmCyqyfG+ZxOWbJwTciIV5EYqyIlU6mdXSbY3LDdSSbarJDushWkoUk12pJKjw1VkU012pIpsV01OpJIsF64pMLWQjEQLS+dqvvuFpj8cqFW4gqspNLPRbZHjFarZ6Oeses9j90wRhAryqCCPcvJrvQeDC/89y/8u+u4QKsmlimyqyKVKcthJLtW0p1JyqSKHMNn6O0o0MMkKfPeDF2qFTH7AJ4GARwO2qqxsqkWXG84K1XyuFt0/I6KBox86quBSNOeOrJqgMkxIgzsHTkJEwo6I10JRE1iFsgiJFzq5cK33lVVCWcx/t7S09vfWptUETl4zW7GIdAaeFpEhwN+BG9HapxuBvwAX4/9+MYuIs8zJwGSA4cOHu5KSkhZJO0BpaSktufzGKi3VfkqHH34AW7fq902b9JWoL8+WLYnHLV++nO3bD2iz/YCWL19OUVvNHM3Ln7gIWeEqssMVhMKV+qoOfI55ZVXru1TpZ/89q7oSqqrIClch1d7LCz4kXOUFIVWE/PdIFVkRfQ/5350GD6GaM+cqsiNVSKSSXMIaokS8oINq78w9wd0XW6Eqsqkkt+ZVRU7c9wpyCJNbUzuiBZ4Wpfg1JhKtNQHBiRZ9zvvs166AeAVnDmHJJpylhWhYcoj4n7MC37Nqv0dC0e8uK4TLCkFWFi4rCyQr+l2ytIpbBEJZiIjWeIuwZesWunbrCgIiAlmi7wSK7UTfs0L6PbAOJ952EH99oZi06WcJRT8DZImrXVMVqNHya7oiuflEcvJw2TlkhQTRVde8ROr282zrxxcI5HHhQr0pWna2NlOcc47eMyaB7t4rqKSkqAVT2nytJnDyOee2iEgpMDbYt0lE7gW8h1qwCgjet7kvEOcxj+Zvf0vdU8zNbuIcoUiVNgfEvPyApSYQqQwEJlUVSFUlUl1JViBYyaqu5MBt39AhP4dQdTTAyaneRU54F7nVu8gNe6/ILvICr9xIOTkk0UbbRJXkUJXkS1OSTbXke/UgOVSLXycSIix61l4t3ll1oIAPZ+UQCeUQDuXg/MI+lIML+WfaIQ0CskI6XrQwjWRl63soB5etr0h2Di6Uo3ftzPGGhXIIhdAaGtGammyqyZZwTc1NNtUIjnBOPtWhPKqy8ghn51Ed0lc4O6+mAA+FahfGq1Z9RVHRvoRC8Qvm1qA5T4wvW76c7gkCi2hNh8kICxbofVqOP15vGLdgQb2BUyZqFYGTiPQAqrygqR1wIvBnEentnPNvmP9twLu3MM8Bj4nIbWjn8IHArNjl7onC4dqPWLCgqQFeM05u1U7a7dpcU5uSHa7QIKW6AioqkErvVVFe8zmrypumygtqvL4POd7nnOpycsLaByI7UkkoUkl2zatK310lOd57bqScPFdOrqtIadOI36QQrMmoJJdy8tlJe3bSjk0UUC7dqZB27MpqT0VWOyqy21GdpQV8dSiP6qxcwqHoSwv7XFwoh6qsPCLZOjzeuwYcubWCjVBOFqFsvQ1EdrYGC7GvrKzanxMFDE09oxd2z0Gw2nsFhbxXPbcCq5GT45J6LqExaXfMMfoE7MJCffCcf6fZNqRVBE5Ab+Ahr59TFjDNOfeCiDwsIsVoM9xy4FIA59wCEZkGLESPR5fviVfUOQc33KB3oz76aA2aXnqJlDwvKN3ERTQIqdoZfVXuIKdqJ7lVO8iu3EHWrp2Eynfoq2IH2RU7CVXuJKcyOk929S5yq3eSW72TvLD3iuwiO1JJrqtIaZASJoty8mu9/D4QFeSxi1wqyaeKjlRJbvSVlUs4K4fK7HyqQtFXdShP37PzqcrOJ5ydRzg7n3B2LpFQLi5Hg5Lgi1wvSMnJw+Xo96ycEBs2rKFv3z61AhT/c3Z2/LuZJ5LlvawcN8bUsXegu3FhYe2b87URrSJwcs59DAyLM/zCeuaZBExKNL6tck4fczFgQHTYK6/U/xDO3cI5crxam+Arr2IbORVlhHaVkb1rO9nlZeSUbyenooycyjLyKreTV7WD3PBO8qp3khfR4CbfNfD47jgqyPVqUGq/ttCeXXRil7Sn3KtNqc7JIxzKpSqURySUy66IIO06EAnlEs7W2pPqbO3L4L9crveel4/L9b57/R0iufmQnV2npiS2xqQxAYovC73BWXOEw5V1nmlnjDGm8VpF4GSSN2eOPtdswAANoFpSdtUuCsvWUVi2jq5ffcz+G8MUlq2j3Za15G9dT/6uzbTftZmCis0UVm1usBNuFdlspwNlFNa8NtOBHXRlJ+3ZhRfYZLenItSeyuz2VOV4r+x2VOUWUJVbQHVue6rzCqjOKyCc155IuwIi+e3Jzs/2W4JqXrle61BDtSqxTT2C1agYY4ypywKnVs45vcHk8OEwbx5M924LmoqgKStcRZcty+i6eQldNy2m2+bFdNm8hI6bv6LDjrW0r9xaZ54IwgZ6sp5erKQ7mzmYzXRlM10py+5CWW5XdrbrSnm7rlQWdKGyXSfC7TsQaV9IVn4uuXlCXh61XrnaolTT8bVWGtHalubWuBhjjDGpYIFTK/fFF/Daa/qq74GyDemy+Uv2W/o6PTd8SrfNi+m6eQmdtiwnFOgatl06sNgNZD4Hs5YTWcderKU33+TuxTf53Qj32Idw1x4Uds6mY0coKNCH5hYU6AN4c0LQBX0ZY0wmENH+zO+9F3/8r3+tD/SOp2PH5Ps+f/e70ac01DcskQ4dYNw4vYFxOl15pT4MPZ4hQ+DTT2sP69JF70jgP7vzuuvgxhvrzrvXXjByZN2HubdGFji1Uhs36p29v/oqOqwxV8jlVmyn/7I3GfDlK+z/5St0/WYpADuzO/BV7kDeiQxnAefxOQNZzEC+yh5AaK8e9O4j9OgBnTtDp06wVyfYJ9dvyop/40xj2oqRIxMXoC3tgAP0RKmlidTceJuTToJXX236sn72M5g5s+5zJq+/Xi9c8Y0bB48/Hn8ZoRCcfPI6jj66iHBYC97gEwiSdcwxsGZN4x+UPW5c/eOz6yklf/lL3Z4VFfB//1d73Omnw4sv6rY+88w1HHJIUZ0g6ZBDNK9Ll8KgQfD559q3evVqOPFEvdDnzTd12iFD9GHop56qFwEFfec7sN9+8QOaSy+Fnj31oel33aXDJkzQ7f73v2vf7bKyuvN973saGPqB2vjxie/zN2gQdO++mdNOK6oJnHJyoKoKrrii9rShUHTZM2bAl1/q8K5ddXtkAgucWpFdu/TZiBUVdR+m2xBxEfZa+9+aQKnfyvcJRaqpyClgdsfRPFvwK57ecRJLqgeQFxJ696bmdVhvOLFr0zouGxPPYYfB3LmNn++QQ6IPnQa46CJ46CH9XFAAO3akJn1ZWdGrT7t2hc2bdV39+mnwsnFj/fPHinemXZ999oEVK+ouI17gdNRRtYOBiRO1oIstJC+7DLZuhcceg+OO0yttFy3Sgv/pp6PTXXed1mAffjh0764BB+hjmPyCNeiXv9STqE2btCBcsADeeUfT1a2bXnE+ezaUlOiNdo89tnaT+8SJ+n7JJdo/c/16GD1a0zdpEpxwAlRWltcUyvvtpw/jLiyEPn2i+9GPfgQPPAADB0JxsQYP/v5w/vlaeAfXl5OjgcayZfq9Sxe44AJd3syZ0L+//ua+UaO0MPfX+eGHWgsSrwbk7LNh6NBoPnNzdfmjRsFTT+mwww/XLhYApaV61nv00bruww7TAAjghz/U96oq2L5dlzVvngbxItHA6QTvqSTxbslx6KHRvG/erLVYq1fr7ZN6e+e73bvrNuzSRfO5bp0OLyjQ4CovT/Pcrp3+Tj166MvfnkFnngnPPactDh076u+5aNE22rXTfWXoUN0HXYILlv3bOl14of4PpkzRfSlTWOCURv4jnPwzmrvvjh/516fTlq8YMesuiuc/RMFOPdqv6jmM/+xzJf/ZdjLPbz6Gqk25FBXBkFFw6n5am9Qab6Bndq8jj9SDZ7BWszn6948WUiee2HDgNHGiFhbB+461bx/9fPnleuAeNkzPygcP1tvDxKvmDy7zgw+0EM3Kgr/+tfb4Cy7QgqJXLy10Kys1cFq2TNPvr3fFCi0AOnWCWbO0EO7fH26/Xaf59re1cFu2TJshhgzR91de0YIR4Be/0P/a+vUalKxerQETaPr8Gpnf/lYLK5HatQYdOsCPf6zvZWVrGD26iI4ddVxhoa6vRw+tNWjfXvPUqxf86lc6j4gW3rEPy87K0luYxOreXQOChQvh3HP15O3ww3UbQLRg22uvaCEOmie/cA0+POHb347mFzQo/clP9LccOlRrHvz5gk+rEtHmIN8ZZ+hxMhTS9A0apNvr4IO1/+err+pv6Lv+er1htYgeW8vL9Xc7+2zdXoccor9R58618/+tb0U/9++vQYS/T/Tpo7VZvuLi2vOKRGtW/MAp3jHWT2dWVt2arJyc6Phjj40Ov+YaHeef2O6/v76ffbbWaP3kJ3XXMXIkTJtWN3DZd9/o5w4d9P2gg6KfjztO3w85RAOpRPxuI/37674CGqSDBtrxHHZY7f+3b599NHgMpq21s8ApjZ56Ss9Sr7kGPvqoEUGTc+z71dscOetODvzsGUD4dODZvNrubKZuGsOcVXrdeZ8+MOokPcD4B1zTcvyaC9BCI3iW3xh+oFBSAiNGaBPHV1/Fb0YqLtYCPOjnP9d7et19d+J1+IV9eTncdJMOa99eC/HYM8xOnbQmo3dvLfBeflkPqn6BfOCBGii1a6c1AhdcoMvq0kWbB44/XvftuXOj1ff+zRxjb+rYvTucd56+d/eew9Cnj24P78kZtbRrpzUtP/+5rg+0JsT3u9/Bn/6khe3559fNly94ew+oXeCPGBH9vN9+mv6hQ/V/NW+evvtOPlm3xcaN0YLZD2iC0wUFC5PCQk1XQYE2p0S3S2Wt4AD09wO49traw2P/63l58Pvf61n96afHT4OvuDgaFPzsZ/VP25ChQ+sOE9ECtDGCv3tswHL00bodgnkWqb1f5efD1VdHv/fpo01FAwcmXuegQRqw+XkYPFgDpx//uOFjaSik/79EeWms2ACma9fofzR2e/j8WyfVV4tTUKDbJV6AVF/QBPqfHzZMa5qSdeaZicftt1/yy2kNLHBKI79q/+WXk2vTz64uZ8gn/+aoD+9gr/Xz2dmuK68V/5bbyv+H1z/vRySihU1JiR5MMqnqM9VS1axz7rnwn//UHX7MMXq2e+CB8NlnOuykk2DqVO3wOWhQ/MBp/Hg9s/JrG664Qtv4X/AeJnTQQXDWWfryjR2rj3467jg901+1SvtCnHiiHogPPVSbeYPp7NFD30eN0sDliSfWsmRJERdfTK37OeXlaWBQXKwFCmjgMnWqfj7tNG2a2bpV89e/v67PryGJ9dOfRj/7Z7vDhmlwMHeuzjN6dLRZBTR927Zp7UbfvnWX6wc1w7w7vZ1zjm77wkItODt2hAsu+IpRo4rqpCc3V7dxqu7B5zergNYY+E0xQaGQ1so0JD8//vBEZ+yJ1NcHx5eTo80xbY1I004KG3oCiF9b5zv2WDjiiMS/WdBVVyUeN2iQNr0Fg/GWsM8+2gzW0M30k8lPPNnZtY9RexoLnFqBhjozdti+hiM+uofD5/yTgp1fs77nEB469l7+uuH7zP9vO3Jy9AA+bJgWiq2lGW7UKO38l4zzz9cq6D/+sXHr+P734dFH6w4/4ghtivrznxPP26GD9imI9etfw/z5erbp1yD17q19NPz0DR6stQ2jRkUDp/33r11bc/750dqSN9/UGgQ/OLn6ai3MQiH97fr10yYXvxo+qHfv2mf/++xTu0bEP1t7/XWt4fEF09KjR0VNlXqQSLSvhe/AAzU4eeIJDQA6ddJ91A+44lW3x9Ojhz44OrZgP/742t8bOmvt0qV2XoYMida2+HJzEz+SxK+Jam1++9vEfUBM6yKSfJBR39XPHTro7747xDuWmNSwwCkNlizRjpa+YGEX1GvdfEa+fwsHL3icrEiYzw84g6f3uYLJi0ex/F0hP18LoSOPTL4w252OOy4aOP3+99G+LKedprVhhYXaCbRLl2gNxE9+olXi3bpps09DBg6EMWO0sytoIV1YqOsOheAHP4BHHtFxY8Zok9cFF2iNTf/+2owTdM01Wgvj9zHw+xUceaQu+5JLNIjo1y96ALzySu2DEVtw+3k6/vi6wULsQbhXL/jNb1rP7zhkiG6fggL9Hq+DaEPOOUdrxzp0iHbEHjMmZUnMeHYxhjGZyQKnNPAL8rico//yGYx872YGfPkKFbmFfHjET/l315/y5Lz9Wfu6FkQnnaRVyc25t1NTXH554r4z/sOwQauJs7KiTVnBoOKII6Kfe/asvYy99oo2c1x6qQYpa9ZoMHPaadq/ZNu2aIEO2vdn4EC45x4Nwi6/PDpuwAANbNas0cu9R47U4bFX4Iwfr++xbfsFBbWDhn799BWUqmagYJ6aYswYeOaZ1PVna2568vKiZ71ZWU0LvowxprWxwKmVyIpUM3jRU4x872b6rJ1DWUEvXh/9Jx4u+Akvvt+FTZu0U+AZZ2gfk2T6NTSVfz8R37XXwi9/qY9T8S9PjVcIjh4NK1dqc5RfYJ53XnT8FVdoZ+Rk+bdLCMrNjXYaDvKbJ+OdxRcWatDU1h10UMN9N4wxxjSPBU67USQCf/hD7WE5VTspnvcgR8/8C12/WcqmrgN57vTJvL3vhTz7Sj5LlmgNzDnnaL+a5lTvjxqlTWOrVkWHnXSSdnT2A6F+/fSGcMuW6ZUhAwdqUHLGGWs4+ujoZShnnaV9d1asiF49BbXvixKrJfuadO+uzWvBDp3GGGNMqlngtBsF76ciLsLI927m6Jl/oWDn16za+0heHXMriwaeyaw5Id6YrNONHatNW00JmK6/XgOgd9+NXg30rW9pB+fqag2k/Ks7fvUruO02DT6ysup2LMzNdTX3+gDtiF5crMtxLvnHDrQUEb3KrKkOPXRLo+7MbowxZs9kgdNuVFXlfXCOU1/6KUfM/jtfDDyVd0dezYp9jmXDRuH5h7RGaP/99Z4rsTdpawz/hnqx98j4n//Rm/EFb2/fsWPj+6AE75cSr/kskxx22JZaN+8zxhhj4rHAaTdxTmt0cI6xr/ySI2b/nXeP+S2vn3gT1WHh3bf0MQZ5eXrzxEMOad5tBeq7x0bXrtS5mZ4xxhhjGtYqLogVkXwRmSUi80VkgYjc4A3vKiKvichi771LYJ5rRGSJiHwuInEeINC6PPAA4Bwnvn41R314Bx8ceQWvn3gTK1cJkyfDW2/pnYUvv1w7fzcmaOrUSWumgndm9W8WaIwxxpjUaS01ThXAaOdcmYjkAO+KyHTgO8AbzrmbRORq4GrgKhE5CDgPOBjoA7wuIgc45xLc6D695s3TTtQlpRM59v2b+Wj4Zbx88l95/Q3hvff8Ox/X/wiA+gTvNFxcbDfVM8YYY1pKq6hxcsp/UluO93LAWYD3bHQeAs72Pp8FTHXOVTjnlgFLgBa+iX3TOKf31jnunT9R8vYfmFt8MS+dehdbtmrQNGSI9jlqatAUe0v9rKy6z/MyxhhjTGq0lhonRCQEzAEGAHc75z4UkV7OubUAzrm1IuLfLnFv4IPA7Ku8Ya3Oiy/C0e//hRPe/D3zD/0Bz58xGSdZrF6t448+uuEHKsa64gp9zl1xMbWudDPGGGNMyxLXytp1RKQz8DTwM+Bd51znwLhvnHNdRORuYKZz7hFv+P3AS865J2OWNQGYANCrV6/Dp/pPLm0BZWVlFMa5hfTKq97iwlkTmbXvqfzj+DuIZGmsOnt2FxYt6sgFF3zVqBqiiy5anpZn0SXKX1th+ctslr/MZvnLfJmSx1GjRs1xzsV5PHfyWk2Nk885t0VESoGxwHoR6e3VNvUGNniTrQKCD77oC6yJs6zJwGSA4cOHu5IWvN68tLSUOsu/916YNZHPBp3Fy+f+h31C0eeOzJjh32G7qN7l9uoF69fr53POgSFD6p++pcTNXxti+ctslr/MZvnLfHtCHn2too+TiPTwapoQkXbAicBnwHOAfy/qi4Bnvc/PAeeJSJ6I9AcGArN2a6Ib8tBDcOmlfDHwVP5zzuNEAkFTJAJr12rgVJ+RIzVYAn3obewT4Y0xxhize7WWGqfewENeP6csYJpz7gURmQlME5FLgBXAuQDOuQUiMg1YCFQDl7eqK+qeeAIuvhhOOIFpRz5JOLt2J6aNG/VmmH37Jl5EXp4+tLWqSp9Ld8IJLZxmY4wxxjSoVQROzrmPgTp3HnLObQLihgzOuUnApBZOWtMcfDCccw6bbplC9ZT8OqP9juF7x+nOvtdeMGFC9HtOjj5k1xhjjDHp1yoCpzZn8GB4/HH+NjH+6FWrID+/9kNvx46FggJ9un1zHuRrjDHGmJZjgVMarFmjtU3+1XFHHglHHZXeNBljjDGmYVa3sZtVVsKGDbWb6U45JX3pMcYYY0zyLHBqITt2xB++dq3eTfyAA/T79dfvvjQZY4wxpnmsqa6F3HJL/OF+x/A//AF69Gjcw3yNMcYYk14WOO1mq1dDv37Qu3e6U2KMMcaYxrKmut1s9Wp9Pp0xxhhjMo8FTi3Af0RKrLIy2LpVr6IzxhhjTOaxwKkFrF0bf/iBB+r7iBG7Ly3GGGOMSR0LnFrAM8/UHda/P3z1FYRCMKzOPdKNMcYYkwkscNpNiopg1ix9UG9BQbpTY4wxxpimsMBpNznuOA2crH+TMcYYk7kscNpNvvwStmyx/k3GGGNMJrPAaTe4/HKtbQILnIwxxphMZoHTbtCjB3z4ofZtOuigdKfGGGOMMU1lgVOKJbqH06xZMHy4XlVnjDHGmMxkgVOK+U1yQZWV8N//WjOdMcYYk+laReAkIv1EZIaILBKRBSJyhTd8ooisFpF53uvUwDzXiMgSEflcRE5OX+prmzOn7rCPP9bgyQInY4wxJrO1lof8VgO/ds7NFZEOwBwRec0b91fn3K3BiUXkIOA84GCgD/C6iBzgnAvv1lQn4bvfhbff1s8WOBljjDGZrVXUODnn1jrn5nqftwOLgL3rmeUsYKpzrsI5twxYArTKsOSQQ7T5bq+9oF+/dKfGGGOMMc0hzrl0p6EWESkC3gaGAL8CxgPbgNlordQ3InIX8IFz7hFvnvuB6c65J2KWNQGYANCrV6/Dp06d2mLpLisro7CwkAcfLKo1fPz45Vx00RH07buLSZM+bbH1tzQ/f22V5S+zWf4ym+Uv82VKHkeNGjXHOTe8OctoLU11AIhIIfAk8Avn3DYR+TtwI+C8978AFwMSZ/Y6EaBzbjIwGWD48OGupKSkhVIOpaWllJSUUFoaHXbJJdCxYxErVsCECQW05Ppbmp+/tsryl9ksf5nN8pf59oQ8+lpFUx2AiOSgQdOjzrmnAJxz651zYedcBLiXaHPcKiDY8NUXWLM705uM/HyYPVs/W/8mY4wxJvO1isBJRAS4H1jknLstMLx3YLJvA35b13PAeSKSJyL9gYFAnBsBpJd/40uAI45Ib1qMMcYY03ytpaluJHAh8ImIzPOG/Q44X0SK0Wa45cClAM65BSIyDViIXpF3eWu8og60Y/igQdC5c7pTYowxxpjmahWBk3PuXeL3W3qpnnkmAZNaLFEp4JzWOI0Zk+6UGGOMMSYVWkVTXVu1ejWsW2f9m4wxxpi2wgKnFuT3b7LAyRhjjGkbLHBqIYMHa/+m3FwYOjTdqTHGGGNMKljglELBe4nm5WngVFysn40xxhiT+SxwSqEdO6Kfc3L0Hk7WTGeMMca0HRY4pdDWrdHPBQVQVmaBkzHGGNOWWOCUQuHAnaSWLtX3I49MT1qMMcYYk3oWOKVQMHCaNUtvejlgQNqSY4wxxpgUs8AphSoro59nzdLHrGTZFjbGGGPaDCvWU+jdd/W9qgo+/tj6NxljjDFtjQVOKVReru9r12qznfVvMsYYY9oWC5xSqKpK39et0/cjjkhfWowxxhiTehY4pdCWLfp+xBGwciXstVdak2OMMcaYFLPAqQWIQN++6U6FMcYYY1ItO5ULE5GewOXAwYADFgL3OOfWp3I9xhhjjDHpkLIaJxEZCXzkff0X8Ij3+UNvnDHGGGNMRktlU91fgLOdc9c7555zzj3rnLseOBu4rb4ZRaSfiMwQkUUiskBErvCGdxWR10RksffeJTDPNSKyREQ+F5GTU5gPY4wxxpi4Uhk4dXTO/Td2oHNuHtChgXmrgV875wYDRwGXi8hBwNXAG865gcAb3ne8ceehTYJjgXtEJJSqjBhjjDHGxJPKwEmCNUKBgV0bWo9zbq1zbq73eTuwCNgbOAt4yJvsIbT2Cm/4VOdchXNuGbAEaDW3mzzhhHSnwBhjjDEtQZxzqVmQyATgx8CVwFxv8OHAn4Epzrl/JrmcIuBtYAiwwjnXOTDuG+dcFxG5C/jAOfeIN/x+YLpz7ok4aZoA0KtXr8OnTp3a9Aw2oKysjCeeGALAySevo3fv8hZbVzqUlZVRWFiY7mS0GMtfZrP8ZTbLX+bLlDyOGjVqjnNueHOWkbKr6pxzk0VkDXAj2oQGsAD4o3Pu+WSWISKFwJPAL5xz20Qk4aTxkhAvTcBkgOHDh7uSkpJkktEkpaWlFBUVAXD88UXsvXeLrSotSktLacntl26Wv8xm+ctslr/Mtyfk0ZfS2xE4514AXmjKvCKSgwZNjzrnnvIGrxeR3s65tSLSG9jgDV8F9AvM3hdY08Rkp5w92NcYY4xpm1J5O4LuInK9iPxMRApF5B4R+VREnhWRAQ3MK8D9wCLnXPAKvOeAi7zPFwHPBoafJyJ5ItIfGAjMSlVemssCJ2OMMaZtSmUR/xiQBxyABjHLgXPQGqj7Gph3JHAhMFpE5nmvU4GbgDEishgY433HObcAmIbeYPNl4HLnXDiFeWmW7JTW4xljjDGmtUhlEd/LOfc7r/boK+fczd7wz0Tk8vpmdM69S/x+SwBxr1Fzzk0CJjU5tS2oW7d0p8AYY4wxLSGVNU5hAKeX6X0dMy6SwvUYY4wxxqRFKmuc9hOR59CaI/8z3vf+KVyPMcYYY0xapDJwOivw+daYcbHfjTHGGGMyTirv4/RWonEi8jiQcLwxxhhjTCbYXRfOH72b1mOMMcYY02LsjkPGGGOMMUlKWVOdiByWaBSQk6r1GGOMMcakSyo7h/+lnnGfpXA9xhhjjDFpkcrO4aNStSxjjDHGmNYolc+q+23g87kx4/6UqvUYY4wxxqRLKjuHnxf4fE3MuLEpXI8xxhhjTFqkMnCSBJ/jfTfGGGOMyTipDJxcgs/xvhtjjDHGZJxUXlU3VES2obVL7bzPeN/zU7ieVu3gg9OdAmOMMca0lJTVODnnQs65js65Ds65bO+z/73N38dp584QAAsWpDkhxhhjjGkxdufwFIlErBuXMcYY09a1isBJRKaIyAYR+TQwbKKIrBaRed7r1MC4a0RkiYh8LiInpyfVxhhjjNnTtIrACXiQ+Lcs+Ktzrth7vQQgIgehtz442JvnHhEJ7baUGmOMMWaP1SoCJ+fc28DmJCc/C5jqnKtwzi0DlgAjWixxxhhjjDEeca513ClARIqAF5xzQ7zvE4HxwDZgNvBr59w3InIX8IFz7hFvuvuB6c65J+IscwIwAaBXr16HT506tcXSv25dOS+/fCAA48cvb7H1pEtZWRmFhYXpTkaLsfxlNstfZrP8Zb5MyeOoUaPmOOeGN2cZqbwdQar9HbgRvQfUjehDhC8m/s0040Z/zrnJwGSA4cOHu5KSkhZJKMALL7xLUVERACUlRS22nnQpLS2lJbdfuln+MpvlL7NZ/jLfnpBHX6toqovHObfeORd2zkWAe4k2x60C+gUm7Qus2d3pixUOpzsFxhhjjGlprTZwEpHega/fBvwr7p4DzhORPBHpDwwEZu3u9MVau7ZdupNgjDHGmBbWKprqROTfQAnQXURWAdcDJSJSjDbDLQcuBXDOLRCRacBCoBq43DmX9vqeVtJVzBhjjDEtqFUETs658+MMvr+e6ScBk1ouRY3nnN0A0xhjjGnrWm1TnTHGGGNMa2OBU4p061YBwJlnpjkhxhhjjGkxFjiliN9U16VLmhNijDHGmBZjgVOKRCL6nmVb1BhjjGmzrJhPEb/GyQInY4wxpu2yYj5F/Btghuxxw8YYY0ybZYFTiliNkzHGGNP2WTGfItbHyRhjjGn7rJhPEb/GyZrqjDHGmLbLAqcUiUSsqc4YY4xp66yYTxFrqjPGGGPaPivmU8Q6hxtjjDFtnxXzKWK3IzDGGGPaPgucUsRqnIwxxpi2z4r5FLE+TsYYY0zbZ8V8itjtCIwxxpi2r1UETiIyRUQ2iMingWFdReQ1EVnsvXcJjLtGRJaIyOcicnJ6Ul2b3Y7AGGOMaftaSzH/IDA2ZtjVwBvOuYHAG953ROQg4DzgYG+ee0Qk7fU8kQiI6MsYY4wxbVOrCJycc28Dm2MGnwU85H1+CDg7MHyqc67CObcMWAKM2B3prI9zYrVNxhhjTBvXmov6Xs65tQDee09v+N7AysB0q7xhaRUOW/8mY4wxpq3LTncCmiBeY5iLO6HIBGACQK9evSgtLW2xRO3c2Y41a5ZSWrqixdaRTmVlZS26/dLN8pfZLH+ZzfKX+faEPPpac+C0XkR6O+fWikhvYIM3fBXQLzBdX2BNvAU45yYDkwGGDx/uSkpKWiyxM2d+zIAB+1FSsl+LrSOdSktLacntl26Wv8xm+ctslr/Mtyfk0deam+qeAy7yPl8EPBsYfp6I5IlIf2AgMCsN6avFObGmOmOMMaaNaxU1TiLyb6AE6C4iq4DrgZuAaSJyCbACOBfAObdARKYBC4Fq4HLnXDgtCQ+IRKxzuDHGGNPWtYrAyTl3foJRJySYfhIwqeVS1HiRiN3DyRhjjGnrrKhPEbsdgTHGGNP2WVGfInY7AmOMMabtaxVNdW2B1TgZY4xJVlVVFatWraK8vDzdSUmJTp06sWjRonQno0Z+fj59+/YlJycn5cu2wClFrI+TMcaYZK1atYoOHTpQVFSEtIFndW3fvp0OHTqkOxkAOOfYtGkTq1aton///ilfvhX1KWK3IzDGGJOs8vJyunXr1iaCptZGROjWrVuL1eZZ4JQidjsCY4wxjWFBU8tpyW1rRX2KWFOdMcYY0/ZZUZ8i1jncGGNMptiyZQv33HNPo+c79dRT2bJlS+oTlEGsqE8Rux2BMcaYTJEocAqH638Qx0svvUTnzp1bKFWZwa6qSxGrcTLGGNMUL78M69aldpl77QVjxyYef/XVV/Pll19SXFxMTk4OhYWF9O7dm3nz5rFw4ULOPvtsVq5cSXl5OVdccQUTJkwAoKioiNmzZ1NWVsYpp5zCsccey/vvv0+vXr148cUXadeuXWoz0gpZUZ8i1sfJGGNMprjpppvYf//9mTdvHrfccguzZs1i0qRJLFy4EIApU6YwZ84cZs+ezZ133smmTZvqLGPx4sVcfvnlLFiwgM6dO/Pkk0/u7mykhdU4pYjdjsAYY0xT1FcztLuMGDGi1j2P7rzzTp5++mkAVq5cyeLFi+nWrVutefr3709xcTEAxcXFLF++fHclN60scEoRux2BMcaYTFVQUFDzubS0lNdff52ZM2fSvn17SkpK4t4TKS8vr+ZzKBSiqqpqt6Q13ayoTxFrqjPGGJMpOnTowPbt2+OO27p1K126dKF9+/Z89tlnfPDBB7s5da2b1TiliHUON8YYkym6devGyJEjGTJkCO3ataNXr14148aOHcs//vEPDj30UAYNGsRRRx2VxpS2PhY4pUgkYrcjMMYYkzkee+yxuMPz8vKYPn163HF+P6bu3bvz6aef1gz/+c9/3mqeVdfSrI4kRayPkzHGGNP2tfoaJxFZDmwHwkC1c264iHQFHgeKgOXA95xz36QrjQDOWR8nY4wxpq3LlKJ+lHOu2Dk33Pt+NfCGc24g8Ib3Pa0iEbsdgTHGGNPWZUrgFOss4CHv80PA2elLitY2WVOdMcYY0/aJcy7daaiXiCwDvgEc8E/n3GQR2eKc6xyY5hvnXJc4804AJgD06tXr8KlTp7ZIGiMRuO++PowYsYPi4q0tso50Kysro7CwMN3JaDGWv8xm+ctse2L+OnXqxIABA9KUotQLh8OEWlmzy5IlS9i6tXaZPGrUqDmB1qsmafV9nICRzrk1ItITeE1EPkt2RufcZGAywPDhw11JSUmLJLCyEv71r+UcccQBjBzZIqtIu9LSUlpq+7UGlr/MZvnLbHti/hYtWtSmrkLbvn17q8tPfn4+w4YNS/lyW33jknNujfe+AXgaGAGsF5HeAN77hvSlEKqr9b2VBdvGGGNMXFu2bOGee+5p0rynnnoqW7ZsadQ8t99+O//617+atL5EPvnkE8aPH5/SZSajVQdOIlIgIh38z8BJwKfAc8BF3mQXAc+mJ4UqHNb37EyovzPGGLPHqy9wCvuFWgIvvfQSnTt3Tnpd1dXVTJkyhQsuuKAxSWzQIYccwqpVq1ixYkVKl9uQ1l7U9wKeFhHQtD7mnHtZRD4CponIJcAK4Nw0prGmxskCJ2OMMY31i1/AvHmpXWZxMdx+e+LxV199NV9++SXFxcWMGTOG0047jRtuuIHevXszb948Fi5cyNlnn83KlSspLy/niiuuYMKECQAUFRUxe/ZsysrKOOWUUzj22GN599136devH88++yzt2rWrta4333yTww47jGyvkLz33nuZPHkylZWVDBgwgIcffpiqqiqGDh3K0qVLycrKYufOnQwaNIilS5cyb948LrnkEgoKCjj22GOZPn16zc03zzjjDKZOncpvf/vb1G7AerTqGifn3FLn3FDvdbBzbpI3fJNz7gTn3EDvfXM60+kH59ZUZ4wxJhPcdNNN7L///sybN49bbrkFgFmzZjFp0iQWLlwIwJQpU5gzZw6zZ8/mzjvvZNOmTXWWs3jxYi6//HJmzZpF586defLJJ+tM895773H44YfXfP/Od77DRx99xPz58xk8eDD3338/nTp1YujQobz11lsAPP/885x88snk5OTwox/9iH/84x/MnDmzTgf04cOH884776RsuyTD6khSwGqcjDHGNFV9NUO704gRI+jfv3/N9zvvvJOnn34agJUrV7J48WK6detWa57+/ftTXFzM9u3bOfzww2seyRK0du1aBg8eXPP9008/5dprr2XLli2UlZVx8sknAzBu3Dgef/xxRo0axdSpU/mf//kftmzZwvbt2znmmGMAuOCCC3jhhRdqltWzZ0/WrFmTsm2QjFZd45QprMbJGGNMpisoKKj5XFpayuuvv87MmTOZP38+w4YNo7y8vM48eXl5NZ9DoRDVfk1CQLt27WrNO378eO666y4++eQTrr/++ppxZ555JtOnT2fz5s3MmTOH0aNH09Atk8rLy+s0DbY0C5xSwGqcjDHGZJIOHTqwffv2hOO3bt1Kly5daN++PZ999hkffPBBk9c1ePBglixZUvN9+/bt9O7dm6qqKh599NGa4YWFhYwYMYIrrriC008/nVAoRJcuXejQoUPN+mPvx/jFF18wZMiQJqetKSxwSgG7HYExxphM0q1bN0aOHMmQIUP4zW9+U2f82LFjqa6u5tBDD+W6667jqKOOavK6TjnlFN5+++2a7zfeeCNHHnkkY8aM4cADD6w17bhx43jkkUcYN25czbD777+fCRMmcPTRR+Oco1OnTjXjZsyYwWmnndbktDWF1ZGkgN2OwBhjTKZ57LHHan0P3qQzLy+P6dOnx53P78fUvXv3mqvbAK688sq40++7775069aNxYsXM3DgQC677DIuu+yyuNOec845dZrnDj74YD7++GNAO7UPH643/q6oqGD27Nncvps7iVmNUwpYU50xxhiT2E033cTatWubNO+LL75IcXExQ4YM4Z133uHaa68FYMWKFdx00001tznYXayoTwHrHG6MMcYkNmjQIAYNGtSkeceNG1er6c43cOBABg4c2NykNZrVOKWA1TgZY4wxewYLnFLAapyMMcaYPYMFTilQWanvubnpTYcxxhhjWpYFTingB045OelNhzHGGGNalgVOKVBZCdnZEbJsaxpjjMkAW7Zs4Z577mny/Lfffjs7d+5MOP6cc85h6dKlTV5+PHfddRcPPPBASpfZFFbUp8DSpVBdbZvSGGNMZmjJwGnBggWEw2H222+/Ji8/nosvvpg777wzpctsCrsOLAXWrUt3CowxxmSsX/wC5s1L7TKLi+t9evDVV1/Nl19+SXFxMWPGjOGWW27hlltuYdq0aVRUVPDtb3+bG264gR07dvC9732PVatWEQ6Hue6661i/fj1r1qxh1KhRdO/enRkzZtRa9qOPPspZZ51V8/2yyy7jo48+YteuXZxzzjnccMMNTJ8+nQceeIBp06YB+my8v/zlLzz//PPcf//9/PnPf6ZPnz4MHDiQvLw87rrrLtq3b09RURGzZs1ixIgRqd1ejWCBUwrsvz/s2FGR7mQYY4wxSbnpppv49NNPmecFbK+++iqLFy9m1qxZOOc488wzefvtt9m4cSN9+vThxRdfBPQZdp06deK2225jxowZdO/evc6y33vvPc4///ya75MmTaJr166Ew2FOOOEEPv74Y8aMGcOll17Kjh07KCgo4PHHH2fcuHGsWbOGG2+8kblz59KhQwdGjx7N0KFDa5Y1fPhw3nnnHQucMt3OnZCbG053MowxxmSi3fzIkHheffVVXn31VYYNGwZAWVkZixcv5rjjjuPKK6/kqquu4vTTT+e4445rcFlr166lR48eNd+nTZvG5MmTqa6uZu3atSxcuJBDDz2UsWPH8vzzz3POOefw4osvcvPNN/PGG2/wrW99i65duwJw7rnn8sUXX9Qsq2fPnnz22Wcpzn3jZHTgJCJjgTuAEHCfc+6mdKRj1y7Iz4+kY9XGGGNMsznnuOaaa7j00kvrjJszZw4vvfQS11xzDSeddBL/+7//W++y2rVrR3l5OQDLli3j1ltv5aOPPqJLly6MHz++Zty4ceO4++676dq1K0cccQQdOnSo85y6WOXl5bRr166JuUyNjO3RLCIh4G7gFOAg4HwROSgdadm1C/LyLHAyxhiTGTp06MD27dtrvp988slMmTKFsrIyAFavXs2GDRtYs2YN7du35wc/+AFXXnklc+fOjTt/0ODBg1myZAkA27Zto6CggE6dOrF+/fpaDw4uKSlh7ty53HvvvTWPVBkxYgRvvfUW33zzDdXV1Tz55JO1lv3FF18wZMiQ1G2IJsjkGqcRwBLn3FIAEZkKnAUs3J2JCIehogI6d7amOmOMMZmhW7dujBw5kiFDhnDKKadwyy23sGjRIo4++mgACgsLeeSRR1iyZAm/+c1vyMrKIicnh7///e8ATJgwgVNOOYXevXvX6Rx+2mmnUVpayoknnsjQoUMZNmwYBx98MPvttx8jR46smS4UCnH66afz4IMP8tBDDwGw995787vf/Y4jjzySPn36cNBBB9GpU6eaed577z2uv/76lt489ZKGqsVaKxE5BxjrnPt/3vcLgSOdcz8NTDMBmADQq1evw6dOnZrydJSXZ/H003tz4IFrGDas7QZPZWVlFBYWpjsZLcbyl9ksf5ltT8xfp06dGDBgQJpSlHrhcJiQ99yxXbt2cdppp/Haa6/VDGsMf3tVV1dzwQUXcOGFF3LGGWcwf/587rrrLu69996klrNkyRK2bt1aa9ioUaPmOOeGNzpRQc65jHwB56L9mvzvFwJ/SzT94Ycf7lrSjBkzWnT56Wb5y2yWv8xm+cts8fK3cOHC3Z+QFrRt27Za319++WX31VdfNWlZv/71r93QoUPdoEGD3M9+9jMXiUScc869+uqrbtmyZUkvJ942Bma7ZsYfmdxUtwroF/jeF1iTprQYY4wxxnPyySc3ed5bb7017vAxY8Y0eZmplLGdw4GPgIEi0l9EcoHzgOfSnCZjjDEmKS5Du8pkgpbcthkbODnnqoGfAq8Ai4BpzrkF6U2VMcYY07D8/Hw2bdpkwVMLcM6xadMm8vPzW2T5mdxUh3PuJeCldKfDGGOMaYy+ffuyatUqNm7cmO6kpER5eXmLBSpNkZ+fT9++fVtk2RkdOBljjDGZKCcnh/79+6c7GSlTWlpac9fxti5jm+qMMcYYY3Y3C5yMMcYYY5JkgZMxxhhjTJIy9s7hjSUiG4GvWnAV3YGvW3D56Wb5y2yWv8xm+ctsbT1/kDl53Nc516M5C9hjAqeWJiKzXXNv496KWf4ym+Uvs1n+Mltbzx/sGXn0WVOdMcYYY0ySLHAyxhhjjEmSBU6pMzndCWhhlr/MZvnLbJa/zNbW8wd7Rh4B6+NkjDHGGJM0q3EyxhhjjEmSBU7GGGOMMUmywKmZRGSsiHwuIktE5Op0pyfVRKSziDwhIp+JyCIROTrdaWouEZkiIhtE5NPAsFu8PH4sIk+LSOc0JrFZEuSvWEQ+EJF5IjJbREakM41NJSL9RGSGty8uEJErYsZfKSJORLqnK43NJSL5IjJLROZ7ebzBG95VRF4TkcXee5d0p7UpEuXPG/cz73i6QERuTmc6m0NEQiLyXxF5wfveZo4vvjh5bBPHmGRY4NQMIhIC7gZOAQ4CzheRg9KbqpS7A3jZOXcgMBRYlOb0pMKDwNiYYa8BQ5xzhwJfANfs7kSl0IPUzd/NwA3OuWLgf73vmaga+LVzbjBwFHC5/58TkX7AGGBFGtOXChXAaOfcUKAYGCsiRwFXA2845wYCb3jfM1Hc/InIKOAs4FDn3MHArWlMY3NdQe1jZVs6vvhi89hWjjENssCpeUYAS5xzS51zlcBU9I/fJohIR+B44H4A51ylc25LWhOVAs65t4HNMcNedc5Ve18/APru9oSlSLz8AQ7o6H3uBKzZrYlKEefcWufcXO/zdvTAvbc3+q/Ab9G8ZiynyryvOd7LoceWh7zhDwFn7/7UNV89+bsMuMk5V+FNtyFNSWwWEekLnAbc5w9rS8cXiJ9H2sgxJhkWODXP3sDKwPdVRA/ibcF+wEbgAa9K9j4RKUh3onaDi4Hp6U5Eiv0CuEVEVqJn8hl/xisiRcAw4EMRORNY7Zybn95UpYbXDDIP2AC85pz7EOjlnFsLGkACPdOYxGZJkL8DgONE5EMReUtEjkhrIpvudjSAjyQY3xaOL7dTN4+/oI0dYxKxwKl5JM6wjD7bjZENHAb83Tk3DNhB5jYPJEVEfo82Bz2a7rSk2GXAL51z/YBf4tUiZioRKQSeRA/W1cDv0eaBNsE5F/aaPPoCI0RkSJqTlFIJ8pcNdEGbYH8DTBOReMfYVktETgc2OOfmJBif8ceXevLYpo4x9bHAqXlWAf0C3/vStqonVwGrvLNBgCfQQKpNEpGLgNOB77u2d4Ozi4CnvM//QZuZM5KI5KBB06POuaeA/YH+wHwRWY7+D+eKyF7pS2VqeE3jpWiftfUi0hvAe8/IpqygmPytAp7ymvJmobUZmdbJfyRwprcfTgVGi8gj0KaOL4ny2GaOMQ2xwKl5PgIGikh/EckFzgOeS3OaUsY5tw5YKSKDvEEnAAvTmKQWIyJjgauAM51zO9OdnhawBviW93k0sDiNaWkyrwbifmCRc+42AOfcJ865ns65IudcEVoAH+btvxlHRHr4V12JSDvgROAz9NhykTfZRcCzaUlgM9WTv2fQfRMROQDIBb5OTyqbxjl3jXOur7cfnge86Zz7QVs6viTKI23kGJOM7HQnIJM556pF5KfAK0AImOKcW5DmZKXaz4BHvcBwKfCjNKen2UTk30AJ0F1EVgHXo+3xecBrXuvAB865n6Qtkc2QIH8/Bu4QkWygHJiQvhQ2y0jgQuATr48MwO+ccy+lL0kp1xt4yLtqNwuY5px7QURmos1Xl6BXDp6bzkQ2Q6L85QJTRG+jUQlclOE1M0F30UaOL/VoK8eYBtkjV4wxxhhjkmRNdcYYY4wxSbLAyRhjjDEmSRY4GWOMMcYkyQInY4wxxpgkWeBkjDHGGJMkC5yMMRlFRMLeE9j9V8ruZi8iRd7l8MYYE5fdx8kYk2l2eY/rMMaY3c5qnIwxbYKILBeRP4vILO81wBu+r4i8ISIfe+/7eMN7icjTIjLfex3jLSokIveKyAIRedW7u7UxxgAWOBljMk+7mKa6cYFx25xzI9A7Nd/uDbsL+Jdz7lD04ap3esPvBN5yzg1Fn8Ho3/V/IHC3c+5gYAvw3RbNjTEmo9idw40xGUVEypxzhXGGLwdGO+eWeg8CXuec6yYiXwO9nXNV3vC1zrnuIrIR6Oucqwgsowh4zTk30Pt+FZDjnPvjbsiaMSYDWI2TMaYtcQk+J5omnorA5zDWF9QYE2CBkzGmLRkXeJ/pfX4ffYo7wPeBd73PbwCXAYhISEQ67q5EGmMyl51JGWMyTTsRmRf4/rJzzr8lQZ6IfIieFJ7vDfs5MEVEfgNsBH7kDb8CmCwil6A1S5cBa1s68caYzGZ9nIwxbYLXx2m4c+7rdKfFGNN2WVOdMcYYY0ySrMbJGGOMMSZJVuNkjDHGGJMkC5yMMcYYY5JkgZMxxhhjTJIscDLGGGOMSZIFTsYYY4wxSfr/yYe+wHjVEVMAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Fit the VAE model, should take no longer than 2-3 hours\n",
"model_score_mc100, optimizer_score_mc100, out_score_mc100, fig = \\\n",
" fit_model(model_score_mc100, optimizer_score_mc100,\n",
" train_data, args_score_mc100,\n",
" test_data=test_data)\n"
]
},
{
"cell_type": "markdown",
"id": "b5563f0d",
"metadata": {},
"source": [
"#### Snapshot\n",
"\n",
"If you would like to save the trained model, uncomment the below. We have also provided code to load the saved model from a file (see the Jupyter cell before training).\n",
"See PyTorch documentation on [saving and loading](https://pytorch.org/tutorials/beginner/saving_loading_models.html#saving-loading-a-general-checkpoint-for-inference-and-or-resuming-training) models for more details."
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "3de49ed2",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T18:43:55.309488Z",
"start_time": "2022-03-22T18:43:55.305191Z"
}
},
"outputs": [],
"source": [
"# save_state(model_score_mc100, optimizer_score_mc100, 'VAE_score_mc100.pt')"
]
},
{
"cell_type": "markdown",
"id": "e0d09bf4",
"metadata": {},
"source": [
"You can load a pre-trained model by uncommenting the below line."
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "f31ee6d4",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T18:12:28.286249Z",
"start_time": "2022-03-22T18:12:28.284768Z"
}
},
"outputs": [],
"source": [
"# Alternatively to training a model from scratch you can load a pre-trained model\n",
"# load_state(model_score_mc100, optimizer_score_mc100, 'VAE_score_mc100.pt')"
]
},
{
"cell_type": "markdown",
"id": "f5804943",
"metadata": {},
"source": [
"#### Compare estimators \n",
"\n",
"We now see that in fact the introduction of the control variates was crucial to the performance improvement of the score function estimator method."
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "14c320be",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T18:43:55.427526Z",
"start_time": "2022-03-22T18:43:55.310395Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Epoch')"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(8, 4))\n",
"ax.plot(out_path['test_avg_epochs'], out_path['test_avg_elbos'], \n",
" color='r', label='pathwise')\n",
"amax = np.argmax(out_path['test_avg_elbos'])\n",
"ax.hlines(out_path['test_avg_elbos'][amax], \n",
" np.min(out_path['test_avg_epochs']), np.max(out_path['test_avg_epochs']),\n",
" color='r', linestyles='dotted')\n",
"ax.scatter(out_path['test_avg_epochs'][amax], out_path['test_avg_elbos'][amax], color='r', marker='*')\n",
"\n",
"ax.plot(out_score['test_avg_epochs'], out_score['test_avg_elbos'], \n",
" color='b', label='score function')\n",
"amax = np.argmax(out_score['test_avg_elbos'])\n",
"ax.hlines(out_score['test_avg_elbos'][amax], \n",
" np.min(out_score['test_avg_epochs']), np.max(out_score['test_avg_epochs']),\n",
" color='b', linestyles='dotted')\n",
"ax.scatter(out_score['test_avg_epochs'][amax], out_score['test_avg_elbos'][amax], color='b', marker='*')\n",
"\n",
"ax.plot(np.array(out_score_vr['test_avg_epochs']), out_score_vr['test_avg_elbos'], \n",
" color='c', label='score function + vr')\n",
"amax = np.argmax(out_score_vr['test_avg_elbos'])\n",
"ax.hlines(out_score_vr['test_avg_elbos'][amax], \n",
" np.min(out_score_vr['test_avg_epochs']), np.max(out_score_vr['test_avg_epochs']),\n",
" color='c', linestyles='dotted')\n",
"ax.scatter(out_score_vr['test_avg_epochs'][amax], out_score_vr['test_avg_elbos'][amax], color='c', marker='*')\n",
"\n",
"ax.plot(np.array(out_score_vr_mc100['test_avg_epochs']), out_score_vr_mc100['test_avg_elbos'], \n",
" color='y', label='score function + vr + mc=100')\n",
"amax = np.argmax(out_score_vr_mc100['test_avg_elbos'])\n",
"ax.hlines(out_score_vr_mc100['test_avg_elbos'][amax], \n",
" np.min(out_score_vr_mc100['test_avg_epochs']), np.max(out_score_vr_mc100['test_avg_epochs']),\n",
" color='y', linestyles='dotted')\n",
"ax.scatter(out_score_vr_mc100['test_avg_epochs'][amax], out_score_vr_mc100['test_avg_elbos'][amax], \n",
" color='y', marker='*')\n",
"\n",
"ax.plot(np.array(out_score_mc100['test_avg_epochs']), out_score_mc100['test_avg_elbos'], \n",
" color='m', label='score function + mc=100')\n",
"amax = np.argmax(out_score_mc100['test_avg_elbos'])\n",
"ax.hlines(out_score_mc100['test_avg_elbos'][amax], \n",
" np.min(out_score_mc100['test_avg_epochs']), np.max(out_score_mc100['test_avg_epochs']),\n",
" color='m', linestyles='dotted')\n",
"ax.scatter(out_score_mc100['test_avg_epochs'][amax], out_score_mc100['test_avg_elbos'][amax], \n",
" color='m', marker='*')\n",
"\n",
"ax.xaxis.set_major_locator(mpl.ticker.MaxNLocator(integer=True))\n",
"ax.grid(True)\n",
"ax.legend(loc='lower right')\n",
"ax.set_ylabel('Test ELBO')\n",
"ax.set_xlabel('Epoch')"
]
},
{
"cell_type": "markdown",
"id": "d59f3e7c",
"metadata": {},
"source": [
"## Discussion on fitting with pathwise and score function gradient estimators (optional, not examinable)\n",
"\n",
"From the above experiments you should clearly see that the pathwise gradient estimator has a computational advantage for fitting the specified VAE model over the score function estimator. This aligns with many empirical observations in the VAE literature and has motivated a significant amount of research on generalising the pathwise gradient estimator to more distribution families, such as the [implicit reparametrisation gradients](https://arxiv.org/abs/1805.08498). \n",
"\n",
"Nevertheless, the score function gradient estimator remains a more general method, which enables the fitting of discrete variational distributions or other distributions where pathwise gradients are not available. For example, VAEs with discrete latent variables have been shown to have a surprising capacity to fit [image and natural language data](https://arxiv.org/abs/1711.00937) very well, and have been demonstrated to recover discrete natural phenomena, such as phonemes in a language (distinct sounds in a specific language), when fitted on speech data.\n",
"Moreover, discrete variational distributions could be useful for fitting discrete statistical models from incomplete data, where a variational distribution could be specified over the discrete missing variables.\n",
"\n",
"We have also shown above that control variates and increased Monte Carlo averaging can be used to improve the performance of the score function estimator. "
]
},
{
"cell_type": "markdown",
"id": "b4525fee",
"metadata": {},
"source": [
"## Sampling the fitted model\n",
"\n",
"Since the VAE is modelling images, we can also assess the quality of the fit by inspecting the samples from the model. \n",
"\n",
"We can sample the VAE using ancestral sampling, where we first generate $\\mathbf{z} \\sim p(\\mathbf{z})$ and then sample $\\mathbf{x} \\sim p_{\\theta}(\\mathbf{x} \\mid \\mathbf{z})$. We also visualise the expected value $\\mathbb{E}_{p_{\\theta}(\\mathbf{x} \\mid \\mathbf{z})}(\\mathbf{x})$ and the parameters $\\eta = \\text{sigmoid}(\\mathbf{f}_{\\theta}(\\mathbf{z}))$ of the continuous Bernoulli distribution, which is common in the VAE literature with Bernoulli and Gaussian generative distributions.\n",
"\n",
"We use the model trained with pathwise gradients `model_path`."
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "0c88e986",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T18:44:00.102075Z",
"start_time": "2022-03-22T18:43:55.428501Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"N = 42\n",
"Z = torch.randn(N, 2, device=args_path.device)\n",
"with torch.inference_mode():\n",
" # Sample the latents\n",
" logits = model_path.decoder(Z)\n",
" \n",
" # Use ancestral sampling to produce samples\n",
" samples = model_path.decoder.sample(logits, num_samples=1).detach().cpu()[0]\n",
" means = model_path.decoder.mean(logits).detach().cpu()\n",
" params = model_path.decoder.param_p(logits).detach().cpu()\n",
"\n",
" # Create a matrix of samples\n",
" X = torch.vstack([samples, means, params])\n",
" X = X.view(-1, *data_dims).detach().cpu()\n",
"\n",
" # Create a figure\n",
" fig = plot_grid_of_mnist_samples(X, grid=(9, 14), figsize=(14, 8))\n",
" fig.text(0, 0.833, '$\\mathbf{x} \\sim \\mathcal{CB}(\\mathbf{x} | \\mathbf{z}; \\eta)$', \n",
" rotation='vertical', verticalalignment='center', fontsize=16)\n",
" fig.text(0, 0.5, '$\\mathbf{x} = \\mathbb{E}_{\\mathcal{CB}}(\\mathbf{x} | \\mathbf{z}; \\eta)$',\n",
" rotation='vertical', verticalalignment='center', fontsize=16)\n",
" fig.text(0, 0.166, '$\\mathbf{x} = \\eta$',\n",
" rotation='vertical', verticalalignment='center', fontsize=16)\n",
" fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "adbdcd22",
"metadata": {},
"source": [
"#### Exercise 8\n",
"\n",
"1. Looking at the visualisations above explain the differences between the samples in the top three rows and the middle three rows. The figure 1 in the [continuous Bernoulli paper](https://arxiv.org/abs/1907.06845) might be useful to support your reasoning: (note that the parameters $\\eta$ are denoted as $\\lambda$ in the referenced paper)\n",
"![Continuous Bernoulli mean](./figures/CB-figure-1-mean.png)\n",
"\n",
"\n",
"2. It is known that using standard Bernoulli distribution on non-binary data in VAEs results in blurry image samples. However, as we see in the last three rows the images look sharper than the other visualisations. Explain why. \n",
"To support your reasoning consider the difference between the variational lower-bounds using the continuous Bernoulli $\\mathcal{L}_{\\mathcal{CB}}$ and the standard Bernoulli $\\mathcal{L}_{\\mathcal{B}}$ distributions below\n",
"$$\n",
"\\begin{align}\n",
"\\mathcal{L}_{\\mathcal{CB}}(\\theta, \\phi) &= \\mathbb{E}_{q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x})}\\left[\\sum_{d=1}^D x_d \\log \\eta(\\mathbf{z})_d + (1 - x_d) \\log (1 - \\eta(\\mathbf{z})_d) + \\log C\\left(\\eta(\\mathbf{z})_d\\right)\\right] - \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}) \\middle|\\middle| p(\\mathbf{z})\\right)\\\\\n",
"\\mathcal{L}_{\\mathcal{B}}(\\theta, \\phi) &= \\mathbb{E}_{q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x})}\\left[\\sum_{d=1}^D x_d \\log \\eta(\\mathbf{z})_d + (1 - x_d) \\log (1 - \\eta(\\mathbf{z})_d)\\right] - \\text{KL}\\left(q_{\\phi}(\\mathbf{z} \\mid \\mathbf{x}) \\middle|\\middle| p(\\mathbf{z})\\right)\n",
"\\end{align}\n",
"$$\n",
"Then, also use the below figure of the normalising constant $\\log C$ from figure 1 of the paper to make your claim (note that the paper uses the following notation to define the normalised distribution $p = C \\tilde{p}$ from the unnormalised density $\\tilde{p}$)\n",
"![Continuous Bernoulli, log normalising constant](./figures/CB-figure-1-log-norm-const.png)"
]
},
{
"cell_type": "markdown",
"id": "2edee3ad",
"metadata": {},
"source": [
"Answer (click)\n",
"\n",
"1. We can see that the samples in the top row are noisy, and in particular, there are grey pixels all around the image---where the background should be black we see some grey noise and where the \"ink\" should be white we also see some grey noise. These grey pixels are due to the predicted parameters $\\eta_d=\\text{sigmoid}(f_{\\theta}(\\mathbf{z})_d)$ not being close enough to 0 (black) or 1 (white), hence sampling this distribution results in some grey pixels.\n",
"The source of this behaviour can be attributed to the unconstrained optimisation of $\\eta_d$. \n",
"The parameters $\\eta_d$ are in the $(0, 1)$ range, where values closer to 0 result in sampling more darker pixels and closer to 1 result in more lighter pixels. However, to make the use of off-the-shelf gradient ascent optimisers easier, we actually optimise an unconstrained parameter $l_d = \\text{logit}(\\eta_d) = f_{\\theta}(\\mathbf{z})_d$ (see logit function [here](https://en.wikipedia.org/wiki/Logit)). Now to make $\\eta_d$ close to 0 or 1, $l_d$ must approach $-\\infty$ or $\\infty$, respectively. However, neural networks are unlikely to predict such extreme values unless some numerical instability occurs, hence resulting in the image noise we observed.\n",
"\n",
" To understand the effect of the mean on the samples above, it is useful to see the parameter $\\eta$ versus mean $\\mu$ figure from the continuous Bernoulli paper (the 1st figure above).\n",
"You should note that for parameter values between 0.1 and 0.9 the mean function pushes the values towards 0.5, thus resulting in smoother, even blurry, samples as seen above.\n",
"The grey noise also vanishes as it is averaged out in the expectation. \n",
"\n",
"2. In the final two rows we plot the parameter values $\\eta=\\text{sigmoid}(\\mathbf{f}_{\\theta}(\\mathbf{z}))$ of the continuous Bernoulli distribution. It is a common observation that plotting the parameters of the distribution using the standard Bernoulli distribution on non-binary data in VAEs results in blurry images. The authors of the [continuous Bernoulli](https://arxiv.org/abs/1907.06845) have demonstrated that this effect is due to the standard Bernoulli distribution ignoring the log normalising constant $\\log C(\\eta)$ in the likelihood function (see 2nd figure above), which arises due to the use of the real domain in $[0, 1]$. The log normalising constant $\\log C(\\eta)$ acts as a regulariser that encourages the parameters to be more extreme (0 or 1) and discourages values close to 0.5, hence resulting in the sharpening of the samples compared to the standard Bernoulli distribution, which ignores the constant.\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"id": "82a35107",
"metadata": {},
"source": [
"## Inspecting the latent space (optional, not examinable)\n",
"\n",
"In the above exercises you have fitted a VAE with 2-dimensional latent space to the MNIST data in an [unsupervised](https://en.wikipedia.org/wiki/Unsupervised_learning) manner---the labels, which denote the digit in the image, were not used during training.\n",
"As we saw in the previous section, the generative model $p_{\\theta}(\\mathbf{x}\\mid \\mathbf{z})$ is capable of generating all digits in the training dataset, whilst using a single amortised neural network.\n",
"Hence, intuitively, there should be some structure in the latent space amongst the different categories to facilitate easier generation.\n",
"This intuition has motivated research on [feature disentanglement using VAEs](https://openreview.net/forum?id=Sy2fzU9gl) and [identifiable VAEs](https://arxiv.org/abs/1907.04809).\n",
"\n",
"Below we provide the code to visualise the latent space of the VAE. You should observe that images representing the same digit should be co-located in the latent space, but also you might notice that \"similar\" numbers may as well be close."
]
},
{
"cell_type": "markdown",
"id": "403cc95a",
"metadata": {},
"source": [
"\n",
"With a Gaussian variational distribution, it is common to use the mean of the variational distribution $\\mathbb{E}_{q_{\\phi}(\\mathbf{z}\\mid \\mathbf{x})}\\left[ \\mathbf{z} \\right]$ to project the high-dimensional observed data-points to lower dimensional representations. The following code uses the model trained with pathwise gradients to project the test MNIST data to the low-dimensional space."
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "14f81ebb",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T18:44:00.758810Z",
"start_time": "2022-03-22T18:44:00.103129Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"200it [00:00, 307.64it/s]\n"
]
}
],
"source": [
"with torch.inference_mode():\n",
" model_path.eval()\n",
" model_path = model_path.to(args_path.device)\n",
" \n",
" test_loader = create_dataloader(test_data, args_path)\n",
" \n",
" Z = []\n",
" Y = []\n",
" for batch_idx, (X, labels) in tqdm(enumerate(test_loader)):\n",
" # Prepare\n",
" X = X.to(args_path.device)\n",
" X = X.view([-1] + [X.shape[-2]*X.shape[-1]])\n",
" \n",
" # Project\n",
" mean, _ = model_path.encoder(X)\n",
" \n",
" # Collect\n",
" Z.append(mean)\n",
" Y.append(labels)\n",
" \n",
" Z = torch.vstack(Z)\n",
" Y = torch.hstack(Y)\n",
" "
]
},
{
"cell_type": "markdown",
"id": "1daeb84b",
"metadata": {},
"source": [
"We now visualise the projected images `Z` in 2-dimensions and color each point with a color corresponding to its label."
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "3b5812fd",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T18:44:01.030310Z",
"start_time": "2022-03-22T18:44:00.759948Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(8,8))\n",
"\n",
"# Transfer tensors back to cpu\n",
"Z = Z.cpu()\n",
"Y = Y.cpu()\n",
"\n",
"# Plot all samples in a specific color dependent on the label\n",
"colors = plt.rcParams['axes.prop_cycle'].by_key()['color']\n",
"c = np.array(colors)[Y.numpy()]\n",
"ax.scatter(Z[:, 0], Z[:, 1], color=c, alpha=0.3)\n",
"\n",
"# Create legend\n",
"legend_elements = [mpl.patches.Patch(facecolor=colors[i], label=i) for i in range(10)]\n",
"ax.legend(handles=legend_elements, ncol=5,\n",
" bbox_to_anchor=(0.5, 0.93),\n",
" bbox_transform=fig.transFigure,\n",
" loc='center',\n",
" prop={'size': 14},\n",
" frameon=False)\n",
"\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "b90d127f",
"metadata": {},
"source": [
"As expected, you should observe that the images corresponding to the same digit should be close in the latent space. Moreover, you may also notice that visually similar handwritten digits may also be located close to each other, such as 4 and 9.\n",
"\n",
"It is important to note that general VAEs are not identifiable, and hence the results may differ on different runs (for example, if ran the fitting on a different machine, or used an alternative random seed)."
]
},
{
"cell_type": "markdown",
"id": "284f9805",
"metadata": {},
"source": [
"Alternatively, we also investigate the generator $p_{\\theta}(\\mathbf{x}\\mid \\mathbf{z})$ by showing the generated expected values of the continuous Bernoulli distribution $\\mathbb{E}_{p_{\\theta}(\\mathbf{x}\\mid \\mathbf{z})}\\left[\\mathbf{x}\\right]$ for a grid of latent variable values."
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "0848f853",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T18:45:16.754793Z",
"start_time": "2022-03-22T18:44:01.031192Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Establish limits in the latent space\n",
"mx = Z.max(0)[0].cpu().numpy()\n",
"mn = Z.min(0)[0].cpu().numpy()\n",
"\n",
"# Define the number of steps along each dimension\n",
"steps = 20\n",
"step_x = (mx[0]-mn[0])/steps\n",
"step_y = (mx[1]-mn[1])/steps\n",
"\n",
"# Locations of the grid samples\n",
"x = np.arange(mn[0], mx[0], step_x)\n",
"y = np.arange(mn[1], mx[1], step_y)\n",
"\n",
"# Create the tuples of latent locations\n",
"x0, x1 = np.mgrid[mn[0]:mx[0]:step_x, \n",
" mn[1]:mx[1]:step_y]\n",
"Z_grid = np.empty(x0.shape + (2,))\n",
"Z_grid[:, :, 0] = x0\n",
"Z_grid[:, :, 1] = x1\n",
"\n",
"with torch.inference_mode():\n",
" # Predict the continuous Bernoulli means\n",
" logits = model_path.decoder(torch.tensor(Z_grid, dtype=torch.float, device=args_path.device)).cpu()\n",
" means = model_path.decoder.mean(logits).cpu().reshape(steps, steps, *data_dims)\n",
"\n",
" # Plot\n",
" fig, axes = plt.subplots(steps, steps, sharex=True, sharey=True, figsize=(14, 14))\n",
" fig.subplots_adjust(wspace=0., hspace=0.)\n",
" for i, j in itertools.product(range(steps), range(steps)):\n",
" axes[j, i].imshow(means[i, steps-j-1], cmap='gray')\n",
" if j == 0:\n",
" axes[j, i].set_title(f'{x[i]:.2f}', fontsize=13)\n",
" if i == 0:\n",
" axes[j, i].set_ylabel(f'{y[steps-j-1]:.2f}', fontsize=13)\n",
"\n",
" axes[j,i].tick_params(left=False, labelleft=False,\n",
" bottom=False, labelbottom=False)\n",
" "
]
},
{
"cell_type": "markdown",
"id": "9a056a2f",
"metadata": {},
"source": [
"You should see that the two visualisations should correspond with each other. In particular, similar areas in the latent space should correspond to similar numbers. \n",
"\n",
"However, since the variational distribution $q_{\\phi}(\\mathbf{z}\\mid \\mathbf{x})$ is only an approximation of the true posterior $p_{\\theta}(\\mathbf{z} \\mid \\mathbf{x})$, some disagreement between the two visualisations can be expected. Below we plot the two visualisations on top of each other, which may help to identify the disagreement."
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "61020a56",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-22T18:46:46.296740Z",
"start_time": "2022-03-22T18:45:16.755812Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot\n",
"fig, axes = plt.subplots(steps, steps, sharex=True, sharey=True, figsize=(14, 14))\n",
"fig.subplots_adjust(wspace=0., hspace=0.)\n",
"\n",
"# Overlay another axes\n",
"rect = [axes[0][0].get_position().get_points()[0, 0], axes[-1][-1].get_position().get_points()[0, 1],\n",
" axes[-1][-1].get_position().get_points()[1, 0]-axes[0][0].get_position().get_points()[0, 0],\n",
" axes[0][0].get_position().get_points()[1, 1]-axes[-1][-1].get_position().get_points()[0, 1]\n",
" ]\n",
"ax = fig.add_axes(rect)\n",
"\n",
"# Plot samples\n",
"for i, j in itertools.product(range(steps), range(steps)):\n",
" axes[j, i].imshow(means[i, steps-j-1], cmap='gray')\n",
" \n",
" axes[j,i].tick_params(left=False, labelleft=False,\n",
" bottom=False, labelbottom=False)\n",
"\n",
"# Plot projections\n",
"ax.scatter(Z[:, 0], Z[:, 1], color=c, alpha=0.3)\n",
"ax.patch.set_alpha(0.)\n",
"ax.set_xlim(mn[0], mn[0]+step_x*steps)\n",
"ax.set_ylim(mn[1], mn[1]+step_y*steps)\n",
"\n",
"# Create legend\n",
"legend_elements = [mpl.patches.Patch(facecolor=colors[i], label=i) for i in range(10)]\n",
"ax.legend(handles=legend_elements, ncol=10,\n",
" bbox_to_anchor=(0.5, 0.92),\n",
" bbox_transform=fig.transFigure,\n",
" loc='center',\n",
" prop={'size': 14},\n",
" frameon=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f72291c3",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
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