{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "iOyOci4Ki_xk"
   },
   "source": [
    "# Training a Variational Auto-Encoder\n",
    "\n",
    "This guide will give a quick guide on training a variational auto-encoder (VAE) in torchbearer. We will use the VAE example from the pytorch examples [here](https://github.com/pytorch/examples/tree/master/vae). \n",
    "\n",
    "We will compare the implementations of a standard VAE and one that uses torchbearers persistant state.\n",
    "\n",
    "**Note**: The easiest way to use this tutorial is as a colab notebook, which allows you to dive in with no setup. We recommend you enable a free GPU with\n",
    "\n",
    "> **Runtime**   →   **Change runtime type**   →   **Hardware Accelerator: GPU**\n",
    "\n",
    "## Install Torchbearer\n",
    "\n",
    "First we install torchbearer if needed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.3.2\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    import torchbearer\n",
    "except:\n",
    "    !pip install -q torchbearer\n",
    "    import torchbearer\n",
    "    \n",
    "print(torchbearer.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ZvXLMbXYj8Pd"
   },
   "source": [
    "## Defining the Models\n",
    "\n",
    "First, we define the standard PyTorch VAE. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "UJUVUXLHjN-4"
   },
   "outputs": [],
   "source": [
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "\n",
    "class VAE(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(VAE, self).__init__()\n",
    "\n",
    "        self.fc1 = nn.Linear(784, 400)\n",
    "        self.fc21 = nn.Linear(400, 20)\n",
    "        self.fc22 = nn.Linear(400, 20)\n",
    "        self.fc3 = nn.Linear(20, 400)\n",
    "        self.fc4 = nn.Linear(400, 784)\n",
    "\n",
    "    def encode(self, x):\n",
    "        h1 = F.relu(self.fc1(x))\n",
    "        return self.fc21(h1), self.fc22(h1)\n",
    "\n",
    "    def reparameterize(self, mu, logvar):\n",
    "        if self.training:\n",
    "            std = torch.exp(0.5*logvar)\n",
    "            eps = torch.randn_like(std)\n",
    "            return eps.mul(std).add_(mu)\n",
    "        else:\n",
    "            return mu\n",
    "\n",
    "    def decode(self, z):\n",
    "        h3 = F.relu(self.fc3(z))\n",
    "        return torch.sigmoid(self.fc4(h3)).view(-1, 1, 28, 28)\n",
    "\n",
    "    def forward(self, x):\n",
    "        mu, logvar = self.encode(x.view(-1, 784))\n",
    "        z = self.reparameterize(mu, logvar)\n",
    "        return self.decode(z), mu, logvar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "HJZY0Z_4jsZs"
   },
   "source": [
    "Now lets modify this to use torchbearers state by overriding the forward method. Here, we define some state keys with the [`state_key` method](https://torchbearer.readthedocs.io/en/latest/code/main.html#torchbearer.state.state_key) which will store our `MU` and `LOGVAR`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "MlsxPtlujwiy"
   },
   "outputs": [],
   "source": [
    "import torchbearer\n",
    "\n",
    "# Define state keys for storing things in torchbearers state\n",
    "MU, LOGVAR = torchbearer.state_key('mu'), torchbearer.state_key('logvar')\n",
    "\n",
    "\n",
    "class TorchbearerVAE(VAE):\n",
    "    def forward(self, x, state):\n",
    "        mu, logvar = self.encode(x.view(-1, 784))\n",
    "        z = self.reparameterize(mu, logvar)\n",
    "        state[MU], state[LOGVAR] = mu, logvar\n",
    "        return self.decode(z)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "JZevN3eqk_pS"
   },
   "source": [
    "There is very llittle difference between these models except that for torchbearers VAE we store the mean and log-variance in state instead of outputing them. This allows us to access them from within callbacks as well as for the loss. \n",
    "\n",
    "## Defining the Loss Functions\n",
    "\n",
    "Lets now look at loss functions for these models. First we see the standard VAE loss function. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "X3FRGq-llg7a"
   },
   "outputs": [],
   "source": [
    "def binary_cross_entropy(y_pred, y_true):\n",
    "    BCE = F.binary_cross_entropy(y_pred.view(-1, 784), y_true.view(-1, 784), reduction='sum')\n",
    "    return BCE\n",
    "  \n",
    "def kld(mu, logvar):\n",
    "    KLD = -0.5 * torch.sum(1 + logvar - mu.pow(2) - logvar.exp())\n",
    "    return KLD\n",
    "\n",
    "def loss_function(y_pred, y_true):\n",
    "    recon_x, mu, logvar = y_pred\n",
    "    x = y_true\n",
    "\n",
    "    BCE = bce_loss(recon_x, x)\n",
    "\n",
    "    KLD = kld_Loss(mu, logvar)\n",
    "\n",
    "    return BCE + KLD"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "AOqmSTCqly0C"
   },
   "source": [
    "In Torchbearer we have a couple options for how to define this loss. Since Torchbearer loss functions can either be a funciton of (y_pred, y_true) or (state), we could actually use the standard loss function (taking state) and grabbing the mean and log-variance from state.  \n",
    "Instead we shall showcase the \"add_to_loss\" callback decorator to add the KL loss, alongside a base reconstruciton loss. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "4Pc86tbWmw53"
   },
   "outputs": [],
   "source": [
    "main_loss = binary_cross_entropy\n",
    "\n",
    "@torchbearer.callbacks.add_to_loss\n",
    "def add_kld_loss_callback(state):\n",
    "    KLD = kld(state[MU], state[LOGVAR])\n",
    "    return KLD"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "HED6rD8znOtE"
   },
   "source": [
    "## Data\n",
    "\n",
    "Both these models need data in the same format, so lets define out data now.  We create a simple dataset class to wrap the PyTorch MNIST dataset so that we can replace the target (usually a clas label) with the input image. As in the [quickstart example](https://torchbearer.readthedocs.io/en/latest/examples/notebooks.html#notebooks-list), we use the [`DatasetValidationSplitter`](https://torchbearer.readthedocs.io/en/latest/code/main.html#torchbearer.cv_utils.DatasetValidationSplitter) here to obtain a validation set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 269
    },
    "colab_type": "code",
    "id": "0KcT1A1tnL3-",
    "outputId": "d069c20d-9561-45d1-af3d-53fab145fa82"
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch.utils.data.dataset import Dataset\n",
    "import torchvision\n",
    "from torchvision import transforms\n",
    "\n",
    "from torchbearer.cv_utils import DatasetValidationSplitter\n",
    "\n",
    "class AutoEncoderMNIST(Dataset):\n",
    "    def __init__(self, mnist_dataset):\n",
    "        super().__init__()\n",
    "        self.mnist_dataset = mnist_dataset\n",
    "\n",
    "    def __getitem__(self, index):\n",
    "        character, label = self.mnist_dataset.__getitem__(index)\n",
    "        return character, character\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.mnist_dataset)\n",
    "\n",
    "\n",
    "BATCH_SIZE = 128\n",
    "\n",
    "transform = transforms.Compose([transforms.ToTensor()])\n",
    "\n",
    "# Define standard classification mnist dataset with random validation set\n",
    "\n",
    "dataset = torchvision.datasets.MNIST('./data/mnist', train=True, download=True, transform=transform)\n",
    "splitter = DatasetValidationSplitter(len(dataset), 0.1)\n",
    "basetrainset = splitter.get_train_dataset(dataset)\n",
    "basevalset = splitter.get_val_dataset(dataset)\n",
    "basetestset = torchvision.datasets.MNIST('./data/mnist', train=False, download=True, transform=transform)\n",
    "\n",
    "# Wrap base classification mnist dataset to return the image as the target\n",
    "\n",
    "trainset = AutoEncoderMNIST(basetrainset)\n",
    "\n",
    "valset = AutoEncoderMNIST(basevalset)\n",
    "\n",
    "testset = AutoEncoderMNIST(basetestset)\n",
    "\n",
    "traingen = torch.utils.data.DataLoader(trainset, batch_size=BATCH_SIZE, shuffle=True, num_workers=8)\n",
    "\n",
    "valgen = torch.utils.data.DataLoader(valset, batch_size=BATCH_SIZE, shuffle=True, num_workers=8)\n",
    "\n",
    "testgen = torch.utils.data.DataLoader(testset, batch_size=BATCH_SIZE, shuffle=False, num_workers=8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "dQ4P8re5onL0"
   },
   "source": [
    "## Visualising the Model\n",
    "\n",
    "For auto-encoding problems it is often useful to visualise the reconstructions. We can do this in torchbearer by using the [`MakeGrid` callback](https://torchbearer.readthedocs.io/en/latest/code/callbacks.html#torchbearer.callbacks.imaging.imaging.MakeGrid), from the [`imaging` sub-package](https://torchbearer.readthedocs.io/en/latest/code/callbacks.html#module-torchbearer.callbacks.imaging). This is an [`ImagingCallback`](https://torchbearer.readthedocs.io/en/latest/code/callbacks.html#torchbearer.callbacks.imaging.imaging.ImagingCallback) which uses torchvisions [save_image](https://pytorch.org/docs/stable/torchvision/utils.html?highlight=save#torchvision.utils.save_image) to make a grid of images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "1t8Ks-l_oasX"
   },
   "outputs": [],
   "source": [
    "from torchbearer.callbacks import imaging\n",
    "\n",
    "targets = imaging.MakeGrid(torchbearer.TARGET, num_images=64, nrow=8)\n",
    "targets = targets.on_test().to_pyplot().to_file('targets.png')\n",
    "\n",
    "predictions = imaging.MakeGrid(torchbearer.PREDICTION, num_images=64, nrow=8)\n",
    "predictions = predictions.on_test().to_pyplot().to_file('predictions.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Q5Ohha9SpzbI"
   },
   "source": [
    "In the above code we create two callbacks, one which makes a grid of target images, another which makes a grid of predictions. These will be saved to a file and plotted with pyplot.\n",
    "\n",
    "## Training the Model\n",
    "\n",
    "Now lets train the model. We shall skip training the standard PyTorch model since that is covered in the PyTorch examples. To train our Torchbearer model we first create a `Trial` and then call `run` on it. Along the way we add some metrics to be displayed and add our visualisation callback. **Note**: We set `verbose=1` here to mean that the progress bar should only tick for each epoch (rather than each batch, we creates a lot of output), this can be set at a trial level or for each call to `run` or `evaluate`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1917,
     "resources": {
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This file is copied from the JupyterLab project to define default styling for
when the widget styling is compiled down to eliminate CSS variables. We make one
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 * The material design colors are adapted from google-material-color v1.2.6
 * https://github.com/danlevan/google-material-color
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/dist/palette.var.css
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 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)
 *
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These variables should be used by all plugins wherever possible. In other
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Many variables appear in an ordered sequence (0,1,2,3). These sequences
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}

 .widget-box {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    margin: 0;
    overflow: auto;
}

 .widget-gridbox {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: grid;
    margin: 0;
    overflow: auto;
}

 .widget-hbox {
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
}

 .widget-vbox {
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 /* General Button Styling */

 .jupyter-button {
    padding-left: 10px;
    padding-right: 10px;
    padding-top: 0px;
    padding-bottom: 0px;
    display: inline-block;
    white-space: nowrap;
    overflow: hidden;
    text-overflow: ellipsis;
    text-align: center;
    font-size: 13px;
    cursor: pointer;

    height: 28px;
    border: 0px solid;
    line-height: 28px;
    -webkit-box-shadow: none;
            box-shadow: none;

    color: rgba(0, 0, 0, .8);
    background-color: #EEEEEE;
    border-color: #E0E0E0;
    border: none;
}

 .jupyter-button i.fa {
    margin-right: 4px;
    pointer-events: none;
}

 .jupyter-button:empty:before {
    content: "\200b"; /* zero-width space */
}

 .jupyter-widgets.jupyter-button:disabled {
    opacity: 0.6;
}

 .jupyter-button i.fa.center {
    margin-right: 0;
}

 .jupyter-button:hover:enabled, .jupyter-button:focus:enabled {
    /* MD Lite 2dp shadow */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
            box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .jupyter-button:active, .jupyter-button.mod-active {
    /* MD Lite 4dp shadow */
    -webkit-box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
            box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
    color: rgba(0, 0, 0, .8);
    background-color: #BDBDBD;
}

 .jupyter-button:focus:enabled {
    outline: 1px solid #64B5F6;
}

 /* Button "Primary" Styling */

 .jupyter-button.mod-primary {
    color: rgba(255, 255, 255, 1.0);
    background-color: #2196F3;
}

 .jupyter-button.mod-primary.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 .jupyter-button.mod-primary:active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 /* Button "Success" Styling */

 .jupyter-button.mod-success {
    color: rgba(255, 255, 255, 1.0);
    background-color: #4CAF50;
}

 .jupyter-button.mod-success.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 .jupyter-button.mod-success:active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 /* Button "Info" Styling */

 .jupyter-button.mod-info {
    color: rgba(255, 255, 255, 1.0);
    background-color: #00BCD4;
}

 .jupyter-button.mod-info.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 .jupyter-button.mod-info:active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 /* Button "Warning" Styling */

 .jupyter-button.mod-warning {
    color: rgba(255, 255, 255, 1.0);
    background-color: #FF9800;
}

 .jupyter-button.mod-warning.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 .jupyter-button.mod-warning:active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 /* Button "Danger" Styling */

 .jupyter-button.mod-danger {
    color: rgba(255, 255, 255, 1.0);
    background-color: #F44336;
}

 .jupyter-button.mod-danger.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 .jupyter-button.mod-danger:active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 /* Widget Button*/

 .widget-button, .widget-toggle-button {
    width: 148px;
}

 /* Widget Label Styling */

 /* Override Bootstrap label css */

 .jupyter-widgets label {
    margin-bottom: 0;
    margin-bottom: initial;
}

 .widget-label-basic {
    /* Basic Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-label {
    /* Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-inline-hbox .widget-label {
    /* Horizontal Widget Label */
    color: black;
    text-align: right;
    margin-right: 8px;
    width: 80px;
    -ms-flex-negative: 0;
        flex-shrink: 0;
}

 .widget-inline-vbox .widget-label {
    /* Vertical Widget Label */
    color: black;
    text-align: center;
    line-height: 28px;
}

 /* Widget Readout Styling */

 .widget-readout {
    color: black;
    font-size: 13px;
    height: 28px;
    line-height: 28px;
    overflow: hidden;
    white-space: nowrap;
    text-align: center;
}

 .widget-readout.overflow {
    /* Overflowing Readout */

    /* From Material Design Lite
        shadow-key-umbra-opacity: 0.2;
        shadow-key-penumbra-opacity: 0.14;
        shadow-ambient-shadow-opacity: 0.12;
     */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                        0 3px 1px -2px rgba(0, 0, 0, .14),
                        0 1px 5px 0 rgba(0, 0, 0, .12);

    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                0 3px 1px -2px rgba(0, 0, 0, .14),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .widget-inline-hbox .widget-readout {
    /* Horizontal Readout */
    text-align: center;
    max-width: 148px;
    min-width: 72px;
    margin-left: 4px;
}

 .widget-inline-vbox .widget-readout {
    /* Vertical Readout */
    margin-top: 4px;
    /* as wide as the widget */
    width: inherit;
}

 /* Widget Checkbox Styling */

 .widget-checkbox {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-checkbox input[type="checkbox"] {
    margin: 0px 8px 0px 0px;
    line-height: 28px;
    font-size: large;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -ms-flex-item-align: center;
        align-self: center;
}

 /* Widget Valid Styling */

 .widget-valid {
    height: 28px;
    line-height: 28px;
    width: 148px;
    font-size: 13px;
}

 .widget-valid i:before {
    line-height: 28px;
    margin-right: 4px;
    margin-left: 4px;

    /* from the fa class in FontAwesome: https://github.com/FortAwesome/Font-Awesome/blob/49100c7c3a7b58d50baa71efef11af41a66b03d3/css/font-awesome.css#L14 */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .widget-valid.mod-valid i:before {
    content: "\f00c";
    color: green;
}

 .widget-valid.mod-invalid i:before {
    content: "\f00d";
    color: red;
}

 .widget-valid.mod-valid .widget-valid-readout {
    display: none;
}

 /* Widget Text and TextArea Stying */

 .widget-textarea, .widget-text {
    width: 300px;
}

 .widget-text input[type="text"], .widget-text input[type="number"]{
    height: 28px;
    line-height: 28px;
}

 .widget-text input[type="text"]:disabled, .widget-text input[type="number"]:disabled, .widget-textarea textarea:disabled {
    opacity: 0.6;
}

 .widget-text input[type="text"], .widget-text input[type="number"], .widget-textarea textarea {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    outline: none !important;
}

 .widget-textarea textarea {
    height: inherit;
    width: inherit;
}

 .widget-text input:focus, .widget-textarea textarea:focus {
    border-color: #64B5F6;
}

 /* Widget Slider */

 .widget-slider .ui-slider {
    /* Slider Track */
    border: 1px solid #BDBDBD;
    background: #BDBDBD;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    position: relative;
    border-radius: 0px;
}

 .widget-slider .ui-slider .ui-slider-handle {
    /* Slider Handle */
    outline: none !important; /* focused slider handles are colored - see below */
    position: absolute;
    background-color: white;
    border: 1px solid #9E9E9E;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    z-index: 1;
    background-image: none; /* Override jquery-ui */
}

 /* Override jquery-ui */

 .widget-slider .ui-slider .ui-slider-handle:hover, .widget-slider .ui-slider .ui-slider-handle:focus {
    background-color: #2196F3;
    border: 1px solid #2196F3;
}

 .widget-slider .ui-slider .ui-slider-handle:active {
    background-color: #2196F3;
    border-color: #2196F3;
    z-index: 2;
    -webkit-transform: scale(1.2);
            transform: scale(1.2);
}

 .widget-slider  .ui-slider .ui-slider-range {
    /* Interval between the two specified value of a double slider */
    position: absolute;
    background: #2196F3;
    z-index: 0;
}

 /* Shapes of Slider Handles */

 .widget-hslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-top: -7px;
    margin-left: -7px;
    border-radius: 50%;
    top: 0;
}

 .widget-vslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-bottom: -7px;
    margin-left: -7px;
    border-radius: 50%;
    left: 0;
}

 .widget-hslider .ui-slider .ui-slider-range {
    height: 8px;
    margin-top: -3px;
}

 .widget-vslider .ui-slider .ui-slider-range {
    width: 8px;
    margin-left: -3px;
}

 /* Horizontal Slider */

 .widget-hslider {
    width: 300px;
    height: 28px;
    line-height: 28px;

    /* Override the align-items baseline. This way, the description and readout
    still seem to align their baseline properly, and we don't have to have
    align-self: stretch in the .slider-container. */
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widgets-slider .slider-container {
    overflow: visible;
}

 .widget-hslider .slider-container {
    height: 28px;
    margin-left: 6px;
    margin-right: 6px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
}

 .widget-hslider .ui-slider {
    /* Inner, invisible slide div */
    height: 4px;
    margin-top: 12px;
    width: 100%;
}

 /* Vertical Slider */

 .widget-vbox .widget-label {
    height: 28px;
    line-height: 28px;
}

 .widget-vslider {
    /* Vertical Slider */
    height: 200px;
    width: 72px;
}

 .widget-vslider .slider-container {
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 6px;
    margin-top: 6px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .widget-vslider .ui-slider-vertical {
    /* Inner, invisible slide div */
    width: 4px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-left: auto;
    margin-right: auto;
}

 /* Widget Progress Styling */

 .progress-bar {
    -webkit-transition: none;
    transition: none;
}

 .progress-bar {
    height: 28px;
}

 .progress-bar {
    background-color: #2196F3;
}

 .progress-bar-success {
    background-color: #4CAF50;
}

 .progress-bar-info {
    background-color: #00BCD4;
}

 .progress-bar-warning {
    background-color: #FF9800;
}

 .progress-bar-danger {
    background-color: #F44336;
}

 .progress {
    background-color: #EEEEEE;
    border: none;
    -webkit-box-shadow: none;
            box-shadow: none;
}

 /* Horisontal Progress */

 .widget-hprogress {
    /* Progress Bar */
    height: 28px;
    line-height: 28px;
    width: 300px;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;

}

 .widget-hprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-top: 4px;
    margin-bottom: 4px;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    /* Override bootstrap style */
    height: auto;
    height: initial;
}

 /* Vertical Progress */

 .widget-vprogress {
    height: 200px;
    width: 72px;
}

 .widget-vprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    width: 20px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 0;
}

 /* Select Widget Styling */

 .widget-dropdown {
    height: 28px;
    width: 300px;
    line-height: 28px;
}

 .widget-dropdown > select {
    padding-right: 20px;
    border: 1px solid #9E9E9E;
    border-radius: 0;
    height: inherit;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    outline: none !important;
    -webkit-box-shadow: none;
            box-shadow: none;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    vertical-align: top;
    padding-left: 8px;
	appearance: none;
	-webkit-appearance: none;
	-moz-appearance: none;
    background-repeat: no-repeat;
	background-size: 20px;
	background-position: right center;
    background-image: url("data:image/svg+xml;base64,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");
}

 .widget-dropdown > select:focus {
    border-color: #64B5F6;
}

 .widget-dropdown > select:disabled {
    opacity: 0.6;
}

 /* To disable the dotted border in Firefox around select controls.
   See http://stackoverflow.com/a/18853002 */

 .widget-dropdown > select:-moz-focusring {
    color: transparent;
    text-shadow: 0 0 0 #000;
}

 /* Select and SelectMultiple */

 .widget-select {
    width: 300px;
    line-height: 28px;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    -webkit-box-align: start;
        -ms-flex-align: start;
            align-items: flex-start;
}

 .widget-select > select {
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    outline: none !important;
    overflow: auto;
    height: inherit;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    padding-top: 5px;
}

 .widget-select > select:focus {
    border-color: #64B5F6;
}

 .wiget-select > select > option {
    padding-left: 4px;
    line-height: 28px;
    /* line-height doesn't work on some browsers for select options */
    padding-top: calc(28px - var(--jp-widgets-font-size) / 2);
    padding-bottom: calc(28px - var(--jp-widgets-font-size) / 2);
}

 /* Toggle Buttons Styling */

 .widget-toggle-buttons {
    line-height: 28px;
}

 .widget-toggle-buttons .widget-toggle-button {
    margin-left: 2px;
    margin-right: 2px;
}

 .widget-toggle-buttons .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Radio Buttons Styling */

 .widget-radio {
    width: 300px;
    line-height: 28px;
}

 .widget-radio-box {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-bottom: 8px;
}

 .widget-radio-box label {
    height: 20px;
    line-height: 20px;
    font-size: 13px;
}

 .widget-radio-box input {
    height: 20px;
    line-height: 20px;
    margin: 0 8px 0 1px;
    float: left;
}

 /* Color Picker Styling */

 .widget-colorpicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-colorpicker > .widget-colorpicker-input {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 72px;
}

 .widget-colorpicker input[type="color"] {
    width: 28px;
    height: 28px;
    padding: 0 2px; /* make the color square actually square on Chrome on OS X */
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    border-left: none;
    -webkit-box-flex: 0;
        -ms-flex-positive: 0;
            flex-grow: 0;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    outline: none !important;
}

 .widget-colorpicker.concise input[type="color"] {
    border-left: 1px solid #9E9E9E;
}

 .widget-colorpicker input[type="color"]:focus, .widget-colorpicker input[type="text"]:focus {
    border-color: #64B5F6;
}

 .widget-colorpicker input[type="text"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    outline: none !important;
    height: 28px;
    line-height: 28px;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    font-size: 13px;
    padding: 4px 8px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-colorpicker input[type="text"]:disabled {
    opacity: 0.6;
}

 /* Date Picker Styling */

 .widget-datepicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-datepicker input[type="date"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    outline: none !important;
    height: 28px;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-datepicker input[type="date"]:focus {
    border-color: #64B5F6;
}

 .widget-datepicker input[type="date"]:invalid {
    border-color: #FF9800;
}

 .widget-datepicker input[type="date"]:disabled {
    opacity: 0.6;
}

 /* Play Widget */

 .widget-play {
    width: 148px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .widget-play .jupyter-button {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    height: auto;
}

 .widget-play .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Tab Widget */

 .jupyter-widgets.widget-tab {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    /* Necessary so that a tab can be shifted down to overlay the border of the box below. */
    overflow-x: visible;
    overflow-y: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
    /* Make sure that the tab grows from bottom up */
    -webkit-box-align: end;
        -ms-flex-align: end;
            align-items: flex-end;
    min-width: 0;
    min-height: 0;
}

 .jupyter-widgets.widget-tab > .widget-tab-contents {
    width: 100%;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    margin: 0;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    padding: 15px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    overflow: auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    font: 13px Helvetica, Arial, sans-serif;
    min-height: 25px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
    -webkit-box-flex: 0;
        -ms-flex: 0 1 144px;
            flex: 0 1 144px;
    min-width: 35px;
    min-height: 25px;
    line-height: 24px;
    margin-left: -1px;
    padding: 0px 10px;
    background: #EEEEEE;
    color: rgba(0, 0, 0, .5);
    border: 1px solid #9E9E9E;
    border-bottom: none;
    position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current {
    color: rgba(0, 0, 0, 1.0);
    /* We want the background to match the tab content background */
    background: white;
    min-height: 26px;
    -webkit-transform: translateY(1px);
            transform: translateY(1px);
    overflow: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current:before {
    position: absolute;
    top: -1px;
    left: -1px;
    content: '';
    height: 2px;
    width: calc(100% + 2px);
    background: #2196F3;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:first-child {
    margin-left: 0;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:hover:not(.p-mod-current) {
    background: white;
    color: rgba(0, 0, 0, .8);
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon {
    margin-left: 4px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon:before {
    font-family: FontAwesome;
    content: '\f00d'; /* close */
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
    line-height: 24px;
}

 /* Accordion Widget */

 .p-Collapse {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Collapse-header {
    padding: 4px;
    cursor: pointer;
    color: rgba(0, 0, 0, .5);
    background-color: #EEEEEE;
    border: 1px solid #9E9E9E;
    padding: 10px 15px;
    font-weight: bold;
}

 .p-Collapse-header:hover {
    background-color: white;
    color: rgba(0, 0, 0, .8);
}

 .p-Collapse-open > .p-Collapse-header {
    background-color: white;
    color: rgba(0, 0, 0, 1.0);
    cursor: default;
    border-bottom: none;
}

 .p-Collapse .p-Collapse-header::before {
    content: '\f0da\00A0';  /* caret-right, non-breaking space */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .p-Collapse-open > .p-Collapse-header::before {
    content: '\f0d7\00A0'; /* caret-down, non-breaking space */
}

 .p-Collapse-contents {
    padding: 15px;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    border-left: 1px solid #9E9E9E;
    border-right: 1px solid #9E9E9E;
    border-bottom: 1px solid #9E9E9E;
    overflow: auto;
}

 .p-Accordion {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Accordion .p-Collapse {
    margin-bottom: 0;
}

 .p-Accordion .p-Collapse + .p-Collapse {
    margin-top: 4px;
}

 /* HTML widget */

 .widget-html, .widget-htmlmath {
    font-size: 13px;
}

 .widget-html > .widget-html-content, .widget-htmlmath > .widget-html-content {
    /* Fill out the area in the HTML widget */
    -ms-flex-item-align: stretch;
        align-self: stretch;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    /* Makes sure the baseline is still aligned with other elements */
    line-height: 28px;
    /* Make it possible to have absolutely-positioned elements in the html */
    position: relative;
}

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 */",
       "headers": [
        [
         "content-type",
         "text/css"
        ]
       ],
       "ok": true,
       "status": 200,
       "status_text": ""
      }
     }
    },
    "colab_type": "code",
    "id": "gFxV7zVHpgwl",
    "outputId": "02be4d59-ddd5-4e94-b66e-2a5e96e85d19"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "44c14d513b2b4267829eef6680c343c1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=10), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "import torch.optim as optim\n",
    "from torchbearer import Trial\n",
    "\n",
    "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
    "\n",
    "model = TorchbearerVAE()\n",
    "optimizer = optim.Adam(filter(lambda p: p.requires_grad, model.parameters()), lr=0.001)\n",
    "loss = binary_cross_entropy\n",
    "\n",
    "trial = Trial(model, optimizer, main_loss, metrics=['acc', 'loss'],\n",
    "                          callbacks=[add_kld_loss_callback, predictions, targets]).to(device)\n",
    "trial.with_generators(train_generator=traingen, val_generator=valgen, test_generator=testgen)\n",
    "_ = trial.run(epochs=10, verbose=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "dz-yoPgjq4KP"
   },
   "source": [
    "We now evaluate on the test data, and see how well our model performed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 79
    },
    "colab_type": "code",
    "id": "9S7Mbsmnqh3k",
    "outputId": "6c11dc9e-2042-4f2b-ffd5-175f8f1dcf59"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4e92f17308d648bf8ce744b7b98309df",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='0/1(e)', max=79), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'test_binary_acc': 0.9711461663246155, 'test_loss': 12219.810546875}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trial.evaluate(data_key=torchbearer.TEST_DATA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "dI7EufU8rH-7"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "name": "VAE.ipynb",
   "provenance": [],
   "version": "0.3.2"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}