docs/_static/notebooks/regularisers.ipynb

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    "# Regularisers\n",
    "\n",
    "Torchbearer has a number of [built-in regularisers](https://torchbearer.readthedocs.io/en/latest/code/callbacks.html#regularisers) which can be added to any image problem with a simple callback. In the example we will quickly demonstrate each one and give an example of how they modify the image. \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. "
   ]
  },
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      "0.5.1.dev\n"
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   "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": "OUxptfElTOey"
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   "source": [
    "## Data\n",
    "\n",
    "For simplicity and speed, this example will use MNIST. MNIST also has the advantage that it is usually quite easy to overfit on, and so if you want to run this example with a more powerful model and for a few more epochs then you should see be able to see the power of each regulariser. "
   ]
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   "source": [
    "import torch\n",
    "from torchvision import datasets, transforms\n",
    "from torchbearer.cv_utils import DatasetValidationSplitter\n",
    "\n",
    "transform = transforms.Compose([\n",
    "                        transforms.ToTensor(),\n",
    "                        transforms.Normalize((0.1307,), (0.3081,))\n",
    "                   ])\n",
    "BATCH_SIZE = 128\n",
    "dataset = datasets.MNIST('./data/mnist', train=True, download=True, transform=transform)\n",
    "testset = datasets.MNIST(root='./data/mnist', train=False, download=True, transform=transform)\n",
    "\n",
    "splitter = DatasetValidationSplitter(len(dataset), 0.1)\n",
    "trainset = splitter.get_train_dataset(dataset)\n",
    "valset = splitter.get_val_dataset(dataset)\n",
    "\n",
    "traingen = torch.utils.data.DataLoader(trainset, pin_memory=True, batch_size=BATCH_SIZE, shuffle=True, num_workers=10)\n",
    "valgen = torch.utils.data.DataLoader(valset, pin_memory=True, batch_size=BATCH_SIZE, shuffle=True, num_workers=10)\n",
    "testgen = torch.utils.data.DataLoader(testset, pin_memory=True, batch_size=BATCH_SIZE, shuffle=False, num_workers=10)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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   "source": [
    "## Model\n",
    "\n",
    "We take the same model as the [quickstart example](https://torchbearer.readthedocs.io/en/latest/examples/notebooks.html#general) and modify it to run on MNIST. This should run very quickly which will help us see the impact of the reguliarisers. "
   ]
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  {
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    "colab_type": "code",
    "id": "yE3icS3eVPL2"
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   "source": [
    "import torch.nn as nn\n",
    "\n",
    "class SimpleModel(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(SimpleModel, self).__init__()\n",
    "        self.convs = nn.Sequential(\n",
    "            nn.Conv2d(1, 16, stride=2, kernel_size=3),\n",
    "            nn.BatchNorm2d(16),\n",
    "            nn.ReLU(),\n",
    "            nn.Conv2d(16, 32, stride=2, kernel_size=3),\n",
    "            nn.BatchNorm2d(32),\n",
    "            nn.ReLU(),\n",
    "            nn.Conv2d(32, 64, stride=2, kernel_size=3),\n",
    "            nn.BatchNorm2d(64),\n",
    "            nn.ReLU()\n",
    "        )\n",
    "\n",
    "        self.classifier = nn.Linear(64*2*2, 10)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.convs(x)\n",
    "        x = x.view(-1, 64*2*2)\n",
    "        return self.classifier(x)\n",
    "\n",
    "\n",
    "model = SimpleModel()"
   ]
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  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "fH82kTq2Twhg"
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   "source": [
    "## Set of Regularisers\n",
    "\n",
    "Torchbearer has the following built-in reguliarisers:\n",
    "- **Cutout**: Randomly replaces an area of the image with a constant value\n",
    "- **RandomErase**: Randomly replaces an area of the image with noise\n",
    "- **Sample Pairing**: Averages two images without change to targets\n",
    "- **MixUp**: Linearly combines two images and their labels\n",
    "- **CutMix**: Randomly replaces a region of an image with a region of another. Replaces targets based on the percentage of each image\n",
    "- **Label Smoothing**: Smooths the labels according to an epsilon, resulting in them being float values\n",
    "\n",
    "Here we create the callbacks for each of these in turn. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {},
    "colab_type": "code",
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   "outputs": [],
   "source": [
    "from torchbearer.callbacks import Cutout, RandomErase, Mixup, SamplePairing, LabelSmoothingRegularisation, CutMix, BCPlus\n",
    "\n",
    "cutout = Cutout(n_holes=1, length=8, constant=1)\n",
    "random_erase = RandomErase(n_holes=2, length=6)\n",
    "mixup = Mixup()\n",
    "smoothing = LabelSmoothingRegularisation(0.1, 10)\n",
    "cutmix = CutMix(1., 10)\n",
    "bcplus = BCPlus(classes=10)\n",
    "\n",
    "# Do sample pairing for the first two epochs for demonstration. \n",
    "# We recommend using the policy from the paper (`policy=None`) for training purposes\n",
    "pairing = SamplePairing(SamplePairing.default_policy(0, 2, 8, 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualising\n",
    "\n",
    "All of the regularisers that we are going to show are very visual. We would like to see how they modify the image so we create a MakeGrid callback form imaging to show the input data once every epoch. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchbearer.callbacks.imaging as imag\n",
    "\n",
    "make_grid = imag.MakeGrid(torchbearer.INPUT, num_images=8, nrow=8, transform=transforms.Normalize((-0.1307/0.3081,), (1/0.3081,)))\n",
    "make_grid = make_grid.on_train().to_pyplot()"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "## Trial\n",
    "\n",
    "Now lets create a number of trails and observe how each of the regularisers changes the results. "
   ]
  },
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 .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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ogV2lkZ2V0IFRleHQgYW5kIFRleHRBcmVhIFN0eWluZyAqL1xuXG4ud2lkZ2V0LXRleHRhcmVhLCAud2lkZ2V0LXRleHQge1xuICAgIHdpZHRoOiB2YXIoLS1qcC13aWRnZXRzLWlubGluZS13aWR0aCk7XG59XG5cbi53aWRnZXQtdGV4dCBpbnB1dFt0eXBlPVwidGV4dFwiXSwgLndpZGdldC10ZXh0IGlucHV0W3R5cGU9XCJudW1iZXJcIl17XG4gICAgaGVpZ2h0OiB2YXIoLS1qcC13aWRnZXRzLWlubGluZS1oZWlnaHQpO1xuICAgIGxpbmUtaGVpZ2h0OiB2YXIoLS1qcC13aWRnZXRzLWlubGluZS1oZWlnaHQpO1xufVxuXG4ud2lkZ2V0LXRleHQgaW5wdXRbdHlwZT1cInRleHRcIl06ZGlzYWJsZWQsIC53aWRnZXQtdGV4dCBpbnB1dFt0eXBlPVwibnVtYmVyXCJdOmRpc2FibGVkLCAud2lkZ2V0LXRleHRhcmVhIHRleHRhcmVhOmRpc2FibGVkIHtcbiAgICBvcGFjaXR5OiB2YXIoLS1qcC13aWRnZXRzLWRpc2FibGVkLW9wYWNpdHkpO1xufVxuXG4ud2lkZ2V0LXRleHQgaW5wdXRbdHlwZT1cInRleHRcIl0sIC53aWRnZXQtdGV4dCBpbnB1dFt0eXBlPVwibnVtYmVyXCJdLCAud2lkZ2V0LXRleHRhcmVhIHRleHRhcmVhIHtcbiAgICBib3gtc2l6aW5nOiBib3JkZXItYm94O1xuICAgIGJvcmRlcjogdmFyKC0tanAtd2lkZ2V0cy1pbnB1dC1ib3JkZXItd2lkdGgpIHNvbGlkIHZhcigtLWpwLXdpZGdldHMtaW5wdXQtYm9yZGVyLWNvbG9yKTtcbiAgICBiYWNrZ3JvdW5kLWNvbG9yOiB2YXIoLS1qcC13aWRnZXRzLWlucHV0LWJhY2tncm91bmQtY29sb3IpO1xuICAgIGNvbG9yOiB2YXIoLS1qcC13aWRnZXRzLWlucHV0LWNvbG9yKTtcbiAgICBmb250LXNpemU6IHZhcigtLWpwLXdpZGdldHMtZm9udC1zaXplKTtcbiAgICBwYWRkaW5nOiB2YXIoLS1qcC13aWRnZXRzLWlucHV0LXBhZGRpbmcpIGNhbGMoIHZhcigtLWpwLXdpZGdldHMtaW5wdXQtcGFkZGluZykgKiAgMiApO1xuICAgIGZsZXgtZ3JvdzogMTtcbiAgICBtaW4td2lkdGg6IDA7IC8qIFRoaXMgbWFrZXMgaXQgcG9zc2libGUgZm9yIHRoZSBmbGV4Ym94IHRvIHNocmluayB0aGlzIGlucHV0ICovXG4gICAgZmxleC1zaHJpbms6IDE7XG4gICAgb3V0bGluZTogbm9uZSAhaW1wb3J0YW50O1xufVxuXG4ud2lkZ2V0LXRleHRhcmVhIHRleHRhcmVhIHtcbiAgICBoZWlnaHQ6IGluaGVyaXQ7XG4gICAgd2lkdGg6IGluaGVyaXQ7XG59XG5cbi53aWRnZXQtdGV4dCBpbnB1dDpmb2N1cywgLndpZGdldC10ZXh0YXJlYSB0ZXh0YXJlYTpmb2N1cyB7XG4gICAgYm9yZGVyLWNvbG9yOiB2YXIoLS1qcC13aWRnZXRzLWlucHV0LWZvY3VzLWJvcmRlci1jb2xvcik7XG59XG5cbi8qIFdpZGdldCBTbGlkZXIgKi9cblxuLndpZGdldC1zbGlkZXIgLnVpLXNsaWRlciB7XG4gICAgLyogU2xpZGVyIFRyYWNrICovXG4gICAgYm9yZGVyOiB2YXIoLS1qcC13aWRnZXRzLXNsaWRlci1ib3JkZXItd2lkdGgpIHNvbGlkIHZhcigtLWpwLWxheW91dC1jb2xvcjMpO1xuICAgIGJhY2tncm91bmQ6IHZhcigtLWpwLWxheW91dC1jb2xvcjMpO1xuICAgIGJveC1zaXppbmc6IGJvcmRlci1ib3g7XG4gICAgcG9zaXRpb246IHJlbGF0aXZlO1xuICAgIGJvcmRlci1yYWRpdXM6IDBweDtcbn1cblxuLndpZGdldC1zbGlkZXIgLnVpLXNsaWRlciAudWktc2xpZGVyLWhhbmRsZSB7XG4gICAgLyogU2xpZGVyIEhhbmRsZSAqL1xuICAgIG91dGxpbmU6IG5vbmUgIWltcG9ydGFudDsgLyogZm9jdXNlZCBzbGlkZXIgaGFuZGxlcyBhcmUgY29sb3JlZCAtIHNlZSBiZWxvdyAqL1xuICAgIHBvc2l0aW9uOiBhYnNvbHV0ZTtcbiAgICBiYWNrZ3JvdW5kLWNvbG9yOiB2YXIoLS1qcC13aWRnZXRzLXNsaWRlci1oYW5kbGUtYmFja2dyb3VuZC1jb2xvcik7XG4gICAgYm9yZGVyOiB2YXIoLS1qcC13aWRnZXRzLXNsaWRlci1ib3JkZXItd2lkdGgpIHNvbGlkIHZhcigtLWpwLXdpZGdldHMtc2xpZGVyLWhhbmRsZS1ib3JkZXItY29sb3IpO1xuICAgIGJveC1zaXppbmc6IGJvcmRlci1ib3g7XG4gICAgei1pbmRleDogMTtcbiAgICBiYWNrZ3JvdW5kLWltYWdlOiBub25lOyAvKiBPdmVycmlkZSBqcXVlcnktdWkgKi9cbn1cblxuLyogT3ZlcnJpZGUganF1ZXJ5LXVpICovXG4ud2lkZ2V0LXNsaWRlciAudWktc2xpZGVyIC51aS1zbGlkZXItaGFuZGxlOmhvdmVyLCAud2lkZ2V0LXNsaWRlciAudWktc2xpZGVyIC51aS1zbGlkZXItaGFuZGxlOmZvY3VzIHtcbiAgICBiYWNrZ3JvdW5kLWNvbG9yOiB2YXIoLS1qcC13aWRnZXRzLXNsaWRlci1hY3RpdmUtaGFuZGxlLWNvbG9yKTtcbiAgICBib3JkZXI6IHZhcigtLWpwLXdpZGdldHMtc2xpZGVyLWJvcmRlci13aWR0aCkgc29saWQgdmFyKC0tanAtd2lkZ2V0cy1zbGlkZXItYWN0aXZlLWhhbmRsZS1jb2xvcik7XG59XG5cbi53aWRnZXQtc2xpZGVyIC51aS1zbGlkZXIgLnVpLXNsaWRlci1oYW5kbGU6YWN0aXZlIHtcbiAgICBiYWNrZ3JvdW5kLWNvbG9yOiB2YXIoLS1qcC13aWRnZXRzLXNsaWRlci1hY3RpdmUtaGFuZGxlLWNvbG9yKTtcbiAgICBib3JkZXItY29sb3I6IHZhcigtLWpwLXdpZGdldHMtc2xpZGVyLWFjdGl2ZS1oYW5kbGUtY29sb3IpO1xuICAgIHotaW5kZXg6IDI7XG4gICAgdHJhbnNmb3JtOiBzY2FsZSgxLjIpO1xufVxuXG4ud2lkZ2V0LXNsaWRlciAgLnVpLXNsaWRlciAudWktc2xpZGVyLXJhbmdlIHtcbiAgICAvKiBJbnRlcnZhbCBiZXR3ZWVuIHRoZSB0d28gc3BlY2lmaWVkIHZhbHVlIG9mIGEgZG91YmxlIHNsaWRlciAqL1xuICAgIHBvc2l0aW9uOiBhYnNvbHV0ZTtcbiAgICBiYWNrZ3JvdW5kOiB2YXIoLS1qcC13aWRnZXRzLXNsaWRlci1hY3RpdmUtaGFuZGxlLWNvbG9yKTtcbiAgICB6LWluZGV4OiAwO1xufVxuXG4vKiBTaGFwZXMgb2YgU2xpZGVyIEhhbmRsZXMgKi9cblxuLndpZGdldC1oc2xpZGVyIC51aS1zbGlkZXIgLnVpLXNsaWRlci1oYW5kbGUge1xuICAgIHdpZHRoOiB2YXIoLS1qcC13aWRnZXRzLXNsaWRlci1oYW5kbGUtc2l6ZSk7XG4gICAgaGVpZ2h0OiB2YXIoLS1qcC13aWRnZXRzLXNsaWRlci1oYW5kbGUtc2l6ZSk7XG4gICAgbWFyZ2luLXRvcDogY2FsYygodmFyKC0tanAtd2lkZ2V0cy1zbGlkZXItdHJhY2stdGhpY2tuZXNzKSAtIHZhcigtLWpwLXdpZGdldHMtc2xpZGVyLWhhbmRsZS1zaXplKSkgLyAyIC0gdmFyKC0tanAtd2lkZ2V0cy1zbGlkZXItYm9yZGVyLXdpZHRoKSk7XG4gICAgbWFyZ2luLWxlZnQ6IGNhbGModmFyKC0tanAtd2lkZ2V0cy1zbGlkZXItaGFuZGxlLXNpemUpIC8gLTIgKyB2YXIoLS1qcC13aWRnZXRzLXNsaWRlci1ib3JkZXItd2lkdGgpKTtcbiAgICBib3JkZXItcmFkaXVzOiA1MCU7XG4gICAgdG9wOiAwO1xufVxuXG4ud2lkZ2V0LXZzbGlkZXIgLnVpLXNsaWRlciAudWktc2xpZGVyLWhhbmRsZSB7XG4gICAgd2lkdGg6IHZhcigtLWpwLXdpZGdldHMtc2xpZGVyLWhhbmRsZS1zaXplKTtcbiAgICBoZWlnaHQ6IHZhcigtLWpwLXdpZGdldHMtc2xpZGVyLWhhbmRsZS1zaXplKTtcbiAgICBtYXJnaW4tYm90dG9tOiBjYWxjKHZhcigtLWpwLXdpZGdldHMtc2xpZGVyLWhhbmRsZS1zaXplKSAvIC0yICsgdmFyKC0tanAtd2lkZ2V0cy1zbGlkZXItYm9yZGVyLXdpZHRoKSk7XG4gICAgbWFyZ2luLWxlZnQ6IGNhbGMoKHZhcigtLWpwLXdpZGdldHMtc2xpZGVyLXRyYWNrLXRoaWNrbmVzcykgLSB2YXIoLS1qcC13aWRnZXRzLXNsaWRlci1oYW5kbGUtc2l6ZSkpIC8gMiAtIHZhcigtLWpwLXdpZGdldHMtc2xpZGVyLWJvcmRlci13aWR0aCkpO1xuICAgIGJvcmRlci1yYWRpdXM6IDUwJTtcbiAgICBsZWZ0OiAwO1xufVxuXG4ud2lkZ2V0LWhzbGlkZXIgLnVpLXNsaWRlciAudWktc2xpZGVyLXJhbmdlIHtcbiAgICBoZWlnaHQ6IGNhbGMoIHZhcigtLWpwLXdpZGdldHMtc2xpZGVyLXRyYWNrLXRoaWNrbmVzcykgKiAyICk7XG4gICAgbWFyZ2luLXRvcDogY2FsYygodmFyKC0tanAtd2lkZ2V0cy1zbGlkZXItdHJhY2stdGhpY2tuZXNzKSAtIHZhcigtLWpwLXdpZGdldHMtc2xpZGVyLXRyYWNrLXRoaWNrbmVzcykgKiAyICkgLyAyIC0gdmFyKC0tanAtd2lkZ2V0cy1zbGlkZXItYm9yZGVyLXdpZHRoKSk7XG59XG5cbi53aWRnZXQtdnNsaWRlciAudWktc2xpZGVyIC51aS1zbGlkZXItcmFuZ2Uge1xuICAgIHdpZHRoOiBjYWxjKCB2YXIoLS1qcC13aWRnZXRzLXNsaWRlci10cmFjay10aGlja25lc3MpICogMiApO1xuICAgIG1hcmdpbi1sZWZ0OiBjYWxjKCh2YXIoLS1qcC13aWRnZXRzLXNsaWRlci10cmFjay10aGlja25lc3MpIC0gdmFyKC0tanAtd2lkZ2V0cy1zbGlkZXItdHJhY2stdGhpY2tuZXNzKSAqIDIgKSAvIDIgLSB2YXIoLS1qcC13aWRnZXRzLXNsaWRlci1ib3JkZXItd2lkdGgpKTtcbn1cblxuLyogSG9yaXpvbnRhbCBTbGlkZXIgKi9cblxuLndpZGdldC1oc2xpZGVyIHtcbiAgICB3aWR0aDogdmFyKC0tanAtd2lkZ2V0cy1pbmxpbmUtd2lkdGgpO1xuICAgIGhlaWdodDogdmFyKC0tanAtd2lkZ2V0cy1pbmxpbmUtaGVpZ2h0KTtcbiAgICBsaW5lLWhlaWdodDogdmFyKC0tanAtd2lkZ2V0cy1pbmxpbmUtaGVpZ2h0KTtcblxuICAgIC8qIE92ZXJyaWRlIHRoZSBhbGlnbi1pdGVtcyBiYXNlbGluZS4gVGhpcyB3YXksIHRoZSBkZXNjcmlwdGlvbiBhbmQgcmVhZG91dFxuICAgIHN0aWxsIHNlZW0gdG8gYWxpZ24gdGhlaXIgYmFzZWxpbmUgcHJvcGVybHksIGFuZCB3ZSBkb24ndCBoYXZlIHRvIGhhdmVcbiAgICBhbGlnbi1zZWxmOiBzdHJldGNoIGluIHRoZSAuc2xpZGVyLWNvbnRhaW5lci4gKi9cbiAgICBhbGlnbi1pdGVtczogY2VudGVyO1xufVxuXG4ud2lkZ2V0cy1zbGlkZXIgLnNsaWRlci1jb250YWluZXIge1xuICAgIG92ZXJmbG93OiB2aXNpYmxlO1xufVxuXG4ud2lkZ2V0LWhzbGlkZXIgLnNsaWRlci1jb250YWluZXIge1xuICAgIGhlaWdodDogdmFyKC0tanAtd2lkZ2V0cy1pbmxpbmUtaGVpZ2h0KTtcbiAgICBtYXJnaW4tbGVmdDogY2FsYyh2YXIoLS1qcC13aWRnZXRzLXNsaWRlci1oYW5kbGUtc2l6ZSkgLyAyIC0gMiAqIHZhcigtLWpwLXdpZGdldHMtc2xpZGVyLWJvcmRlci13aWR0aCkpO1xuICAgIG1hcmdpbi1yaWdodDogY2FsYyh2YXIoLS1qcC13aWRnZXRzLXNsaWRlci1oYW5kbGUtc2l6ZSkgLyAyIC0gMiAqIHZhcigtLWpwLXdpZGdldHMtc2xpZGVyLWJvcmRlci13aWR0aCkpO1xuICAgIGZsZXg6IDEgMSB2YXIoLS1qcC13aWRnZXRzLWlubGluZS13aWR0aC1zaG9ydCk7XG59XG5cbi53aWRnZXQtaHNsaWRlciAudWktc2xpZGVyIHtcbiAgICAvKiBJbm5lciwgaW52aXNpYmxlIHNsaWRlIGRpdiAqL1xuICAgIGhlaWdodDogdmFyKC0tanAtd2lkZ2V0cy1zbGlkZXItdHJhY2stdGhpY2tuZXNzKTtcbiAgICBtYXJnaW4tdG9wOiBjYWxjKCh2YXIoLS1qcC13aWRnZXRzLWlubGluZS1oZWlnaHQpIC0gdmFyKC0tanAtd2lkZ2V0cy1zbGlkZXItdHJhY2stdGhpY2tuZXNzKSkgLyAyKTtcbiAgICB3aWR0aDogMTAwJTtcbn1cblxuLyogVmVydGljYWwgU2xpZGVyICovXG5cbi53aWRnZXQtdmJveCAud2lkZ2V0LWxhYmVsIHtcbiAgICBoZWlnaHQ6IHZhcigtLWpwLXdpZGdldHMtaW5saW5lLWhlaWdodCk7XG4gICAgbGluZS1oZWlnaHQ6IHZhcigtLWpwLXdpZGdldHMtaW5saW5lLWhlaWdodCk7XG59XG5cbi53aWRnZXQtdnNsaWRlciB7XG4gICAgLyogVmVydGljYWwgU2xpZGVyICovXG4gICAgaGVpZ2h0OiB2YXIoLS1qcC13aWRnZXRzLXZlcnRpY2FsLWhlaWdodCk7XG4gICAgd2lkdGg6IHZhcigtLWpwLXdpZGdldHMtaW5saW5lLXdpZHRoLXRpbnkpO1xufVxuXG4ud2lkZ2V0LXZzbGlkZXIgLnNsaWRlci1jb250YWluZXIge1xuICAgIGZsZXg6IDEgMSB2YXIoLS1qcC13aWRnZXRzLWlubGluZS13aWR0aC1zaG9ydCk7XG4gICAgbWFyZ2luLWxlZnQ6IGF1dG87XG4gICAgbWFyZ2luLXJpZ2h0OiBhdXRvO1xuICAgIG1hcmdpbi1ib3R0b206IGNhbGModmFyKC0tanAtd2lkZ2V0cy1zbGlkZXItaGFuZGxlLXNpemUpIC8gMiAtIDIgKiB2YXIoLS1qcC13aWRnZXRzLXNsaWRlci1ib3JkZXItd2lkdGgpKTtcbiAgICBtYXJnaW4tdG9wOiBjYWxjKHZhcigtLWpwLXdpZGdldHMtc2xpZGVyLWhhbmRsZS1zaXplKSAvIDIgLSAyICogdmFyKC0tanAtd2lkZ2V0cy1zbGlkZXItYm9yZGVyLXdpZHRoKSk7XG4gICAgZGlzcGxheTogZmxleDtcbiAgICBmbGV4LWRpcmVjdGlvbjogY29sdW1uO1xufVxuXG4ud2lkZ2V0LXZzbGlkZXIgLnVpLXNsaWRlci12ZXJ0aWNhbCB7XG4gICAgLyogSW5uZXIsIGludmlzaWJsZSBzbGlkZSBkaXYgKi9cbiAgICB3aWR0aDogdmFyKC0tanAtd2lkZ2V0cy1zbGlkZXItdHJhY2stdGhpY2tuZXNzKTtcbiAgICBmbGV4LWdyb3c6IDE7XG4gICAgbWFyZ2luLWxlZnQ6IGF1dG87XG4gICAgbWFyZ2luLXJpZ2h0OiBhdXRvO1xufVxuXG4vKiBXaWRnZXQgUHJvZ3Jlc3MgU3R5bGluZyAqL1xuXG4ucHJvZ3Jlc3MtYmFyIHtcbiAgICAtd2Via2l0LXRyYW5zaXRpb246IG5vbmU7XG4gICAgLW1vei10cmFuc2l0aW9uOiBub25lO1xuICAgIC1tcy10cmFuc2l0aW9uOiBub25lO1xuICAgIC1vLXRyYW5zaXRpb246IG5vbmU7XG4gICAgdHJhbnNpdGlvbjogbm9uZTtcbn1cblxuLnByb2dyZXNzLWJhciB7XG4gICAgaGVpZ2h0OiB2YXIoLS1qcC13aWRnZXRzLWlubGluZS1oZWlnaHQpO1xufVxuXG4ucHJvZ3Jlc3MtYmFyIHtcbiAgICBiYWNrZ3JvdW5kLWNvbG9yOiB2YXIoLS1qcC1icmFuZC1jb2xvcjEpO1xufVxuXG4ucHJvZ3Jlc3MtYmFyLXN1Y2Nlc3Mge1xuICAgIGJhY2tncm91bmQtY29sb3I6IHZhcigtLWpwLXN1Y2Nlc3MtY29sb3IxKTtcbn1cblxuLnByb2dyZXNzLWJhci1pbmZvIHtcbiAgICBiYWNrZ3JvdW5kLWNvbG9yOiB2YXIoLS1qcC1pbmZvLWNvbG9yMSk7XG59XG5cbi5wcm9ncmVzcy1iYXItd2FybmluZyB7XG4gICAgYmFja2dyb3VuZC1jb2xvcjogdmFyKC0tanAtd2Fybi1jb2xvcjEpO1xufVxuXG4ucHJvZ3Jlc3MtYmFyLWRhbmdlciB7XG4gICAgYmFja2dyb3VuZC1jb2xvcjogdmFyKC0tanAtZXJyb3ItY29sb3IxKTtcbn1cblxuLnByb2dyZXNzIHtcbiAgICBiYWNrZ3JvdW5kLWNvbG9yOiB2YXIoLS1qcC1sYXlvdXQtY29sb3IyKTtcbiAgICBib3JkZXI6IG5vbmU7XG4gICAgYm94LXNoYWRvdzogbm9uZTtcbn1cblxuLyogSG9yaXNvbnRhbCBQcm9ncmVzcyAqL1xuXG4ud2lkZ2V0LWhwcm9ncmVzcyB7XG4gICAgLyogUHJvZ3Jlc3MgQmFyICovXG4gICAgaGVpZ2h0OiB2YXIoLS1qcC13aWRnZXRzLWlubGluZS1oZWlnaHQpO1xuICAgIGxpbmUtaGVpZ2h0OiB2YXIoLS1qcC13aWRnZXRzLWlubGluZS1oZWlnaHQpO1xuICAgIHdpZHRoOiB2YXIoLS1qcC13aWRnZXRzLWlubGluZS13aWR0aCk7XG4gICAgYWxpZ24taXRlbXM6IGNlbnRlcjtcblxufVxuXG4ud2lkZ2V0LWhwcm9ncmVzcyAucHJvZ3Jlc3Mge1xuICAgIGZsZXgtZ3JvdzogMTtcbiAgICBtYXJnaW4tdG9wOiB2YXIoLS1qcC13aWRnZXRzLWlucHV0LXBhZGRpbmcpO1xuICAgIG1hcmdpbi1ib3R0b206IHZhcigtLWpwLXdpZGdldHMtaW5wdXQtcGFkZGluZyk7XG4gICAgYWxpZ24tc2VsZjogc3RyZXRjaDtcbiAgICAvKiBPdmVycmlkZSBib290c3RyYXAgc3R5bGUgKi9cbiAgICBoZWlnaHQ6IGluaXRpYWw7XG59XG5cbi8qIFZlcnRpY2FsIFByb2dyZXNzICovXG5cbi53aWRnZXQtdnByb2dyZXNzIHtcbiAgICBoZWlnaHQ6IHZhcigtLWpwLXdpZGdldHMtdmVydGljYWwtaGVpZ2h0KTtcbiAgICB3aWR0aDogdmFyKC0tanAtd2lkZ2V0cy1pbmxpbmUtd2lkdGgtdGlueSk7XG59XG5cbi53aWRnZXQtdnByb2dyZXNzIC5wcm9ncmVzcyB7XG4gICAgZmxleC1ncm93OiAxO1xuICAgIHdpZHRoOiB2YXIoLS1qcC13aWRnZXRzLXByb2dyZXNzLXRoaWNrbmVzcyk7XG4gICAgbWFyZ2luLWxlZnQ6IGF1dG87XG4gICAgbWFyZ2luLXJpZ2h0OiBhdXRvO1xuICAgIG1hcmdpbi1ib3R0b206IDA7XG59XG5cbi8qIFNlbGVjdCBXaWRnZXQgU3R5bGluZyAqL1xuXG4ud2lkZ2V0LWRyb3Bkb3duIHtcbiAgICBoZWlnaHQ6IHZhcigtLWpwLXdpZGdldHMtaW5saW5lLWhlaWdodCk7XG4gICAgd2lkdGg6IHZhcigtLWpwLXdpZGdldHMtaW5saW5lLXdpZHRoKTtcbiAgICBsaW5lLWhlaWdodDogdmFyKC0tanAtd2lkZ2V0cy1pbmxpbmUtaGVpZ2h0KTtcbn1cblxuLndpZGdldC1kcm9wZG93biA+IHNlbGVjdCB7XG4gICAgcGFkZGluZy1yaWdodDogMjBweDtcbiAgICBib3JkZXI6IHZhcigtLWpwLXdpZGdldHMtaW5wdXQtYm9yZGVyLXdpZHRoKSBzb2xpZCB2YXIoLS1qcC13aWRnZXRzLWlucHV0LWJvcmRlci1jb2xvcik7XG4gICAgYm9yZGVyLXJhZGl1czogMDtcbiAgICBoZWlnaHQ6IGluaGVyaXQ7XG4gICAgZmxleDogMSAxIHZhcigtLWpwLXdpZGdldHMtaW5saW5lLXdpZHRoLXNob3J0KTtcbiAgICBtaW4td2lkdGg6IDA7IC8qIFRoaXMgbWFrZXMgaXQgcG9zc2libGUgZm9yIHRoZSBmbGV4Ym94IHRvIHNocmluayB0aGlzIGlucHV0ICovXG4gICAgYm94LXNpemluZzogYm9yZGVyLWJveDtcbiAgICBvdXRsaW5lOiBub25lICFpbXBvcnRhbnQ7XG4gICAgYm94LXNoYWRvdzogbm9uZTtcbiAgICBiYWNrZ3JvdW5kLWNvbG9yOiB2YXIoLS1qcC13aWRnZXRzLWlucHV0LWJhY2tncm91bmQtY29sb3IpO1xuICAgIGNvbG9yOiB2YXIoLS1qcC13aWRnZXRzLWlucHV0LWNvbG9yKTtcbiAgICBmb250LXNpemU6IHZhcigtLWpwLXdpZGdldHMtZm9udC1zaXplKTtcbiAgICB2ZXJ0aWNhbC1hbGlnbjogdG9wO1xuICAgIHBhZGRpbmctbGVmdDogY2FsYyggdmFyKC0tanAtd2lkZ2V0cy1pbnB1dC1wYWRkaW5nKSAqIDIpO1xuXHRhcHBlYXJhbmNlOiBub25lO1xuXHQtd2Via2l0LWFwcGVhcmFuY2U6IG5vbmU7XG5cdC1tb3otYXBwZWFyYW5jZTogbm9uZTtcbiAgICBiYWNrZ3JvdW5kLXJlcGVhdDogbm8tcmVwZWF0O1xuXHRiYWNrZ3JvdW5kLXNpemU6IDIwcHg7XG5cdGJhY2tncm91bmQtcG9zaXRpb246IHJpZ2h0IGNlbnRlcjtcbiAgICBiYWNrZ3JvdW5kLWltYWdlOiB2YXIoLS1qcC13aWRnZXRzLWRyb3Bkb3duLWFycm93KTtcbn1cbi53aWRnZXQtZHJvcGRvd24gPiBzZWxlY3Q6Zm9jdXMge1xuICAgIGJvcmRlci1jb2xvcjogdmFyKC0tanAtd2lkZ2V0cy1pbnB1dC1mb2N1cy1ib3JkZXItY29sb3IpO1xufVxuXG4ud2lkZ2V0LWRyb3Bkb3duID4gc2VsZWN0OmRpc2FibGVkIHtcbiAgICBvcGFjaXR5OiB2YXIoLS1qcC13aWRnZXRzLWRpc2FibGVkLW9wYWNpdHkpO1xufVxuXG4vKiBUbyBkaXNhYmxlIHRoZSBkb3R0ZWQgYm9yZGVyIGluIEZpcmVmb3ggYXJvdW5kIHNlbGVjdCBjb250cm9scy5cbiAgIFNlZSBodHRwOi8vc3RhY2tvdmVyZmxvdy5jb20vYS8xODg1MzAwMiAqL1xuLndpZGdldC1kcm9wZG93biA+IHNlbGVjdDotbW96LWZvY3VzcmluZyB7XG4gICAgY29sb3I6IHRyYW5zcGFyZW50O1xuICAgIHRleHQtc2hhZG93OiAwIDAgMCAjMDAwO1xufVxuXG4vKiBTZWxlY3QgYW5kIFNlbGVjdE11bHRpcGxlICovXG5cbi53aWRnZXQtc2VsZWN0IHtcbiAgICB3aWR0aDogdmFyKC0tanAtd2lkZ2V0cy1pbmxpbmUtd2lkdGgpO1xuICAgIGxpbmUtaGVpZ2h0OiB2YXIoLS1qcC13aWRnZXRzLWlubGluZS1oZWlnaHQpO1xuXG4gICAgLyogQmVjYXVzZSBGaXJlZm94IGRlZmluZXMgdGhlIGJhc2VsaW5lIG9mIGEgc2VsZWN0IGFzIHRoZSBib3R0b20gb2YgdGhlXG4gICAgY29udHJvbCwgd2UgYWxpZ24gdGhlIGVudGlyZSBjb250cm9sIHRvIHRoZSB0b3AgYW5kIGFkZCBwYWRkaW5nIHRvIHRoZVxuICAgIHNlbGVjdCB0byBnZXQgYW4gYXBwcm94aW1hdGUgZmlyc3QgbGluZSBiYXNlbGluZSBhbGlnbm1lbnQuICovXG4gICAgYWxpZ24taXRlbXM6IGZsZXgtc3RhcnQ7XG59XG5cbi53aWRnZXQtc2VsZWN0ID4gc2VsZWN0IHtcbiAgICBib3JkZXI6IHZhcigtLWpwLXdpZGdldHMtaW5wdXQtYm9yZGVyLXdpZHRoKSBzb2xpZCB2YXIoLS1qcC13aWRnZXRzLWlucHV0LWJvcmRlci1jb2xvcik7XG4gICAgYmFja2dyb3VuZC1jb2xvcjogdmFyKC0tanAtd2lkZ2V0cy1pbnB1dC1iYWNrZ3JvdW5kLWNvbG9yKTtcbiAgICBjb2xvcjogdmFyKC0tanAtd2lkZ2V0cy1pbnB1dC1jb2xvcik7XG4gICAgZm9udC1zaXplOiB2YXIoLS1qcC13aWRnZXRzLWZvbnQtc2l6ZSk7XG4gICAgZmxleDogMSAxIHZhcigtLWpwLXdpZGdldHMtaW5saW5lLXdpZHRoLXNob3J0KTtcbiAgICBvdXRsaW5lOiBub25lICFpbXBvcnRhbnQ7XG4gICAgb3ZlcmZsb3c6IGF1dG87XG4gICAgaGVpZ2h0OiBpbmhlcml0O1xuXG4gICAgLyogQmVjYXVzZSBGaXJlZm94IGRlZmluZXMgdGhlIGJhc2VsaW5lIG9mIGEgc2VsZWN0IGFzIHRoZSBib3R0b20gb2YgdGhlXG4gICAgY29udHJvbCwgd2UgYWxpZ24gdGhlIGVudGlyZSBjb250cm9sIHRvIHRoZSB0b3AgYW5kIGFkZCBwYWRkaW5nIHRvIHRoZVxuICAgIHNlbGVjdCB0byBnZXQgYW4gYXBwcm94aW1hdGUgZmlyc3QgbGluZSBiYXNlbGluZSBhbGlnbm1lbnQuICovXG4gICAgcGFkZGluZy10b3A6IDVweDtcbn1cblxuLndpZGdldC1zZWxlY3QgPiBzZWxlY3Q6Zm9jdXMge1xuICAgIGJvcmRlci1jb2xvcjogdmFyKC0tanAtd2lkZ2V0cy1pbnB1dC1mb2N1cy1ib3JkZXItY29sb3IpO1xufVxuXG4ud2lnZXQtc2VsZWN0ID4gc2VsZWN0ID4gb3B0aW9uIHtcbiAgICBwYWRkaW5nLWxlZnQ6IHZhcigtLWpwLXdpZGdldHMtaW5wdXQtcGFkZGluZyk7XG4gICAgbGluZS1oZWlnaHQ6IHZhcigtLWpwLXdpZGdldHMtaW5saW5lLWhlaWdodCk7XG4gICAgLyogbGluZS1oZWlnaHQgZG9lc24ndCB3b3JrIG9uIHNvbWUgYnJvd3NlcnMgZm9yIHNlbGVjdCBvcHRpb25zICovXG4gICAgcGFkZGluZy10b3A6IGNhbGModmFyKC0tanAtd2lkZ2V0cy1pbmxpbmUtaGVpZ2h0KS12YXIoLS1qcC13aWRnZXRzLWZvbnQtc2l6ZSkvMik7XG4gICAgcGFkZGluZy1ib3R0b206IGNhbGModmFyKC0tanAtd2lkZ2V0cy1pbmxpbmUtaGVpZ2h0KS12YXIoLS1qcC13aWRnZXRzLWZvbnQtc2l6ZSkvMik7XG59XG5cblxuXG4vKiBUb2dnbGUgQnV0dG9ucyBTdHlsaW5nICovXG5cbi53aWRnZXQtdG9nZ2xlLWJ1dHRvbnMge1xuICAgIGxpbmUtaGVpZ2h0OiB2YXIoLS1qcC13aWRnZXRzLWlubGluZS1oZWlnaHQpO1xufVxuXG4ud2lkZ2V0LXRvZ2dsZS1idXR0b25zIC53aWRnZXQtdG9nZ2xlLWJ1dHRvbiB7XG4gICAgbWFyZ2luLWxlZnQ6IHZhcigtLWpwLXdpZGdldHMtbWFyZ2luKTtcbiAgICBtYXJnaW4tcmlnaHQ6IHZhcigtLWpwLXdpZGdldHMtbWFyZ2luKTtcbn1cblxuLndpZGdldC10b2dnbGUtYnV0dG9ucyAuanVweXRlci1idXR0b246ZGlzYWJsZWQge1xuICAgIG9wYWNpdHk6IHZhcigtLWpwLXdpZGdldHMtZGlzYWJsZWQtb3BhY2l0eSk7XG59XG5cbi8qIFJhZGlvIEJ1dHRvbnMgU3R5bGluZyAqL1xuXG4ud2lkZ2V0LXJhZGlvIHtcbiAgICB3aWR0aDogdmFyKC0tanAtd2lkZ2V0cy1pbmxpbmUtd2lkdGgpO1xuICAgIGxpbmUtaGVpZ2h0OiB2YXIoLS1qcC13aWRnZXRzLWlubGluZS1oZWlnaHQpO1xufVxuXG4ud2lkZ2V0LXJhZGlvLWJveCB7XG4gICAgZGlzcGxheTogZmxleDtcbiAgICBmbGV4LWRpcmVjdGlvbjogY29sdW1uO1xuICAgIGFsaWduLWl0ZW1zOiBzdHJldGNoO1xuICAgIGJveC1zaXppbmc6IGJvcmRlci1ib3g7XG4gICAgZmxleC1ncm93OiAxO1xuICAgIG1hcmdpbi1ib3R0b206IHZhcigtLWpwLXdpZGdldHMtcmFkaW8taXRlbS1oZWlnaHQtYWRqdXN0bWVudCk7XG59XG5cbi53aWRnZXQtcmFkaW8tYm94IGxhYmVsIHtcbiAgICBoZWlnaHQ6IHZhcigtLWpwLXdpZGdldHMtcmFkaW8taXRlbS1oZWlnaHQpO1xuICAgIGxpbmUtaGVpZ2h0OiB2YXIoLS1qcC13aWRnZXRzLXJhZGlvLWl0ZW0taGVpZ2h0KTtcbiAgICBmb250LXNpemU6IHZhcigtLWpwLXdpZGdldHMtZm9udC1zaXplKTtcbn1cblxuLndpZGdldC1yYWRpby1ib3ggaW5wdXQge1xuICAgIGhlaWdodDogdmFyKC0tanAtd2lkZ2V0cy1yYWRpby1pdGVtLWhlaWdodCk7XG4gICAgbGluZS1oZWlnaHQ6IHZhcigtLWpwLXdpZGdldHMtcmFkaW8taXRlbS1oZWlnaHQpO1xuICAgIG1hcmdpbjogMCBjYWxjKCB2YXIoLS1qcC13aWRnZXRzLWlucHV0LXBhZGRpbmcpICogMiApIDAgMXB4O1xuICAgIGZsb2F0OiBsZWZ0O1xufVxuXG4vKiBDb2xvciBQaWNrZXIgU3R5bGluZyAqL1xuXG4ud2lkZ2V0LWNvbG9ycGlja2VyIHtcbiAgICB3aWR0aDogdmFyKC0tanAtd2lkZ2V0cy1pbmxpbmUtd2lkdGgpO1xuICAgIGhlaWdodDogdmFyKC0tanAtd2lkZ2V0cy1pbmxpbmUtaGVpZ2h0KTtcbiAgICBsaW5lLWhlaWdodDogdmFyKC0tanAtd2lkZ2V0cy1pbmxpbmUtaGVpZ2h0KTtcbn1cblxuLndpZGdldC1jb2xvcnBpY2tlciA+IC53aWRnZXQtY29sb3JwaWNrZXItaW5wdXQge1xuICAgIGZsZXgtZ3JvdzogMTtcbiAgICBmbGV4LXNocmluazogMTtcbiAgICBtaW4td2lkdGg6IHZhcigtLWpwLXdpZGdldHMtaW5saW5lLXdpZHRoLXRpbnkpO1xufVxuXG4ud2lkZ2V0LWNvbG9ycGlja2VyIGlucHV0W3R5cGU9XCJjb2xvclwiXSB7XG4gICAgd2lkdGg6IHZhcigtLWpwLXdpZGdldHMtaW5saW5lLWhlaWdodCk7XG4gICAgaGVpZ2h0OiB2YXIoLS1qcC13aWRnZXRzLWlubGluZS1oZWlnaHQpO1xuICAgIHBhZGRpbmc6IDAgMnB4OyAvKiBtYWtlIHRoZSBjb2xvciBzcXVhcmUgYWN0dWFsbHkgc3F1YXJlIG9uIENocm9tZSBvbiBPUyBYICovXG4gICAgYmFja2dyb3VuZDogdmFyKC0tanAtd2lkZ2V0cy1pbnB1dC1iYWNrZ3JvdW5kLWNvbG9yKTtcbiAgICBjb2xvcjogdmFyKC0tanAtd2lkZ2V0cy1pbnB1dC1jb2xvcik7XG4gICAgYm9yZGVyOiB2YXIoLS1qcC13aWRnZXRzLWlucHV0LWJvcmRlci13aWR0aCkgc29saWQgdmFyKC0tanAtd2lkZ2V0cy1pbnB1dC1ib3JkZXItY29sb3IpO1xuICAgIGJvcmRlci1sZWZ0OiBub25lO1xuICAgIGZsZXgtZ3JvdzogMDtcbiAgICBmbGV4LXNocmluazogMDtcbiAgICBib3gtc2l6aW5nOiBib3JkZXItYm94O1xuICAgIGFsaWduLXNlbGY6IHN0cmV0Y2g7XG4gICAgb3V0bGluZTogbm9uZSAhaW1wb3J0YW50O1xufVxuXG4ud2lkZ2V0LWNvbG9ycGlja2VyLmNvbmNpc2UgaW5wdXRbdHlwZT1cImNvbG9yXCJdIHtcbiAgICBib3JkZXItbGVmdDogdmFyKC0tanAtd2lkZ2V0cy1pbnB1dC1ib3JkZXItd2lkdGgpIHNvbGlkIHZhcigtLWpwLXdpZGdldHMtaW5wdXQtYm9yZGVyLWNvbG9yKTtcbn1cblxuLndpZGdldC1jb2xvcnBpY2tlciBpbnB1dFt0eXBlPVwiY29sb3JcIl06Zm9jdXMsIC53aWRnZXQtY29sb3JwaWNrZXIgaW5wdXRbdHlwZT1cInRleHRcIl06Zm9jdXMge1xuICAgIGJvcmRlci1jb2xvcjogdmFyKC0tanAtd2lkZ2V0cy1pbnB1dC1mb2N1cy1ib3JkZXItY29sb3IpO1xufVxuXG4ud2lkZ2V0LWNvbG9ycGlja2VyIGlucHV0W3R5cGU9XCJ0ZXh0XCJdIHtcbiAgICBmbGV4LWdyb3c6IDE7XG4gICAgb3V0bGluZTogbm9uZSAhaW1wb3J0YW50O1xuICAgIGhlaWdodDogdmFyKC0tanAtd2lkZ2V0cy1pbmxpbmUtaGVpZ2h0KTtcbiAgICBsaW5lLWhlaWdodDogdmFyKC0tanAtd2lkZ2V0cy1pbmxpbmUtaGVpZ2h0KTtcbiAgICBiYWNrZ3JvdW5kOiB2YXIoLS1qcC13aWRnZXRzLWlucHV0LWJhY2tncm91bmQtY29sb3IpO1xuICAgIGNvbG9yOiB2YXIoLS1qcC13aWRnZXRzLWlucHV0LWNvbG9yKTtcbiAgICBib3JkZXI6IHZhcigtLWpwLXdpZGdldHMtaW5wdXQtYm9yZGVyLXdpZHRoKSBzb2xpZCB2YXIoLS1qcC13aWRnZXRzLWlucHV0LWJvcmRlci1jb2xvcik7XG4gICAgZm9udC1zaXplOiB2YXIoLS1qcC13aWRnZXRzLWZvbnQtc2l6ZSk7XG4gICAgcGFkZGluZzogdmFyKC0tanAtd2lkZ2V0cy1pbnB1dC1wYWRkaW5nKSBjYWxjKCB2YXIoLS1qcC13aWRnZXRzLWlucHV0LXBhZGRpbmcpICogIDIgKTtcbiAgICBtaW4td2lkdGg6IDA7IC8qIFRoaXMgbWFrZXMgaXQgcG9zc2libGUgZm9yIHRoZSBmbGV4Ym94IHRvIHNocmluayB0aGlzIGlucHV0ICovXG4gICAgZmxleC1zaHJpbms6IDE7XG4gICAgYm94LXNpemluZzogYm9yZGVyLWJveDtcbn1cblxuLndpZGdldC1jb2xvcnBpY2tlciBpbnB1dFt0eXBlPVwidGV4dFwiXTpkaXNhYmxlZCB7XG4gICAgb3BhY2l0eTogdmFyKC0tanAtd2lkZ2V0cy1kaXNhYmxlZC1vcGFjaXR5KTtcbn1cblxuLyogRGF0ZSBQaWNrZXIgU3R5bGluZyAqL1xuXG4ud2lkZ2V0LWRhdGVwaWNrZXIge1xuICAgIHdpZHRoOiB2YXIoLS1qcC13aWRnZXRzLWlubGluZS13aWR0aCk7XG4gICAgaGVpZ2h0OiB2YXIoLS1qcC13aWRnZXRzLWlubGluZS1oZWlnaHQpO1xuICAgIGxpbmUtaGVpZ2h0OiB2YXIoLS1qcC13aWRnZXRzLWlubGluZS1oZWlnaHQpO1xufVxuXG4ud2lkZ2V0LWRhdGVwaWNrZXIgaW5wdXRbdHlwZT1cImRhdGVcIl0ge1xuICAgIGZsZXgtZ3JvdzogMTtcbiAgICBmbGV4LXNocmluazogMTtcbiAgICBtaW4td2lkdGg6IDA7IC8qIFRoaXMgbWFrZXMgaXQgcG9zc2libGUgZm9yIHRoZSBmbGV4Ym94IHRvIHNocmluayB0aGlzIGlucHV0ICovXG4gICAgb3V0bGluZTogbm9uZSAhaW1wb3J0YW50O1xuICAgIGhlaWdodDogdmFyKC0tanAtd2lkZ2V0cy1pbmxpbmUtaGVpZ2h0KTtcbiAgICBib3JkZXI6IHZhcigtLWpwLXdpZGdldHMtaW5wdXQtYm9yZGVyLXdpZHRoKSBzb2xpZCB2YXIoLS1qcC13aWRnZXRzLWlucHV0LWJvcmRlci1jb2xvcik7XG4gICAgYmFja2dyb3VuZC1jb2xvcjogdmFyKC0tanAtd2lkZ2V0cy1pbnB1dC1iYWNrZ3JvdW5kLWNvbG9yKTtcbiAgICBjb2xvcjogdmFyKC0tanAtd2lkZ2V0cy1pbnB1dC1jb2xvcik7XG4gICAgZm9udC1zaXplOiB2YXIoLS1qcC13aWRnZXRzLWZvbnQtc2l6ZSk7XG4gICAgcGFkZGluZzogdmFyKC0tanAtd2lkZ2V0cy1pbnB1dC1wYWRkaW5nKSBjYWxjKCB2YXIoLS1qcC13aWRnZXRzLWlucHV0LXBhZGRpbmcpICogIDIgKTtcbiAgICBib3gtc2l6aW5nOiBib3JkZXItYm94O1xufVxuXG4ud2lkZ2V0LWRhdGVwaWNrZXIgaW5wdXRbdHlwZT1cImRhdGVcIl06Zm9jdXMge1xuICAgIGJvcmRlci1jb2xvcjogdmFyKC0tanAtd2lkZ2V0cy1pbnB1dC1mb2N1cy1ib3JkZXItY29sb3IpO1xufVxuXG4ud2lkZ2V0LWRhdGVwaWNrZXIgaW5wdXRbdHlwZT1cImRhdGVcIl06aW52YWxpZCB7XG4gICAgYm9yZGVyLWNvbG9yOiB2YXIoLS1qcC13YXJuLWNvbG9yMSk7XG59XG5cbi53aWRnZXQtZGF0ZXBpY2tlciBpbnB1dFt0eXBlPVwiZGF0ZVwiXTpkaXNhYmxlZCB7XG4gICAgb3BhY2l0eTogdmFyKC0tanAtd2lkZ2V0cy1kaXNhYmxlZC1vcGFjaXR5KTtcbn1cblxuLyogUGxheSBXaWRnZXQgKi9cblxuLndpZGdldC1wbGF5IHtcbiAgICB3aWR0aDogdmFyKC0tanAtd2lkZ2V0cy1pbmxpbmUtd2lkdGgtc2hvcnQpO1xuICAgIGRpc3BsYXk6IGZsZXg7XG4gICAgYWxpZ24taXRlbXM6IHN0cmV0Y2g7XG59XG5cbi53aWRnZXQtcGxheSAuanVweXRlci1idXR0b24ge1xuICAgIGZsZXgtZ3JvdzogMTtcbiAgICBoZWlnaHQ6IGF1dG87XG59XG5cbi53aWRnZXQtcGxheSAuanVweXRlci1idXR0b246ZGlzYWJsZWQge1xuICAgIG9wYWNpdHk6IHZhcigtLWpwLXdpZGdldHMtZGlzYWJsZWQtb3BhY2l0eSk7XG59XG5cbi8qIFRhYiBXaWRnZXQgKi9cblxuLmp1cHl0ZXItd2lkZ2V0cy53aWRnZXQtdGFiIHtcbiAgICBkaXNwbGF5OiBmbGV4O1xuICAgIGZsZXgtZGlyZWN0aW9uOiBjb2x1bW47XG59XG5cbi5qdXB5dGVyLXdpZGdldHMud2lkZ2V0LXRhYiA+IC5wLVRhYkJhciB7XG4gICAgLyogTmVjZXNzYXJ5IHNvIHRoYXQgYSB0YWIgY2FuIGJlIHNoaWZ0ZWQgZG93biB0byBvdmVybGF5IHRoZSBib3JkZXIgb2YgdGhlIGJveCBiZWxvdy4gKi9cbiAgICBvdmVyZmxvdy14OiB2aXNpYmxlO1xuICAgIG92ZXJmbG93LXk6IHZpc2libGU7XG59XG5cbi5qdXB5dGVyLXdpZGdldHMud2lkZ2V0LXRhYiA+IC5wLVRhYkJhciA+IC5wLVRhYkJhci1jb250ZW50IHtcbiAgICAvKiBNYWtlIHN1cmUgdGhhdCB0aGUgdGFiIGdyb3dzIGZyb20gYm90dG9tIHVwICovXG4gICAgYWxpZ24taXRlbXM6IGZsZXgtZW5kO1xuICAgIG1pbi13aWR0aDogMDtcbiAgICBtaW4taGVpZ2h0OiAwO1xufVxuXG4uanVweXRlci13aWRnZXRzLndpZGdldC10YWIgPiAud2lkZ2V0LXRhYi1jb250ZW50cyB7XG4gICAgd2lkdGg6IDEwMCU7XG4gICAgYm94LXNpemluZzogYm9yZGVyLWJveDtcbiAgICBtYXJnaW46IDA7XG4gICAgYmFja2dyb3VuZDogdmFyKC0tanAtbGF5b3V0LWNvbG9yMSk7XG4gICAgY29sb3I6IHZhcigtLWpwLXVpLWZvbnQtY29sb3IxKTtcbiAgICBib3JkZXI6IHZhcigtLWpwLWJvcmRlci13aWR0aCkgc29saWQgdmFyKC0tanAtYm9yZGVyLWNvbG9yMSk7XG4gICAgcGFkZGluZzogdmFyKC0tanAtd2lkZ2V0cy1jb250YWluZXItcGFkZGluZyk7XG4gICAgZmxleC1ncm93OiAxO1xuICAgIG92ZXJmbG93OiBhdXRvO1xufVxuXG4uanVweXRlci13aWRnZXRzLndpZGdldC10YWIgPiAucC1UYWJCYXIge1xuICAgIGZvbnQ6IHZhcigtLWpwLXdpZGdldHMtZm9udC1zaXplKSBIZWx2ZXRpY2EsIEFyaWFsLCBzYW5zLXNlcmlmO1xuICAgIG1pbi1oZWlnaHQ6IGNhbGModmFyKC0tanAtd2lkZ2V0cy1ob3Jpem9udGFsLXRhYi1oZWlnaHQpICsgdmFyKC0tanAtYm9yZGVyLXdpZHRoKSk7XG59XG5cbi5qdXB5dGVyLXdpZGdldHMud2lkZ2V0LXRhYiA+IC5wLVRhYkJhciAucC1UYWJCYXItdGFiIHtcbiAgICBmbGV4OiAwIDEgdmFyKC0tanAtd2lkZ2V0cy1ob3Jpem9udGFsLXRhYi13aWR0aCk7XG4gICAgbWluLXdpZHRoOiAzNXB4O1xuICAgIG1pbi1oZWlnaHQ6IGNhbGModmFyKC0tanAtd2lkZ2V0cy1ob3Jpem9udGFsLXRhYi1oZWlnaHQpICsgdmFyKC0tanAtYm9yZGVyLXdpZHRoKSk7XG4gICAgbGluZS1oZWlnaHQ6IHZhcigtLWpwLXdpZGdldHMtaG9yaXpvbnRhbC10YWItaGVpZ2h0KTtcbiAgICBtYXJnaW4tbGVmdDogY2FsYygtMSAqIHZhcigtLWpwLWJvcmRlci13aWR0aCkpO1xuICAgIHBhZGRpbmc6IDBweCAxMHB4O1xuICAgIGJhY2tncm91bmQ6IHZhcigtLWpwLWxheW91dC1jb2xvcjIpO1xuICAgIGNvbG9yOiB2YXIoLS1qcC11aS1mb250LWNvbG9yMik7XG4gICAgYm9yZGVyOiB2YXIoLS1qcC1ib3JkZXItd2lkdGgpIHNvbGlkIHZhcigtLWpwLWJvcmRlci1jb2xvcjEpO1xuICAgIGJvcmRlci1ib3R0b206IG5vbmU7XG4gICAgcG9zaXRpb246IHJlbGF0aXZlO1xufVxuXG4uanVweXRlci13aWRnZXRzLndpZGdldC10YWIgPiAucC1UYWJCYXIgLnAtVGFiQmFyLXRhYi5wLW1vZC1jdXJyZW50IHtcbiAgICBjb2xvcjogdmFyKC0tanAtdWktZm9udC1jb2xvcjApO1xuICAgIC8qIFdlIHdhbnQgdGhlIGJhY2tncm91bmQgdG8gbWF0Y2ggdGhlIHRhYiBjb250ZW50IGJhY2tncm91bmQgKi9cbiAgICBiYWNrZ3JvdW5kOiB2YXIoLS1qcC1sYXlvdXQtY29sb3IxKTtcbiAgICBtaW4taGVpZ2h0OiBjYWxjKHZhcigtLWpwLXdpZGdldHMtaG9yaXpvbnRhbC10YWItaGVpZ2h0KSArIDIgKiB2YXIoLS1qcC1ib3JkZXItd2lkdGgpKTtcbiAgICB0cmFuc2Zvcm06IHRyYW5zbGF0ZVkodmFyKC0tanAtYm9yZGVyLXdpZHRoKSk7XG4gICAgb3ZlcmZsb3c6IHZpc2libGU7XG59XG5cbi5qdXB5dGVyLXdpZGdldHMud2lkZ2V0LXRhYiA+IC5wLVRhYkJhciAucC1UYWJCYXItdGFiLnAtbW9kLWN1cnJlbnQ6YmVmb3JlIHtcbiAgICBwb3NpdGlvbjogYWJzb2x1dGU7XG4gICAgdG9wOiBjYWxjKC0xICogdmFyKC0tanAtYm9yZGVyLXdpZHRoKSk7XG4gICAgbGVmdDogY2FsYygtMSAqIHZhcigtLWpwLWJvcmRlci13aWR0aCkpO1xuICAgIGNvbnRlbnQ6ICcnO1xuICAgIGhlaWdodDogdmFyKC0tanAtd2lkZ2V0cy1ob3Jpem9udGFsLXRhYi10b3AtYm9yZGVyKTtcbiAgICB3aWR0aDogY2FsYygxMDAlICsgMiAqIHZhcigtLWpwLWJvcmRlci13aWR0aCkpO1xuICAgIGJhY2tncm91bmQ6IHZhcigtLWpwLWJyYW5kLWNvbG9yMSk7XG59XG5cbi5qdXB5dGVyLXdpZGdldHMud2lkZ2V0LXRhYiA+IC5wLVRhYkJhciAucC1UYWJCYXItdGFiOmZpcnN0LWNoaWxkIHtcbiAgICBtYXJnaW4tbGVmdDogMDtcbn1cblxuLmp1cHl0ZXItd2lkZ2V0cy53aWRnZXQtdGFiID4gLnAtVGFiQmFyIC5wLVRhYkJhci10YWI6aG92ZXI6bm90KC5wLW1vZC1jdXJyZW50KSB7XG4gICAgYmFja2dyb3VuZDogdmFyKC0tanAtbGF5b3V0LWNvbG9yMSk7XG4gICAgY29sb3I6IHZhcigtLWpwLXVpLWZvbnQtY29sb3IxKTtcbn1cblxuLmp1cHl0ZXItd2lkZ2V0cy53aWRnZXQtdGFiID4gLnAtVGFiQmFyIC5wLW1vZC1jbG9zYWJsZSA+IC5wLVRhYkJhci10YWJDbG9zZUljb24ge1xuICAgIG1hcmdpbi1sZWZ0OiA0cHg7XG59XG5cbi5qdXB5dGVyLXdpZGdldHMud2lkZ2V0LXRhYiA+IC5wLVRhYkJhciAucC1tb2QtY2xvc2FibGUgPiAucC1UYWJCYXItdGFiQ2xvc2VJY29uOmJlZm9yZSB7XG4gICAgZm9udC1mYW1pbHk6IEZvbnRBd2Vzb21lO1xuICAgIGNvbnRlbnQ6ICdcXGYwMGQnOyAvKiBjbG9zZSAqL1xufVxuXG4uanVweXRlci13aWRnZXRzLndpZGdldC10YWIgPiAucC1UYWJCYXIgLnAtVGFiQmFyLXRhYkljb24sXG4uanVweXRlci13aWRnZXRzLndpZGdldC10YWIgPiAucC1UYWJCYXIgLnAtVGFiQmFyLXRhYkxhYmVsLFxuLmp1cHl0ZXItd2lkZ2V0cy53aWRnZXQtdGFiID4gLnAtVGFiQmFyIC5wLVRhYkJhci10YWJDbG9zZUljb24ge1xuICAgIGxpbmUtaGVpZ2h0OiB2YXIoLS1qcC13aWRnZXRzLWhvcml6b250YWwtdGFiLWhlaWdodCk7XG59XG5cbi8qIEFjY29yZGlvbiBXaWRnZXQgKi9cblxuLnAtQ29sbGFwc2Uge1xuICAgIGRpc3BsYXk6IGZsZXg7XG4gICAgZmxleC1kaXJlY3Rpb246IGNvbHVtbjtcbiAgICBhbGlnbi1pdGVtczogc3RyZXRjaDtcbn1cblxuLnAtQ29sbGFwc2UtaGVhZGVyIHtcbiAgICBwYWRkaW5nOiB2YXIoLS1qcC13aWRnZXRzLWlucHV0LXBhZGRpbmcpO1xuICAgIGN1cnNvcjogcG9pbnRlcjtcbiAgICBjb2xvcjogdmFyKC0tanAtdWktZm9udC1jb2xvcjIpO1xuICAgIGJhY2tncm91bmQtY29sb3I6IHZhcigtLWpwLWxheW91dC1jb2xvcjIpO1xuICAgIGJvcmRlcjogdmFyKC0tanAtd2lkZ2V0cy1ib3JkZXItd2lkdGgpIHNvbGlkIHZhcigtLWpwLWJvcmRlci1jb2xvcjEpO1xuICAgIHBhZGRpbmc6IGNhbGModmFyKC0tanAtd2lkZ2V0cy1jb250YWluZXItcGFkZGluZykgKiAyIC8gMykgdmFyKC0tanAtd2lkZ2V0cy1jb250YWluZXItcGFkZGluZyk7XG4gICAgZm9udC13ZWlnaHQ6IGJvbGQ7XG59XG5cbi5wLUNvbGxhcHNlLWhlYWRlcjpob3ZlciB7XG4gICAgYmFja2dyb3VuZC1jb2xvcjogdmFyKC0tanAtbGF5b3V0LWNvbG9yMSk7XG4gICAgY29sb3I6IHZhcigtLWpwLXVpLWZvbnQtY29sb3IxKTtcbn1cblxuLnAtQ29sbGFwc2Utb3BlbiA+IC5wLUNvbGxhcHNlLWhlYWRlciB7XG4gICAgYmFja2dyb3VuZC1jb2xvcjogdmFyKC0tanAtbGF5b3V0LWNvbG9yMSk7XG4gICAgY29sb3I6IHZhcigtLWpwLXVpLWZvbnQtY29sb3IwKTtcbiAgICBjdXJzb3I6IGRlZmF1bHQ7XG4gICAgYm9yZGVyLWJvdHRvbTogbm9uZTtcbn1cblxuLnAtQ29sbGFwc2UgLnAtQ29sbGFwc2UtaGVhZGVyOjpiZWZvcmUge1xuICAgIGNvbnRlbnQ6ICdcXGYwZGFcXDAwQTAnOyAgLyogY2FyZXQtcmlnaHQsIG5vbi1icmVha2luZyBzcGFjZSAqL1xuICAgIGRpc3BsYXk6IGlubGluZS1ibG9jaztcbiAgICBmb250OiBub3JtYWwgbm9ybWFsIG5vcm1hbCAxNHB4LzEgRm9udEF3ZXNvbWU7XG4gICAgZm9udC1zaXplOiBpbmhlcml0O1xuICAgIHRleHQtcmVuZGVyaW5nOiBhdXRvO1xuICAgIC13ZWJraXQtZm9udC1zbW9vdGhpbmc6IGFudGlhbGlhc2VkO1xuICAgIC1tb3otb3N4LWZvbnQtc21vb3RoaW5nOiBncmF5c2NhbGU7XG59XG5cbi5wLUNvbGxhcHNlLW9wZW4gPiAucC1Db2xsYXBzZS1oZWFkZXI6OmJlZm9yZSB7XG4gICAgY29udGVudDogJ1xcZjBkN1xcMDBBMCc7IC8qIGNhcmV0LWRvd24sIG5vbi1icmVha2luZyBzcGFjZSAqL1xufVxuXG4ucC1Db2xsYXBzZS1jb250ZW50cyB7XG4gICAgcGFkZGluZzogdmFyKC0tanAtd2lkZ2V0cy1jb250YWluZXItcGFkZGluZyk7XG4gICAgYmFja2dyb3VuZC1jb2xvcjogdmFyKC0tanAtbGF5b3V0LWNvbG9yMSk7XG4gICAgY29sb3I6IHZhcigtLWpwLXVpLWZvbnQtY29sb3IxKTtcbiAgICBib3JkZXItbGVmdDogdmFyKC0tanAtd2lkZ2V0cy1ib3JkZXItd2lkdGgpIHNvbGlkIHZhcigtLWpwLWJvcmRlci1jb2xvcjEpO1xuICAgIGJvcmRlci1yaWdodDogdmFyKC0tanAtd2lkZ2V0cy1ib3JkZXItd2lkdGgpIHNvbGlkIHZhcigtLWpwLWJvcmRlci1jb2xvcjEpO1xuICAgIGJvcmRlci1ib3R0b206IHZhcigtLWpwLXdpZGdldHMtYm9yZGVyLXdpZHRoKSBzb2xpZCB2YXIoLS1qcC1ib3JkZXItY29sb3IxKTtcbiAgICBvdmVyZmxvdzogYXV0bztcbn1cblxuLnAtQWNjb3JkaW9uIHtcbiAgICBkaXNwbGF5OiBmbGV4O1xuICAgIGZsZXgtZGlyZWN0aW9uOiBjb2x1bW47XG4gICAgYWxpZ24taXRlbXM6IHN0cmV0Y2g7XG59XG5cbi5wLUFjY29yZGlvbiAucC1Db2xsYXBzZSB7XG4gICAgbWFyZ2luLWJvdHRvbTogMDtcbn1cblxuLnAtQWNjb3JkaW9uIC5wLUNvbGxhcHNlICsgLnAtQ29sbGFwc2Uge1xuICAgIG1hcmdpbi10b3A6IDRweDtcbn1cblxuXG5cbi8qIEhUTUwgd2lkZ2V0ICovXG5cbi53aWRnZXQtaHRtbCwgLndpZGdldC1odG1sbWF0aCB7XG4gICAgZm9udC1zaXplOiB2YXIoLS1qcC13aWRnZXRzLWZvbnQtc2l6ZSk7XG59XG5cbi53aWRnZXQtaHRtbCA+IC53aWRnZXQtaHRtbC1jb250ZW50LCAud2lkZ2V0LWh0bWxtYXRoID4gLndpZGdldC1odG1sLWNvbnRlbnQge1xuICAgIC8qIEZpbGwgb3V0IHRoZSBhcmVhIGluIHRoZSBIVE1MIHdpZGdldCAqL1xuICAgIGFsaWduLXNlbGY6IHN0cmV0Y2g7XG4gICAgZmxleC1ncm93OiAxO1xuICAgIGZsZXgtc2hyaW5rOiAxO1xuICAgIC8qIE1ha2VzIHN1cmUgdGhlIGJhc2VsaW5lIGlzIHN0aWxsIGFsaWduZWQgd2l0aCBvdGhlciBlbGVtZW50cyAqL1xuICAgIGxpbmUtaGVpZ2h0OiB2YXIoLS1qcC13aWRnZXRzLWlubGluZS1oZWlnaHQpO1xuICAgIC8qIE1ha2UgaXQgcG9zc2libGUgdG8gaGF2ZSBhYnNvbHV0ZWx5LXBvc2l0aW9uZWQgZWxlbWVudHMgaW4gdGhlIGh0bWwgKi9cbiAgICBwb3NpdGlvbjogcmVsYXRpdmU7XG59XG4iLCIvKiBUaGlzIGZpbGUgaGFzIGNvZGUgZGVyaXZlZCBmcm9tIFBob3NwaG9ySlMgQ1NTIGZpbGVzLCBhcyBub3RlZCBiZWxvdy4gVGhlIGxpY2Vuc2UgZm9yIHRoaXMgUGhvc3Bob3JKUyBjb2RlIGlzOlxuXG5Db3B5cmlnaHQgKGMpIDIwMTQtMjAxNywgUGhvc3Bob3JKUyBDb250cmlidXRvcnNcbkFsbCByaWdodHMgcmVzZXJ2ZWQuXG5cblJlZGlzdHJpYnV0aW9uIGFuZCB1c2UgaW4gc291cmNlIGFuZCBiaW5hcnkgZm9ybXMsIHdpdGggb3Igd2l0aG91dFxubW9kaWZpY2F0aW9uLCBhcmUgcGVybWl0dGVkIHByb3ZpZGVkIHRoYXQgdGhlIGZvbGxvd2luZyBjb25kaXRpb25zIGFyZSBtZXQ6XG5cbiogUmVkaXN0cmlidXRpb25zIG9mIHNvdXJjZSBjb2RlIG11c3QgcmV0YWluIHRoZSBhYm92ZSBjb3B5cmlnaHQgbm90aWNlLCB0aGlzXG4gIGxpc3Qgb2YgY29uZGl0aW9ucyBhbmQgdGhlIGZvbGxvd2luZyBkaXNjbGFpbWVyLlxuXG4qIFJlZGlzdHJpYnV0aW9ucyBpbiBiaW5hcnkgZm9ybSBtdXN0IHJlcHJvZHVjZSB0aGUgYWJvdmUgY29weXJpZ2h0IG5vdGljZSxcbiAgdGhpcyBsaXN0IG9mIGNvbmRpdGlvbnMgYW5kIHRoZSBmb2xsb3dpbmcgZGlzY2xhaW1lciBpbiB0aGUgZG9jdW1lbnRhdGlvblxuICBhbmQvb3Igb3RoZXIgbWF0ZXJpYWxzIHByb3ZpZGVkIHdpdGggdGhlIGRpc3RyaWJ1dGlvbi5cblxuKiBOZWl0aGVyIHRoZSBuYW1lIG9mIHRoZSBjb3B5cmlnaHQgaG9sZGVyIG5vciB0aGUgbmFtZXMgb2YgaXRzXG4gIGNvbnRyaWJ1dG9ycyBtYXkgYmUgdXNlZCB0byBlbmRvcnNlIG9yIHByb21vdGUgcHJvZHVjdHMgZGVyaXZlZCBmcm9tXG4gIHRoaXMgc29mdHdhcmUgd2l0aG91dCBzcGVjaWZpYyBwcmlvciB3cml0dGVuIHBlcm1pc3Npb24uXG5cblRISVMgU09GVFdBUkUgSVMgUFJPVklERUQgQlkgVEhFIENPUFlSSUdIVCBIT0xERVJTIEFORCBDT05UUklCVVRPUlMgXCJBUyBJU1wiXG5BTkQgQU5ZIEVYUFJFU1MgT1IgSU1QTElFRCBXQVJSQU5USUVTLCBJTkNMVURJTkcsIEJVVCBOT1QgTElNSVRFRCBUTywgVEhFXG5JTVBMSUVEIFdBUlJBTlRJRVMgT0YgTUVSQ0hBTlRBQklMSVRZIEFORCBGSVRORVNTIEZPUiBBIFBBUlRJQ1VMQVIgUFVSUE9TRSBBUkVcbkRJU0NMQUlNRUQuIElOIE5PIEVWRU5UIFNIQUxMIFRIRSBDT1BZUklHSFQgSE9MREVSIE9SIENPTlRSSUJVVE9SUyBCRSBMSUFCTEVcbkZPUiBBTlkgRElSRUNULCBJTkRJUkVDVCwgSU5DSURFTlRBTCwgU1BFQ0lBTCwgRVhFTVBMQVJZLCBPUiBDT05TRVFVRU5USUFMXG5EQU1BR0VTIChJTkNMVURJTkcsIEJVVCBOT1QgTElNSVRFRCBUTywgUFJPQ1VSRU1FTlQgT0YgU1VCU1RJVFVURSBHT09EUyBPUlxuU0VSVklDRVM7IExPU1MgT0YgVVNFLCBEQVRBLCBPUiBQUk9GSVRTOyBPUiBCVVNJTkVTUyBJTlRFUlJVUFRJT04pIEhPV0VWRVJcbkNBVVNFRCBBTkQgT04gQU5ZIFRIRU9SWSBPRiBMSUFCSUxJVFksIFdIRVRIRVIgSU4gQ09OVFJBQ1QsIFNUUklDVCBMSUFCSUxJVFksXG5PUiBUT1JUIChJTkNMVURJTkcgTkVHTElHRU5DRSBPUiBPVEhFUldJU0UpIEFSSVNJTkcgSU4gQU5ZIFdBWSBPVVQgT0YgVEhFIFVTRVxuT0YgVEhJUyBTT0ZUV0FSRSwgRVZFTiBJRiBBRFZJU0VEIE9GIFRIRSBQT1NTSUJJTElUWSBPRiBTVUNIIERBTUFHRS5cblxuKi9cblxuLypcbiAqIFRoZSBmb2xsb3dpbmcgc2VjdGlvbiBpcyBkZXJpdmVkIGZyb20gaHR0cHM6Ly9naXRodWIuY29tL3Bob3NwaG9yanMvcGhvc3Bob3IvYmxvYi8yM2I5ZDA3NWViYzViNzNhYjE0OGI2ZWJmYzIwYWY5N2Y4NTcxNGM0L3BhY2thZ2VzL3dpZGdldHMvc3R5bGUvdGFiYmFyLmNzcyBcbiAqIFdlJ3ZlIHNjb3BlZCB0aGUgcnVsZXMgc28gdGhhdCB0aGV5IGFyZSBjb25zaXN0ZW50IHdpdGggZXhhY3RseSBvdXIgY29kZS5cbiAqL1xuXG4uanVweXRlci13aWRnZXRzLndpZGdldC10YWIgPiAucC1UYWJCYXIge1xuICBkaXNwbGF5OiBmbGV4O1xuICAtd2Via2l0LXVzZXItc2VsZWN0OiBub25lO1xuICAtbW96LXVzZXItc2VsZWN0OiBub25lO1xuICAtbXMtdXNlci1zZWxlY3Q6IG5vbmU7XG4gIHVzZXItc2VsZWN0OiBub25lO1xufVxuXG5cbi5qdXB5dGVyLXdpZGdldHMud2lkZ2V0LXRhYiA+IC5wLVRhYkJhcltkYXRhLW9yaWVudGF0aW9uPSdob3Jpem9udGFsJ10ge1xuICBmbGV4LWRpcmVjdGlvbjogcm93O1xufVxuXG5cbi5qdXB5dGVyLXdpZGdldHMud2lkZ2V0LXRhYiA+IC5wLVRhYkJhcltkYXRhLW9yaWVudGF0aW9uPSd2ZXJ0aWNhbCddIHtcbiAgZmxleC1kaXJlY3Rpb246IGNvbHVtbjtcbn1cblxuXG4uanVweXRlci13aWRnZXRzLndpZGdldC10YWIgPiAucC1UYWJCYXIgPiAucC1UYWJCYXItY29udGVudCB7XG4gIG1hcmdpbjogMDtcbiAgcGFkZGluZzogMDtcbiAgZGlzcGxheTogZmxleDtcbiAgZmxleDogMSAxIGF1dG87XG4gIGxpc3Qtc3R5bGUtdHlwZTogbm9uZTtcbn1cblxuXG4uanVweXRlci13aWRnZXRzLndpZGdldC10YWIgPiAucC1UYWJCYXJbZGF0YS1vcmllbnRhdGlvbj0naG9yaXpvbnRhbCddID4gLnAtVGFiQmFyLWNvbnRlbnQge1xuICBmbGV4LWRpcmVjdGlvbjogcm93O1xufVxuXG5cbi5qdXB5dGVyLXdpZGdldHMud2lkZ2V0LXRhYiA+IC5wLVRhYkJhcltkYXRhLW9yaWVudGF0aW9uPSd2ZXJ0aWNhbCddID4gLnAtVGFiQmFyLWNvbnRlbnQge1xuICBmbGV4LWRpcmVjdGlvbjogY29sdW1uO1xufVxuXG5cbi5qdXB5dGVyLXdpZGdldHMud2lkZ2V0LXRhYiA+IC5wLVRhYkJhciAucC1UYWJCYXItdGFiIHtcbiAgZGlzcGxheTogZmxleDtcbiAgZmxleC1kaXJlY3Rpb246IHJvdztcbiAgYm94LXNpemluZzogYm9yZGVyLWJveDtcbiAgb3ZlcmZsb3c6IGhpZGRlbjtcbn1cblxuXG4uanVweXRlci13aWRnZXRzLndpZGdldC10YWIgPiAucC1UYWJCYXIgLnAtVGFiQmFyLXRhYkljb24sXG4uanVweXRlci13aWRnZXRzLndpZGdldC10YWIgPiAucC1UYWJCYXIgLnAtVGFiQmFyLXRhYkNsb3NlSWNvbiB7XG4gIGZsZXg6IDAgMCBhdXRvO1xufVxuXG5cbi5qdXB5dGVyLXdpZGdldHMud2lkZ2V0LXRhYiA+IC5wLVRhYkJhciAucC1UYWJCYXItdGFiTGFiZWwge1xuICBmbGV4OiAxIDEgYXV0bztcbiAgb3ZlcmZsb3c6IGhpZGRlbjtcbiAgd2hpdGUtc3BhY2U6IG5vd3JhcDtcbn1cblxuXG4uanVweXRlci13aWRnZXRzLndpZGdldC10YWIgPiAucC1UYWJCYXIgLnAtVGFiQmFyLXRhYi5wLW1vZC1oaWRkZW4ge1xuICBkaXNwbGF5OiBub25lICFpbXBvcnRhbnQ7XG59XG5cblxuLmp1cHl0ZXItd2lkZ2V0cy53aWRnZXQtdGFiID4gLnAtVGFiQmFyLnAtbW9kLWRyYWdnaW5nIC5wLVRhYkJhci10YWIge1xuICBwb3NpdGlvbjogcmVsYXRpdmU7XG59XG5cblxuLmp1cHl0ZXItd2lkZ2V0cy53aWRnZXQtdGFiID4gLnAtVGFiQmFyLnAtbW9kLWRyYWdnaW5nW2RhdGEtb3JpZW50YXRpb249J2hvcml6b250YWwnXSAucC1UYWJCYXItdGFiIHtcbiAgbGVmdDogMDtcbiAgdHJhbnNpdGlvbjogbGVmdCAxNTBtcyBlYXNlO1xufVxuXG5cbi5qdXB5dGVyLXdpZGdldHMud2lkZ2V0LXRhYiA+IC5wLVRhYkJhci5wLW1vZC1kcmFnZ2luZ1tkYXRhLW9yaWVudGF0aW9uPSd2ZXJ0aWNhbCddIC5wLVRhYkJhci10YWIge1xuICB0b3A6IDA7XG4gIHRyYW5zaXRpb246IHRvcCAxNTBtcyBlYXNlO1xufVxuXG5cbi5qdXB5dGVyLXdpZGdldHMud2lkZ2V0LXRhYiA+IC5wLVRhYkJhci5wLW1vZC1kcmFnZ2luZyAucC1UYWJCYXItdGFiLnAtbW9kLWRyYWdnaW5nIHtcbiAgdHJhbnNpdGlvbjogbm9uZTtcbn1cblxuLyogRW5kIHRhYmJhci5jc3MgKi9cbiJdfQ== */",
       "headers": [
        [
         "content-type",
         "text/css"
        ]
       ],
       "ok": true,
       "status": 200,
       "status_text": ""
      }
     }
    },
    "colab_type": "code",
    "id": "SeXOi4Q6UaMW",
    "outputId": "b27be2bc-cc56-4f5f-824e-89f004ee174c"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c2e2cc05b4614453b63d8b126fde0acc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=5), 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"
    },
    {
     "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"
    },
    {
     "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": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "222f2c4ca1e646d4beea9f51ec131f48",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=5), 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"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5f93579b8a164300ae9d0ff5fb0704da",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=5), 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"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fcb599d9809d40cc880c8b89b77d2866",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=5), 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"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "598192cc5b9a4973bbee5f0e06da7f50",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=5), 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"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "15a329ba290646da9dfef90500142940",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=5), 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"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "12340f5fded942c0975b155ce07be34e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=5), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3528ae155f064361b785dab9e2ac34c0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=5), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "import torch.optim as optim\n",
    "\n",
    "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
    "loss = nn.CrossEntropyLoss()\n",
    "\n",
    "import torchbearer\n",
    "from torchbearer import Trial\n",
    "\n",
    "\n",
    "### Sample Pairing\n",
    "model = SimpleModel()\n",
    "optimizer = optim.Adam(filter(lambda p: p.requires_grad, model.parameters()), lr=0.001)\n",
    "\n",
    "callbacks = [pairing, make_grid]\n",
    "trial_sp = Trial(model, optimizer, loss, metrics=['loss', 'acc'], callbacks=callbacks).to(device)\n",
    "trial_sp.with_generators(train_generator=traingen, val_generator=valgen, test_generator=testgen)\n",
    "history_sp = trial_sp.run(epochs=5, verbose=1)\n",
    "\n",
    "\n",
    "# Only sample pairing changes the regularisation based on the epoch\n",
    "# From now on we hack the make_grid callback to only print once per training through the only_if decorator\n",
    "from torchbearer.callbacks import only_if\n",
    "make_grid.on_step_training = only_if(lambda state: state[torchbearer.EPOCH] == 0)(make_grid.on_step_training)\n",
    "\n",
    "\n",
    "### Mixup\n",
    "model = SimpleModel()\n",
    "optimizer = optim.Adam(filter(lambda p: p.requires_grad, model.parameters()), lr=0.001)\n",
    "\n",
    "callbacks = [mixup, make_grid]\n",
    "trial_mu = Trial(model, optimizer, Mixup.mixup_loss, metrics=['acc', 'loss'], callbacks=callbacks).to(device)\n",
    "trial_mu.with_generators(train_generator=traingen, val_generator=valgen, test_generator=testgen)\n",
    "history_mu = trial_mu.run(epochs=5, verbose=1)\n",
    "\n",
    "\n",
    "### Cutout\n",
    "model = SimpleModel()\n",
    "optimizer = optim.Adam(filter(lambda p: p.requires_grad, model.parameters()), lr=0.001)\n",
    "\n",
    "callbacks = [cutout, make_grid]\n",
    "trial_co = Trial(model, optimizer, loss, metrics=['acc', 'loss'], callbacks=callbacks).to(device)\n",
    "trial_co.with_generators(train_generator=traingen, val_generator=valgen, test_generator=testgen)\n",
    "history_cutout = trial_co.run(epochs=5, verbose=1)\n",
    "\n",
    "\n",
    "### Random Erase\n",
    "model = SimpleModel()\n",
    "optimizer = optim.Adam(filter(lambda p: p.requires_grad, model.parameters()), lr=0.001)\n",
    "\n",
    "callbacks = [random_erase, make_grid]\n",
    "trial_re = Trial(model, optimizer, loss, metrics=['acc', 'loss'], callbacks=callbacks).to(device)\n",
    "trial_re.with_generators(train_generator=traingen, val_generator=valgen, test_generator=testgen)\n",
    "history_erase = trial_re.run(epochs=5, verbose=1)\n",
    "\n",
    "\n",
    "### CutMix\n",
    "model = SimpleModel()\n",
    "optimizer = optim.Adam(filter(lambda p: p.requires_grad, model.parameters()), lr=0.001)\n",
    "\n",
    "callbacks = [cutmix, make_grid]\n",
    "trial_cm = Trial(model, optimizer, nn.BCEWithLogitsLoss(), metrics=['acc', 'loss', 'cat_acc'], callbacks=callbacks).to(device)\n",
    "trial_cm.with_generators(train_generator=traingen, val_generator=valgen, test_generator=testgen)\n",
    "history_cutmix = trial_cm.run(epochs=5, verbose=1)\n",
    "\n",
    "\n",
    "### BCPlus\n",
    "model = SimpleModel()\n",
    "optimizer = optim.Adam(filter(lambda p: p.requires_grad, model.parameters()), lr=0.001)\n",
    "\n",
    "callbacks = [bcplus, make_grid]\n",
    "trial_bc = Trial(model, optimizer, BCPlus.bc_loss, metrics=['acc', 'loss'], callbacks=callbacks).to(device)\n",
    "trial_bc.with_generators(train_generator=traingen, val_generator=valgen, test_generator=testgen)\n",
    "history_bcplus = trial_bc.run(epochs=5, verbose=1)\n",
    "\n",
    "\n",
    "### Label Smoothing - Doesn't modify the image, so we dont show them here. \n",
    "# Also add a separate catagorical accuracy metric since the default for BCE losses is binary accurcy.\n",
    "model = SimpleModel()\n",
    "optimizer = optim.Adam(filter(lambda p: p.requires_grad, model.parameters()), lr=0.001)\n",
    "\n",
    "callbacks = [smoothing]\n",
    "trial_ls = Trial(model, optimizer, criterion=nn.BCEWithLogitsLoss(), metrics=['acc', 'loss', 'cat_acc'], callbacks=callbacks).to(device)\n",
    "trial_ls.with_generators(train_generator=traingen, val_generator=valgen, test_generator=testgen)\n",
    "history_ls = trial_ls.run(epochs=5, verbose=1)\n",
    "\n",
    "\n",
    "### Baseline - no regulariser\n",
    "model = SimpleModel()\n",
    "optimizer = optim.Adam(filter(lambda p: p.requires_grad, model.parameters()), lr=0.001)\n",
    "\n",
    "callbacks = []\n",
    "trial_base = Trial(model, optimizer, loss, metrics=['loss', 'acc'], callbacks=callbacks).to(device)\n",
    "trial_base.with_generators(train_generator=traingen, val_generator=valgen, test_generator=testgen)\n",
    "history_base = trial_base.run(epochs=5, verbose=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results\n",
    "\n",
    "We show some results for these models, quoting the accuracies on validation and test."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final val acc for baseline: 0.9858333468437195\n",
      "Final val acc for cutout: 0.9864999651908875\n",
      "Final val acc for random erase: 0.9868333339691162\n",
      "Final val acc for mixup: 0.9803333282470703\n",
      "Final val acc for cutmix: 0.9736666679382324\n",
      "Final val acc for BC+: 0.9706666469573975\n",
      "Final val acc for sample pairing: 0.984666645526886\n",
      "Final val acc for label smoothing: 0.9868333339691162\n",
      "\n",
      "\n",
      "Final test acc for baseline: 0.9860000014305115\n",
      "Final test acc for cutout: 0.9876999855041504\n",
      "Final test acc for random erase: 0.9876999855041504\n",
      "Final test acc for mixup: 0.9829999804496765\n",
      "Final test acc for cutmix: 0.9747999906539917\n",
      "Final test acc for BC+: 0.9770999550819397\n",
      "Final test acc for sample pairing: 0.9865999817848206\n",
      "Final test acc for label smoothing: 0.9869999885559082\n"
     ]
    }
   ],
   "source": [
    "print('Final val acc for baseline: {}'.format(history_base[-1]['val_acc']))\n",
    "\n",
    "print('Final val acc for cutout: {}'.format(history_cutout[-1]['val_acc']))\n",
    "print('Final val acc for random erase: {}'.format(history_erase[-1]['val_acc']))\n",
    "print('Final val acc for mixup: {}'.format(history_mu[-1]['val_mixup_acc']))\n",
    "print('Final val acc for cutmix: {}'.format(history_cutmix[-1]['val_acc']))\n",
    "print('Final val acc for BC+: {}'.format(history_bcplus[-1]['val_acc']))\n",
    "print('Final val acc for sample pairing: {}'.format(history_sp[-1]['val_acc']))\n",
    "print('Final val acc for label smoothing: {}'.format(history_ls[-1]['val_acc']))\n",
    "\n",
    "\n",
    "print('\\n')\n",
    "print('Final test acc for baseline: {}'.format(trial_base.evaluate(verbose=0, data_key=torchbearer.TEST_DATA)['test_acc']))\n",
    "print('Final test acc for cutout: {}'.format(trial_co.evaluate(verbose=0, data_key=torchbearer.TEST_DATA)['test_acc']))\n",
    "print('Final test acc for random erase: {}'.format(trial_re.evaluate(verbose=0, data_key=torchbearer.TEST_DATA)['test_acc']))\n",
    "print('Final test acc for mixup: {}'.format(trial_mu.evaluate(verbose=0, data_key=torchbearer.TEST_DATA)['test_mixup_acc']))\n",
    "print('Final test acc for cutmix: {}'.format(trial_cm.evaluate(verbose=0, data_key=torchbearer.TEST_DATA)['test_acc']))\n",
    "print('Final test acc for BC+: {}'.format(trial_bc.evaluate(verbose=0, data_key=torchbearer.TEST_DATA)['test_acc']))\n",
    "print('Final test acc for sample pairing: {}'.format(trial_sp.evaluate(verbose=0, data_key=torchbearer.TEST_DATA)['test_acc']))\n",
    "print('Final test acc for label smoothing: {}'.format(trial_ls.evaluate(verbose=0, data_key=torchbearer.TEST_DATA)['test_acc']))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now plot the validation accuracies over time. In reality it would be better to log to tensorboard, visdom or live loss plot, but for this example we just use pyplot. From this small amount of training we cannot draw many conclusions, we shouldn't expect to see much difference between the regularised and baseline models. If, however, we were to run these models for longer we would hope to see them out perform the baseline when the baseline starts to overfit. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "cutout_accs = [history_cutout[i]['val_acc'] for i in range(len(history_cutout))]\n",
    "erase_accs = [history_erase[i]['val_acc'] for i in range(len(history_erase))]\n",
    "mixup_accs = [history_mu[i]['val_mixup_acc'] for i in range(len(history_mu))]\n",
    "pairing_accs = [history_sp[i]['val_acc'] for i in range(len(history_sp))]\n",
    "cutmix_accs = [history_cutmix[i]['val_acc'] for i in range(len(history_cutmix))]\n",
    "bcplus_accs = [history_bcplus[i]['val_acc'] for i in range(len(history_bcplus))]\n",
    "smoothing_accs = [history_ls[i]['val_acc'] for i in range(len(history_ls))]\n",
    "baseline_accs = [history_base[i]['val_acc'] for i in range(len(history_base))]\n",
    "\n",
    "plt.plot(cutout_accs, label='cutout')\n",
    "plt.plot(erase_accs, label='erase')\n",
    "plt.plot(mixup_accs, label='mixup')\n",
    "plt.plot(pairing_accs, label='pairing')\n",
    "plt.plot(cutmix_accs, label='cutmix')\n",
    "plt.plot(bcplus_accs, label='bc+')\n",
    "plt.plot(smoothing_accs, label='smoothing')\n",
    "plt.plot(baseline_accs, label='baseline')\n",
    "plt.legend()\n",
    "plt.ylabel('Validation Accuracy')\n",
    "plt.xlabel('Epoch')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "name": "Untitled4.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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}