{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "CMjeUathdbUf"
   },
   "source": [
    "# Quickstart Guide\n",
    "\n",
    "This guide will give a quick intro to training PyTorch models with torchbearer. We'll start by loading in some data and defining a model, then we'll train it for a few epochs and see how well it does.\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. \n",
    "\n"
   ]
  },
  {
   "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": {},
   "source": [
    "## Loading Data\n",
    "\n",
    "First, we load some data (CIFAR-10) in the usual way with `torchvision`. The `DatasetValidationSplitter` here lets us get a validation set to work with."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "from torchvision import transforms\n",
    "\n",
    "from torchbearer.cv_utils import DatasetValidationSplitter\n",
    "\n",
    "BATCH_SIZE = 128\n",
    "\n",
    "normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406],\n",
    "                                 std=[0.229, 0.224, 0.225])\n",
    "\n",
    "dataset = torchvision.datasets.CIFAR10(root='./data/cifar', train=True, download=True,\n",
    "                                        transform=transforms.Compose([transforms.ToTensor(), normalize]))\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",
    "\n",
    "\n",
    "testset = torchvision.datasets.CIFAR10(root='./data/cifar', train=False, download=True,\n",
    "                                       transform=transforms.Compose([transforms.ToTensor(), normalize]))\n",
    "testgen = torch.utils.data.DataLoader(testset, pin_memory=True, batch_size=BATCH_SIZE, shuffle=False, num_workers=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualising the Data\n",
    "\n",
    "We might want to see what our data looks like during the test pass of the model. With torchbearers [`MakeGrid`](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#imaging) we can do this easily. **Note** that we use an inverse normalisation here to make the images visible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchbearer\n",
    "from torchbearer.callbacks import imaging\n",
    "\n",
    "inv_normalize = transforms.Normalize(\n",
    "    mean=[-0.485/0.229, -0.456/0.224, -0.406/0.255],\n",
    "    std=[1/0.229, 1/0.224, 1/0.255]\n",
    ")\n",
    "\n",
    "make_grid = imaging.MakeGrid(torchbearer.INPUT, num_images=64, nrow=8, transform=inv_normalize)\n",
    "make_grid = make_grid.on_test().to_pyplot().to_file('sample.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "gG6QGvSjd7ea"
   },
   "source": [
    "In the above code, we construct a [`Callback`](https://torchbearer.readthedocs.io/en/latest/code/callbacks.html#torchbearer.bases.Callback) that can later be used in a trial. **Note** the use of `torchbearer.INPUT`. In torchbearer, key variables relating to the training process are stored in a state dictionary using [`StateKey`](https://torchbearer.readthedocs.io/en/latest/code/main.html?highlight=statekey#torchbearer.state.StateKey) objects. The default state keys can be accessed through `torchbearer.XXX` and are listed [here](https://torchbearer.readthedocs.io/en/latest/code/main.html?highlight=statekey#key-list). In this case, we use `INPUT` to tell the callback that it should get the images from the input batch. The other methods we call (`on_test`, `to_pyplot`, etc.) are defined in the [`ImagingCallback` class](https://torchbearer.readthedocs.io/en/latest/code/callbacks.html#torchbearer.callbacks.imaging.imaging.ImagingCallback). \n",
    "\n",
    "## Defining the Model\n",
    "\n",
    "We now need a model, here's a simple 3 layer strided CNN:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 53
    },
    "colab_type": "code",
    "id": "X3SlS_I3dmPh",
    "outputId": "82fd335a-f4d3-404a-db86-5de2524c9f27"
   },
   "outputs": [],
   "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(3, 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(576, 10)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.convs(x)\n",
    "        x = x.view(-1, 576)\n",
    "        return self.classifier(x)\n",
    "\n",
    "\n",
    "model = SimpleModel()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "oPQI3Jd5fCfz"
   },
   "source": [
    "Training on Cifar10\n",
    "-------------------------------------\n",
    "\n",
    "Typically we would need a training loop and a series of calls to backward, step etc.\n",
    "Instead, with torchbearer, we can define our optimiser and some metrics (just 'acc' and 'loss' for now) and let it do the work. The main part of torchbearer that enables this is the [`Trial class`](https://torchbearer.readthedocs.io/en/latest/code/main.html#torchbearer.trial.Trial) which contains the core training methods. **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": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 408,
     "resources": {
      "http://localhost:8080/nbextensions/google.colab/colabwidgets/controls.css": {
       "data": "/* Copyright (c) Jupyter Development Team.
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loader sees only one file at a time. This allows postcss to see the variable
definitions when they are used. */

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| Copyright (c) Jupyter Development Team.
| Distributed under the terms of the Modified BSD License.
|----------------------------------------------------------------------------*/

 /*
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
change - we comment out the font import below.
*/

 /**
 * 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
 *
 * The license for the material design color CSS variables is as follows (see
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)
 *
 * The MIT License (MIT)
 *
 * Copyright (c) 2014 Dan Le Van
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to deal
 * in the Software without restriction, including without limitation the rights
 * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 * copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 * SOFTWARE.
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The following CSS variables define the main, public API for styling JupyterLab.
These variables should be used by all plugins wherever possible. In other
words, plugins should not define custom colors, sizes, etc unless absolutely
necessary. This enables users to change the visual theme of JupyterLab
by changing these variables.

Many variables appear in an ordered sequence (0,1,2,3). These sequences
are designed to work well together, so for example, `--jp-border-color1` should
be used with `--jp-layout-color1`. The numbers have the following meanings:

* 0: super-primary, reserved for special emphasis
* 1: primary, most important under normal situations
* 2: secondary, next most important under normal situations
* 3: tertiary, next most important under normal situations

Throughout JupyterLab, we are mostly following principles from Google's
Material Design when selecting colors. We are not, however, following
all of MD as it is not optimized for dense, information rich UIs.
*/

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 * Optional monospace font for input/output prompt.
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  /* Use these font colors against the corresponding main layout colors.
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  /* Content Fonts

  Content font variables are used for typography of user generated content.
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  /* Layout

  The following are the main layout colors use in JupyterLab. In a light
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  */

  /* Brand/accent */

  /* State colors (warn, error, success, info) */

  /* Cell specific styles */
  /* A custom blend of MD grey and blue 600
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  /* Notebook specific styles */

  /* Console specific styles */

  /* Toolbar specific styles */
}

 /* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /*
 * We assume that the CSS variables in
 * https://github.com/jupyterlab/jupyterlab/blob/master/src/default-theme/variables.css
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 /* This file has code derived from PhosphorJS CSS files, as noted below. The license for this PhosphorJS code is:

Copyright (c) 2014-2017, PhosphorJS Contributors
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:

* Redistributions of source code must retain the above copyright notice, this
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* Redistributions in binary form must reproduce the above copyright notice,
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* Neither the name of the copyright holder nor the names of its
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THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
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DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
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CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
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OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

*/

 /*
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    -webkit-box-sizing: border-box;
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    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": "YPeepTKKdvGY",
    "outputId": "f6f7f166-d6c5-49f5-a081-f2fa1f45f105"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "991c333011554cc198ea11b26ad5d322",
       "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",
    "optimizer = optim.Adam(filter(lambda p: p.requires_grad, model.parameters()), lr=0.001)\n",
    "loss = nn.CrossEntropyLoss()\n",
    "\n",
    "import torchbearer\n",
    "from torchbearer import Trial\n",
    "\n",
    "# If you have tensorboardX installed then write to tensorboard, else don't\n",
    "import sys\n",
    "if 'tensorboardX' in sys.modules:\n",
    "  import tensorboardX\n",
    "  from torchbearer.callbacks import TensorBoard\n",
    "  callbacks = [TensorBoard(write_batch_metrics=True)]\n",
    "else:\n",
    "  callbacks = []\n",
    "\n",
    "callbacks.append(make_grid)\n",
    "\n",
    "trial = Trial(model, optimizer, loss, metrics=['acc', 'loss'], callbacks=callbacks).to(device)\n",
    "trial.with_generators(train_generator=traingen, val_generator=valgen, test_generator=testgen)\n",
    "history = trial.run(epochs=5, verbose=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that our model is trained, let's evaluate it, triggering our callback from earlier. Here, we again use one of torchbearers state_keys to tell it to evaluate on the (unseen) test data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e5c7018f2a644cdd84815bb799abd092",
       "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"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'test_acc': 0.6567999720573425, 'test_loss': 0.9761508107185364}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trial.evaluate(data_key=torchbearer.TEST_DATA)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "r6RI63hkfWmj"
   },
   "source": [
    "We can also get access to the training history of the trial (returned by the run method), if we wanted to do any post analysis. The history is a list with one entry for each epoch. Each entry contains a tuple (num_train_steps, num_val_steps) and the metric dictionary from that epoch."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[((352, 40), {'running_acc': 0.5356249809265137, 'running_loss': 1.311218023300171, 'acc': 0.44946667551994324, 'loss': 1.5274814367294312, 'val_acc': 0.5389999747276306, 'val_loss': 1.2900903224945068}), ((352, 40), {'running_acc': 0.5998437404632568, 'running_loss': 1.136667251586914, 'acc': 0.5794888734817505, 'loss': 1.1804065704345703, 'val_acc': 0.6043999791145325, 'val_loss': 1.1251872777938843}), ((352, 40), {'running_acc': 0.63671875, 'running_loss': 1.0439308881759644, 'acc': 0.630311131477356, 'loss': 1.0476974248886108, 'val_acc': 0.6241999864578247, 'val_loss': 1.0394434928894043}), ((352, 40), {'running_acc': 0.6657812595367432, 'running_loss': 0.9543967247009277, 'acc': 0.6608889102935791, 'loss': 0.9619852900505066, 'val_acc': 0.6581999659538269, 'val_loss': 0.9835954904556274}), ((352, 40), {'running_acc': 0.6818749904632568, 'running_loss': 0.9066686034202576, 'acc': 0.6882666945457458, 'loss': 0.8895869851112366, 'val_acc': 0.6611999869346619, 'val_loss': 0.9643400311470032, 'test_acc': 0.6567999720573425, 'test_loss': 0.9761508107185364})]\n"
     ]
    }
   ],
   "source": [
    "print(history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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   "display_name": "Python 3",
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