{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "fF8_ShRDBXrm"
   },
   "source": [
    "# Transfer Learning with Torchbearer\n",
    "\n",
    "From scratch training of deep learning models is often a long and arduous process, especially if performed on massive datasets such as ImageNet. As such, it is often prefered to start with a pretrained model and fine-tune it to the required task. This usually results in very competitive models and requires only a fraction of the time required to train from scratch. In this tutorial we shall look at how we can transfer learn an ImageNet model onto the STL10 dataset from torchvision. \n",
    "\n",
    "STL10 is a dataset designed for testing unsupervised semi-supervised feature learning, so has comparatively few labels to the dataset size. We use it to demonstrate one application of transfer learning, classifying without large amounts of data. Torchvision also lets us download the dataset automatically, simplifying the example. \n",
    "\n",
    "**Note**: The easiest way to use this tutorial is as a colab notebook, which allows you to dive in with no setup. We recommend you enable a free GPU with\n",
    "\n",
    "> **Runtime**   →   **Change runtime type**   →   **Hardware Accelerator: GPU**\n",
    "\n",
    "## Install Torchbearer\n",
    "\n",
    "First we install torchbearer if needed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "KhLk402wBYuk",
    "outputId": "0bc4cd28-9958-43ab-d347-71847a18e8a5"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.4.0.dev\n"
     ]
    }
   ],
   "source": [
    "#%%\n",
    "try:\n",
    "    import torchbearer\n",
    "except:\n",
    "    !pip install -q torchbearer\n",
    "    import torchbearer\n",
    "    \n",
    "    # If problems arise, try\n",
    "    # pip install git+https://github.com/pytorchbearer/torchbearer\n",
    "    # import torchbearer\n",
    "    \n",
    "print(torchbearer.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "KELbhnpCBaqU"
   },
   "source": [
    "## Model and Data\n",
    "\n",
    "Let us first load an ImageNet pretrained model from the torchvision modelzoo and download the [STL10 dataset](https://cs.stanford.edu/~acoates/stl10/).\n",
    "\n",
    "ImageNet classifiers generally have a large number of learnable parameters and have large compute requirements even at inference time.\n",
    "[MobileNetV2](https://arxiv.org/abs/1801.04381) is a classification model designed to be applied in mobile systems, focusing on lowering the number of parameters and reducing compute cost of training/inference. We use the MobileNet model here so that we can quickly demonstrate transfer learning without having to wait for results. \n",
    "\n",
    "The STL10 dataset is designed to evaluate unsupervised and semi-supervised classifiers and feature extractors. As such it has a small number of labelled examples for each class. Unfortunately, despite this we can't just download only the labelled images. \n",
    "\n",
    "**Warning**: Downloading the dataset might take a while. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 107
    },
    "colab_type": "code",
    "id": "8DQjm4D8Bdty",
    "outputId": "94176cf6-0e7b-4ed3-d8e9-96a05233862f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "\n",
      "Number of training images: 5000\n",
      "Number of test images: 8000\n"
     ]
    }
   ],
   "source": [
    "from torchvision.models import mobilenet_v2\n",
    "from torchvision.datasets import STL10\n",
    "from torchvision.transforms import ToTensor\n",
    "\n",
    "model = mobilenet_v2(pretrained=True, progress=False)\n",
    "train_data = STL10('./data', split='train', transform=ToTensor(), download=True)\n",
    "test_data = STL10('./data', split='test', transform=ToTensor(), download=True)\n",
    "\n",
    "\n",
    "# Create dataloaders from the datasets\n",
    "from torch.utils.data import DataLoader\n",
    "batch_size = 8 \n",
    "\n",
    "train_loader = DataLoader(train_data, batch_size=batch_size, shuffle=True)\n",
    "test_loader = DataLoader(test_data, batch_size=batch_size, shuffle=True)\n",
    "\n",
    "print('')\n",
    "print('Number of training images: {}'.format(len(train_data)))\n",
    "print('Number of test images: {}'.format(len(test_data)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "jE9jMEgnbsa8"
   },
   "source": [
    "Visualising the Data\n",
    "---------------------------------------------\n",
    "\n",
    "STL10 is inspired by the CIFAR10 dataset, and as such has the same classes, but at a higher resolution (96x96). Lets have a look at a couple of the images to see the kind of data we are working with. We'll print the available classes, plot a batch of images and print the associated labels.   \n",
    "\n",
    "You can see that in comparison to CIFAR, the images are much higher quality and you can usually tell exactly which class the image is from. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 301
    },
    "colab_type": "code",
    "id": "I5KKbgoMa-J3",
    "outputId": "e90a57eb-1619-4b46-9a59-1c12eabf57e3"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " List of all classes: \n",
      "['airplane', 'bird', 'car', 'cat', 'deer', 'dog', 'horse', 'monkey', 'ship', 'truck']\n",
      "\n",
      " Classes of our batch: \n",
      "['bird', 'bird', 'truck', 'car', 'ship', 'deer', 'dog', 'bird']\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from torchvision.utils import make_grid, save_image\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "batch = next(iter(train_loader))\n",
    "images = batch[0]\n",
    "labels = batch[1]\n",
    "grid = make_grid(images, nrow=4)\n",
    "save_image(images, 'stl.png', nrow=4)\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.imshow(grid.permute(1,2,0))\n",
    "\n",
    "\n",
    "classes = train_data.classes\n",
    "print('\\n List of all classes: ')\n",
    "print(classes)\n",
    "\n",
    "print('\\n Classes of our batch: ')\n",
    "print([classes[l] for l in labels])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "VlnGbFexHjhe"
   },
   "source": [
    "Replacing the Classifier\n",
    "----------------------------------------------\n",
    "\n",
    "Now, ImageNet has 1000 classes, and as such all pretrained ImageNet models have a final layer which projects to 1000 dimensions. We have a 10 class problem in STL10, so we need to replace this layer with one that maps to 10 dimensions. To do this we just take the classifier property of our MobileNet and replace it with an equivalent to the proper number of neurons. If you decide to use a different torchvision model (we recommend you experiment with a few of them), this line will need to change depending on the torchvision implementation. See the source code for the models [here](https://github.com/pytorch/vision/tree/master/torchvision/models). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "-2Yq-s86DiSe"
   },
   "outputs": [],
   "source": [
    "import torch.nn as nn\n",
    "# We copy the final layer form MobileNetV2 and replace the linear layer with one to 10 channels\n",
    "model.classifier = nn.Sequential(\n",
    "            nn.Dropout(0.2),\n",
    "            nn.Linear(model.last_channel, 10),\n",
    "        )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "1uson7XnBj1r"
   },
   "source": [
    "Creating the Trial\n",
    "=============================\n",
    "\n",
    "Now we want to train our MobileNet on STL10, we need to create our Torchbearer Trial. Notice that in the first trial we only pass the optimiser the parameters of the classifier. We are effectively using the MobileNet as a fixed feature extractor from which to classify.  In the second trial we do full transfer learning, where the entire model is trained. \n",
    "\n",
    "We recommend investigating the effect of longer training times for these models to see which is more suited to this task. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 117,
     "resources": {
      "http://localhost:8080/nbextensions/google.colab/colabwidgets/controls.css": {
       "data": "/* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /* We import all of these together in a single css file because the Webpack
loader sees only one file at a time. This allows postcss to see the variable
definitions when they are used. */

 /*-----------------------------------------------------------------------------
| 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.
 */

 /*
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.
*/

 /*
 * Optional monospace font for input/output prompt.
 */

 /* Commented out in ipywidgets since we don't need it. */

 /* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */

 /*
 * Added for compabitility with output area
 */

 :root {

  /* Borders

  The following variables, specify the visual styling of borders in JupyterLab.
   */

  /* UI Fonts

  The UI font CSS variables are used for the typography all of the JupyterLab
  user interface elements that are not directly user generated content.
  */ /* Base font size */ /* Ensures px perfect FontAwesome icons */

  /* Use these font colors against the corresponding main layout colors.
     In a light theme, these go from dark to light.
  */

  /* Use these against the brand/accent/warn/error colors.
     These will typically go from light to darker, in both a dark and light theme
   */

  /* Content Fonts

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


  /* Layout

  The following are the main layout colors use in JupyterLab. In a light
  theme these would go from light to dark.
  */

  /* Brand/accent */

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

  /* Cell specific styles */
  /* A custom blend of MD grey and blue 600
   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
  /* A custom blend of MD grey and orange 600
   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */

  /* 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
 * have been defined.
 */

 /* 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
  list of conditions and the following disclaimer.

* Redistributions in binary form must reproduce the above copyright notice,
  this list of conditions and the following disclaimer in the documentation
  and/or other materials provided with the distribution.

* Neither the name of the copyright holder nor the names of its
  contributors may be used to endorse or promote products derived from
  this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
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
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

*/

 /*
 * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css 
 * We've scoped the rules so that they are consistent with exactly our code.
 */

 .jupyter-widgets.widget-tab > .p-TabBar {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
  margin: 0;
  padding: 0;
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  list-style-type: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] > .p-TabBar-content {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] > .p-TabBar-content {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
  -webkit-box-sizing: border-box;
          box-sizing: border-box;
  overflow: hidden;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
  -webkit-box-flex: 0;
      -ms-flex: 0 0 auto;
          flex: 0 0 auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel {
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  overflow: hidden;
  white-space: nowrap;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {
  display: none !important;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {
  position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab {
  left: 0;
  -webkit-transition: left 150ms ease;
  transition: left 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab {
  top: 0;
  -webkit-transition: top 150ms ease;
  transition: top 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging {
  -webkit-transition: none;
  transition: none;
}

 /* End tabbar.css */

 :root { /* margin between inline elements */

    /* From Material Design Lite */
}

 .jupyter-widgets {
    margin: 2px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    color: black;
    overflow: visible;
}

 .jupyter-widgets.jupyter-widgets-disconnected::before {
    line-height: 28px;
    height: 28px;
}

 .jp-Output-result > .jupyter-widgets {
    margin-left: 0;
    margin-right: 0;
}

 /* vbox and hbox */

 .widget-inline-hbox {
    /* Horizontal widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
    -webkit-box-align: baseline;
        -ms-flex-align: baseline;
            align-items: baseline;
}

 .widget-inline-vbox {
    /* Vertical Widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-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: center;
        -ms-flex-align: center;
            align-items: center;
}

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

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

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

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

 /* General Button Styling */

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

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

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

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

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

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

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

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

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

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

 /* Button "Primary" Styling */

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

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

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

 /* Button "Success" Styling */

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

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

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

 /* Button "Info" Styling */

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

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

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

 /* Button "Warning" Styling */

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

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

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

 /* Button "Danger" Styling */

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

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

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

 /* Widget Button*/

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

 /* Widget Label Styling */

 /* Override Bootstrap label css */

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

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

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

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

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

 /* Widget Readout Styling */

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

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

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

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

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

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

 /* Widget Checkbox Styling */

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

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

 /* Widget Valid Styling */

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

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

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

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

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

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

 /* Widget Text and TextArea Stying */

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

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

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

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

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

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

 /* Widget Slider */

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

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

 /* Override jquery-ui */

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

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

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

 /* Shapes of Slider Handles */

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

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

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

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

 /* Horizontal Slider */

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

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

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

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

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

 /* Vertical Slider */

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

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

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

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

 /* Widget Progress Styling */

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

 .progress-bar {
    height: 28px;
}

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

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

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

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

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

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

 /* Horisontal Progress */

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

}

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

 /* Vertical Progress */

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

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

 /* Select Widget Styling */

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

 .widget-dropdown > select {
    padding-right: 20px;
    border: 1px solid #9E9E9E;
    border-radius: 0;
    height: inherit;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    outline: none !important;
    -webkit-box-shadow: none;
            box-shadow: none;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    vertical-align: top;
    padding-left: 8px;
	appearance: none;
	-webkit-appearance: none;
	-moz-appearance: none;
    background-repeat: no-repeat;
	background-size: 20px;
	background-position: right center;
    background-image: url("data:image/svg+xml;base64,PD94bWwgdmVyc2lvbj0iMS4wIiBlbmNvZGluZz0idXRmLTgiPz4KPCEtLSBHZW5lcmF0b3I6IEFkb2JlIElsbHVzdHJhdG9yIDE5LjIuMSwgU1ZHIEV4cG9ydCBQbHVnLUluIC4gU1ZHIFZlcnNpb246IDYuMDAgQnVpbGQgMCkgIC0tPgo8c3ZnIHZlcnNpb249IjEuMSIgaWQ9IkxheWVyXzEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgeG1sbnM6eGxpbms9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkveGxpbmsiIHg9IjBweCIgeT0iMHB4IgoJIHZpZXdCb3g9IjAgMCAxOCAxOCIgc3R5bGU9ImVuYWJsZS1iYWNrZ3JvdW5kOm5ldyAwIDAgMTggMTg7IiB4bWw6c3BhY2U9InByZXNlcnZlIj4KPHN0eWxlIHR5cGU9InRleHQvY3NzIj4KCS5zdDB7ZmlsbDpub25lO30KPC9zdHlsZT4KPHBhdGggZD0iTTUuMiw1LjlMOSw5LjdsMy44LTMuOGwxLjIsMS4ybC00LjksNWwtNC45LTVMNS4yLDUuOXoiLz4KPHBhdGggY2xhc3M9InN0MCIgZD0iTTAtMC42aDE4djE4SDBWLTAuNnoiLz4KPC9zdmc+Cg");
}

 .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": "OlKl4IRIBfFD",
    "outputId": "030137c5-652e-4c33-8202-441081f93241"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9426eae243854ab49078a086bccc9fdb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=5), HTML(value='')))"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "76c2f30ea4214f84acd3c9bd9d77bb94",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=5), HTML(value='')))"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "from torchbearer import Trial\n",
    "import torch\n",
    "from torch.optim import Adam\n",
    "\n",
    "\n",
    "trial = Trial(model, optimizer=Adam(model.classifier.parameters()), criterion=torch.nn.CrossEntropyLoss(reduction='sum'), metrics=['acc'])\n",
    "# Whilst this is bad practice, we validate on the test set for this example for simplicity. \n",
    "# Better practice would create a separate validation split using a DatasetValidationSplitter (see quickstart example)\n",
    "trial.with_train_generator(train_loader).with_val_generator(test_loader)\n",
    "trial.to('cuda')\n",
    "feature_extractor_hist = trial.run(5, verbose=1)\n",
    "\n",
    "trial = Trial(model, optimizer=Adam(model.parameters()), criterion=torch.nn.CrossEntropyLoss(reduction='sum'), metrics=['acc'])\n",
    "# Whilst this is bad practice, we validate on the test set for this example for simplicity. \n",
    "# Better practice would create a separate validation split using a DatasetValidationSplitter (see quickstart example)\n",
    "trial.with_train_generator(train_loader).with_val_generator(test_loader)\n",
    "trial.to('cuda')\n",
    "transfer_learning_hist = trial.run(5, verbose=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "_FBhc-OUUf6Q"
   },
   "source": [
    "Is Transfer Learning Better?\n",
    "-----------------------------------------------------\n",
    "\n",
    "We can see from the previous block that we get good accuracies very quickly with the transfer learnt models, but is this atually better than just starting from scratch? \n",
    "\n",
    "We now quickly train a randomly initialised model to see if fitting this model to the data is better than the ones transfered from another task. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 67,
     "resources": {
      "http://localhost:8080/nbextensions/google.colab/colabwidgets/controls.css": {
       "data": "/* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /* We import all of these together in a single css file because the Webpack
loader sees only one file at a time. This allows postcss to see the variable
definitions when they are used. */

 /*-----------------------------------------------------------------------------
| 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.
 */

 /*
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.
*/

 /*
 * Optional monospace font for input/output prompt.
 */

 /* Commented out in ipywidgets since we don't need it. */

 /* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */

 /*
 * Added for compabitility with output area
 */

 :root {

  /* Borders

  The following variables, specify the visual styling of borders in JupyterLab.
   */

  /* UI Fonts

  The UI font CSS variables are used for the typography all of the JupyterLab
  user interface elements that are not directly user generated content.
  */ /* Base font size */ /* Ensures px perfect FontAwesome icons */

  /* Use these font colors against the corresponding main layout colors.
     In a light theme, these go from dark to light.
  */

  /* Use these against the brand/accent/warn/error colors.
     These will typically go from light to darker, in both a dark and light theme
   */

  /* Content Fonts

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


  /* Layout

  The following are the main layout colors use in JupyterLab. In a light
  theme these would go from light to dark.
  */

  /* Brand/accent */

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

  /* Cell specific styles */
  /* A custom blend of MD grey and blue 600
   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
  /* A custom blend of MD grey and orange 600
   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */

  /* 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
 * have been defined.
 */

 /* 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
  list of conditions and the following disclaimer.

* Redistributions in binary form must reproduce the above copyright notice,
  this list of conditions and the following disclaimer in the documentation
  and/or other materials provided with the distribution.

* Neither the name of the copyright holder nor the names of its
  contributors may be used to endorse or promote products derived from
  this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
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
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

*/

 /*
 * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css 
 * We've scoped the rules so that they are consistent with exactly our code.
 */

 .jupyter-widgets.widget-tab > .p-TabBar {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
  margin: 0;
  padding: 0;
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  list-style-type: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] > .p-TabBar-content {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] > .p-TabBar-content {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
  -webkit-box-sizing: border-box;
          box-sizing: border-box;
  overflow: hidden;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
  -webkit-box-flex: 0;
      -ms-flex: 0 0 auto;
          flex: 0 0 auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel {
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  overflow: hidden;
  white-space: nowrap;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {
  display: none !important;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {
  position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab {
  left: 0;
  -webkit-transition: left 150ms ease;
  transition: left 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab {
  top: 0;
  -webkit-transition: top 150ms ease;
  transition: top 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging {
  -webkit-transition: none;
  transition: none;
}

 /* End tabbar.css */

 :root { /* margin between inline elements */

    /* From Material Design Lite */
}

 .jupyter-widgets {
    margin: 2px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    color: black;
    overflow: visible;
}

 .jupyter-widgets.jupyter-widgets-disconnected::before {
    line-height: 28px;
    height: 28px;
}

 .jp-Output-result > .jupyter-widgets {
    margin-left: 0;
    margin-right: 0;
}

 /* vbox and hbox */

 .widget-inline-hbox {
    /* Horizontal widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
    -webkit-box-align: baseline;
        -ms-flex-align: baseline;
            align-items: baseline;
}

 .widget-inline-vbox {
    /* Vertical Widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-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: center;
        -ms-flex-align: center;
            align-items: center;
}

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

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

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

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

 /* General Button Styling */

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

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

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

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

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

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

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

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

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

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

 /* Button "Primary" Styling */

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

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

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

 /* Button "Success" Styling */

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

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

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

 /* Button "Info" Styling */

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

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

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

 /* Button "Warning" Styling */

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

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

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

 /* Button "Danger" Styling */

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

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

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

 /* Widget Button*/

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

 /* Widget Label Styling */

 /* Override Bootstrap label css */

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

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

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

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

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

 /* Widget Readout Styling */

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

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

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

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

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

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

 /* Widget Checkbox Styling */

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

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

 /* Widget Valid Styling */

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

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

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

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

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

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

 /* Widget Text and TextArea Stying */

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

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

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

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

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

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

 /* Widget Slider */

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

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

 /* Override jquery-ui */

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

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

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

 /* Shapes of Slider Handles */

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

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

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

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

 /* Horizontal Slider */

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

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

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

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

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

 /* Vertical Slider */

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

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

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

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

 /* Widget Progress Styling */

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

 .progress-bar {
    height: 28px;
}

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

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

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

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

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

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

 /* Horisontal Progress */

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

}

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

 /* Vertical Progress */

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

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

 /* Select Widget Styling */

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

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

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

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

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

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

 /* Select and SelectMultiple */

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

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

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

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

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

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

 /* Toggle Buttons Styling */

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

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

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

 /* Radio Buttons Styling */

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

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

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

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

 /* Color Picker Styling */

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

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

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

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

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

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

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

 /* Date Picker Styling */

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

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

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

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

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

 /* Play Widget */

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

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

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

 /* Tab Widget */

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

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

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

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

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

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

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

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

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

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

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

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

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

 /* Accordion Widget */

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

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

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

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

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

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

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

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

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

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

 /* HTML widget */

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

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

/*# 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 */",
       "headers": [
        [
         "content-type",
         "text/css"
        ]
       ],
       "ok": true,
       "status": 200,
       "status_text": ""
      }
     }
    },
    "colab_type": "code",
    "id": "JtcuTJiKCmNR",
    "outputId": "85654755-809e-48a1-e8ee-f4e03a59e10d"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7c79cb70164c44cb8a72b141459daa26",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=5), HTML(value='')))"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "random_model = mobilenet_v2(pretrained=False, progress=False)\n",
    "random_model.classifier = nn.Sequential(\n",
    "            nn.Dropout(0.2),\n",
    "            nn.Linear(random_model.last_channel, 10),\n",
    "        )\n",
    "\n",
    "\n",
    "trial = Trial(random_model, optimizer=Adam(random_model.parameters()), criterion=torch.nn.CrossEntropyLoss(reduction='sum'), metrics=['acc'])\n",
    "# Whilst this is bad practice, we validate on the test set for this example for simplicity. \n",
    "# Better practice would create a separate validation split using a DatasetValidationSplitter (see quickstart example)\n",
    "trial.with_train_generator(train_loader).with_val_generator(test_loader)\n",
    "trial.to('cuda')\n",
    "random_model_hist = trial.run(5, verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 573
    },
    "colab_type": "code",
    "id": "-YIpUBKKUtFm",
    "outputId": "94671168-3d15-4013-f38b-080fc23d570b"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zMyKyGbgQqw+k5cBp3g5MKaVU8/Ok+QggCyshXAP8Cu3iWimlWqWTnimISF/g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\nRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0yUBUQlAUpYJSSaEU9p+7xsQVB4m7nsmL3Zrw/P2NsbG+zcNGkf/VnkJ+dAF4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\nbW6nVWqrOvnZZ6oux6M+0Hgcp7Go7nwYj2HDhr3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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_accs = []\n",
    "transfer_accs = []\n",
    "random_accs = []\n",
    "\n",
    "def plot_curves(metric_label, plot_title):\n",
    "    for i in range(len(feature_extractor_hist)):\n",
    "        feature_accs.append(feature_extractor_hist[i][metric_label])\n",
    "        transfer_accs.append(transfer_learning_hist[i][metric_label])\n",
    "        random_accs.append(random_model_hist[i][metric_label])\n",
    "\n",
    "    plt.plot(feature_accs, label='Feature Extractor')\n",
    "    plt.plot(transfer_accs, label='Transfer Learning')\n",
    "    plt.plot(random_accs, label='Random Model')\n",
    "    plt.legend()\n",
    "    plt.grid()\n",
    "    plt.title(plot_title)\n",
    "    plt.xlabel('Epoch')\n",
    "    plt.ylabel('Accuracy')\n",
    "    plt.show()\n",
    "\n",
    "plot_curves('acc', 'Training Accuracy')\n",
    "plot_curves('val_acc', 'Validation Accuracy')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "IZHZ-1Pz29LG"
   },
   "source": [
    "We've plotted the accuracy and validation accuracy curves to compare the three different methods. \n",
    "\n",
    "\n",
    "You can see that the two pretrained models perform far better than the random model, as we were hoping. We alluded earlier to the fact that using the pretrained model as a feature extractor verses training it as a whole could lead to different results. From these particular plots, it is hard to tell which method achieves better performance so you might want to try training for longer and playing with the hyperparameters to really convince yourself which method is best for this example. Further, the random model needs much more training to be able to compare final performance to the transfer learnt models. \n",
    "\n",
    "Conclusion\n",
    "-----------------------------\n",
    "This was a very brief introduction to transfer learning with Torchbearer, showing fairly decent results when applied to a dataset that's traditionally for unsupervised models. We introduced two ways of using a pretrained network for a new task, both performing similarly, but can be useful in different situations in a real application. \n",
    "\n",
    "We only looked at a MobileNet model in this example, since it has few parameters and trains/evaluates quickly, however different models will show different results when transfer learnt. We encourage interested users to explore this space with the pretrained models available through torchvision. Often when fine tuning models, people lower the learning rate to avoid losing very general features learnt in pretraining. Exploring this and other hyperparameters is also an interesting extension of this exercise that we ommitted for simplicity. "
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "name": "TransferLearning.ipynb",
   "provenance": [],
   "version": "0.3.2"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
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}