{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "fw0J1rEbFb5A"
   },
   "source": [
    "# Quickstart Guide\n",
    "\n",
    "This guide will give a quick intro to visualising deep networks with visual. First, we'll load in a model, then perform a simple gradient ascent on an image and see how it can be improved by working in Fourier space.\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 Visual\n",
    "\n",
    "First we install visual if needed. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "colab_type": "code",
    "id": "EH3yCF-TGaPd",
    "outputId": "f398f874-571d-4ffd-a973-3c4c2996e249"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.2.0.dev\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    import visual\n",
    "except:\n",
    "    !pip install -q git+https://github.com/pytorchbearer/visual\n",
    "    import visual\n",
    "    \n",
    "print(visual.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "r8j38AkoGmkv"
   },
   "source": [
    "## Load an Inception Network\n",
    "\n",
    "Our first step is to load a pre-trained Inception network (adapted from torchvision) that will be used for this tutorial.\n",
    "\n",
    "Models in visual need to store intermediate tensors in the state passed to the forward function by [torchbearer](https://github.com/pytorchbearer/torchbearer). We'll cover this in more detail in a separate tutorial but one way to do it for now is to wrap the model with the `IntermediateLayerGetter` (adapted from torchvision).\n",
    "\n",
    "We also wrap our model here with RedirectReLUs. This model wrapper changes the ReLU gradient for the first 16 batches in order to get around the potential dead ReLU problem (that is, ReLUs with zero gradient)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 71
    },
    "colab_type": "code",
    "id": "c8FV7feEHgvD",
    "outputId": "ced789ea-a9ef-4d98-f394-9683b6df8455"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['model', 'model_Conv2d_1a_3x3', 'model_Conv2d_1a_3x3_conv', 'model_Conv2d_1a_3x3_bn', 'model_Conv2d_1a_3x3_relu', 'model_Conv2d_2a_3x3', 'model_Conv2d_2a_3x3_conv', 'model_Conv2d_2a_3x3_bn', 'model_Conv2d_2a_3x3_relu', 'model_Conv2d_2b_3x3', 'model_Conv2d_2b_3x3_conv', 'model_Conv2d_2b_3x3_bn', 'model_Conv2d_2b_3x3_relu', 'model_MaxPool2b', 'model_Conv2d_3b_1x1', 'model_Conv2d_3b_1x1_conv', 'model_Conv2d_3b_1x1_bn', 'model_Conv2d_3b_1x1_relu', 'model_Conv2d_4a_3x3', 'model_Conv2d_4a_3x3_conv', 'model_Conv2d_4a_3x3_bn', 'model_Conv2d_4a_3x3_relu', 'model_MaxPool4a', 'model_Mixed_5b', 'model_Mixed_5b_branch1x1', 'model_Mixed_5b_branch1x1_conv', 'model_Mixed_5b_branch1x1_bn', 'model_Mixed_5b_branch1x1_relu', 'model_Mixed_5b_branch5x5_1', 'model_Mixed_5b_branch5x5_1_conv', 'model_Mixed_5b_branch5x5_1_bn', 'model_Mixed_5b_branch5x5_1_relu', 'model_Mixed_5b_branch5x5_2', 'model_Mixed_5b_branch5x5_2_conv', 'model_Mixed_5b_branch5x5_2_bn', 'model_Mixed_5b_branch5x5_2_relu', 'model_Mixed_5b_branch3x3dbl_1', 'model_Mixed_5b_branch3x3dbl_1_conv', 'model_Mixed_5b_branch3x3dbl_1_bn', 'model_Mixed_5b_branch3x3dbl_1_relu', 'model_Mixed_5b_branch3x3dbl_2', 'model_Mixed_5b_branch3x3dbl_2_conv', 'model_Mixed_5b_branch3x3dbl_2_bn', 'model_Mixed_5b_branch3x3dbl_2_relu', 'model_Mixed_5b_branch3x3dbl_3', 'model_Mixed_5b_branch3x3dbl_3_conv', 'model_Mixed_5b_branch3x3dbl_3_bn', 'model_Mixed_5b_branch3x3dbl_3_relu', 'model_Mixed_5b_AvgPool', 'model_Mixed_5b_branch_pool', 'model_Mixed_5b_branch_pool_conv', 'model_Mixed_5b_branch_pool_bn', 'model_Mixed_5b_branch_pool_relu', 'model_Mixed_5c', 'model_Mixed_5c_branch1x1', 'model_Mixed_5c_branch1x1_conv', 'model_Mixed_5c_branch1x1_bn', 'model_Mixed_5c_branch1x1_relu', 'model_Mixed_5c_branch5x5_1', 'model_Mixed_5c_branch5x5_1_conv', 'model_Mixed_5c_branch5x5_1_bn', 'model_Mixed_5c_branch5x5_1_relu', 'model_Mixed_5c_branch5x5_2', 'model_Mixed_5c_branch5x5_2_conv', 'model_Mixed_5c_branch5x5_2_bn', 'model_Mixed_5c_branch5x5_2_relu', 'model_Mixed_5c_branch3x3dbl_1', 'model_Mixed_5c_branch3x3dbl_1_conv', 'model_Mixed_5c_branch3x3dbl_1_bn', 'model_Mixed_5c_branch3x3dbl_1_relu', 'model_Mixed_5c_branch3x3dbl_2', 'model_Mixed_5c_branch3x3dbl_2_conv', 'model_Mixed_5c_branch3x3dbl_2_bn', 'model_Mixed_5c_branch3x3dbl_2_relu', 'model_Mixed_5c_branch3x3dbl_3', 'model_Mixed_5c_branch3x3dbl_3_conv', 'model_Mixed_5c_branch3x3dbl_3_bn', 'model_Mixed_5c_branch3x3dbl_3_relu', 'model_Mixed_5c_AvgPool', 'model_Mixed_5c_branch_pool', 'model_Mixed_5c_branch_pool_conv', 'model_Mixed_5c_branch_pool_bn', 'model_Mixed_5c_branch_pool_relu', 'model_Mixed_5d', 'model_Mixed_5d_branch1x1', 'model_Mixed_5d_branch1x1_conv', 'model_Mixed_5d_branch1x1_bn', 'model_Mixed_5d_branch1x1_relu', 'model_Mixed_5d_branch5x5_1', 'model_Mixed_5d_branch5x5_1_conv', 'model_Mixed_5d_branch5x5_1_bn', 'model_Mixed_5d_branch5x5_1_relu', 'model_Mixed_5d_branch5x5_2', 'model_Mixed_5d_branch5x5_2_conv', 'model_Mixed_5d_branch5x5_2_bn', 'model_Mixed_5d_branch5x5_2_relu', 'model_Mixed_5d_branch3x3dbl_1', 'model_Mixed_5d_branch3x3dbl_1_conv', 'model_Mixed_5d_branch3x3dbl_1_bn', 'model_Mixed_5d_branch3x3dbl_1_relu', 'model_Mixed_5d_branch3x3dbl_2', 'model_Mixed_5d_branch3x3dbl_2_conv', 'model_Mixed_5d_branch3x3dbl_2_bn', 'model_Mixed_5d_branch3x3dbl_2_relu', 'model_Mixed_5d_branch3x3dbl_3', 'model_Mixed_5d_branch3x3dbl_3_conv', 'model_Mixed_5d_branch3x3dbl_3_bn', 'model_Mixed_5d_branch3x3dbl_3_relu', 'model_Mixed_5d_AvgPool', 'model_Mixed_5d_branch_pool', 'model_Mixed_5d_branch_pool_conv', 'model_Mixed_5d_branch_pool_bn', 'model_Mixed_5d_branch_pool_relu', 'model_Mixed_6a', 'model_Mixed_6a_branch3x3', 'model_Mixed_6a_branch3x3_conv', 'model_Mixed_6a_branch3x3_bn', 'model_Mixed_6a_branch3x3_relu', 'model_Mixed_6a_branch3x3dbl_1', 'model_Mixed_6a_branch3x3dbl_1_conv', 'model_Mixed_6a_branch3x3dbl_1_bn', 'model_Mixed_6a_branch3x3dbl_1_relu', 'model_Mixed_6a_branch3x3dbl_2', 'model_Mixed_6a_branch3x3dbl_2_conv', 'model_Mixed_6a_branch3x3dbl_2_bn', 'model_Mixed_6a_branch3x3dbl_2_relu', 'model_Mixed_6a_branch3x3dbl_3', 'model_Mixed_6a_branch3x3dbl_3_conv', 'model_Mixed_6a_branch3x3dbl_3_bn', 'model_Mixed_6a_branch3x3dbl_3_relu', 'model_Mixed_6a_MaxPool', 'model_Mixed_6b', 'model_Mixed_6b_branch1x1', 'model_Mixed_6b_branch1x1_conv', 'model_Mixed_6b_branch1x1_bn', 'model_Mixed_6b_branch1x1_relu', 'model_Mixed_6b_branch7x7_1', 'model_Mixed_6b_branch7x7_1_conv', 'model_Mixed_6b_branch7x7_1_bn', 'model_Mixed_6b_branch7x7_1_relu', 'model_Mixed_6b_branch7x7_2', 'model_Mixed_6b_branch7x7_2_conv', 'model_Mixed_6b_branch7x7_2_bn', 'model_Mixed_6b_branch7x7_2_relu', 'model_Mixed_6b_branch7x7_3', 'model_Mixed_6b_branch7x7_3_conv', 'model_Mixed_6b_branch7x7_3_bn', 'model_Mixed_6b_branch7x7_3_relu', 'model_Mixed_6b_branch7x7dbl_1', 'model_Mixed_6b_branch7x7dbl_1_conv', 'model_Mixed_6b_branch7x7dbl_1_bn', 'model_Mixed_6b_branch7x7dbl_1_relu', 'model_Mixed_6b_branch7x7dbl_2', 'model_Mixed_6b_branch7x7dbl_2_conv', 'model_Mixed_6b_branch7x7dbl_2_bn', 'model_Mixed_6b_branch7x7dbl_2_relu', 'model_Mixed_6b_branch7x7dbl_3', 'model_Mixed_6b_branch7x7dbl_3_conv', 'model_Mixed_6b_branch7x7dbl_3_bn', 'model_Mixed_6b_branch7x7dbl_3_relu', 'model_Mixed_6b_branch7x7dbl_4', 'model_Mixed_6b_branch7x7dbl_4_conv', 'model_Mixed_6b_branch7x7dbl_4_bn', 'model_Mixed_6b_branch7x7dbl_4_relu', 'model_Mixed_6b_branch7x7dbl_5', 'model_Mixed_6b_branch7x7dbl_5_conv', 'model_Mixed_6b_branch7x7dbl_5_bn', 'model_Mixed_6b_branch7x7dbl_5_relu', 'model_Mixed_6b_AvgPool', 'model_Mixed_6b_branch_pool', 'model_Mixed_6b_branch_pool_conv', 'model_Mixed_6b_branch_pool_bn', 'model_Mixed_6b_branch_pool_relu', 'model_Mixed_6c', 'model_Mixed_6c_branch1x1', 'model_Mixed_6c_branch1x1_conv', 'model_Mixed_6c_branch1x1_bn', 'model_Mixed_6c_branch1x1_relu', 'model_Mixed_6c_branch7x7_1', 'model_Mixed_6c_branch7x7_1_conv', 'model_Mixed_6c_branch7x7_1_bn', 'model_Mixed_6c_branch7x7_1_relu', 'model_Mixed_6c_branch7x7_2', 'model_Mixed_6c_branch7x7_2_conv', 'model_Mixed_6c_branch7x7_2_bn', 'model_Mixed_6c_branch7x7_2_relu', 'model_Mixed_6c_branch7x7_3', 'model_Mixed_6c_branch7x7_3_conv', 'model_Mixed_6c_branch7x7_3_bn', 'model_Mixed_6c_branch7x7_3_relu', 'model_Mixed_6c_branch7x7dbl_1', 'model_Mixed_6c_branch7x7dbl_1_conv', 'model_Mixed_6c_branch7x7dbl_1_bn', 'model_Mixed_6c_branch7x7dbl_1_relu', 'model_Mixed_6c_branch7x7dbl_2', 'model_Mixed_6c_branch7x7dbl_2_conv', 'model_Mixed_6c_branch7x7dbl_2_bn', 'model_Mixed_6c_branch7x7dbl_2_relu', 'model_Mixed_6c_branch7x7dbl_3', 'model_Mixed_6c_branch7x7dbl_3_conv', 'model_Mixed_6c_branch7x7dbl_3_bn', 'model_Mixed_6c_branch7x7dbl_3_relu', 'model_Mixed_6c_branch7x7dbl_4', 'model_Mixed_6c_branch7x7dbl_4_conv', 'model_Mixed_6c_branch7x7dbl_4_bn', 'model_Mixed_6c_branch7x7dbl_4_relu', 'model_Mixed_6c_branch7x7dbl_5', 'model_Mixed_6c_branch7x7dbl_5_conv', 'model_Mixed_6c_branch7x7dbl_5_bn', 'model_Mixed_6c_branch7x7dbl_5_relu', 'model_Mixed_6c_AvgPool', 'model_Mixed_6c_branch_pool', 'model_Mixed_6c_branch_pool_conv', 'model_Mixed_6c_branch_pool_bn', 'model_Mixed_6c_branch_pool_relu', 'model_Mixed_6d', 'model_Mixed_6d_branch1x1', 'model_Mixed_6d_branch1x1_conv', 'model_Mixed_6d_branch1x1_bn', 'model_Mixed_6d_branch1x1_relu', 'model_Mixed_6d_branch7x7_1', 'model_Mixed_6d_branch7x7_1_conv', 'model_Mixed_6d_branch7x7_1_bn', 'model_Mixed_6d_branch7x7_1_relu', 'model_Mixed_6d_branch7x7_2', 'model_Mixed_6d_branch7x7_2_conv', 'model_Mixed_6d_branch7x7_2_bn', 'model_Mixed_6d_branch7x7_2_relu', 'model_Mixed_6d_branch7x7_3', 'model_Mixed_6d_branch7x7_3_conv', 'model_Mixed_6d_branch7x7_3_bn', 'model_Mixed_6d_branch7x7_3_relu', 'model_Mixed_6d_branch7x7dbl_1', 'model_Mixed_6d_branch7x7dbl_1_conv', 'model_Mixed_6d_branch7x7dbl_1_bn', 'model_Mixed_6d_branch7x7dbl_1_relu', 'model_Mixed_6d_branch7x7dbl_2', 'model_Mixed_6d_branch7x7dbl_2_conv', 'model_Mixed_6d_branch7x7dbl_2_bn', 'model_Mixed_6d_branch7x7dbl_2_relu', 'model_Mixed_6d_branch7x7dbl_3', 'model_Mixed_6d_branch7x7dbl_3_conv', 'model_Mixed_6d_branch7x7dbl_3_bn', 'model_Mixed_6d_branch7x7dbl_3_relu', 'model_Mixed_6d_branch7x7dbl_4', 'model_Mixed_6d_branch7x7dbl_4_conv', 'model_Mixed_6d_branch7x7dbl_4_bn', 'model_Mixed_6d_branch7x7dbl_4_relu', 'model_Mixed_6d_branch7x7dbl_5', 'model_Mixed_6d_branch7x7dbl_5_conv', 'model_Mixed_6d_branch7x7dbl_5_bn', 'model_Mixed_6d_branch7x7dbl_5_relu', 'model_Mixed_6d_AvgPool', 'model_Mixed_6d_branch_pool', 'model_Mixed_6d_branch_pool_conv', 'model_Mixed_6d_branch_pool_bn', 'model_Mixed_6d_branch_pool_relu', 'model_Mixed_6e', 'model_Mixed_6e_branch1x1', 'model_Mixed_6e_branch1x1_conv', 'model_Mixed_6e_branch1x1_bn', 'model_Mixed_6e_branch1x1_relu', 'model_Mixed_6e_branch7x7_1', 'model_Mixed_6e_branch7x7_1_conv', 'model_Mixed_6e_branch7x7_1_bn', 'model_Mixed_6e_branch7x7_1_relu', 'model_Mixed_6e_branch7x7_2', 'model_Mixed_6e_branch7x7_2_conv', 'model_Mixed_6e_branch7x7_2_bn', 'model_Mixed_6e_branch7x7_2_relu', 'model_Mixed_6e_branch7x7_3', 'model_Mixed_6e_branch7x7_3_conv', 'model_Mixed_6e_branch7x7_3_bn', 'model_Mixed_6e_branch7x7_3_relu', 'model_Mixed_6e_branch7x7dbl_1', 'model_Mixed_6e_branch7x7dbl_1_conv', 'model_Mixed_6e_branch7x7dbl_1_bn', 'model_Mixed_6e_branch7x7dbl_1_relu', 'model_Mixed_6e_branch7x7dbl_2', 'model_Mixed_6e_branch7x7dbl_2_conv', 'model_Mixed_6e_branch7x7dbl_2_bn', 'model_Mixed_6e_branch7x7dbl_2_relu', 'model_Mixed_6e_branch7x7dbl_3', 'model_Mixed_6e_branch7x7dbl_3_conv', 'model_Mixed_6e_branch7x7dbl_3_bn', 'model_Mixed_6e_branch7x7dbl_3_relu', 'model_Mixed_6e_branch7x7dbl_4', 'model_Mixed_6e_branch7x7dbl_4_conv', 'model_Mixed_6e_branch7x7dbl_4_bn', 'model_Mixed_6e_branch7x7dbl_4_relu', 'model_Mixed_6e_branch7x7dbl_5', 'model_Mixed_6e_branch7x7dbl_5_conv', 'model_Mixed_6e_branch7x7dbl_5_bn', 'model_Mixed_6e_branch7x7dbl_5_relu', 'model_Mixed_6e_AvgPool', 'model_Mixed_6e_branch_pool', 'model_Mixed_6e_branch_pool_conv', 'model_Mixed_6e_branch_pool_bn', 'model_Mixed_6e_branch_pool_relu', 'model_AuxLogits', 'model_AuxLogits_AvgPool0', 'model_AuxLogits_conv0', 'model_AuxLogits_conv0_conv', 'model_AuxLogits_conv0_bn', 'model_AuxLogits_conv0_relu', 'model_AuxLogits_conv1', 'model_AuxLogits_conv1_conv', 'model_AuxLogits_conv1_bn', 'model_AuxLogits_conv1_relu', 'model_AuxLogits_AvgPool1', 'model_AuxLogits_fc', 'model_Mixed_7a', 'model_Mixed_7a_branch3x3_1', 'model_Mixed_7a_branch3x3_1_conv', 'model_Mixed_7a_branch3x3_1_bn', 'model_Mixed_7a_branch3x3_1_relu', 'model_Mixed_7a_branch3x3_2', 'model_Mixed_7a_branch3x3_2_conv', 'model_Mixed_7a_branch3x3_2_bn', 'model_Mixed_7a_branch3x3_2_relu', 'model_Mixed_7a_branch7x7x3_1', 'model_Mixed_7a_branch7x7x3_1_conv', 'model_Mixed_7a_branch7x7x3_1_bn', 'model_Mixed_7a_branch7x7x3_1_relu', 'model_Mixed_7a_branch7x7x3_2', 'model_Mixed_7a_branch7x7x3_2_conv', 'model_Mixed_7a_branch7x7x3_2_bn', 'model_Mixed_7a_branch7x7x3_2_relu', 'model_Mixed_7a_branch7x7x3_3', 'model_Mixed_7a_branch7x7x3_3_conv', 'model_Mixed_7a_branch7x7x3_3_bn', 'model_Mixed_7a_branch7x7x3_3_relu', 'model_Mixed_7a_branch7x7x3_4', 'model_Mixed_7a_branch7x7x3_4_conv', 'model_Mixed_7a_branch7x7x3_4_bn', 'model_Mixed_7a_branch7x7x3_4_relu', 'model_Mixed_7a_MaxPool', 'model_Mixed_7b', 'model_Mixed_7b_branch1x1', 'model_Mixed_7b_branch1x1_conv', 'model_Mixed_7b_branch1x1_bn', 'model_Mixed_7b_branch1x1_relu', 'model_Mixed_7b_branch3x3_1', 'model_Mixed_7b_branch3x3_1_conv', 'model_Mixed_7b_branch3x3_1_bn', 'model_Mixed_7b_branch3x3_1_relu', 'model_Mixed_7b_branch3x3_2a', 'model_Mixed_7b_branch3x3_2a_conv', 'model_Mixed_7b_branch3x3_2a_bn', 'model_Mixed_7b_branch3x3_2a_relu', 'model_Mixed_7b_branch3x3_2b', 'model_Mixed_7b_branch3x3_2b_conv', 'model_Mixed_7b_branch3x3_2b_bn', 'model_Mixed_7b_branch3x3_2b_relu', 'model_Mixed_7b_branch3x3dbl_1', 'model_Mixed_7b_branch3x3dbl_1_conv', 'model_Mixed_7b_branch3x3dbl_1_bn', 'model_Mixed_7b_branch3x3dbl_1_relu', 'model_Mixed_7b_branch3x3dbl_2', 'model_Mixed_7b_branch3x3dbl_2_conv', 'model_Mixed_7b_branch3x3dbl_2_bn', 'model_Mixed_7b_branch3x3dbl_2_relu', 'model_Mixed_7b_branch3x3dbl_3a', 'model_Mixed_7b_branch3x3dbl_3a_conv', 'model_Mixed_7b_branch3x3dbl_3a_bn', 'model_Mixed_7b_branch3x3dbl_3a_relu', 'model_Mixed_7b_branch3x3dbl_3b', 'model_Mixed_7b_branch3x3dbl_3b_conv', 'model_Mixed_7b_branch3x3dbl_3b_bn', 'model_Mixed_7b_branch3x3dbl_3b_relu', 'model_Mixed_7b_AvgPool', 'model_Mixed_7b_branch_pool', 'model_Mixed_7b_branch_pool_conv', 'model_Mixed_7b_branch_pool_bn', 'model_Mixed_7b_branch_pool_relu', 'model_Mixed_7c', 'model_Mixed_7c_branch1x1', 'model_Mixed_7c_branch1x1_conv', 'model_Mixed_7c_branch1x1_bn', 'model_Mixed_7c_branch1x1_relu', 'model_Mixed_7c_branch3x3_1', 'model_Mixed_7c_branch3x3_1_conv', 'model_Mixed_7c_branch3x3_1_bn', 'model_Mixed_7c_branch3x3_1_relu', 'model_Mixed_7c_branch3x3_2a', 'model_Mixed_7c_branch3x3_2a_conv', 'model_Mixed_7c_branch3x3_2a_bn', 'model_Mixed_7c_branch3x3_2a_relu', 'model_Mixed_7c_branch3x3_2b', 'model_Mixed_7c_branch3x3_2b_conv', 'model_Mixed_7c_branch3x3_2b_bn', 'model_Mixed_7c_branch3x3_2b_relu', 'model_Mixed_7c_branch3x3dbl_1', 'model_Mixed_7c_branch3x3dbl_1_conv', 'model_Mixed_7c_branch3x3dbl_1_bn', 'model_Mixed_7c_branch3x3dbl_1_relu', 'model_Mixed_7c_branch3x3dbl_2', 'model_Mixed_7c_branch3x3dbl_2_conv', 'model_Mixed_7c_branch3x3dbl_2_bn', 'model_Mixed_7c_branch3x3dbl_2_relu', 'model_Mixed_7c_branch3x3dbl_3a', 'model_Mixed_7c_branch3x3dbl_3a_conv', 'model_Mixed_7c_branch3x3dbl_3a_bn', 'model_Mixed_7c_branch3x3dbl_3a_relu', 'model_Mixed_7c_branch3x3dbl_3b', 'model_Mixed_7c_branch3x3dbl_3b_conv', 'model_Mixed_7c_branch3x3dbl_3b_bn', 'model_Mixed_7c_branch3x3dbl_3b_relu', 'model_Mixed_7c_AvgPool', 'model_Mixed_7c_branch_pool', 'model_Mixed_7c_branch_pool_conv', 'model_Mixed_7c_branch_pool_bn', 'model_Mixed_7c_branch_pool_relu', 'model_AvgPool', 'model_fc']\n"
     ]
    }
   ],
   "source": [
    "from visual.models import inception_v3, IntermediateLayerGetter\n",
    "from visual import RedirectReLUs\n",
    "\n",
    "model = IntermediateLayerGetter(RedirectReLUs(inception_v3(True, False)))\n",
    "print(model.layer_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Oh-97CWMI3W3"
   },
   "source": [
    "## A Simple Visualisation\n",
    "\n",
    "The core API of visual largely follows that of the excellent [`lucid` for Tensorflow](https://github.com/tensorflow/lucid). Importantly, to perform a visualisation, we require a `Criterion` and an `Image`. `Image` objects can be created either from their classes, or using the helper function `image`. First, we'll use a `TensorImage`, the simplest image type in visual. `Criterion` objects can be found in `visual.loss`, for now we'll use the simple `Channel` criterion which looks to maximise the output from a particular channel in the input."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "1u9xQJsJKQR1"
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "from torchvision.transforms import Normalize\n",
    "\n",
    "import visual\n",
    "from visual import Channel, TensorImage\n",
    "from visual.transforms import RandomRotate, RandomScale, Compose\n",
    "\n",
    "normalize = Normalize(\n",
    "    mean=[0.485, 0.456, 0.406],\n",
    "    std=[0.229, 0.224, 0.225]\n",
    ")\n",
    "\n",
    "criterion = Channel(2, 'model_Mixed_6b_branch1x1_conv')\n",
    "image = TensorImage(torch.rand(3, 128, 128), correlate=False, transform=normalize).sigmoid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "wHafwUN-UAkX"
   },
   "source": [
    "Next, we perform a gradient ascent using the `Ascent` class. This uses the `torchbearer` library underneath to perform plotting and output to file or tensorboard. It can either be used as a callback or run on its own. We'll cover the callback option in a seperate notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 269
    },
    "colab_type": "code",
    "id": "k3i0cveupCl1",
    "outputId": "6b6e205b-913f-4bbe-85cb-83465d561181"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from visual import Ascent\n",
    "Ascent(image, criterion, steps=256).to_pyplot().run(model, device='cuda', verbose=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "o62dc9jcUnMT"
   },
   "source": [
    "As can be seen, the image is quite noisy; arguably too noisy too provide any insight on the learned representation.\n",
    "\n",
    "## Improvements\n",
    "\n",
    "Here we'll have a look at improving our image. The techniques discussed here are brilliantly covered in more detail in the distill.pub paper, [Feature Visualisation](https://distill.pub/2017/feature-visualization/) \n",
    "\n",
    "### Correlate Colours\n",
    "\n",
    "You may have noticed that in the last section we set `correlate=False` when we created our image. When `correlate` is `True` the image channels will be correlated according to known covariance statistics computed from ImageNet. This is enables a more natural notion of colour than is present in our example above. Let's take a look:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 269
    },
    "colab_type": "code",
    "id": "SQFH4GVsWXzn",
    "outputId": "259bb4da-955b-41ba-af68-8a09e90ea576"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "criterion = Channel(2, 'model_Mixed_6b_branch1x1_conv')\n",
    "image = TensorImage(torch.rand(3, 128, 128), correlate=True, transform=normalize).sigmoid()\n",
    "\n",
    "Ascent(image, criterion, steps=256).to_pyplot().run(model, device='cuda', verbose=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "CH3yAU3gXELr"
   },
   "source": [
    "Well the colour has definitely improved. However, it's still not very clear what this particular cell has learned.\n",
    "\n",
    "### Frequency Penalisation\n",
    "\n",
    "The next step discussed in [Olah et. al.](https://distill.pub/2017/feature-visualization/) is too look at what happens when we add some loss terms which encourage low frequency images. We can do this with visual by importing the relevant `Criterion` objects: `Blur`, `L1` and `TotalVariation`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 269
    },
    "colab_type": "code",
    "id": "Z4qb8YG1X6MZ",
    "outputId": "c6a8330f-90be-4cd8-e216-a5a67b5c5e47"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from visual import Blur, L1, TotalVariation\n",
    "\n",
    "criterion = Channel(2, 'model_Mixed_6b_branch1x1_conv')\n",
    "criterion -= 5e-3 * Blur()\n",
    "criterion -= 2e-6 * L1(0.5)\n",
    "criterion -= 1e-5 * TotalVariation()\n",
    "\n",
    "image = TensorImage(torch.rand(3, 128, 128), correlate=True, transform=normalize).sigmoid()\n",
    "\n",
    "Ascent(image, criterion, steps=256).to_pyplot().run(model, device='cuda', verbose=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "rRymvhxqau9p"
   },
   "source": [
    "That looks a little better, but it takes a while to tune all those parameters and we still can't say much about what this filter has learned. Perhaps a different form of regularisation is needed.\n",
    "\n",
    "### Augmentation\n",
    "\n",
    "For the next step, we can add some augmentation. We need our augmentations to be differentiable, so we can't use torchvision here. Instead we'll look at `RandomRotate`, `RandomScale` and `SpatialJitter` from `visual.transforms`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 323
    },
    "colab_type": "code",
    "id": "a-uzuCPBto-L",
    "outputId": "e3ea38cc-6c88-4d0b-d8b8-4a0cbab2c49c"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from visual import transforms\n",
    "\n",
    "transform = transforms.Compose([\n",
    "    transforms.SpatialJitter(2),\n",
    "    transforms.RandomScale([1.1 ** (n / 10.) for n in range(-10, 11)]),\n",
    "    transforms.RandomRotate(list(range(-5, 6)), padding_mode='border'),\n",
    "    normalize\n",
    "])\n",
    "\n",
    "image = TensorImage(torch.rand(3, 128, 128), correlate=True, transform=transform).sigmoid()\n",
    "\n",
    "Ascent(image, criterion, steps=256).to_pyplot().run(model, device='cuda', verbose=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "z3LRfBedvDe1"
   },
   "source": [
    "That's looking a bit better! The final step is to use a differentiable image parameterisation, the Fourier transform.\n",
    "\n",
    "### Working in Fourier Space\n",
    "\n",
    "The final step in [Olah et. al.](https://distill.pub/2017/feature-visualization/) is to introduce the notion of image parameterisation in the Fourier domain. Here, we instead gradient ascend on the parameters of a Fourier image which is converted back to the real domain using `torch.irfft` on each forward pass. In visual, we can acheive this with the `FFTImage` class. Note that we don't use frequency penalisation here as explained in the distil paper. Here's how it looks:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 323
    },
    "colab_type": "code",
    "id": "6K_EkgtA0vVm",
    "outputId": "8c090206-8caf-45fd-d995-c048f4899105"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from visual import FFTImage\n",
    "\n",
    "criterion = Channel(2, 'model_Mixed_6b_branch1x1_conv')\n",
    "\n",
    "image = FFTImage((3, 128, 128), correlate=True, transform=transform).sigmoid()\n",
    "\n",
    "Ascent(image, criterion, steps=256).to_file('vis.png').to_pyplot().run(model, device='cuda', verbose=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "q_k2xd9R8774"
   },
   "source": [
    "That's more like it! Now we can begin to see the kinds of features the network has learned. That's the end of our breif introduction to feature visualisation with visual. There's still plenty more that can be done which we'll go into in subsequent tutorials. If you want to learn more, the fantastic resources available at [distill.pub](https://distill.pub/) and the [lucid library](https://github.com/tensorflow/lucid) will give you plenty to think about."
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "name": "Untitled3.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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