notebooks/VenusVolcanoes.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Identifying volcanoes on Venus\n",
    "\n",
    "We're going to use images collected by the [Magellan mission](https://www2.jpl.nasa.gov/magellan/) to build a classifier that's able to identify volanoes on Venus.  The data we will use consist of thousands of `110x110` pixel images of the surface.  The raw images can be found on NASA's website, but we'll save ourselves some work by using the processed \"chip\" images hosted on `kaggle`.\n",
    "\n",
    "The easiest way to download the data is to log into kaggle, go to your account, and generate an API key.  Once you've created this, you can download the `kagle.json` file and move it into a `.kaggle` directory in your docker container home directory.\n",
    "\n",
    "After running `pip install kaggle`, you should be able to run the cell below to download the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: overwriting environment variables set in the machine\n",
      "overwriting variable {'LAL_DATA_PATH'}\n",
      "Exported key ADS_API_TOKEN\n",
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.1.2\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3.10 -m pip install --upgrade pip\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install --quiet kaggle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: overwriting environment variables set in the machine\n",
      "overwriting variable {'LAL_DATA_PATH'}\n",
      "Exported key ADS_API_TOKEN\n",
      "Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /Users/bfarr/.kaggle/kaggle.json'\n",
      "volcanoesvenus.zip: Skipping, found more recently modified local copy (use --force to force download)\n",
      "WARNING: overwriting environment variables set in the machine\n",
      "overwriting variable {'LAL_DATA_PATH'}\n",
      "Exported key ADS_API_TOKEN\n",
      "Archive:  volcanoesvenus.zip\n",
      "  inflating: Volcanoes_test/test_images.csv  \n",
      "  inflating: Volcanoes_test/test_labels.csv  \n",
      "  inflating: Volcanoes_train/train_images.csv  \n",
      "  inflating: Volcanoes_train/train_labels.csv  \n",
      "  inflating: volcanoes_test/test_images.csv  \n",
      "  inflating: volcanoes_test/test_labels.csv  \n",
      "  inflating: volcanoes_train/train_images.csv  \n",
      "  inflating: volcanoes_train/train_labels.csv  \n"
     ]
    }
   ],
   "source": [
    "!kaggle datasets download -d fmena14/volcanoesvenus\n",
    "!unzip -o volcanoesvenus.zip"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then unzip the archive."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's load the images and labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import jax.numpy as jnp\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from time import time\n",
    "import datetime\n",
    "\n",
    "from flax import linen as nn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: overwriting environment variables set in the machine\n",
      "overwriting variable {'LAL_DATA_PATH'}\n",
      "Exported key ADS_API_TOKEN\n",
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     ]
    }
   ],
   "source": [
    "!head -n2 Volcanoes_train/train_images.csv"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It doesn't look like there's a header."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_images = pd.read_csv('Volcanoes_train/train_images.csv', header=None)\n",
    "test_images = pd.read_csv('Volcanoes_test/test_images.csv', header=None)\n",
    "train_labels = pd.read_csv('Volcanoes_train/train_labels.csv')\n",
    "test_labels = pd.read_csv('Volcanoes_test/test_labels.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "4    116    113    102     93    109    104    106    117    111    115  \n",
       "\n",
       "[5 rows x 12100 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_images.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = np.array(train_images.iloc[82]).reshape((110, 110))\n",
    "plt.imshow(image, cmap=\"gray\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Volcano?</th>\n",
       "      <th>Type</th>\n",
       "      <th>Radius</th>\n",
       "      <th>Number Volcanoes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>17.46</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Volcano?  Type  Radius  Number Volcanoes\n",
       "0         1   3.0   17.46               1.0\n",
       "1         0   NaN     NaN               NaN\n",
       "2         0   NaN     NaN               NaN\n",
       "3         0   NaN     NaN               NaN\n",
       "4         0   NaN     NaN               NaN"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_labels.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like `NaN`s populate the fields other than `Volvano?` when there aren't any volcanoes in the image.  Let's replace them with `0`s to save ourselves potential headaches in the future."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Volcano?</th>\n",
       "      <th>Type</th>\n",
       "      <th>Radius</th>\n",
       "      <th>Number Volcanoes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>17.46</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Volcano?  Type  Radius  Number Volcanoes\n",
       "0         1   3.0   17.46               1.0\n",
       "1         0   0.0    0.00               0.0\n",
       "2         0   0.0    0.00               0.0\n",
       "3         0   0.0    0.00               0.0\n",
       "4         0   0.0    0.00               0.0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_labels.fillna(value=0, inplace=True)\n",
    "test_labels.fillna(value=0, inplace=True)\n",
    "train_labels.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "👍\n",
    "\n",
    "Now let's build our design matrices, rescale them, and collect our results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = np.array(train_images, dtype=float).reshape(train_images.shape[0], 110, 110, 1)\n",
    "X_test = np.array(test_images, dtype=float).reshape(test_images.shape[0], 110, 110, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train /= 255\n",
    "X_test /= 255"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We could treat this as a multi-class classification problem and learn how to count volcanoes, but for now let's just learn how to identify at least one volcano."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "target = 'Volcano?'\n",
    "ncats = 2\n",
    "\n",
    "Y_train = train_labels[target]\n",
    "Y_test = test_labels[target]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(X_train[63, :, :, 0], cmap='gray');"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like some images in the data set are corrupted.  Let's remove any images that have more than $10\\%$ pixels at `0`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrupted_train_images = np.mean(X_train == 0, axis=(1, 2)).flatten() > .1\n",
    "corrupted_test_images = np.mean(X_test == 0, axis=(1, 2)).flatten() > .1\n",
    "plt.imshow(X_train[corrupted_train_images][1, :, :, 0], cmap='gray');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = jnp.array(X_train[~corrupted_train_images])\n",
    "X_test = jnp.array(X_test[~corrupted_test_images])\n",
    "Y_train = jnp.array(Y_train[~corrupted_train_images].astype(int))\n",
    "Y_test = jnp.array(Y_test[~corrupted_test_images].astype(int))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((105, 64, 110, 110, 1), (105, 64))"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "batch_size = 64\n",
    "n_batches = X_train.shape[0] // batch_size\n",
    "\n",
    "X_train = X_train[:n_batches * batch_size].reshape((n_batches, batch_size, *X_train.shape[1:]))\n",
    "Y_train = Y_train[:n_batches * batch_size].reshape((n_batches, batch_size, *Y_train.shape[1:]))\n",
    "\n",
    "n_test_batches = X_test.shape[0] // batch_size\n",
    "X_test = X_test[:n_test_batches * batch_size].reshape((n_test_batches, batch_size, *X_test.shape[1:]))\n",
    "Y_test = Y_test[:n_test_batches * batch_size].reshape((n_test_batches, batch_size, *Y_test.shape[1:]))\n",
    "\n",
    "X_train.shape, Y_train.shape"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's build a CNN and train it."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below is one example of a successful CNN architecture from Behcet Senturk [on kaggle](https://www.kaggle.com/behcetsenturk/finding-volcanoes-with-cnn)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# model = tf.keras.Sequential()\n",
    "# model.add(layers.Conv2D(filters=2, kernel_size=(3, 3), padding='same',\n",
    "#                  activation='relu', input_shape=(110, 110, 1)))\n",
    "# model.add(layers.Conv2D(filters=4, kernel_size=(3, 3),\n",
    "#                  padding='same', activation='relu'))\n",
    "# model.add(layers.Conv2D(filters=8, kernel_size=(5, 5),\n",
    "#                  padding='same',activation ='relu'))\n",
    "# model.add(layers.MaxPool2D(pool_size=(2, 2)))\n",
    "# model.add(layers.Dropout(0.5))\n",
    "# model.add(layers.Conv2D(filters=16, kernel_size=(5,5),\n",
    "#                  padding='same', activation ='relu'))\n",
    "# model.add(layers.MaxPool2D(pool_size=(2, 2)))\n",
    "# model.add(layers.Conv2D(filters=24, kernel_size=(7, 7),\n",
    "#                  padding='same', activation='relu'))\n",
    "# model.add(layers.Dropout(0.5))\n",
    "# model.add(layers.Flatten())\n",
    "# model.add(layers.Dense(Y_train.shape[1], activation=\"softmax\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ConvNN(nn.Module):\n",
    "  \"\"\"A simple model with densely connected layers.\"\"\"\n",
    "\n",
    "  @nn.compact\n",
    "  def __call__(self, x):\n",
    "    x = nn.Conv(features=64, kernel_size=(3, 3))(x)\n",
    "    x = nn.relu(x)\n",
    "    x = x.reshape((x.shape[0], -1))\n",
    "    x = nn.Dense(128)(x)\n",
    "    x = nn.relu(x)\n",
    "    x = nn.Dense(ncats)(x)\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[3m                                 ConvNN Summary                                 \u001b[0m\n",
      "┏━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",
      "┃\u001b[1m \u001b[0m\u001b[1mpath   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mmodule\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1minputs           \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1moutputs          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mparams           \u001b[0m\u001b[1m \u001b[0m┃\n",
      "┡━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",
      "│         │ ConvNN │ \u001b[2mfloat32\u001b[0m[1,110,11… │ \u001b[2mfloat32\u001b[0m[1,2]      │                   │\n",
      "├─────────┼────────┼───────────────────┼───────────────────┼───────────────────┤\n",
      "│ Conv_0  │ Conv   │ \u001b[2mfloat32\u001b[0m[1,110,11… │ \u001b[2mfloat32\u001b[0m[1,110,11… │ bias: \u001b[2mfloat32\u001b[0m[64] │\n",
      "│         │        │                   │                   │ kernel:           │\n",
      "│         │        │                   │                   │ \u001b[2mfloat32\u001b[0m[3,3,1,64] │\n",
      "│         │        │                   │                   │                   │\n",
      "│         │        │                   │                   │ \u001b[1m640 \u001b[0m\u001b[1;2m(2.6 KB)\u001b[0m      │\n",
      "├─────────┼────────┼───────────────────┼───────────────────┼───────────────────┤\n",
      "│ Dense_0 │ Dense  │ \u001b[2mfloat32\u001b[0m[1,774400] │ \u001b[2mfloat32\u001b[0m[1,128]    │ bias:             │\n",
      "│         │        │                   │                   │ \u001b[2mfloat32\u001b[0m[128]      │\n",
      "│         │        │                   │                   │ kernel:           │\n",
      "│         │        │                   │                   │ \u001b[2mfloat32\u001b[0m[774400,1… │\n",
      "│         │        │                   │                   │                   │\n",
      "│         │        │                   │                   │ \u001b[1m99,123,328 \u001b[0m\u001b[1;2m(396.5\u001b[0m │\n",
      "│         │        │                   │                   │ \u001b[1;2mMB)\u001b[0m               │\n",
      "├─────────┼────────┼───────────────────┼───────────────────┼───────────────────┤\n",
      "│ Dense_1 │ Dense  │ \u001b[2mfloat32\u001b[0m[1,128]    │ \u001b[2mfloat32\u001b[0m[1,2]      │ bias: \u001b[2mfloat32\u001b[0m[2]  │\n",
      "│         │        │                   │                   │ kernel:           │\n",
      "│         │        │                   │                   │ \u001b[2mfloat32\u001b[0m[128,2]    │\n",
      "│         │        │                   │                   │                   │\n",
      "│         │        │                   │                   │ \u001b[1m258 \u001b[0m\u001b[1;2m(1.0 KB)\u001b[0m      │\n",
      "├─────────┼────────┼───────────────────┼───────────────────┼───────────────────┤\n",
      "│\u001b[1m \u001b[0m\u001b[1m       \u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m      \u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m                 \u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m            Total\u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m99,124,226 \u001b[0m\u001b[1;2m(396.5\u001b[0m\u001b[1m \u001b[0m│\n",
      "│\u001b[1m         \u001b[0m│\u001b[1m        \u001b[0m│\u001b[1m                   \u001b[0m│\u001b[1m                   \u001b[0m│\u001b[1m \u001b[0m\u001b[1;2mMB)\u001b[0m\u001b[1m              \u001b[0m\u001b[1m \u001b[0m│\n",
      "└─────────┴────────┴───────────────────┴───────────────────┴───────────────────┘\n",
      "\u001b[1m                                                                                \u001b[0m\n",
      "\u001b[1m                    Total Parameters: 99,124,226 \u001b[0m\u001b[1;2m(396.5 MB)\u001b[0m\u001b[1m                     \u001b[0m\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import jax\n",
    "import jax.numpy as jnp  # JAX NumPy\n",
    "dummy_input = jnp.ones((1, 110, 110, 1))\n",
    "cnn = ConvNN()\n",
    "print(cnn.tabulate(jax.random.PRNGKey(0), dummy_input))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "init_rng = jax.random.PRNGKey(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from clu import metrics\n",
    "from flax.training import train_state\n",
    "from flax import struct\n",
    "import optax\n",
    "\n",
    "@struct.dataclass\n",
    "class Metrics(metrics.Collection):\n",
    "    accuracy: metrics.Accuracy\n",
    "    loss: metrics.Average.from_output('loss')\n",
    "\n",
    "class TrainState(train_state.TrainState):\n",
    "   metrics: Metrics\n",
    "\n",
    "def create_train_state(model, rng, learning_rate):\n",
    "    params = model.init(rng, dummy_input)['params']\n",
    "    tx = optax.adam(learning_rate)\n",
    "    return TrainState.create(\n",
    "        apply_fn=model.apply, params=params, tx=tx,\n",
    "        metrics=Metrics.empty())\n",
    "\n",
    "@jax.jit\n",
    "def train_step(state, batch, label):\n",
    "  \"\"\"Train for a single step.\"\"\"\n",
    "  def loss_fn(params):\n",
    "    logits = state.apply_fn({'params': params}, batch)\n",
    "    loss = optax.softmax_cross_entropy_with_integer_labels(\n",
    "        logits=logits, labels=label).mean()\n",
    "    return loss\n",
    "  grad_fn = jax.grad(loss_fn)\n",
    "  grads = grad_fn(state.params)\n",
    "  state = state.apply_gradients(grads=grads)\n",
    "  return state\n",
    "\n",
    "@jax.jit\n",
    "def compute_metrics(*, state, batch, label):\n",
    "    logits = state.apply_fn({'params': state.params}, batch)\n",
    "    loss = optax.softmax_cross_entropy_with_integer_labels(\n",
    "        logits=logits, labels=label).mean()\n",
    "    metric_updates = state.metrics.single_from_model_output(\n",
    "        logits=logits, labels=label, loss=loss)\n",
    "    metrics = state.metrics.merge(metric_updates)\n",
    "    state = state.replace(metrics=metrics)\n",
    "    return state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "init_rng = jax.random.PRNGKey(0)\n",
    "\n",
    "learning_rate = 0.01\n",
    "\n",
    "state = create_train_state(cnn, init_rng, learning_rate)\n",
    "del init_rng  # Must not be used anymore."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "metrics_history = {'train_loss': [],\n",
    "                   'train_accuracy': [],\n",
    "                   'test_loss': [],\n",
    "                   'test_accuracy': []}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_epochs = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 105/105 [01:08<00:00,  1.54it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train epoch: 1, loss: 8.631181716918945, accuracy: 84.70419311523438\n",
      "test epoch: 1, loss: 0.32614463567733765, accuracy: 82.8125\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 105/105 [01:06<00:00,  1.58it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train epoch: 2, loss: 0.17539487779140472, accuracy: 94.61309051513672\n",
      "test epoch: 2, loss: 0.27582183480262756, accuracy: 87.5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 105/105 [01:08<00:00,  1.54it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train epoch: 3, loss: 0.07282809913158417, accuracy: 97.91667175292969\n",
      "test epoch: 3, loss: 0.4117691218852997, accuracy: 89.0625\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "step = 0\n",
    "\n",
    "for _ in range(n_epochs):\n",
    "  for batch, label in tqdm(zip(X_train, Y_train), total=n_batches):\n",
    "\n",
    "    # Run optimization steps over training batches and compute batch metrics\n",
    "    state = train_step(state, batch, label) # get updated train state (which contains the updated parameters)\n",
    "    state = compute_metrics(state=state, batch=batch, label=label) # aggregate batch metrics\n",
    "\n",
    "    if (step+1) % n_batches == 0: # one training epoch has passed\n",
    "      for metric,value in state.metrics.compute().items(): # compute metrics\n",
    "        metrics_history[f'train_{metric}'].append(value) # record metrics\n",
    "      state = state.replace(metrics=state.metrics.empty()) # reset train_metrics for next training epoch\n",
    "\n",
    "      # Compute metrics on the test set after each training epoch\n",
    "      test_state = state\n",
    "      i = np.random.randint(X_test.shape[0])\n",
    "      test_state = compute_metrics(state=test_state, batch=X_test[i], label=Y_test[i])\n",
    "\n",
    "      for metric,value in test_state.metrics.compute().items():\n",
    "        metrics_history[f'test_{metric}'].append(value)\n",
    "\n",
    "      print(f\"train epoch: {(step+1) // n_batches}, \"\n",
    "            f\"loss: {metrics_history['train_loss'][-1]}, \"\n",
    "            f\"accuracy: {metrics_history['train_accuracy'][-1] * 100}\")\n",
    "      print(f\"test epoch: {(step+1) // n_batches}, \"\n",
    "            f\"loss: {metrics_history['test_loss'][-1]}, \"\n",
    "            f\"accuracy: {metrics_history['test_accuracy'][-1] * 100}\")\n",
    "    step += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot loss and accuracy in subplots\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 5))\n",
    "ax1.set_title('Loss')\n",
    "ax2.set_title('Accuracy')\n",
    "for dataset in ('train','test'):\n",
    "  ax1.plot(metrics_history[f'{dataset}_loss'], label=f'{dataset}_loss')\n",
    "  ax2.plot(metrics_history[f'{dataset}_accuracy'], label=f'{dataset}_accuracy')\n",
    "ax1.legend()\n",
    "ax2.legend()\n",
    "plt.show()\n",
    "plt.clf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "@jax.jit\n",
    "def predict(state, batch):\n",
    "  logits = state.apply_fn({'params': state.params}, batch)\n",
    "  return logits.argmax(axis=1)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's perform some of the same checks we've done in the past, e.g., generate a confusion matrix, look at some of the best and worst predictions, etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Array([[ 1.3539418 , -0.92028415],\n",
       "        [ 2.4110308 , -2.5837085 ],\n",
       "        [-0.60360634, -0.28472638],\n",
       "        [ 2.0613708 , -2.3728163 ],\n",
       "        [-2.8218236 ,  2.0755043 ],\n",
       "        [ 0.3868993 , -0.7414188 ],\n",
       "        [ 2.8429813 , -2.6309059 ],\n",
       "        [ 1.3765401 , -1.3765941 ],\n",
       "        [ 2.009861  , -2.83719   ],\n",
       "        [ 2.4612591 , -2.3036683 ],\n",
       "        [ 1.7573868 , -1.548148  ],\n",
       "        [ 0.83332   , -1.1197267 ],\n",
       "        [ 3.1313992 , -2.1190212 ],\n",
       "        [ 0.9468508 , -1.1242174 ],\n",
       "        [-0.99126714, -0.05920377],\n",
       "        [ 5.784132  , -5.8661065 ],\n",
       "        [ 1.6165164 , -1.452845  ],\n",
       "        [ 0.69253093, -0.65189016],\n",
       "        [ 2.0761638 , -1.472726  ],\n",
       "        [-0.6917392 ,  0.14030688],\n",
       "        [ 2.9045608 , -2.9083908 ],\n",
       "        [ 1.1659026 , -1.4872018 ],\n",
       "        [ 2.3923886 , -2.1831875 ],\n",
       "        [ 1.5378716 , -1.0614879 ],\n",
       "        [ 1.7168783 , -1.6037538 ],\n",
       "        [ 3.6107073 , -4.003477  ],\n",
       "        [ 0.5479221 , -0.76160187],\n",
       "        [ 1.6467972 , -1.6830925 ],\n",
       "        [ 1.3792187 , -1.6875776 ],\n",
       "        [ 4.8544593 , -4.238235  ],\n",
       "        [ 1.8062652 , -1.2197917 ],\n",
       "        [ 0.8081442 , -2.0913248 ],\n",
       "        [ 1.4760092 , -1.7624085 ],\n",
       "        [ 1.3132123 , -1.2901154 ],\n",
       "        [ 1.2223843 , -2.1426928 ],\n",
       "        [ 1.7861881 , -1.916855  ],\n",
       "        [ 0.81207687, -1.0741802 ],\n",
       "        [-1.3648351 ,  0.9203817 ],\n",
       "        [ 3.8900156 , -3.2279587 ],\n",
       "        [ 1.7582976 , -1.7860478 ],\n",
       "        [ 2.7811422 , -2.3190641 ],\n",
       "        [ 2.2630959 , -1.4407046 ],\n",
       "        [ 2.6295907 , -2.5909421 ],\n",
       "        [ 2.0106936 , -2.7294817 ],\n",
       "        [ 3.0981953 , -2.3452425 ],\n",
       "        [ 2.5167823 , -2.844476  ],\n",
       "        [-0.17287363, -0.26380754],\n",
       "        [ 1.6262908 , -2.4750178 ],\n",
       "        [-0.28424895, -0.41973406],\n",
       "        [-2.2526155 ,  1.5689987 ],\n",
       "        [ 3.249631  , -3.267529  ],\n",
       "        [ 3.8153167 , -3.728919  ],\n",
       "        [ 0.8320877 , -0.42558235],\n",
       "        [ 2.1230452 , -1.3008779 ],\n",
       "        [ 4.0727816 , -4.553154  ],\n",
       "        [ 1.8422567 , -1.463371  ],\n",
       "        [ 0.7027411 , -0.73834103],\n",
       "        [ 1.5829644 , -1.7368611 ],\n",
       "        [ 1.7435867 , -1.0832059 ],\n",
       "        [ 3.4277081 , -2.9395902 ],\n",
       "        [ 2.0986776 , -1.7831291 ],\n",
       "        [ 0.21268892, -0.9402583 ],\n",
       "        [ 1.9293005 , -2.0763133 ],\n",
       "        [-0.23342289, -0.8677954 ]], dtype=float32),\n",
       " Array([0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1],      dtype=int32))"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "state.apply_fn({'params': state.params}, X_test[0]), Y_test[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "def check(state, batch, labels):\n",
    "    logits = state.apply_fn({'params': state.params}, batch)\n",
    "    pred = predict(state, batch)\n",
    "\n",
    "    confusion_matrix = np.zeros((ncats, ncats))\n",
    "    for truth, guess in zip(labels, pred):\n",
    "        confusion_matrix[truth, guess] += 1\n",
    "\n",
    "    plt.imshow(confusion_matrix)\n",
    "    plt.xlabel(\"Prediction\")\n",
    "    plt.ylabel(\"Truth\")\n",
    "    plt.show()\n",
    "\n",
    "    print(\"Number of incorrect guesses: \", np.sum(pred != labels), \" of \", len(batch))\n",
    "\n",
    "    predictions_for_true_values = [logit[i] for logit, i in zip(logits, labels)]\n",
    "\n",
    "    bins = plt.hist(predictions_for_true_values, bins=30, range=(0, 1))\n",
    "    plt.title(\"Output for correct classes\")\n",
    "\n",
    "    volcano = np.arange(len(label))[label == 1]\n",
    "\n",
    "    worst = np.argsort(predictions_for_true_values)\n",
    "    plt.show()\n",
    "\n",
    "    print(\"Worst:\")\n",
    "    for index in worst[:5]:\n",
    "        print(\"Guess: \", pred[index], ' truth: ', labels[index])\n",
    "        plt.imshow(np.squeeze(batch[index]), cmap='gray')\n",
    "        plt.show()\n",
    "\n",
    "    print(\"Best:\")\n",
    "    for index in worst[-5:]:\n",
    "        print(\"Guess: \", pred[index], ' truth: ', labels[index])\n",
    "        plt.imshow(np.squeeze(batch[index]), cmap='gray')\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of incorrect guesses:  5  of  64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Worst:\n",
      "Guess:  0  truth:  1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Guess:  1  truth:  0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Guess:  0  truth:  1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Guess:  1  truth:  0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Guess:  0  truth:  1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best:\n",
      "Guess:  0  truth:  0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Guess:  0  truth:  0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Guess:  0  truth:  0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Guess:  0  truth:  0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Guess:  0  truth:  0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "check(state, X_test[0], Y_test[0])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}