data_visualizer.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "from data_packager import *\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "plt.rcParams.update({\n",
    "    \"figure.facecolor\":  (1.0, 1.0, 1.0, 1)\n",
    "})\n",
    "\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def image_normalization(arr):\n",
    "    return (arr - arr.min())/(arr.max()-arr.min())\n",
    "\n",
    "def disable_ax_ticks(ax):\n",
    "    ax.set_xticks([])\n",
    "    ax.set_xticks([], minor=True)\n",
    "    ax.set_yticks([])\n",
    "    ax.set_yticks([], minor=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Development Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Development Dataset 0: AddNIST\n",
    "The first development dataset was called AddNIST. Each image contains three MNIST images, one in each of the RGB channels. The output class is $(r + g + b) - 1$, where $r$, $g$, and $b$ refer to the digits represented by the three MNIST images. The three images are chosen such that $(r+g+b)-1 < 20$.\n",
    "\n",
    "The train and validation split use Torch MNIST train images, while test split uses test images. Combinations are chosen at random, but weighted such that each of the 20 classes are evenly represented in bopth data splits. Each of the three component MNIST images are normalized according to the MNIST mean and standard deviation before they are combined into the 3 image datapoints.\n",
    "\n",
    "Our benchmark model scored a 92.08\\% on this dataset, and the submission record was 95.06\\%, achieved by `Atech_AutoML`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_x_d0, train_y_d0, metainfo_d0  = load_addnist_data()[0]\n",
    "train_x_d0 = train_x_d0[:10]\n",
    "train_y_d0 = train_y_d0[:10]\n",
    "metainfo_d0 = metainfo_d0[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKUAAAOPCAYAAAAaLXKVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzde5zXdZ3o8ffATwKGiTW56AAGeX14W9TNDqmYl83jKubDa+WKkpcjLuvltKKbuWUhRd44q1kezVDEy0ldj6g91q01y2xzE4Vla0vtYbIOWxI4DAmoMecPjrPODsSXubw/M8Pz+Xj4h8P7931/cPcxPXjx+f2mrrW1tTUAAAAAINGA0gcAAAAAYNsjSgEAAACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAfd748eOjrq4u6urqYsaMGaWP0ykTJ05s+z0cd9xxpY8DANDjRCkA2IbNmzevLYTU1dVFrVaLMWPGxFlnnRWvvvrqZl+3cOHCmDJlSowePToGDRoU73vf+2Ly5Mlx3XXXxerVq9vNvjsY1dXVxeDBg2O33XaLSy+9NFauXNltv5dDDz005s+fH2eeeWa7r3/ta1+LU045JXbeeeeoq6uLs846a6ue++6zv/ufL3/5y5Ve/+KLL8bJJ58c22+/fQwdOjQOOeSQeOKJJzrMzZ49O+bPnx8jRozYqvNlevzxx+Pss8+OffbZJwYOHBjjx4+v9LoFCxZEXV1dDBs2rGcPCAD0KbXSBwAAyvvCF74QEyZMiHXr1sU//dM/xbx58+Kpp56KpUuXxuDBg9vmNmzYEGeffXbMmzcv9t1337jgggti3Lhx0dLSEj/60Y/is5/9bDz22GPx3e9+t93zJ06cGJ/+9KcjImLdunXx7LPPxty5c+PJJ5+MZ555plt+Dx/4wAfiz//8zzt8fc6cOdHS0hIHHXRQLF++vFPP/tM//dOYOnVqu6/tv//+W3zdsmXLYtKkSTFw4MC49NJLo76+Pr75zW/GRz/60fjud78bkydPbpv9sz/7s4iI+OxnP9upM2a4++6747777osDDjggGhsbK71mzZo1MXPmzKivr+/h0wEAfY0oBQDEMcccE3/yJ38SERHnnHNOjBgxIubMmRMPP/xwnHrqqW1zX/nKV2LevHlxySWXxHXXXRd1dXVtv3bRRRfF8uXL48477+zw/DFjxrQLRuecc04MGzYsrr322njhhRdit91267Hf25NPPtl2S6qzN3V23333TQavLfnyl78cr7/+eixdujT22GOPiIg499xzY88994xLLrkknn322U6dp5TZs2fHrbfeGtttt10cd9xxsXTp0i2+ZtasWdHQ0BCHH354PPTQQwmnBAD6Cm/fAwA6OPTQQyMi4qWXXmr72htvvBFz5syJvffeO6655pp2QeodO+20U1x22WWVduy4444REVGr9ezfkb3//e/f5Fm31tq1a2PdunVb9Zof/OAHsf/++7cFqYiIoUOHxvHHHx+LFi2KF154ocvnesfnPve52G677eK1117r8GvnnXde/NEf/dFWn/+/amxsjO22267y/AsvvBA33HBDXH/99T3+f2cAoO8RpQCADl5++eWIiNh+++3bvvbUU0/F66+/Hp/4xCdi4MCBW/W8t956K1asWBErVqyIf//3f4+FCxfG9ddfH5MnT44JEya0za1fv75tbkv/ZJo3b17U19fHkCFDYq+99oq777670uvWr18fQ4YM6fD1oUOHRkR0602pM844I95+++2477772n39zTffjPvvvz9OOumktrdirlmzptJ/4+bm5i6d6eKLL47DDz+87a2JAADv5q+sAIBobm6OFStWxLp16+LHP/5xXHXVVfGe97yn3U+B+7d/+7eIiNhnn33avfb3v/99rFq1qt3Xdthhh3a3kx5//PEYOXJku5mDDz44HnzwwXZfu+eee2LatGmVztza2lpprqs+/OEPx6mnnhoTJkyIpqam+OpXvxqnn356NDc3x/Tp0//ga/fYY4/4wQ9+EC0tLdHQ0ND29aeeeioi4g9+mPzW2nXXXWPSpElx1113tfsJhI8++misWrUqzjjjjLavzZgxI+64444tPvOwww6L733ve506z6OPPhqPP/54LF68uFOvBwD6P1EKAIijjjqq3b+PHz8+7rrrrhg7dmzb1975qXr/9XOZ/uVf/qXDh36/9tpr7X6K3Ic+9KGYNWtWRGy8PbR48eK45ppr4vjjj4/vfOc7bbeJjj766PiHf/iH7vuNdYMf/vCH7f79U5/6VBx44IHxmc98Js4666xN3oR6x/Tp02PhwoVx2mmnxdVXXx319fVx8803x09+8pOI2PiWwO40derUmD59erz00kuxyy67RMTGn3w3bty4OOyww9rmZs6cWekzst59U25rvPnmm3HJJZfE+eefH3vttVenngEA9H+iFAAQX/3qV2P33XeP5ubmuP322+P73/9+vOc972k3885NnzVr1rT7+q677toWku68886YP39+h+ePGDGiXfg69thjY4899oiTTz45brvttvjLv/zLiNj4mVQ77bRTt/7eutugQYNixowZcf7558ezzz4bhxxyyGZnjznmmLjxxhvj8ssvjwMOOCAiNv73uvrqq2PmzJmd/uD1zTnttNPi4osvjgULFsTf/M3fRHNzczzyyCNxySWXtLu5ttdee/VoLLrhhhtixYoVcdVVV/XYDgCg7xOlAIA46KCD2n763gknnBCHHHJIfPKTn4yf//znbeFkzz33jIiIpUuXxsc+9rG21w4bNqwtOL3ztrQqjjzyyIiI+P73v98WpdauXVv5c4ze+aD0EsaNGxcREStXrtzi7IwZM2LatGmxZMmSGDRoUEycODG+8Y1vRMTGn+rXnbbffvs47rjj2qLU/fffH+vXr+9wK6q5ubnSLa1BgwbF+973vq06Q3Nzc8yaNSsuuOCCWL16ddsNuzVr1kRra2u8/PLLMXTo0Bg1atRWPRcA6H980DkA0M7AgQPjS1/6UjQ1NcVNN93U9vVDDz00hg8fHvfee29s2LChy3vefvvtiGh/8+q+++5ruy21pX9K+uUvfxkR0eFzsjanvr4+Jk2aFAceeGAMHDiw7S2LBx98cLefberUqfGLX/wi/vmf/zkWLFgQ+++/f+y9997tZi666KJK/41PPPHErd6/atWqWLNmTXzlK1+JCRMmtP3zwAMPxBtvvBETJkyI8847r7t+uwBAH+amFADQwUc+8pE46KCDYu7cuXHxxRfH4MGDY+jQoTFz5sy44oor4vLLL485c+a0e0tYxNZ9+PjChQsjIuKP//iP277W2z5T6rXXXusQnlpaWmLu3LkxYsSIOPDAA7f6mU8//XQ8+OCDMX369Bg+fHh3HbXNMcccEyNGjIg5c+bEk08+Gddcc02HmZ78TKlRo0bF3/3d33X4+t/+7d/Gj370o7jnnnuKR0UAoHcQpQCATbr00kvjlFNOiXnz5sX5558fERGXX355/OxnP4trrrkmHn/88TjppJNi7NixsWrVqli0aFF861vfilGjRsXgwYPbPevVV1+Nu+66KyI2fgj24sWL45ZbbokRI0a0vXUvomc+U2rhwoVtPwHurbfeiiVLlrR96Prxxx8f++23X0REvPzyyzFhwoQ488wzY968eRGx8bO2HnrooZgyZUrsvPPOsXz58rj99tvjlVdeifnz58egQYPa9nzve9+Lww8/PD73uc/F5z//+YiI+NWvfhWnnnpqHH/88bHjjjvGv/7rv8bXv/712G+//WL27NmVfw/jx49vO+OWbLfddvHxj388brrpphg4cGB84hOf6DDT2c+UWrJkSTz88MMREfHiiy+2vVUvYmNcnDJlSgwdOjROOOGEDq996KGH4plnntnkrwEA2yZRCgDYpBNPPDF22WWXuPbaa+Pcc8+NgQMHxoABA2L+/Plx0kknxa233ho33nhjrFq1KoYNGxb77LNPXH311XHuued2+ADv559/Ps4444yIiBgwYECMGDEiTjzxxPjiF78YY8aM6dHfxwMPPBB33HFH278/99xz8dxzz0VExNixY9ui1DtvI3x3FDv44IPj6aefjttuuy1++9vfRn19fRx00EFx++23xxFHHNFuz6Ze/973vjd22mmnuOmmm2LlypUxZsyYuPDCC+OKK65o++D4Kn73u9/FrrvuWnl+6tSpcdNNN8WRRx7ZrZFv0aJFceWVV7b72jv/fuaZZ8aUKVO6bRcA0P/VtW7NPXsAgF5o/PjxMWnSpLjxxhtjyJAhUV9fv9XPuPnmm2PmzJnx0ksvxejRo7f69TNnzox77rknXnzxxQ4/ubCK119/Pd5+++044IADYr/99otHHnkkIiJ++tOfxt577x2PPPJIHHvssZWetXjx4pg4cWLceeedbTEQAKC38UHnAEC/cO+998bIkSPjsssu69Trn3jiibjwwgs7FaTeef2VV17ZqSAVsfFzvEaOHBnLli3r8NxJkyZVDlIREbfeemsMGzasUx9UDgCQxU0pAKDP++EPfxhr166NiIhx48bFHnvsUfhEW+/HP/5xtLS0RMTGn+r37g+Ar2rhwoXx05/+NK688sqYMWNGXH/99d19TACAbiNKAQD0E+PHj49f//rXcfTRR8f8+fO36nOrAACyiVIAAAAApPOZUgAAAACkE6UAAAAASCdKAQAAAJBOlAIAAAAgnSgFAAAAQDpRCgAAAIB0ohQAAAAA6UQpAAAAANKJUgAAAACkE6UAAAAASCdKAQAAAJBOlAIAAAAgnSgFAAAAQDpRCgAAAIB0tc6+cMOGDdHU1BQNDQ1RV1fXnWcCAADo11pbW6OlpSUaGxtjwIDeeVfAn/mAzqr6Pa7TUaqpqSnGjRvX2ZcDAABs85YtWxZjx44tfYxN8mc+oKu29D2u00m+oaGhsy8FAAAgevefq3rz2YC+YUvfRzodpVzfBAAA6Jre/Oeq3nw2oG/Y0veR3vnmZQAAAAD6NVEKAAAAgHSiFAAAAADpRCkAAAAA0olSAAAAAKQTpQAAAABIJ0oBAAAAkE6UAgAAACCdKAUAAABAOlEKAAAAgHSiFAAAAADpRCkAAAAA0olSAAAAAKQTpQAAAABIJ0oBAAAAkE6UAgAAACCdKAUAAABAOlEKAAAAgHSiFAAAAADpRCkAAAAA0olSAAAAAKQTpQAAAABIJ0oBAAAAkE6UAgAAACCdKAUAAABAOlEKAAAAgHSiFAAAAADpRCkAAAAA0olSAAAAAKQTpQAAAABIJ0oBAAAAkE6UAgAAACCdKAUAAABAOlEKAAAAgHSiFAAAAADpRCkAAAAA0olSAAAAAKQTpQAAAABIJ0oBAAAAkE6UAgAAACCdKAUAAABAOlEKAAAAgHSiFAAAAADpRCkAAAAA0olSAAAAAKSrlT4AAAAAQAnTKszcXvFZKyrOjaw4ty1wUwoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEC6WukDAAAAAHSnuyvOnVJhZkPFZ7VWnOM/uSkFAAAAQDpRCgAAAIB0ohQAAAAA6UQpAAAAANKJUgAAAACkE6UAAAAASCdKAQAAAJBOlAIAAAAgnSgFAAAAQLpa6QMAAAAA27bRFecuqjh3UsW57rypM6sbn7WtcFMKAAAAgHSiFAAAAADpRCkAAAAA0olSAAAAAKQTpQAAAABIJ0oBAAAAkE6UAgAAACCdKAUAAABAOlEKAAAAgHS10gcAAAAAtm07V5y7rEdPsWkPV5z73z16iv7JTSkAAAAA0olSAAAAAKQTpQAAAABIJ0oBAAAAkE6UAgAAACCdKAUAAABAOlEKAAAAgHSiFAAAAADpaqUPAAAAAPRfoyvMzO3xU2zasgozp1d81rquHGQb5aYUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlqpQ8AAAAA9F83V5j5b928c3XFuQsqzLzRlYPwB7kpBQAAAEA6UQoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEC6WukDAAAAAH3PqIpzu/foKTbtryvOPdajp2BL3JQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIF2t9AEAAACA3mN0xbl7K87t1dmDbMLqinNLunEnPcdNKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlqpQ8AAAAA5BhdYeaeis+a3JWD/BfNFefurjj3dGcPQio3pQAAAABIJ0oBAAAAkE6UAgAAACCdKAUAAABAOlEKAAAAgHSiFAAAAADpRCkAAAAA0olSAAAAAKQTpQAAAABIVyt9AAAAACDHbRVmDuvmnc0VZs6t+KwHunIQeh03pQAAAABIJ0oBAAAAkE6UAgAAACCdKAUAAABAOlEKAAAAgHSiFAAAAADpRCkAAAAA0olSAAAAAKQTpQAAAABIVyt9AAAAAKBrplacO6xHT7Fpf1Vh5oEePwW9kZtSAAAAAKQTpQAAAABIJ0oBAAAAkE6UAgAAACCdKAUAAABAOj99DwCgk6YV2vuNQnsjIlYU2juq0F4AoOe4KQUAAABAOlEKAAAAgHTevgcAAAC91A4V566qOFff2YNswmMV5x7qxp30L25KAQAAAJBOlAIAAAAgnSgFAAAAQDpRCgAAAIB0ohQAAAAA6UQpAAAAANKJUgAAAACkE6UAAAAASCdKAQAAAJCuVvoAAAAAwKZNqzi3czfuXFRx7syKcys7exD6PTelAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEhXK30AAAAA2NbcUnHuk928d02FmUUVn7WyKweBcFMKAAAAgAJEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEC6WukDAGxzxowst3vyvmX2HjmlzN5HLy6zNyJi9w1l9u5WZu1Ga4tsvfuDXyyyNyLilH3nFtnb+pv1RfZGRMTEQnv/o9BeAKDHuCkFAAAAQDo3pQAAAKAbHVVh5vSKzxrSlYNswgUVZhZ0807YHDelAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApKuVPgAAAAD0BcMqzl1WYWZIVw6yCT+pOPdYN++FrnBTCgAAAIB0ohQAAAAA6UQpAAAAANKJUgAAAACkE6UAAAAASCdKAQAAAJBOlAIAAAAgnSgFAAAAQDpRCgAAAIB0tdIHAAAAgL7gnIpzR3TjzvUV5+ZWnFvV2YNAD3BTCgAAAIB0ohQAAAAA6UQpAAAAANKJUgAAAACkE6UAAAAASCdKAQAAAJBOlAIAAAAgnSgFAAAAQLpa6QMA27ody63e/4Yye7/9oTJ7IyJG7lxo8Stl1k77Tpm9ERF1rUXWjm5tLLI3IuKi2LPI3hPj6iJ7IyIGrN2lzOLfzCizNyJm/f7NYrsBgP5FlAIAAIBe6v6Kc/f06CmgZ3j7HgAAAADpRCkAAAAA0olSAAAAAKQTpQAAAABIJ0oBAAAAkE6UAgAAACCdKAUAAABAOlEKAAAAgHS10gcAAAAANu3t0geAHuSmFAAAAADpRCkAAAAA0olSAAAAAKQTpQAAAABIJ0oBAAAAkE6UAgAAACCdKAUAAABAOlEKAAAAgHSiFAAAAADpaqUPAAAAAGzaF0ofAHqQm1IAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApKuVPgAAAAD0BXO7eQ62daIU8P/tV2jv/y20NyL2HFdm78inyuyNiFh+S5m9z9xRZm/8R6G9EVFXZu3OrduXWRwRl72yT5nF//hEmb0REa98qsjah58fVGRvRMQt8aVCm39eaC8A0FO8fQ8AAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlEKQAAADpobW0tfQSgj9vS9xFRCgAAgA5aWlpKHwHo47b0faSWdA4AAAD6kMbGxli2bFk0NDREXV1d6eMAfUhra2u0tLREY2PjH5yra+3knczVq1fH8OHDO3U4YHNGFtz994X27ldob0R86+Eye088tczeiIgr3y6zd3aZtSWNLrT3gUJ7IyImRak/sFxYaG/EK3Fdkb17Fdm60dp4utDmyYX2Qs9qbm6O9773vaWPAVCEt+8BAAAAkE6UAgAAACCdKAUAAABAOlEKAAAAgHSiFAAAAADpRCkAAAAA0olSAAAAAKQTpQAAAABIJ0oBAAAAkE6UAgAAACCdKAUAAABAOlEKAAAAgHSiFAAAAADpRCkAAAAA0olSAAAAAKSrlT4AAAAAvc+GDRuiqakpGhoaoq6urvRxgD6ktbU1WlpaorGxMQYM2Px9KFEKAACADpqammLcuHGljwH0YcuWLYuxY8du9te9fQ8AAIAOGhoaSh8B6OO29H1ElAIAAKADb9kDumpL30dEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEhXK30A4N2+VHD3fmXWHvdgmb0RESedUWbv2rfL7I2IeKzc6m3NzYX2Tiq0d6OBRbaujl2K7I2IuKDQ3rWxvtDmiIizCu4GAPoTN6UAAAAASCdKAQAAAJBOlAIAAAAgnSgFAAAAQDpRCgAAAIB0ohQAAAAA6UQpAAAAANKJUgAAAACkE6UAAAAASCdKAQAAAJBOlAIAAAAgnSgFAAAAQDpRCgAAAIB0ohQAAAAA6UQpAAAAANKJUgAAAACkE6UAAAAASCdKAQAAAJBOlAIAAAAgnSgFAAAAQDpRCgAAAIB0ohQAAAAA6UQpAAAAANKJUgAAAACkE6UAAAAASCdKAQAAAJBOlAIAAAAgnSgFAAAAQDpRCgAAAIB0tdIHgN7pY4X2Ti20NyLit2XWjvpMmb0REXXry+z9XZm1ERHxfMHdBYwsuHu3Ypt3KbY54tNFtv51nFdkb0TEt4ttXlBsc8QvC+4GAPoTN6UAAAAASCdKAQAAAJBOlAIAAAAgnSgFAAAAQDpRCgAAAIB0ohQAAAAA6UQpAAAAANKJUgAAAACkE6UAAAAASCdKAQAAAJBOlAIAAAAgnSgFAAAAQDpRCgAAAIB0tdIHAAAAALpoTMW5yRVmjqz4rEcrzu1eYWa3is+q6oMV5/atMPObis+aWHHuPyrObQPclAIAAAAgnSgFAAAAQDpRCgAAAIB0ohQAAAAA6UQpAAAAANKJUgAAAACkE6UAAAAASCdKAQAAAJBOlAIAAAAgXa30AQAAAIDN2L/i3Lcrzo3s7EE2YVrFuboKM61dOUgXrK0w85uKz/p9Vw6ybXJTCgAAAIB0ohQAAAAA6UQpAAAAANKJUgAAAACkE6UAAAAASCdKAQAAAJCuVvoA0DsdU2hvwU5ce6HM3tNeLLM3otyPnR1caG9ExN+XWTt6XJm991b6+cM9Y+8HP15m8exZZfZGxOo33l9k75IiW9/xVqG9jxTaCwDQfdyUAgAAACCdKAUAAABAOm/fAwAAgN5qz4pzIyvOLa8w80zFZ1VV5RMVqn60xisV5/6xG5/3fMVnsdXclAIAAAAgnSgFAAAAQDpRCgAAAIB0ohQAAAAA6UQpAAAAANKJUgAAAACkE6UAAAAASCdKAQAAAJCuVvoAAAAAwGac2M3Pu7nCzOxu3gmb4aYUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlqpQ8AAAAA25zjKs6dVHFubcW5xyrOQQI3pQAAAABIJ0oBAAAAkE6UAgAAACCdKAUAAABAOlEKAAAAgHSiFAAAAADpRCkAAAAA0tVKHwB6pzdKHyDfEYX2HlVob0n15VaPPqqhyN57YnyRvZPjiiJ7IyLiMycXWds8ocjaiIi4+/Qye5+OtWUWR0TEuYX2PlxoLwBA93FTCgAAAIB0bkoBAABAtlEV5+oqzv2u4tzzFecggZtSAAAAAKQTpQAAAABIJ0oBAAAAkE6UAgAAACCdKAUAAABAOlEKAAAAgHSiFAAAAADpRCkAAAAA0olSAAAAAKSrlT4AAAAA9CtV/qR9WsVntVacG1xx7u8rzIyr+KyqHqwwM7vis97oykHobdyUAgAAACCdKAUAAABAOlEKAAAAgHSiFAAAAADpRCkAAAAA0olSAAAAAKQTpQAAAABIJ0oBAAAAkK5W+gAAAADQrxxRYeaobt5ZX3Guu/dW8ZkKMxMqPuv0rhyE3sZNKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlqpQ8AvdO1hfb+j0J7I+KIvQotPqfQ3oiI35RZ+7MjyuyNiNvuOKzI3sMW7Ftkb0yvK7M3Ipr/orXI3nNPLbI2IiIe+FmhxbMeKrQ4IuLegrsBAPo2UQoAAAC6U4m/g6z6l0N3VJhZUPFZ0yvO/UWFmap/sVb19zmr4hxFefseAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAFJi1fsAABKLSURBVACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlqpQ8AAAAAbMaSinOTKs6t7exBNuHKinM7VZiZVvFZB1Sco09wUwoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEC6WukDAAAAQL/yqwozT1d81tkV59ZWnCvhmxVmPlXxWSdUnNuh4txvK87RI9yUAgAAACCdKAUAAABAOlEKAAAAgHSiFAAAAADpRCkAAAAA0olSAAAAAKQTpQAAAABIJ0oBAAAAkE6UAgAAACBdrfQBAAAAoF/5WjfN9Be/rjDzesVnDe/KQehtRCnYpKZCe58ttDci4sOF9n690N6IWFJm7dRJZfZGRBy2ttTmeWXWXnl1mb0R8Vc73VJk7wPTjiiyNyIiDij1/2DXF9oLAEBXePseAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdLXSBwAAAAD6sQ9WmBle8VnLK86trzhHUW5KAQAAAJBOlAIAAAAgnSgFAAAAQDpRCgAAAIB0ohQAAAAA6UQpAAAAANKJUgAAAACkE6UAAAAASCdKAQAAAJCuVvoAAAAAQD92ZDc+65mKc2u6cSc9xk0pAAAAANKJUgAAAACkE6UAAAAASCdKAQAAAJBOlAIAAAAgnSgFAAAAQDpRCgAAAIB0ohQAAAAA6UQpAAAAANKJUgAAAACkq5U+APBuR5db/avzyux9ercyeyNih7OXFdn7+bXriuyNiKiPXxbavLDI1scK/s/cQ9+sK7P4U4X2RkSc8FiZvTs8V2ZvRMRvy60GAOjr3JQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEhXK30AAAAAoB8bXWGmruKz5nXhHPQ6bkoBAAAAkE6UAgAAACCdKAUAAABAOlEKAAAAgHSiFAAAAADpRCkAAAAA0olSAAAAAKQTpQAAAABIJ0oBAAAAkK5W+gAAAABAH/TBinPHVph5suKz/rHiHH2Cm1IAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlEKQAAAADS1UofAAAAAOhFhlWcm9eNO/9Pxbk13biT4tyUAgAAACCdKAUAAABAOlEKAAAAgHQ+Uwp6lbXlVn/tfxXaW2ZtRMRZhfa+v9DekhYV2ntmfLjQ5oiVvz68zOLXXy2zNyJi+OfL7QYAoM9xUwoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEjnp+8BAADAtmJYhZkvVXzWnhXnFleYua/is+hX3JQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIF2t9AEAAACAzRhdce6yinNHV5jZs+KzflFx7r9XmFlZ8Vn0K25KAQAAAJBOlAIAAAAgnSgFAAAAQDpRCgAAAIB0ohQAAAAA6UQpAAAAANKJUgAAAACkE6UAAAAASCdKAQAAAJCuVvoAAAAAwGb8uuLc/+zRU0CPcFMKAAAAgHSiFAAAAADpRCkAAAAA0vlMKaCoWwru/mTB3aWsKbR3UaG9K+P+Qpsj4oOF9g7/dqHFEbH8Z2X2ri+zFgCArnFTCgAAAIB0ohQAAAAA6UQpAAAAANKJUgAAAACkE6UAAAAASCdKAQAAAJBOlAIAAAAgnSgFAAAAQDpRCgAAAIB0ohQAAAAA6UQpAAAAANKJUgAAAACkE6UAAAAASCdKAQAA0EFra2vpIwB93Ja+j4hSAAAAdNDS0lL6CEAft6XvI7WkcwAAANCHNDY2xrJly6KhoSHq6upKHwfoQ1pbW6OlpSUaGxv/4JwoBQAAQAcDBgyIsWPHlj4G0EcNHz58izPevgcAAABAOlEKAAAAgHSiFAAAAADpRCkAAAAA0olSAAAAAKQTpQAAAABIJ0oBAAAAkE6UAgAAACCdKAUAAABAOlEKAAAAgHSiFAAAAADpRCkAAAAA0olSAAAAAKSrlT4A0DscVWjv6YX2RkQMKbi7lAsK7V0QHy60eYdCeyPiyDcLLb6x0N6IeKbQ3jWF9gIA0CVuSgEAAACQzk0pAAAAOtiwYUM0NTVFQ0ND1NXVlT4O0Ie0trZGS0tLNDY2xoABm78PJUoBAADQQVNTU4wbN670MYA+bNmyZTF27NjN/rq37wEAANBBQ0ND6SMAfdyWvo+IUgAAAHTgLXtAV23p+4goBQAAAEA6UQoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIF2t9AGA/zSs4O7LCu0dUmhvST8puPux2L7Q5i8W2lvSFYX2Li20FwAAto6bUgAAAACkE6UAAAAASCdKAQAAAJBOlALg/7V3NyGXlnUcx69jN62chYSYA1o0BEP4spJgwAZnMw0SbSJaVESZswnRcRHoJjSZTb7RwtyNi+gFibKoTRSJ2xAhiJpwUTRYYCJPOM7TMMeV0MLR/5y5n9//nOd8Puuf93WtZni+XPMIAAAQJ0oBAAAAECdKAQAAABAnSgEAAAAQJ0oBAAAAECdKAQAAABAnSgEAAAAQJ0oBAAAAECdKAQAAABAnSgEAAAAQJ0oBAAAAECdKAQAAABAnSgEAAAAQJ0oBAAAAECdKAQAAABAnSgEAAAAQJ0oBAAAAECdKAQAAABAnSgEAAAAQJ0oBAAAAECdKAQAAABAnSgEAAAAQJ0oBAAAAECdKAQAAABAnSgEAAAAQJ0oBAAAAEDd1XwAAAAC4WtcXd7cWNp8rfuv+4u5ScVdxvrh7tLh7qrC5UPwWV0qUgjXyjcazjzWe3aXrr5bKX3t75Y1xZ9PJR5vObXTD2Z5zFz3HjjHGONN4NgAAG8c/3wMAAAAgTpQCAAAAIE6UAgAAACBOlAIAAAAgTpQCAAAAIE6UAgAAACBOlAIAAAAgTpQCAAAAIG7qvgAAAABsn48Wd08Wd58u7m4ubP5e/NZvi7tlYXOw+K3Dxd1jxd2hwuZbxW/tFne8y0spAAAAAOJEKQAAAADiRCkAAAAA4kQpAAAAAOJEKQAAAADiRCkAAAAA4kQpAAAAAOJEKQAAAADiRCkAAAAA4qbuCwAAAMD+clth84vit24q7l4q7p4tbJ4rfuu14q7iuuLuluLu98Xd1wubDxe/dbq4+0txt/95KQUAAABAnCgFAAAAQJwoBQAAAECcKAUAAABAnCgFAAAAQJwoBQAAAECcKAUAAABAnCgFAAAAQNzUfQEAAADYDNcXd2cKm5uK33qhuPticXexuEt7o7h7qbh7sLh7vLD5cvFbnyjuPlPc7X9eSgEAAAAQ56UUsLWebzr3R2PRdPIYY5xsPLvBHY1n39107h+azh1jjN81ng0AwMbxUgoAAACAOFEKAAAAgDhRCgAAAIA4UQoAAACAOFEKAAAAgDhRCgAAAIA4UQoAAACAuKn7AgAAALAZThd3txU2Pyt+6yvF3cXibtN9qLg7NOOZF4q7r8145nbwUgoAAACAOFEKAAAAgDhRCgAAAIA4UQoAAACAOFEKAAAAgDhRCgAAAIA4UQoAAACAOFEKAAAAgDhRCgAAAIC4qfsCAAAA0Ovzxd1Xi7vXC5uHit+6UNxtukPF3YPF3b2rXuQ9/LC4e3XGM7eDl1IAAAAAxIlSAAAAAMSJUgAAAADEiVIAAAAAxIlSAAAAAMSJUgAAAADEiVIAAAAAxIlSAAAAAMSJUgAAAADETd0XAAAAgF4nirvqu46zhc3fit9aZ4vi7kuFzXeL3/pYcVf1v8LmVzOfybu8lAIAAAAgTpQCAAAAIM4/3wO21sW2k+9rO3mM4z3HXttz7Diz23TwGGO82XPsT3uOHWOM8d/GswEA2DheSgEAAAAQJ0oBAAAAECdKAQAAABAnSgEAAAAQJ0oBAAAAEOf/vgcAAMCWe6v7AkEHCpuPF7/1cHH3heJuTueLu28WNi9czUV4H15KAQAAABAnSgEAAAAQJ0oBAAAAECdKAQAAABAnSgEAAAAQJ0oBAAAAECdKAQAAABAnSgEAAAAQJ0oBAAAAEDd1XwAAAAB6fa+4O1ncfaqwuaf4rX8Xd8eKu6OFza3Fby2Ku2VxN6efF3c/3tNb8P68lAIAAAAgTpQCAAAAIE6UAgAAACBOlAIAAAAgTpQCAAAAIE6UAgAAACBOlAIAAAAgTpQCAAAAIE6UAgAAACBu6r4AAAAA9DpX3P2xuDtS2Pyg+K0OZ4q7x4q7ZwubY8VvnS/uniju6OSlFAAAAABxohQAAAAAcaIUAAAAAHF+pxSwtR5p+yPwRNO5Y4xrm8493XTu4VNNB48xXnmx59yf9BwLAABXykspAAAAAOJEKQAAAADiRCkAAAAA4kQpAAAAAOL8onMAAAAoOV7c3VvYfLL4rX8Ud28Xd68WNr8sfquaFBYzbcYY49fF3cvFHZ28lAIAAAAgTpQCAAAAIE6UAgAAACBOlAIAAAAgTpQCAAAAIE6UAgAAACBOlAIAAAAgTpQCAAAAIE6UAgAAACBu6r4AAAAAbIbzxd3Te3qL9XGkuLursPln8VvfKe7YBF5KAQAAABAnSgEAAAAQJ0oBAAAAECdKAQAAABAnSgEAAAAQJ0oBAAAAECdKAQAAABAnSgEAAAAQJ0oBAAAAEDd1XwAAAADYRM/P+K3fFHd/nvFMunkpBQAAAECcKAUAAABAnCgFAAAAQJwoBQAAAECcKAUAAABAnP/7HqyRp7f07DY3NHX5b9/Yc+4YYxxvOvfwAz3n/vWZnnPHGOOzTef+p+lcAAC4Ql5KAQAAABAnSgEAAAAQJ0oBAAAAEOd3SgEAAAD/50hx95Hibrew+X7xW+wnXkoBAAAAECdKAQAAABAnSgEAAAAQJ0oBAAAAECdKAQAAABAnSgEAAAAQJ0oBAAAAECdKAQAAABA3dV8AAAAASLmusHl05jMfLmz+NPOZbAIvpQAAAACIE6UAAAAAiBOlAAAAAIgTpQAAAACIE6UAAAAAiBOlAAAAAIgTpQAAAACIE6UAAAAAiBOlAAAAAIibui8AAAAApNxZ2Byd+cyzM3+P/cJLKQAAAADiRCkAAAAA4kQpAAAAAOJEKQAAAADiRCkAAAAA4kQpAAAAAOKm7gsAtPnXbs+5p27vORcAAGCNeCkFAAAAQJwoBQAAAECcf74HAAAAG29R3J3c01vAlfBSCgAAAIA4UQoAAACAOFEKAAAAgDhRCgAAAIA4UQoAAACAOFEKAAAAgDhRCgAAAIA4UQoAAACAuKn7AgAAAMDVuq+4Oz7jmbvF3Zsznsl+4qUUAAAAAHGiFAAAAABxohQAAAAAcaIUAAAAAHGiFAAAAABxohQAAAAAcaIUAAAAAHGiFAAAAABxohQAAAAAcVP3BQAAAIDLqf7YfmJPb/HeThV3L+7pLdhcXkoBAAAAECdKAQAAABAnSgEAAAAQJ0oBAAAAECdKAQAAABAnSgEAAAAQJ0oBAAAAECdKAQAAABAnSgEAAAAQN3VfAAAAALic6luSG2c884Hi7pkZz2QbeSkFAAAAQJwoBQAAAECcKAUAAABAnCgFAAAAQJwoBQAAAECcKAUAAABAnCgFAAAAQJwoBQAAAECcKAUAAABA3NR9AQAAAOBydou72/f0FrAXvJQCAAAAIE6UAgAAACBOlAIAAAAgTpQCAAAAIE6UAgAAACBOlAIAAAAgTpQCAAAAIE6UAgAAACBOlAIAAAAgTpQCAAAAIE6UAgAAACBOlAIAAAAgTpQCAAAAIE6UAgAAACBOlAIAAAAgTpQCAAAAIE6UAgAAACBu5Si1XC7nvAcAAMDWWeefq9b5bsBm+KA/R1aOUjs7O6v+pwAAAIz1/rlqne8GbIYP+nNksVwxf1+6dGmcO3duHDhwYCwWi5UuBwAAsI2Wy+XY2dkZBw8eHNdcs56/VcXPfMCqqn/GrRylAAAAAGBV65nkAQAAANjXRCkAAAAA4kQpAAAAAOJEKQAAAADiRCkAAAAA4kQpAAAAAOJEKQAAAADiRCkAAAAA4kQpAAAAAOJEKQAAAADiRCkAAAAA4kQpAAAAAOLeAXQhHdYaFJqAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1200x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def show_mnist_examples(x, y, meta, titler):\n",
    "    for i in range(3):\n",
    "        fig = plt.figure(constrained_layout=True,figsize=(12,9), dpi=100)\n",
    "        gs = fig.add_gridspec(3,4)\n",
    "        main_ax = fig.add_subplot(gs[:3,:3])\n",
    "        fig.suptitle(titler(meta[i], y[i]))\n",
    "        main_ax.imshow(image_normalization(np.moveaxis(x[i], 0, -1)))\n",
    "        disable_ax_ticks(main_ax)\n",
    "\n",
    "        for j in range(3):\n",
    "            c_ax = fig.add_subplot(gs[j,-1])\n",
    "            subimage = x[i].copy()\n",
    "            subimage[:j] = 0\n",
    "            subimage[j+1:] = 0\n",
    "            subimage[j] = subimage[j]-subimage[j].min()\n",
    "            c_ax.imshow(image_normalization(np.moveaxis(subimage, 0, -1)))\n",
    "            disable_ax_ticks(c_ax)\n",
    "    plt.show()\n",
    "\n",
    "titler_d0 = lambda x, y: \"RGB=[{},{},{}], y={}\".format(*x, y)\n",
    "show_mnist_examples(train_x_d0, train_y_d0, metainfo_d0, titler_d0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Development Dataset 1: FashionMNIST\n",
    "The second development dataset was just FashionMNIST. \n",
    "\n",
    "Our benchmark model scored a 92.87\\% on this dataset, and the submission record was a 94.44\\%, achievied by `Atech_AutoML`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_x_d1, train_y_d1 = process_torch_dataset('FashionMNIST', 1, location='devel', return_data=True)[0]\n",
    "train_x_d1 = train_x_d1[:10]\n",
    "train_y_d1 = train_y_d1[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 900x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,9), dpi=100)\n",
    "for i in range(4):\n",
    "    plt.subplot(2,2,i+1)\n",
    "    plt.title(\"y={}\".format(train_y_d1[i]))\n",
    "    plt.imshow(image_normalization(train_x_d1[i][0]), cmap='gray')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Development Dataset 2: Language\n",
    "The third development dataset was codenamed language. Here, we loaded the Aspell language dictionary for 10 lanauges that all use the Latin alphabet: English, Dutch, German, Spanish, French, Portuguese, Swedish, Zulu, Swahili, and Finnish. We then filtered these words to only those that use 6 letters total. Of these six letter words, all that used diacritics (letters such as é or ü), y, or z were removed, meaning there were 24 possible letters within each word. These words were then combined into random groups of 4, and one hot encoded. This creates a 24x24 matrix, which consistutes the input image. The six letter words were divided into train and test groups to prevent train/test leakage, meaning that there were no words shared across the train and test word sets used to generate the train and set images.\n",
    "\n",
    "\n",
    "The image class refers to the original language that the four words come from.\n",
    "\n",
    "Our benchmark model scored a 87.00\\% on this dataset, and the submission record was 89.71\\%, achieved by `yonga`. We were surprised by how well models could learn this data, given how random it looks to the human eye."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# this requires the aspell package, with the following languages installed: ['en', 'nl', 'de', 'es', 'fr', 'pt_PT', 'sw', 'zu', 'fi', 'sv']\n",
    "(train_x_d2, train_y_d2), _, metainfo_d2, lang_idxs = load_language_data(metainfo=True, verbose=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "lang_abbrevs = {\n",
    " 'en':\"English\",\n",
    " 'nl':\"Dutch\",\n",
    " 'de':\"German\",\n",
    " 'es':\"Spanish\",\n",
    " 'fr':\"French\",\n",
    " 'pt_PT':\"Portuguese\",\n",
    " 'sw':\"Swahili\",\n",
    " 'zu':\"Zulu\",\n",
    " 'fi':\"Finnish\",\n",
    " 'sv':\"Swedish\"\n",
    "}\n",
    "lang_ref = {v:lang_abbrevs[k] for k,v in lang_idxs.items()}\n",
    "letters = 'abcdefghijklmnopqrstuvwx'\n",
    "\n",
    "# get the first sample of each class\n",
    "samples = []\n",
    "for i in range(10):\n",
    "    samples.append(np.where(train_y_d2 == i)[0][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x4500 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9*2,9*5), dpi=100)\n",
    "for idx, i in enumerate(samples):\n",
    "    ax = plt.subplot(5,2,idx+1)\n",
    "    ax.imshow(1-train_x_d2[i][0], cmap='gray')\n",
    "    y = train_y_d2[i]\n",
    "    full_phrase = \"\".join(metainfo_d2[i])\n",
    "    ax.set_title(\"x={} ({}), y={} \".format(metainfo_d2[i], lang_ref[y], y))\n",
    "    \n",
    "    \n",
    "    ax.set_xticks(np.arange(len(letters)))\n",
    "    ax.set_xticklabels(letters)\n",
    "    ax.set_yticks(np.arange(len(full_phrase)))\n",
    "    ax.set_ylim(23.5,-.5)\n",
    "    \n",
    "    ax2 = ax.twinx()\n",
    "    ax2.set_ylim(23.5,-.5)\n",
    "    ax2.yaxis.set_label_position(\"right\")\n",
    "    ax2.set_yticks(np.arange(len(full_phrase)))\n",
    "    ax2.set_yticklabels(full_phrase)\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Evaluation Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluation Dataset 0: MultNIST\n",
    "The first evaluation dataset was codenamed MultNIST. The process of this is very similar to AddNIST, except the output class is $(r * g* b)\\mod 10$; the last digit of the product of $r$, $g$, and $b$. All other processing is identical to that of AddNIST.\n",
    "\n",
    "Our benchmark model scored a 91.55\\% on this dataset, and the submission record was 95.45\\%, achieved by `Atech_AutoML`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_x_e0, train_y_e0, metainfo_e0  = load_multnist_data()[0]\n",
    "train_x_e0 = train_x_e0[:10]\n",
    "train_y_e0 = train_y_e0[:10]\n",
    "metainfo_e0 = metainfo_e0[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "titler_e0 = lambda x, y: \"RGB=[{},{},{}], R*G*B={}, y={}\".format(*x, x[0]*x[1]*x[2], y)\n",
    "show_mnist_examples(train_x_e0, train_y_e0, metainfo_e0, titler_e0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluation Dataset 1: CIFARTile\n",
    "The second evaluation dataset was codenamed CIFARTile. This takes images from CIFAR-10 and tiles them into a 2x2 grid. The label for the grid is the total number of discrete classes in the tiling _minus 1_ (to ensure that the classes are `0, 1, 2, 3`]. So for example, a tile of `[horse, horse, frog, cat]` has three discrete classes and thus has a label of 2. The train and validation data splits get images from the train set of CIFAR-10, while the test data split gets images from the test set. \n",
    "\n",
    "For each grid, a total number of classes `nclasses` is chosen between 1 and 4. If `nclasses` is:\n",
    "\n",
    "1: 1 class is selected at random and all four images in the tile are from that one class. \n",
    "\n",
    "2: 2 classes are selected at random, and there are two images of each class in the tile, placed randomly into the tiling. \n",
    "\n",
    "3: 3 classes are selected at random. There are two images of the first class and one of the second and third, with the images placed randomly into the tiling. \n",
    "\n",
    "4: 4 classes are selected at random. There is one image of each class, placed randomly into the tiling.\n",
    "\n",
    "\n",
    "Each individual image in the tile is processed as per the recommended CIFAR-10 augmentation and normalization policy used in the PyTorch documentation: a 32 pixel random crop with padding 4, a random horizontal flip, and a normalization around the global channel mean and standard deviation.\n",
    "\n",
    "Our benchmark model scored a 45.56\\% on this dataset, and the submission record was 73.08\\%, achieved by `SRCB_VC_Lab`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "99/1000"
     ]
    }
   ],
   "source": [
    "[train_x_e1, train_y_e1], _, metainfo_e1 = load_cifartile_data(metainfo=True)\n",
    "del _"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "samples = []\n",
    "for i in range(4):\n",
    "    samples.append(np.where(train_y_e1 == i)[0][0])\n",
    "cifar_labels = [\"airplane\", \"automobile\",\"bird\",\"cat\",\"deer\",\"dog\",\"frog\",\"horse\",\"ship\",\"truck\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 900x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,9), dpi=100)\n",
    "for idx, i in enumerate(samples):\n",
    "    plt.subplot(2,2,idx+1)\n",
    "    classes = [cifar_labels[m] for m in metainfo_e1[i]]\n",
    "    plt.title(\"Tile Classes={}, y={}\".format(classes, train_y_e1[i]))\n",
    "    plt.imshow(np.moveaxis(image_normalization(train_x_e1[i]), 0, -1))\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluation Dataset 2: Gutenberg\n",
    "The third evaluation dataset was codenamed Gutenberg. Here, the following texts were downloaded from Project Gutenberg from six different authors:\n",
    "\n",
    "* `Thomas Aquinas`: Summa I-II, Summa Theologica, Part III, On Prayer and the Contemplative Life\n",
    "* `Confucius`: The Sayings of Confucius, The Wisdom of Confucius\n",
    "* `Hawthorne`: The Scarlet Letter, The House of the Seven Gables\n",
    "* `Plato`: The Republic, Symposium, Laws\n",
    "* `Shakespeare`: Romeo and Juliet, Macbeth, Merchant of Venice, King Lear, Twelfth Night\n",
    "* `Tolstoy`: War and Peace, Anna Karenina\n",
    "\n",
    "Each text was an English translation of the source material, with authors chosen to represent a wide variety of cultures, time periods, and languages. From each text, basic text preprocessing is performed; removing punctuation, mapping diacritics to their base letters, and removing common 'structure' words (things like \"chapter\", \"scene\" or \"prologue\". The texts were then split into sequences of words. From these word sequences, consecutive sequences of three words that were between 3 and 6 letters long were extracted, called \"phrases\". Phrases that appeared in multiple authors' corpuses were removed. Each word in each phrase were padded with underscores if they were shorted than 6 letters. These phrases were then one-hotted, and the label corresponds to the original author that wrote the phrase. For example, for Shakespeare, you might have something like `such__sweet_sorrow` or `lady__doth__protest`.\n",
    "\n",
    "\n",
    "Our benchmark model scored a 40.98\\% on this dataset, and the submission record was 50.85\\%, achieved by `Atech_AutoML`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "[train_x_e2, train_y_e2], _, metainfo_e2 = load_gutenberg(metainfo=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6\n"
     ]
    }
   ],
   "source": [
    "samples = []\n",
    "for i in range(6):\n",
    "    samples.append(np.where(train_y_e2 == i)[0][0])\n",
    "author_ref = ['aquinas', 'confucius', 'hawthorne', 'plato', 'shakespeare', 'tolstoy']\n",
    "lat_letters = 'abcdefghijklmnopqrstuvwxyz '\n",
    "print(len(samples))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x2700 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6*2,9*3), dpi=100)\n",
    "for idx, i in enumerate(samples):\n",
    "    ax = plt.subplot(3,2,idx+1)\n",
    "    ax.imshow(1-train_x_e2[i][0], cmap='gray',origin='upper')\n",
    "    y = train_y_e2[i]\n",
    "    full_phrase = \"\".join(metainfo_e2[i]).replace(\"_\",\" \")\n",
    "    ax.set_title(\"x={}, author={}, y={} \".format(metainfo_e2[i], author_ref[y], y))\n",
    "    \n",
    "    ax.set_yticks(np.arange(len(lat_letters)))\n",
    "    ax.set_yticklabels(lat_letters)\n",
    "    \n",
    "    ax.set_xticks(np.arange(len(full_phrase)))\n",
    "    ax.set_xlim(-.5,17.5)\n",
    "    \n",
    "    ax2 = ax.twiny()\n",
    "    ax2.set_xlim(-.5, 17.5)\n",
    "    ax2.xaxis.set_label_position(\"top\")\n",
    "    ax2.set_xticks(np.arange(len(full_phrase)))\n",
    "    ax2.set_xticklabels(full_phrase)\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}