DIGITS-CNN/cars/split-investigations/split.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "fig_dpi = 200"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Different Train/Validation/Test Splits\n",
    "\n",
    "## Index\n",
    "0. train prop\n",
    "1. val prop\n",
    "2. test prop\n",
    "3. top-1 accuracy\n",
    "4. top-5 accuracy\n",
    "5. last val loss\n",
    "6. last val accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "split_results = np.array([\n",
    "    [50, 5, 45, 8.14, 20.7, 5.77, 8.29],\n",
    "    [50, 25, 25, 7.91, 20.9, 5.59, 8.41],\n",
    "    [70, 15, 15, 15.81, 34.62, 4.92, 16.82],\n",
    "    [80, 10, 10, 20.94, 44.1, 4.39, 24.45],\n",
    "    [90, 5, 5, 20.62, 45.19, 4.17, 30.29]\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "split_labels = [f\"{int(i[0])}/{int(i[1])}/{int(i[2])}\" for i in split_results]\n",
    "\n",
    "fig = plt.figure(figsize=(5, 3))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.barh(range(len(split_labels)), [i[3] for i in split_results], tick_label=split_labels, label='Top-1')\n",
    "plt.barh(range(len(split_labels)), [i[4] - i[3] for i in split_results], tick_label=split_labels, label='Top-5', left=[i[3] for i in split_results])\n",
    "\n",
    "plt.legend()\n",
    "plt.grid(axis='x')\n",
    "plt.title('Accuracy for Dataset Split Proportions')\n",
    "plt.xlabel('% Test Accuracy')\n",
    "plt.ylabel('Dataset Split (Train/Val/Test)')\n",
    "\n",
    "plt.xlim(0, 50)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('split-barh.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "pythonjvsc74a57bd0333605e348ea7c6bf4ca805dbc845da062650cb5bf1d8f33f5f4a9d3bca7d68b",
   "display_name": "Python 3.9.3  ('.venv': venv)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.3"
  },
  "metadata": {
   "interpreter": {
    "hash": "333605e348ea7c6bf4ca805dbc845da062650cb5bf1d8f33f5f4a9d3bca7d68b"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}