visualize.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "reasonable-mouse",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "rapid-gates",
   "metadata": {},
   "outputs": [],
   "source": [
    "ROOT = os.getcwd()\n",
    "\n",
    "vis = os.path.join(ROOT, \"visualize\")\n",
    "fs = os.listdir(vis)\n",
    "fs.sort()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "confirmed-vintage",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['drbc_1200.json',\n",
       " 'drbc_200.json',\n",
       " 'drbc_300.json',\n",
       " 'drbc_3000.json',\n",
       " 'drbc_5000.json']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "quiet-chess",
   "metadata": {},
   "outputs": [],
   "source": [
    "jsns = []\n",
    "\n",
    "for f in fs:\n",
    "    f_ = open(os.path.join(vis, f), \"r\")\n",
    "    jsns.append(json.load(f_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "postal-senate",
   "metadata": {},
   "outputs": [
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       "   0.8343455891178236,\n",
       "   0.830082976595319,\n",
       "   0.8348312862572514,\n",
       "   0.8418685337067414,\n",
       "   0.8371463092618524,\n",
       "   0.8203312662532507,\n",
       "   0.8376678535707142,\n",
       "   0.8403994398879776,\n",
       "   0.8112665733146629],\n",
       "  'time': [0.363008975982666,\n",
       "   0.3724069595336914,\n",
       "   0.3576388359069824,\n",
       "   0.359295129776001,\n",
       "   0.3506340980529785,\n",
       "   0.38768839836120605,\n",
       "   0.3881490230560303,\n",
       "   0.35338878631591797,\n",
       "   0.3758578300476074,\n",
       "   0.3719482421875,\n",
       "   0.4012572765350342,\n",
       "   0.36470627784729004,\n",
       "   0.36359429359436035,\n",
       "   0.3597276210784912,\n",
       "   0.3777482509613037,\n",
       "   0.4111061096191406,\n",
       "   0.389254093170166,\n",
       "   0.37511587142944336,\n",
       "   0.38623905181884766,\n",
       "   0.38509607315063477,\n",
       "   0.3859579563140869,\n",
       "   0.3619651794433594,\n",
       "   0.3714432716369629,\n",
       "   0.37159037590026855,\n",
       "   0.3706672191619873,\n",
       "   0.36547160148620605,\n",
       "   0.3916754722595215,\n",
       "   0.40010929107666016,\n",
       "   0.3991985321044922,\n",
       "   0.3880772590637207]},\n",
       " {'top1': [0.98,\n",
       "   0.96,\n",
       "   0.98,\n",
       "   0.96,\n",
       "   0.98,\n",
       "   1.0,\n",
       "   0.98,\n",
       "   0.98,\n",
       "   0.96,\n",
       "   0.98,\n",
       "   0.98,\n",
       "   0.96,\n",
       "   1.0,\n",
       "   0.98,\n",
       "   0.96,\n",
       "   0.98,\n",
       "   0.98,\n",
       "   0.94,\n",
       "   0.98,\n",
       "   0.98,\n",
       "   0.92,\n",
       "   0.98,\n",
       "   0.96,\n",
       "   1.0,\n",
       "   0.98,\n",
       "   1.0,\n",
       "   0.96,\n",
       "   0.96,\n",
       "   0.98,\n",
       "   0.96],\n",
       "  'top5': [0.972,\n",
       "   0.952,\n",
       "   0.968,\n",
       "   0.956,\n",
       "   0.968,\n",
       "   0.968,\n",
       "   0.968,\n",
       "   0.968,\n",
       "   0.972,\n",
       "   0.96,\n",
       "   0.96,\n",
       "   0.968,\n",
       "   0.96,\n",
       "   0.976,\n",
       "   0.976,\n",
       "   0.964,\n",
       "   0.968,\n",
       "   0.944,\n",
       "   0.952,\n",
       "   0.96,\n",
       "   0.968,\n",
       "   0.96,\n",
       "   0.948,\n",
       "   0.964,\n",
       "   0.964,\n",
       "   0.968,\n",
       "   0.968,\n",
       "   0.964,\n",
       "   0.96,\n",
       "   0.948],\n",
       "  'top10': [0.96,\n",
       "   0.958,\n",
       "   0.956,\n",
       "   0.954,\n",
       "   0.97,\n",
       "   0.96,\n",
       "   0.946,\n",
       "   0.948,\n",
       "   0.958,\n",
       "   0.956,\n",
       "   0.956,\n",
       "   0.962,\n",
       "   0.954,\n",
       "   0.962,\n",
       "   0.966,\n",
       "   0.964,\n",
       "   0.958,\n",
       "   0.96,\n",
       "   0.958,\n",
       "   0.972,\n",
       "   0.958,\n",
       "   0.964,\n",
       "   0.956,\n",
       "   0.96,\n",
       "   0.956,\n",
       "   0.96,\n",
       "   0.952,\n",
       "   0.97,\n",
       "   0.97,\n",
       "   0.948],\n",
       "  'kendal': [0.842247649529906,\n",
       "   0.830667573514703,\n",
       "   0.8306696539307862,\n",
       "   0.8311783956791359,\n",
       "   0.8210710942188437,\n",
       "   0.8335683136627325,\n",
       "   0.8347629525905181,\n",
       "   0.828847849569914,\n",
       "   0.8292901780356071,\n",
       "   0.8405125825165033,\n",
       "   0.8410238847769553,\n",
       "   0.8224481696339269,\n",
       "   0.8515207041408281,\n",
       "   0.8388074414882978,\n",
       "   0.8305109021804361,\n",
       "   0.8253287457491498,\n",
       "   0.8344816163232647,\n",
       "   0.817882776555311,\n",
       "   0.8390465293058611,\n",
       "   0.8444303260652131,\n",
       "   0.809925025005001,\n",
       "   0.837997199439888,\n",
       "   0.8357007401480295,\n",
       "   0.8343147029405882,\n",
       "   0.8386461292258452,\n",
       "   0.8275127025405081,\n",
       "   0.8206319663932786,\n",
       "   0.8344771354270855,\n",
       "   0.8357769153830766,\n",
       "   0.8159838367673534],\n",
       "  'time': [0.4220540523529053,\n",
       "   0.3487722873687744,\n",
       "   0.3255116939544678,\n",
       "   0.3205375671386719,\n",
       "   0.34796857833862305,\n",
       "   0.3412318229675293,\n",
       "   0.33130693435668945,\n",
       "   0.3484785556793213,\n",
       "   0.3404123783111572,\n",
       "   0.339249849319458,\n",
       "   0.33939433097839355,\n",
       "   0.34888315200805664,\n",
       "   0.34076762199401855,\n",
       "   0.3407883644104004,\n",
       "   0.3224480152130127,\n",
       "   0.3540377616882324,\n",
       "   0.319227933883667,\n",
       "   0.3280489444732666,\n",
       "   0.33668041229248047,\n",
       "   0.3377344608306885,\n",
       "   0.33931922912597656,\n",
       "   0.35956478118896484,\n",
       "   0.34786343574523926,\n",
       "   0.3607494831085205,\n",
       "   0.33354997634887695,\n",
       "   0.3304469585418701,\n",
       "   0.3547813892364502,\n",
       "   0.3465237617492676,\n",
       "   0.3449068069458008,\n",
       "   0.31659865379333496]}]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jsns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "shared-stability",
   "metadata": {},
   "source": [
    "# Line Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "incorporate-desperate",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1440 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "evaluation = [\"top1\", \"top5\", \"top10\", \"kendal\", \"time\"]\n",
    "loss = [\"bce\", \"mse\"]\n",
    "epochs = 100\n",
    "\n",
    "x = np.linspace(1, epochs, epochs)\n",
    "\n",
    "### plot bce loss and mean top N %\n",
    "fig, axs = plt.subplots(len(evaluation), figsize=(25, 5 * len(evaluation)))\n",
    "for index, ax in enumerate(axs):\n",
    "    key = evaluation[index]\n",
    "\n",
    "    for i in range(len(jsns)):\n",
    "        ax.plot(x, jsns[i][key])\n",
    "    \n",
    "    ax.legend(range(1,7), loc='upper left')\n",
    "    ax.set_title(key)\n",
    "    ax.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"validation.png\", facecolor=\"white\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "large-fancy",
   "metadata": {},
   "source": [
    "# Box Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "biblical-moses",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['top1', 'top5', 'top10', 'kendal', 'time']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1800 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "keys = list(jsns[0].keys())\n",
    "print(keys)\n",
    "\n",
    "fig, axs = plt.subplots(len(keys), figsize=(25, 5*len(keys)))\n",
    "for index, ax in enumerate(axs):\n",
    "    key = keys[index]\n",
    "\n",
    "    p = []\n",
    "    for j in jsns:\n",
    "        p.append(j[key])\n",
    "    \n",
    "    ax.boxplot(p, widths=0.5)\n",
    "    ax.set_title(key)\n",
    "    ax.grid()\n",
    "\n",
    "plt.setp(axs,  xticklabels=fs)\n",
    "plt.savefig(os.path.join(\"scale.png\"), facecolor=\"white\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "exterior-outside",
   "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": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}