Anlyze_times.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cb676935",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import glob\n",
    "import re\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cc75b693",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('quartz/out_log_full_complete.csv', header=None, names=['pkg', 'cfg', 'iter', 'setup', 'load', 'ground', 'solve', 'total', 'dep_len'])\n",
    "df_full = df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c8e9d785",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5748\n"
     ]
    }
   ],
   "source": [
    "packs = df_full['pkg']\n",
    "pk_ls = sorted(list(set(packs)))\n",
    "print(len(pk_ls))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b4acde6d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[' trendy', ' handy', ' many', ' tweety']\n"
     ]
    }
   ],
   "source": [
    "confs = df_full['cfg']\n",
    "cfg_ls = list(set(confs))\n",
    "print(cfg_ls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6caee390",
   "metadata": {},
   "outputs": [],
   "source": [
    "phases = ['setup', 'load', 'ground', 'solve', 'total']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "31da5e34",
   "metadata": {},
   "outputs": [],
   "source": [
    "timings = {}\n",
    "\n",
    "for cf in cfg_ls:\n",
    "    timings[cf] = {}\n",
    "    for ph in phases:\n",
    "        timings[cf][ph] = []\n",
    "    for pk in pk_ls:\n",
    "        tmp_df = df_full[df_full['pkg'] == pk]\n",
    "        tdf = tmp_df[tmp_df['cfg'] == cf]\n",
    "        for ph in phases:\n",
    "            timings[cf][ph].append(tdf[ph].median())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1a15b59c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1800x1400 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1400 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1400 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jRuRLX/pS2rdvn+HDh+fmm29Op06dMmDAgAYHu775zW/m9ttvz09+8pPcf//9GTZsWHbeeecGl3vk0/P//t//S6dOnfL3v/89W265ZWpqarLaaqvlyCOPzPvvv1/X7vvf/35GjhyZK6+8Mu+9917eeOON/OAHP8jEiRMX6wDTzJkzM2XKlDzzzDM57rjjsuGGGzZ6tmBZlpk5c2bee++93HTTTbnmmmtywgknNAgJjz322Lzwwgv52c9+lrfeeitvv/12LrjggowZMyYnnnjixxsYgGWI+ZD5EEvXwQcfnFVWWSVHHXVUXn755UyaNCl33XVXfvOb3+Too49O27Zt8/rrr2fs2LHZfPPNc+qpp2b11VdPTU1NNttss/muVrAwZ511ViZPntzgXsof14MPPphrr702w4YNa/AlKQAAqIyyLJXlsCTplaQcM2ZMCfO66aabyiTl0KFDy5/85CdlixYtyvvvv78sy7J8++2365YtyAsvvFAmKY8//vgG9ddff32ZpDz44IPr6q6++uoySfnkk0+WDzzwQNm+fftyv/32K6dMmbJIfR0wYEC51lprlRMnTmxQf8wxx5StW7cu33333UV6Xgsyc+bM8oMPPijbtm1bXnzxxfP1+9hjj23Qfu+99y6TlL/4xS8a1G+55ZZlr1696h6/8sorZZKyW7duDZ7r+++/X3bq1Knceeed59vXK6+8UpZlWU6ePLns1KlT+eUvf7nBPmbNmlV+7nOfK7fZZpu6unbt2pXHHXfcQp/jp2nEiBFlc/7s2WijjcrWrVuXK6+8cnnOOeeUjzzySDlkyJCyTZs25fbbb1/Onj27ru2vf/3rslWrVmWSMknZqVOn8oEHHljkfb3xxht16yYpt9122/Lf//53o21//vOf17UriqL88Y9/3Gi722+/vezQoUNd2zZt2pQjRoxYvEGYx5gxY+Zur1e5DPx9VJpXMR9iYcyH/st86JPV3OdDZTnn38fGG2/cYK7yve99r24uNHr06DJJ2b59+3LTTTctb7755vK+++4r99tvvzJJ+dvf/vYj9/HMM8+UK664Yjly5MiyLP/7fjv//PMXul7btm0b/Pusb9KkSWX37t3LU045pa5unXXWKffYY49FfOYLZk6kKIqiKIqiLCulyTugLOEL50AXH+Goo44qV1xxxbJFixblaaedVlc/e/bscv311y/XXHPN8sILLyyffvrpctasWQ3Wvfzyy8sk5VNPPdWgfsaMGWVNTU2jB7qOOeaYcsUVVyx/8IMfNAg/5u5zxowZDUpZluWUKVPKmpqa8thjj51v+T333FMmKe+5555Fel5zTZo0qfzRj35Urr/++uUKK6zQ4GDEkUceOV+/77vvvgbrn3LKKWWS8sUXX2xQ//Wvf73s3Llz3eO5Bx6OOeaY+fpw8MEHly1btixnzpzZYF9zD3Q98MADZZLylltume95n3TSSWVRFOUHH3xQlmVZfvGLXyxXWWWV8uyzzy5Hjx5dTp8+fb79fZqa+4GuHj16lEnKn//85w3qhw4dWiapC/auuuqqslWrVuUJJ5xQPvjgg+U999xTHnDAAeVKK61Ud/Dqo8yYMaN88sknyz/96U/lFVdcUfbo0aPccMMNy//85z/ztX3jjTfKJ598srzvvvvKk046qWzZsuV878177723bNeuXfmtb32rvPfee8sHHnigPPbYY8uampryqquuWsIRcZBLadpiPsRHMR8yH1oamvt86JVXXik32GCDcvvtty9vueWWctSoUeWQIUPK9u3bl4ceemhZlmX52GOPlUnKli1blmPHjq1bd/bs2WWvXr3KtdZaa6H7mDFjRtmzZ89y0KBBDfb7cYO/o48+uuzRo0eDoFrwpyiKoiiKolStuNQnVNShhx6aGTNmpKampsGlBYuiyEMPPZQBAwZkyJAh6dWrV7p06ZLvfe97mTRpUpLUXTapa9euDbZZU1OTzp07N7q/G2+8MW3atMlhhx2WoigaLBs1alRWXHHFBmXs2LF55513MnPmzFxyySXzLd99992TZL7LUS3oec114IEH5tJLL81hhx2W++67L0888USefPLJdOnSJVOmTJmvfadOnRo8nntPksbqp06dOt/6847R3Lrp06fngw8+aGyoMm7cuCTJfvvtN9/zPu+881KWZd59990kyU033ZSDDz44w4YNy+c///l06tQpBx10UN58881Gt83SNff9P2DAgAb1u+22W5Lk6aefznvvvZejjz46hx12WC644ILstNNO2W233XLDDTdk6623zpFHHrlI+6qpqUnv3r2z/fbb57DDDsvDDz+cl19+Oeeee+58bbt27ZrevXvnS1/6Us4999ycddZZufTSS/PMM88kmfMln0MPPTQ77rhjrrrqquy6667Zeeed88tf/jIHHnhgjj322EyePPnjDA3AMsl8yHyIT97JJ5+c999/P/fdd1/23Xff7LjjjvnhD3+YoUOH5qqrrsqoUaPq/o1svPHGWWedderWLYoiAwYMyL/+9a+MHz9+gfsYOnRoXn755QwePDgTJkzIhAkT6i6rPnXq1EyYMKHunpaL6oknnsjll1+eIUOG1G1jwoQJmT17dmbOnJkJEyZk2rRpSzAiAACwbKn56CbA8mby5Mn55je/mQ033DDjxo3LYYcdlj/+8Y91y9dZZ51ceeWVSZJ//OMfufnmm3PGGWdk+vTp+fWvf133H/U333wza665Zt16M2fOXOC9VK6//vqcfvrp6du3b+6///5sueWWdcu22mqrPPnkkw3ad+vWLTNnzswKK6yQb37zmzn66KMb3e666667yM9r4sSJueuuuzJ48OCcfPLJdfXTpk2rO3D0SWvsgNObb76Zli1bpl27do2us+qqqyZJLrnkkvTp06fRNquvvnpd26FDh2bo0KF57bXXcscdd+Tkk0/O+PHjM3LkyE/oWbCotthiizz++OPz1ZdlmSRp0aJFXnzxxUyZMiVbb731fO169+6dUaNG5YMPPljg+2NB1lprrXTr1i3/+Mc/PrLtNttsk2TOv++ePXtm3LhxeeONN/Kd73xnvrZbb711rr322owdOzabbbbZYvUJYFlmPmQ+xNLx7LPPZtNNN03btm0b1M+d+zz//PPZfvvts9JKKzW6fv1504I8//zzmThxYqP3xzz99NNz+umn55lnnmnwb+yj/O1vf0tZlhk4cOB8y15//fV07NgxF110UY477rhF3iYAACyLBH9QQUceeWRee+21PPHEE/n73/+e/fbbLxdddFGOP/74+dpuuOGGOe2003Lrrbfm6aefTpL069cvyZyDV1tttVVd25tvvjkzZ85sdJ+dOnXKgw8+mD333DP9+/fPvffeW3cQZ+WVV07v3r3nW6dly5bp379/nnnmmWyxxRZ13y5f0udVFEXKskyrVq0arDds2LDF/kbworrtttty/vnnp3Xr1kmSSZMm5c4778wXvvCFrLDCCo2us/3222eVVVbJ3/72txxzzDGLvK+11147xxxzTB566KE89thjn0j/WTz77rtvfvvb3+bee+9Nz5496+rvueeeJEmfPn3SrVu3JMnjjz+egw8+uK5NWZZ5/PHH07Fjx/kOlC2Kf/7zn/nXv/6Vvfba6yPbPvLII0mSDTbYIEnSsWPHtG7dutHQcvTo0WnRokXWWGONxe4TwLLMfMh8iKWjW7duef755+f7ItPo0aOTzPmyUk1NTb7yla/klltuydixY9O9e/ckc+ZDI0eOzPrrr18X/jbm5JNPziGHHNKg7s0338zXv/71HHnkkfna175WN89ZVLvuumvdHKm+Aw44IOuuu25+/vOfL/Y2AQBgWST4g4oZNmxYRowYkauvvjqbbbZZNttssxxzzDE56aSTsv3226d169Y55phjsv/++6dHjx5p2bJlHn744Tz33HN13wrfZJNNMmjQoAwdOjQrrrhidt555zz//PO54IIL0r59+wXue+WVV87IkSOzzz77ZJdddskdd9yR/v37L7S/F198cXbYYYd84QtfyFFHHZXu3btn0qRJ+ec//5k777wzDz/88CI9r2222Sbt27fPjjvumPPPPz+rrrpqunfvnlGjRuXKK6/MKqus8omNcX0rrLBCdtlll/zgBz/I7Nmzc9555+X999/PmWeeucB12rVrl0suuSQHH3xw3n333ey3335ZbbXV8tZbb+Uvf/lL3nrrrfzqV7/KxIkT079//xx44IHZeOONs/LKK+fJJ5+sG2M+fV/60pfy5S9/OWeddVZmz56dPn365KmnnsqZZ56ZPffcMzvssEOSZJ999slvf/vbtGrVKrvvvnumTZuW4cOH57HHHsvZZ5/d4PJvNTU16du3bx566KEkyXPPPZfjjz8+++23X9Zbb720aNEif/3rX3PRRRelc+fOOfHEE+vWHTx4cMaNG5cdd9wxa665ZiZMmJCRI0fmiiuuyP777193oLpVq1b57ne/m1/84hc56KCD8rWvfS0rrLBCbr/99vzud7/Lt7/97fku5wawPDMfMh9i6TnuuOOy9957Z5dddsnxxx+fVVddNY8//nh+/vOfZ9NNN627BPrZZ5+de++9N7vuumvOOOOMtG/fPsOGDctf/vKX3HzzzQ22Oe98aOONN87GG2/coM3YsWOTJOuvv35dMD/XqFGj8tZbbyVJZs2alVdffTW33HJLkqRv377p0qVLunbt2uhlaVu3bp3OnTvPt00AAFhuNfVNBpUlK0l6pRnfUJ7GPffcc2WbNm3mu5n91KlTy6222qrs3r17OW7cuPKQQw4pN95447Jt27Zlu3btyi222KK86KKLypkzZ9atM23atPKEE04oV1tttbJ169Zlnz59ytGjR5frrLNOg+1fffXVZZLyySefbLDuvvvuW7Zu3bq8++67P7Lfr7zySnnooYeWa665ZrniiiuWXbp0Kbfbbrvypz/96SI/r/fee68sy7L817/+Ve67775lx44dy5VXXrn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\n",
      "text/plain": [
       "<Figure size 1800x1400 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for cf in cfg_ls:\n",
    "    fig, axs = plt.subplots(2, 3, sharey=True, tight_layout=True, figsize=(18,14), dpi=100)\n",
    "    axes = list(axs.flatten())\n",
    "    n_bins = 100\n",
    "\n",
    "    fig.suptitle(cf, fontsize=24)\n",
    "    \n",
    "    axes[5].remove()\n",
    "    for i, ph in enumerate(phases):\n",
    "        solve_times = sorted(zip(pk_ls, timings[cf][ph]), key=lambda x: x[1], reverse=True)\n",
    "        tab_data = [[p, \"{:.3f}\".format(t)] for p, t in solve_times[0:5]]\n",
    "#         print(solve_times[0:5])\n",
    "#         [p for p, t in solve_times[0:5]]\n",
    "        axes[i].hist(sorted(timings[cf][ph], reverse=True), n_bins, label=ph)\n",
    "#         axes[i].legend(fontsize='medium')\n",
    "#         tab = axes[i].table(cellText=[[\"{:.3f}\".format(t) for p, t in solve_times[0:5]], [p for p, t in solve_times[0:5]]],\n",
    "#                       rowLabels=['times', 'pkg'],\n",
    "        axes[i].set_title(ph, fontsize=18)\n",
    "#         axes[i].title.set_text(ph)\n",
    "        tab = axes[i].table(cellText=tab_data, bbox=[0.1, -0.5, 0.75, 0.4])\n",
    "        tab.auto_set_font_size(False)\n",
    "        tab.auto_set_column_width(col=[0, 1])\n",
    "        tab.set_fontsize(12)\n",
    "#     plt.show()\n",
    "    plt.savefig('times_fig_{0}.png'.format(cf.strip()), dpi=150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0f77a8ca",
   "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}