{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# HIRAM-C360 Performance\n",
    "\n",
    "\n",
    "* Wenchang Yang (wenchang@princeton.edu)\n",
    "* Department of Geosciences, Princeton University"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-23T19:47:31.596605Z",
     "start_time": "2019-06-23T19:47:31.564877Z"
    },
    "code_folding": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "**2019-06-23T15:47:31.581319**\n",
      ">>> Importing Python 3.7.3 packages...\n",
      "[OK]: import sys, os, os.path, datetime, glob\n",
      "[OK]: import numpy as np-1.16.3\n",
      "[OK]: import matplotlib as mpl-3.0.3; backend: module://ipykernel.pylab.backend_inline\n",
      "[OK]: #---import matplotlib.pyplot as plt\n",
      "[OK]: #---from pylab import *\n",
      "[OK]: import xarray as xr-0.12.1\n",
      "[OK]: #---import netCDF4\n",
      "[OK]: #---import dask\n",
      "[OK]: #---import bottleneck\n",
      "[OK]: import pandas as pd-0.24.2\n",
      "[OK]: from mpl_toolkits.basemap import Basemap\n",
      "      PROJ_LIB = /scratch/gpfs/GEOCLIM/wenchang/miniconda3/envs/geoclim/share/proj\n",
      ">>>Import packages from Wenchang Yang (wython)...\n",
      "[OK]: import geoplots as gt\n",
      "[OK]: from geoplots import geoplot, fxyplot, mapplot, xticksyear\n",
      "[OK]: import geoxarray\n",
      "[OK]: import filter\n",
      "[OK]: import xlearn\n",
      "[OK]: import mysignal as sig\n",
      "**Done**\n"
     ]
    }
   ],
   "source": [
    "# init\n",
    "%matplotlib inline\n",
    "%run -im pythonstartup\n",
    "%config InlineBackend.figure_format ='retina'\n",
    "plt.rcParams['figure.dpi'] = 125\n",
    "from subprocess import check_output\n",
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-23T19:44:34.204031Z",
     "start_time": "2019-06-23T19:44:34.199831Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tigress/wenchang/HIRAM/exp_C360/test_CTL1880s_C360\n"
     ]
    }
   ],
   "source": [
    "cd /tigress/wenchang/HIRAM/exp_C360/test_CTL1880s_C360"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-23T19:44:37.707739Z",
     "start_time": "2019-06-23T19:44:37.525580Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[0m\u001b[38;5;27mCTL1880s_C360_1080PE_36X\u001b[0m/  HIRAM_namelists_CTL1880s_C360\r\n",
      "\u001b[38;5;27mCTL1880s_C360_1080PE_40X\u001b[0m/  \u001b[38;5;27mlog\u001b[0m/\r\n",
      "\u001b[38;5;27mCTL1880s_C360_1440PE_36X\u001b[0m/  \u001b[38;5;34mtest_HIRAM_CTL1880s_C360_540PE\u001b[0m*\r\n",
      "\u001b[38;5;27mCTL1880s_C360_1440PE_40X\u001b[0m/  \u001b[38;5;51mwork\u001b[0m@\r\n",
      "\u001b[38;5;27mCTL1880s_C360_720PE_36X\u001b[0m/   wy_HIRAM-C360_PE_scale.ipynb\r\n",
      "\u001b[38;5;27mCTL1880s_C360_720PE_40X\u001b[0m/\r\n"
     ]
    }
   ],
   "source": [
    "ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-23T19:54:33.118532Z",
     "start_time": "2019-06-23T19:54:33.106512Z"
    },
    "code_folding": []
   },
   "outputs": [],
   "source": [
    "def get_dataframe(cases=None):\n",
    "#     if cases is None:\n",
    "#         cases = glob.glob('run_FLOR_ctl_*') \n",
    "        \n",
    "    columns = ('expname', 'ntasks-per-node', 'tot_pes', 'tot_nodes', 'tot_spmy', 'tot_throughput', 'tot_cost')\n",
    "\n",
    "    records = []\n",
    "    for case in cases:\n",
    "        slurm_logs = glob.glob(f'{case}/slurm-*')\n",
    "        if slurm_logs:\n",
    "            slurm_logs.sort()\n",
    "        else:\n",
    "            continue\n",
    "        \n",
    "        # ntasks-per-node\n",
    "        s = check_output(f'grep ntasks-per-node {case}/test_HIRAM_*', shell=True) \\\n",
    "            .decode('utf-8').strip().split('=')\n",
    "        ntasks_per_node = int(s[-1])\n",
    "        \n",
    "\n",
    "        for slog in slurm_logs:\n",
    "            # each slurm output has a single PE layout\n",
    "            try:\n",
    "                s = check_output(f'grep \"statistics\" {slog} -A326 |grep \"Total runtime\" -m 1', shell=True) \\\n",
    "                    .decode('utf-8').strip().split()\n",
    "            except:\n",
    "                continue # this is from a failed run\n",
    "            tot_pes = int(s[-1]) - int(s[-2]) + 1\n",
    "#             tot_nodes = tot_pes//ntasks_per_node\n",
    "            tot_nodes = math.ceil(tot_pes/ntasks_per_node)\n",
    "            \n",
    "            \n",
    "            # expname\n",
    "            expname = check_output(f'grep expname {slog}', shell=True) \\\n",
    "                .decode('utf-8').strip().split()[-1]\n",
    "            \n",
    "            \n",
    "            # tot seconds per model years and throughput (model years per day)\n",
    "            ss = check_output(f'grep \"statistics\" {slog} -A326 |grep \"Total runtime\"', shell=True) \\\n",
    "                .decode('utf-8').strip().split('\\n')\n",
    "            tot_spmy_list = []\n",
    "            tot_throughput_list = []\n",
    "            tot_cost_list = []\n",
    "            for s in ss:\n",
    "                spmy = float(s.split()[4])*36.5\n",
    "                throughput = 24/(spmy/3600)\n",
    "                tot_spmy_list.append(spmy)\n",
    "                tot_throughput_list.append(throughput)\n",
    "                cost = tot_nodes * 40 * (spmy/3600)\n",
    "                tot_cost_list.append(cost)\n",
    "            \n",
    "            # create records\n",
    "            for (tot_spmy,tot_throughput, tot_cost) in zip(tot_spmy_list, tot_throughput_list,tot_cost_list):\n",
    "                \n",
    "                record = (expname, ntasks_per_node, tot_pes, tot_nodes, tot_spmy, tot_throughput, tot_cost)\n",
    "                records.append(record)\n",
    "\n",
    "\n",
    "    df =  pd.DataFrame(records, columns=columns)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-23T19:45:28.911671Z",
     "start_time": "2019-06-23T19:45:28.708087Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[0m\u001b[38;5;27mCTL1880s_C360_1080PE_36X\u001b[0m/  HIRAM_namelists_CTL1880s_C360\r\n",
      "\u001b[38;5;27mCTL1880s_C360_1080PE_40X\u001b[0m/  \u001b[38;5;27mlog\u001b[0m/\r\n",
      "\u001b[38;5;27mCTL1880s_C360_1440PE_36X\u001b[0m/  \u001b[38;5;34mtest_HIRAM_CTL1880s_C360_540PE\u001b[0m*\r\n",
      "\u001b[38;5;27mCTL1880s_C360_1440PE_40X\u001b[0m/  \u001b[38;5;51mwork\u001b[0m@\r\n",
      "\u001b[38;5;27mCTL1880s_C360_720PE_36X\u001b[0m/   wy_AM4_PE_scale.csv\r\n",
      "\u001b[38;5;27mCTL1880s_C360_720PE_40X\u001b[0m/   wy_HIRAM-C360_PE_scale.ipynb\r\n"
     ]
    }
   ],
   "source": [
    "ls"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-02T15:34:28.465428Z",
     "start_time": "2018-04-02T15:34:28.343191Z"
    }
   },
   "source": [
    "## FLOR_tiger2_intelmpi_18"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-23T20:40:55.135658Z",
     "start_time": "2019-06-23T20:40:53.268099Z"
    },
    "code_folding": [],
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DataFrame created for cases: ['CTL1880s_C360_1080PE_36X', 'CTL1880s_C360_1080PE_40X', 'CTL1880s_C360_1440PE_36X', 'CTL1880s_C360_1440PE_40X', 'CTL1880s_C360_540PE_36X', 'CTL1880s_C360_540PE_40X', 'CTL1880s_C360_720PE_36X', 'CTL1880s_C360_720PE_40X']\n"
     ]
    },
    {
     "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>expname</th>\n",
       "      <th>ntasks-per-node</th>\n",
       "      <th>tot_pes</th>\n",
       "      <th>tot_nodes</th>\n",
       "      <th>tot_spmy</th>\n",
       "      <th>tot_throughput</th>\n",
       "      <th>tot_cost</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>test_CTL1880s_C360_tigercpu_intelmpi_18_1080PE...</td>\n",
       "      <td>36</td>\n",
       "      <td>1080</td>\n",
       "      <td>30</td>\n",
       "      <td>21072.930623</td>\n",
       "      <td>4.100047</td>\n",
       "      <td>7024.310207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>test_CTL1880s_C360_tigercpu_intelmpi_18_1080PE...</td>\n",
       "      <td>36</td>\n",
       "      <td>1080</td>\n",
       "      <td>30</td>\n",
       "      <td>21201.375984</td>\n",
       "      <td>4.075207</td>\n",
       "      <td>7067.125328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>test_CTL1880s_C360_tigercpu_intelmpi_18_1080PE...</td>\n",
       "      <td>40</td>\n",
       "      <td>1080</td>\n",
       "      <td>27</td>\n",
       "      <td>23859.098043</td>\n",
       "      <td>3.621260</td>\n",
       "      <td>7157.729413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>test_CTL1880s_C360_tigercpu_intelmpi_18_1080PE...</td>\n",
       "      <td>40</td>\n",
       "      <td>1080</td>\n",
       "      <td>27</td>\n",
       "      <td>24250.046331</td>\n",
       "      <td>3.562880</td>\n",
       "      <td>7275.013899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>test_CTL1880s_C360_tigercpu_intelmpi_18_1440PE...</td>\n",
       "      <td>36</td>\n",
       "      <td>1440</td>\n",
       "      <td>40</td>\n",
       "      <td>17833.400753</td>\n",
       "      <td>4.844841</td>\n",
       "      <td>7925.955890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>test_CTL1880s_C360_tigercpu_intelmpi_18_1440PE...</td>\n",
       "      <td>36</td>\n",
       "      <td>1440</td>\n",
       "      <td>40</td>\n",
       "      <td>18233.757135</td>\n",
       "      <td>4.738464</td>\n",
       "      <td>8103.892060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>test_CTL1880s_C360_tigercpu_intelmpi_18_1440PE...</td>\n",
       "      <td>40</td>\n",
       "      <td>1440</td>\n",
       "      <td>36</td>\n",
       "      <td>20474.630288</td>\n",
       "      <td>4.219856</td>\n",
       "      <td>8189.852115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>test_CTL1880s_C360_tigercpu_intelmpi_18_1440PE...</td>\n",
       "      <td>40</td>\n",
       "      <td>1440</td>\n",
       "      <td>36</td>\n",
       "      <td>20797.870820</td>\n",
       "      <td>4.154271</td>\n",
       "      <td>8319.148328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>test_CTL1880s_C360_tigercpu_intelmpi_18_540PE_36X</td>\n",
       "      <td>36</td>\n",
       "      <td>540</td>\n",
       "      <td>15</td>\n",
       "      <td>39308.529474</td>\n",
       "      <td>2.197996</td>\n",
       "      <td>6551.421579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>test_CTL1880s_C360_tigercpu_intelmpi_18_540PE_40X</td>\n",
       "      <td>40</td>\n",
       "      <td>540</td>\n",
       "      <td>14</td>\n",
       "      <td>41838.382325</td>\n",
       "      <td>2.065089</td>\n",
       "      <td>6508.192806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>test_CTL1880s_C360_tigercpu_intelmpi_18_720PE_36X</td>\n",
       "      <td>36</td>\n",
       "      <td>720</td>\n",
       "      <td>20</td>\n",
       "      <td>29888.442232</td>\n",
       "      <td>2.890750</td>\n",
       "      <td>6641.876051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>test_CTL1880s_C360_tigercpu_intelmpi_18_720PE_36X</td>\n",
       "      <td>36</td>\n",
       "      <td>720</td>\n",
       "      <td>20</td>\n",
       "      <td>29878.920732</td>\n",
       "      <td>2.891671</td>\n",
       "      <td>6639.760163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>test_CTL1880s_C360_tigercpu_intelmpi_18_720PE_40X</td>\n",
       "      <td>40</td>\n",
       "      <td>720</td>\n",
       "      <td>18</td>\n",
       "      <td>32865.550570</td>\n",
       "      <td>2.628893</td>\n",
       "      <td>6573.110114</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              expname  ntasks-per-node  \\\n",
       "0   test_CTL1880s_C360_tigercpu_intelmpi_18_1080PE...               36   \n",
       "1   test_CTL1880s_C360_tigercpu_intelmpi_18_1080PE...               36   \n",
       "2   test_CTL1880s_C360_tigercpu_intelmpi_18_1080PE...               40   \n",
       "3   test_CTL1880s_C360_tigercpu_intelmpi_18_1080PE...               40   \n",
       "4   test_CTL1880s_C360_tigercpu_intelmpi_18_1440PE...               36   \n",
       "5   test_CTL1880s_C360_tigercpu_intelmpi_18_1440PE...               36   \n",
       "6   test_CTL1880s_C360_tigercpu_intelmpi_18_1440PE...               40   \n",
       "7   test_CTL1880s_C360_tigercpu_intelmpi_18_1440PE...               40   \n",
       "8   test_CTL1880s_C360_tigercpu_intelmpi_18_540PE_36X               36   \n",
       "9   test_CTL1880s_C360_tigercpu_intelmpi_18_540PE_40X               40   \n",
       "10  test_CTL1880s_C360_tigercpu_intelmpi_18_720PE_36X               36   \n",
       "11  test_CTL1880s_C360_tigercpu_intelmpi_18_720PE_36X               36   \n",
       "12  test_CTL1880s_C360_tigercpu_intelmpi_18_720PE_40X               40   \n",
       "\n",
       "    tot_pes  tot_nodes      tot_spmy  tot_throughput     tot_cost  \n",
       "0      1080         30  21072.930623        4.100047  7024.310207  \n",
       "1      1080         30  21201.375984        4.075207  7067.125328  \n",
       "2      1080         27  23859.098043        3.621260  7157.729413  \n",
       "3      1080         27  24250.046331        3.562880  7275.013899  \n",
       "4      1440         40  17833.400753        4.844841  7925.955890  \n",
       "5      1440         40  18233.757135        4.738464  8103.892060  \n",
       "6      1440         36  20474.630288        4.219856  8189.852115  \n",
       "7      1440         36  20797.870820        4.154271  8319.148328  \n",
       "8       540         15  39308.529474        2.197996  6551.421579  \n",
       "9       540         14  41838.382325        2.065089  6508.192806  \n",
       "10      720         20  29888.442232        2.890750  6641.876051  \n",
       "11      720         20  29878.920732        2.891671  6639.760163  \n",
       "12      720         18  32865.550570        2.628893  6573.110114  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# data\n",
    "cases = glob.glob('*PE_??X')\n",
    "cases.sort()\n",
    "csv_file = 'wy_HIRAM-C360_PE_scale.csv'\n",
    "try:\n",
    "    1/0\n",
    "    df = pd.read_csv(csv_file)\n",
    "    print('DataFrame loaded from', csv_file)\n",
    "except:\n",
    "    df = get_dataframe(cases)\n",
    "    df.to_csv(csv_file)\n",
    "    print('DataFrame created for cases:', cases)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-23T21:04:02.847411Z",
     "start_time": "2019-06-23T21:04:01.614339Z"
    },
    "code_folding": [],
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 750x875 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 861,
       "width": 736
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##### plot\n",
    "\n",
    "xticks = [540, 720, 1080, 1440]\n",
    "# x0 = 576\n",
    "fig, axes = plt.subplots(3,1,figsize=(6,7))\n",
    "ax = axes[0]\n",
    "plt.sca(ax)\n",
    "comp ='tot'\n",
    "df[df['ntasks-per-node']==36].plot.scatter(f'{comp}_pes', f'{comp}_spmy', alpha=0.5, ax=ax, color='C0')\n",
    "df[df['ntasks-per-node']==36].groupby(f'{comp}_pes').min().plot(y=f'{comp}_spmy', ax=ax, label='36xPE')\n",
    "df[df['ntasks-per-node']==40].plot.scatter(f'{comp}_pes', f'{comp}_spmy', alpha=0.5, ax=ax, color='C1')\n",
    "df[df['ntasks-per-node']==40].groupby(f'{comp}_pes').min().plot(y=f'{comp}_spmy', ax=ax, label='40xPE')\n",
    "plt.xticks(xticks)\n",
    "plt.grid(True)\n",
    "# plt.axvline(x0, color='gray', ls='--')\n",
    "plt.xlim(0, None)\n",
    "\n",
    "ax = axes[1]\n",
    "plt.sca(ax)\n",
    "comp ='tot'\n",
    "df[df['ntasks-per-node']==36].plot.scatter(f'{comp}_pes', f'{comp}_throughput', alpha=0.5, ax=ax, color='C0')\n",
    "df[df['ntasks-per-node']==36].groupby(f'{comp}_pes').max().plot(y=f'{comp}_throughput', ax=ax, label='36xPE')\n",
    "df[df['ntasks-per-node']==40].plot.scatter(f'{comp}_pes', f'{comp}_throughput', alpha=0.5, ax=ax, color='C1')\n",
    "df[df['ntasks-per-node']==40].groupby(f'{comp}_pes').max().plot(y=f'{comp}_throughput', ax=ax, label='40xPE')\n",
    "plt.xticks(xticks)\n",
    "plt.grid(True)\n",
    "# plt.axvline(x0, color='gray', ls='--')\n",
    "plt.xlim(0, None)\n",
    "plt.ylim(0, None)\n",
    "\n",
    "ax = axes[2]\n",
    "plt.sca(ax)\n",
    "comp ='tot'\n",
    "df[df['ntasks-per-node']==36].plot.scatter(f'{comp}_pes', f'{comp}_cost', alpha=0.5, ax=ax, color='C0')\n",
    "df[df['ntasks-per-node']==36].groupby(f'{comp}_pes').min().plot(y=f'{comp}_cost', ax=ax, label='36xPE')\n",
    "df[df['ntasks-per-node']==40].plot.scatter(f'{comp}_pes', f'{comp}_cost', alpha=0.5, ax=ax, color='C1')\n",
    "df[df['ntasks-per-node']==40].groupby(f'{comp}_pes').min().plot(y=f'{comp}_cost', ax=ax, label='40xPE')\n",
    "plt.xticks(xticks)\n",
    "plt.grid(True)\n",
    "# plt.axvline(x0, color='gray', ls='--')\n",
    "plt.xlim(0, None)\n",
    "\n",
    "\n",
    "\n",
    "plt.suptitle('HIRAM-C360 PE scale on tigercpu_intelmpi_18 \\n spmy: seconds per model year')\n",
    "plt.tight_layout(rect=(0,0,1,0.94))"
   ]
  }
 ],
 "metadata": {
  "hide_input": false,
  "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": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "203px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}