OSU_benchmarks/2021-06-22_first_steps_osulogs.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pathlib import Path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Find all meta files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('data/2021-06-21T19:11:47+02:00_3ab02720-abbc-4fe4-b4a4-ed1269c271a1.meta'),\n",
       " PosixPath('data/2021-06-21T19:11:47+02:00_4c7c3de1-aced-48db-8a7f-47a33a4eb478.meta'),\n",
       " PosixPath('data/2021-06-21T19:11:47+02:00_7281264c-09c4-4e57-90f2-e67cc361654e.meta')]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "meta_files = sorted(Path(\"data\").glob(\"*.meta\"))\n",
    "display(meta_files[:3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reading meta data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_meta(meta_file):\n",
    "    df = pd.read_csv(\n",
    "        meta_file,\n",
    "        delimiter=\";\",\n",
    "        skipinitialspace=True,\n",
    "        header=None)\n",
    "    df = df.set_index(0).T\n",
    "    df[\"filename_meta\"] = str(meta_file)\n",
    "    df[\"filename_log\"] = str(meta_file).split(\".\")[:-1][0] + \".log\"\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# not really used but we might want to keep an overview of all metadata\n",
    "\n",
    "def read_all_meta(meta_files):\n",
    "    return pd.concat(map(read_meta, meta_files))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Look at all meta data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "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>timestamp</th>\n",
       "      <th>osu_exe</th>\n",
       "      <th>ntasks</th>\n",
       "      <th>nodes</th>\n",
       "      <th>tasks-per-node</th>\n",
       "      <th>constraint</th>\n",
       "      <th>nodelist</th>\n",
       "      <th>slurm_log</th>\n",
       "      <th>runtime</th>\n",
       "      <th>mpi_api</th>\n",
       "      <th>filename_meta</th>\n",
       "      <th>filename_log</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-06-21T19:11:47+02:00</td>\n",
       "      <td>mpi/startup/osu_init</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>4(x2)</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl[173-174]</td>\n",
       "      <td>slurm-1333635.out</td>\n",
       "      <td>native_openmpi-3.1.6</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:11:47+02:00_3ab02720-abbc-4...</td>\n",
       "      <td>data/2021-06-21T19:11:47+02:00_3ab02720-abbc-4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-06-21T19:11:47+02:00</td>\n",
       "      <td>mpi/startup/osu_init</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl126</td>\n",
       "      <td>slurm-1333636.out</td>\n",
       "      <td>native_openmpi-3.1.6</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:11:47+02:00_4c7c3de1-aced-4...</td>\n",
       "      <td>data/2021-06-21T19:11:47+02:00_4c7c3de1-aced-4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-06-21T19:11:47+02:00</td>\n",
       "      <td>mpi/startup/osu_init</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1(x8)</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl[142-143,268-273]</td>\n",
       "      <td>slurm-1333633.out</td>\n",
       "      <td>native_openmpi-3.1.6</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:11:47+02:00_7281264c-09c4-4...</td>\n",
       "      <td>data/2021-06-21T19:11:47+02:00_7281264c-09c4-4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-06-21T19:11:47+02:00</td>\n",
       "      <td>mpi/startup/osu_init</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>2(x4)</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl[268-271]</td>\n",
       "      <td>slurm-1333634.out</td>\n",
       "      <td>native_openmpi-3.1.6</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:11:47+02:00_e73e2ae4-9358-4...</td>\n",
       "      <td>data/2021-06-21T19:11:47+02:00_e73e2ae4-9358-4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-06-21T19:11:48+02:00</td>\n",
       "      <td>mpi/startup/osu_init</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl126</td>\n",
       "      <td>slurm-1333636.out</td>\n",
       "      <td>native_openmpi-3.1.6</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:11:48+02:00_25202405-78f3-4...</td>\n",
       "      <td>data/2021-06-21T19:11:48+02:00_25202405-78f3-4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-06-21T19:15:03+02:00</td>\n",
       "      <td>mpi/collective/osu_allgather</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1(x8)</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl[142-143,268-273]</td>\n",
       "      <td>slurm-1333633.out</td>\n",
       "      <td>singularity_mpich-3.4.1</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:15:03+02:00_ebbdf21e-867d-4...</td>\n",
       "      <td>data/2021-06-21T19:15:03+02:00_ebbdf21e-867d-4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-06-21T19:15:07+02:00</td>\n",
       "      <td>mpi/collective/osu_allgather</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1(x8)</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl[142-143,268-273]</td>\n",
       "      <td>slurm-1333633.out</td>\n",
       "      <td>singularity_mpich-3.4.1</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:15:07+02:00_e4b88865-8423-4...</td>\n",
       "      <td>data/2021-06-21T19:15:07+02:00_e4b88865-8423-4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-06-21T19:15:12+02:00</td>\n",
       "      <td>mpi/collective/osu_allgather</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1(x8)</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl[142-143,268-273]</td>\n",
       "      <td>slurm-1333633.out</td>\n",
       "      <td>singularity_mpich-3.4.1</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:15:12+02:00_80ee721d-95c4-4...</td>\n",
       "      <td>data/2021-06-21T19:15:12+02:00_80ee721d-95c4-4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-06-21T19:15:17+02:00</td>\n",
       "      <td>mpi/collective/osu_allgather</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1(x8)</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl[142-143,268-273]</td>\n",
       "      <td>slurm-1333633.out</td>\n",
       "      <td>singularity_mpich-3.4.1</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:15:17+02:00_fafa6821-31c5-4...</td>\n",
       "      <td>data/2021-06-21T19:15:17+02:00_fafa6821-31c5-4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-06-21T19:15:22+02:00</td>\n",
       "      <td>mpi/collective/osu_allgather</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1(x8)</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl[142-143,268-273]</td>\n",
       "      <td>slurm-1333633.out</td>\n",
       "      <td>singularity_mpich-3.4.1</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...</td>\n",
       "      <td>data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>240 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "0                   timestamp                       osu_exe ntasks nodes  \\\n",
       "1   2021-06-21T19:11:47+02:00          mpi/startup/osu_init      8     2   \n",
       "1   2021-06-21T19:11:47+02:00          mpi/startup/osu_init      8     1   \n",
       "1   2021-06-21T19:11:47+02:00          mpi/startup/osu_init      8     8   \n",
       "1   2021-06-21T19:11:47+02:00          mpi/startup/osu_init      8     4   \n",
       "1   2021-06-21T19:11:48+02:00          mpi/startup/osu_init      8     1   \n",
       "..                        ...                           ...    ...   ...   \n",
       "1   2021-06-21T19:15:03+02:00  mpi/collective/osu_allgather      8     8   \n",
       "1   2021-06-21T19:15:07+02:00  mpi/collective/osu_allgather      8     8   \n",
       "1   2021-06-21T19:15:12+02:00  mpi/collective/osu_allgather      8     8   \n",
       "1   2021-06-21T19:15:17+02:00  mpi/collective/osu_allgather      8     8   \n",
       "1   2021-06-21T19:15:22+02:00  mpi/collective/osu_allgather      8     8   \n",
       "\n",
       "0  tasks-per-node      constraint                 nodelist          slurm_log  \\\n",
       "1           4(x2)  cascade,mem192          neshcl[173-174]  slurm-1333635.out   \n",
       "1               8  cascade,mem192                neshcl126  slurm-1333636.out   \n",
       "1           1(x8)  cascade,mem192  neshcl[142-143,268-273]  slurm-1333633.out   \n",
       "1           2(x4)  cascade,mem192          neshcl[268-271]  slurm-1333634.out   \n",
       "1               8  cascade,mem192                neshcl126  slurm-1333636.out   \n",
       "..            ...             ...                      ...                ...   \n",
       "1           1(x8)  cascade,mem192  neshcl[142-143,268-273]  slurm-1333633.out   \n",
       "1           1(x8)  cascade,mem192  neshcl[142-143,268-273]  slurm-1333633.out   \n",
       "1           1(x8)  cascade,mem192  neshcl[142-143,268-273]  slurm-1333633.out   \n",
       "1           1(x8)  cascade,mem192  neshcl[142-143,268-273]  slurm-1333633.out   \n",
       "1           1(x8)  cascade,mem192  neshcl[142-143,268-273]  slurm-1333633.out   \n",
       "\n",
       "0                   runtime mpi_api  \\\n",
       "1      native_openmpi-3.1.6    pmi2   \n",
       "1      native_openmpi-3.1.6    pmi2   \n",
       "1      native_openmpi-3.1.6    pmi2   \n",
       "1      native_openmpi-3.1.6    pmi2   \n",
       "1      native_openmpi-3.1.6    pmi2   \n",
       "..                      ...     ...   \n",
       "1   singularity_mpich-3.4.1    pmi2   \n",
       "1   singularity_mpich-3.4.1    pmi2   \n",
       "1   singularity_mpich-3.4.1    pmi2   \n",
       "1   singularity_mpich-3.4.1    pmi2   \n",
       "1   singularity_mpich-3.4.1    pmi2   \n",
       "\n",
       "0                                       filename_meta  \\\n",
       "1   data/2021-06-21T19:11:47+02:00_3ab02720-abbc-4...   \n",
       "1   data/2021-06-21T19:11:47+02:00_4c7c3de1-aced-4...   \n",
       "1   data/2021-06-21T19:11:47+02:00_7281264c-09c4-4...   \n",
       "1   data/2021-06-21T19:11:47+02:00_e73e2ae4-9358-4...   \n",
       "1   data/2021-06-21T19:11:48+02:00_25202405-78f3-4...   \n",
       "..                                                ...   \n",
       "1   data/2021-06-21T19:15:03+02:00_ebbdf21e-867d-4...   \n",
       "1   data/2021-06-21T19:15:07+02:00_e4b88865-8423-4...   \n",
       "1   data/2021-06-21T19:15:12+02:00_80ee721d-95c4-4...   \n",
       "1   data/2021-06-21T19:15:17+02:00_fafa6821-31c5-4...   \n",
       "1   data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...   \n",
       "\n",
       "0                                        filename_log  \n",
       "1   data/2021-06-21T19:11:47+02:00_3ab02720-abbc-4...  \n",
       "1   data/2021-06-21T19:11:47+02:00_4c7c3de1-aced-4...  \n",
       "1   data/2021-06-21T19:11:47+02:00_7281264c-09c4-4...  \n",
       "1   data/2021-06-21T19:11:47+02:00_e73e2ae4-9358-4...  \n",
       "1   data/2021-06-21T19:11:48+02:00_25202405-78f3-4...  \n",
       "..                                                ...  \n",
       "1   data/2021-06-21T19:15:03+02:00_ebbdf21e-867d-4...  \n",
       "1   data/2021-06-21T19:15:07+02:00_e4b88865-8423-4...  \n",
       "1   data/2021-06-21T19:15:12+02:00_80ee721d-95c4-4...  \n",
       "1   data/2021-06-21T19:15:17+02:00_fafa6821-31c5-4...  \n",
       "1   data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...  \n",
       "\n",
       "[240 rows x 12 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_meta = read_all_meta(meta_files)\n",
    "df_meta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['mpi/startup/osu_init', 'mpi/collective/osu_allgather'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_meta[\"osu_exe\"].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dispatch log parsing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _read_mpi_collective_osu_allgather(log_file):\n",
    "    df_raw = pd.read_csv(\n",
    "        log_file,\n",
    "        skiprows=3,\n",
    "        delim_whitespace=True,\n",
    "        header=None,\n",
    "    )\n",
    "    df_raw.columns = [\"Size\", \"Avg Latency(us)\"]\n",
    "    \n",
    "    return df_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _read_mpi_startup_osu_init(log_file):\n",
    "    df_raw = pd.read_csv(\n",
    "        log_file,\n",
    "        skiprows=1,\n",
    "        header=None,\n",
    "    )\n",
    "    \n",
    "    cols = df_raw.T[0].str.split(\":\").apply(lambda l: l[0].strip())\n",
    "    vals = df_raw.T[0].str.split(\":\").apply(lambda l: l[1].strip())\n",
    "    df = pd.DataFrame(pd.Series(vals)).set_index(cols).T\n",
    "    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_log(meta_file):\n",
    "    df_meta = read_meta(meta_file)\n",
    "    read_funcs = {\n",
    "        \"mpi/startup/osu_init\": _read_mpi_startup_osu_init,\n",
    "        \"mpi/collective/osu_allgather\": _read_mpi_collective_osu_allgather,\n",
    "    }\n",
    "    try:\n",
    "        return read_funcs[list(df_meta[\"osu_exe\"])[0]](list(df_meta[\"filename_log\"])[0])\n",
    "    except KeyError:\n",
    "        raise NotImplementedError(\"not implemented for {df_meta['osu_exe']}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Wrap meta and log reading"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_log_and_meta(meta_file):\n",
    "    df_log = read_log(meta_file)\n",
    "    df_meta = read_meta(meta_file)\n",
    "    return df_log.join(\n",
    "        df_meta.reset_index().drop(columns=[\"index\", ]).reindex(df_log.index).ffill()\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read all data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat(map(read_log_and_meta, meta_files))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "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>nprocs</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>avg</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>osu_exe</th>\n",
       "      <th>ntasks</th>\n",
       "      <th>nodes</th>\n",
       "      <th>tasks-per-node</th>\n",
       "      <th>constraint</th>\n",
       "      <th>nodelist</th>\n",
       "      <th>slurm_log</th>\n",
       "      <th>runtime</th>\n",
       "      <th>mpi_api</th>\n",
       "      <th>filename_meta</th>\n",
       "      <th>filename_log</th>\n",
       "      <th>Size</th>\n",
       "      <th>Avg Latency(us)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8</td>\n",
       "      <td>176 ms</td>\n",
       "      <td>396 ms</td>\n",
       "      <td>286 ms</td>\n",
       "      <td>2021-06-21T19:11:47+02:00</td>\n",
       "      <td>mpi/startup/osu_init</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>4(x2)</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl[173-174]</td>\n",
       "      <td>slurm-1333635.out</td>\n",
       "      <td>native_openmpi-3.1.6</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:11:47+02:00_3ab02720-abbc-4...</td>\n",
       "      <td>data/2021-06-21T19:11:47+02:00_3ab02720-abbc-4...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8</td>\n",
       "      <td>311 ms</td>\n",
       "      <td>311 ms</td>\n",
       "      <td>311 ms</td>\n",
       "      <td>2021-06-21T19:11:47+02:00</td>\n",
       "      <td>mpi/startup/osu_init</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl126</td>\n",
       "      <td>slurm-1333636.out</td>\n",
       "      <td>native_openmpi-3.1.6</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:11:47+02:00_4c7c3de1-aced-4...</td>\n",
       "      <td>data/2021-06-21T19:11:47+02:00_4c7c3de1-aced-4...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8</td>\n",
       "      <td>124 ms</td>\n",
       "      <td>330 ms</td>\n",
       "      <td>174 ms</td>\n",
       "      <td>2021-06-21T19:11:47+02:00</td>\n",
       "      <td>mpi/startup/osu_init</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1(x8)</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl[142-143,268-273]</td>\n",
       "      <td>slurm-1333633.out</td>\n",
       "      <td>native_openmpi-3.1.6</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:11:47+02:00_7281264c-09c4-4...</td>\n",
       "      <td>data/2021-06-21T19:11:47+02:00_7281264c-09c4-4...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8</td>\n",
       "      <td>138 ms</td>\n",
       "      <td>336 ms</td>\n",
       "      <td>196 ms</td>\n",
       "      <td>2021-06-21T19:11:47+02:00</td>\n",
       "      <td>mpi/startup/osu_init</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>2(x4)</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl[268-271]</td>\n",
       "      <td>slurm-1333634.out</td>\n",
       "      <td>native_openmpi-3.1.6</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:11:47+02:00_e73e2ae4-9358-4...</td>\n",
       "      <td>data/2021-06-21T19:11:47+02:00_e73e2ae4-9358-4...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8</td>\n",
       "      <td>305 ms</td>\n",
       "      <td>305 ms</td>\n",
       "      <td>305 ms</td>\n",
       "      <td>2021-06-21T19:11:48+02:00</td>\n",
       "      <td>mpi/startup/osu_init</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl126</td>\n",
       "      <td>slurm-1333636.out</td>\n",
       "      <td>native_openmpi-3.1.6</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:11:48+02:00_25202405-78f3-4...</td>\n",
       "      <td>data/2021-06-21T19:11:48+02:00_25202405-78f3-4...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-06-21T19:15:22+02:00</td>\n",
       "      <td>mpi/collective/osu_allgather</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1(x8)</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl[142-143,268-273]</td>\n",
       "      <td>slurm-1333633.out</td>\n",
       "      <td>singularity_mpich-3.4.1</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...</td>\n",
       "      <td>data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...</td>\n",
       "      <td>65536.0</td>\n",
       "      <td>647.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-06-21T19:15:22+02:00</td>\n",
       "      <td>mpi/collective/osu_allgather</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1(x8)</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl[142-143,268-273]</td>\n",
       "      <td>slurm-1333633.out</td>\n",
       "      <td>singularity_mpich-3.4.1</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...</td>\n",
       "      <td>data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...</td>\n",
       "      <td>131072.0</td>\n",
       "      <td>1285.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-06-21T19:15:22+02:00</td>\n",
       "      <td>mpi/collective/osu_allgather</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1(x8)</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl[142-143,268-273]</td>\n",
       "      <td>slurm-1333633.out</td>\n",
       "      <td>singularity_mpich-3.4.1</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...</td>\n",
       "      <td>data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...</td>\n",
       "      <td>262144.0</td>\n",
       "      <td>1673.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-06-21T19:15:22+02:00</td>\n",
       "      <td>mpi/collective/osu_allgather</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1(x8)</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl[142-143,268-273]</td>\n",
       "      <td>slurm-1333633.out</td>\n",
       "      <td>singularity_mpich-3.4.1</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...</td>\n",
       "      <td>data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>2422.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-06-21T19:15:22+02:00</td>\n",
       "      <td>mpi/collective/osu_allgather</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1(x8)</td>\n",
       "      <td>cascade,mem192</td>\n",
       "      <td>neshcl[142-143,268-273]</td>\n",
       "      <td>slurm-1333633.out</td>\n",
       "      <td>singularity_mpich-3.4.1</td>\n",
       "      <td>pmi2</td>\n",
       "      <td>data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...</td>\n",
       "      <td>data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...</td>\n",
       "      <td>1048576.0</td>\n",
       "      <td>4177.12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2640 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   nprocs     min     max     avg                  timestamp  \\\n",
       "0       8  176 ms  396 ms  286 ms  2021-06-21T19:11:47+02:00   \n",
       "0       8  311 ms  311 ms  311 ms  2021-06-21T19:11:47+02:00   \n",
       "0       8  124 ms  330 ms  174 ms  2021-06-21T19:11:47+02:00   \n",
       "0       8  138 ms  336 ms  196 ms  2021-06-21T19:11:47+02:00   \n",
       "0       8  305 ms  305 ms  305 ms  2021-06-21T19:11:48+02:00   \n",
       "..    ...     ...     ...     ...                        ...   \n",
       "16    NaN     NaN     NaN     NaN  2021-06-21T19:15:22+02:00   \n",
       "17    NaN     NaN     NaN     NaN  2021-06-21T19:15:22+02:00   \n",
       "18    NaN     NaN     NaN     NaN  2021-06-21T19:15:22+02:00   \n",
       "19    NaN     NaN     NaN     NaN  2021-06-21T19:15:22+02:00   \n",
       "20    NaN     NaN     NaN     NaN  2021-06-21T19:15:22+02:00   \n",
       "\n",
       "                         osu_exe ntasks nodes tasks-per-node      constraint  \\\n",
       "0           mpi/startup/osu_init      8     2          4(x2)  cascade,mem192   \n",
       "0           mpi/startup/osu_init      8     1              8  cascade,mem192   \n",
       "0           mpi/startup/osu_init      8     8          1(x8)  cascade,mem192   \n",
       "0           mpi/startup/osu_init      8     4          2(x4)  cascade,mem192   \n",
       "0           mpi/startup/osu_init      8     1              8  cascade,mem192   \n",
       "..                           ...    ...   ...            ...             ...   \n",
       "16  mpi/collective/osu_allgather      8     8          1(x8)  cascade,mem192   \n",
       "17  mpi/collective/osu_allgather      8     8          1(x8)  cascade,mem192   \n",
       "18  mpi/collective/osu_allgather      8     8          1(x8)  cascade,mem192   \n",
       "19  mpi/collective/osu_allgather      8     8          1(x8)  cascade,mem192   \n",
       "20  mpi/collective/osu_allgather      8     8          1(x8)  cascade,mem192   \n",
       "\n",
       "                   nodelist          slurm_log                  runtime  \\\n",
       "0           neshcl[173-174]  slurm-1333635.out     native_openmpi-3.1.6   \n",
       "0                 neshcl126  slurm-1333636.out     native_openmpi-3.1.6   \n",
       "0   neshcl[142-143,268-273]  slurm-1333633.out     native_openmpi-3.1.6   \n",
       "0           neshcl[268-271]  slurm-1333634.out     native_openmpi-3.1.6   \n",
       "0                 neshcl126  slurm-1333636.out     native_openmpi-3.1.6   \n",
       "..                      ...                ...                      ...   \n",
       "16  neshcl[142-143,268-273]  slurm-1333633.out  singularity_mpich-3.4.1   \n",
       "17  neshcl[142-143,268-273]  slurm-1333633.out  singularity_mpich-3.4.1   \n",
       "18  neshcl[142-143,268-273]  slurm-1333633.out  singularity_mpich-3.4.1   \n",
       "19  neshcl[142-143,268-273]  slurm-1333633.out  singularity_mpich-3.4.1   \n",
       "20  neshcl[142-143,268-273]  slurm-1333633.out  singularity_mpich-3.4.1   \n",
       "\n",
       "   mpi_api                                      filename_meta  \\\n",
       "0     pmi2  data/2021-06-21T19:11:47+02:00_3ab02720-abbc-4...   \n",
       "0     pmi2  data/2021-06-21T19:11:47+02:00_4c7c3de1-aced-4...   \n",
       "0     pmi2  data/2021-06-21T19:11:47+02:00_7281264c-09c4-4...   \n",
       "0     pmi2  data/2021-06-21T19:11:47+02:00_e73e2ae4-9358-4...   \n",
       "0     pmi2  data/2021-06-21T19:11:48+02:00_25202405-78f3-4...   \n",
       "..     ...                                                ...   \n",
       "16    pmi2  data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...   \n",
       "17    pmi2  data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...   \n",
       "18    pmi2  data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...   \n",
       "19    pmi2  data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...   \n",
       "20    pmi2  data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...   \n",
       "\n",
       "                                         filename_log       Size  \\\n",
       "0   data/2021-06-21T19:11:47+02:00_3ab02720-abbc-4...        NaN   \n",
       "0   data/2021-06-21T19:11:47+02:00_4c7c3de1-aced-4...        NaN   \n",
       "0   data/2021-06-21T19:11:47+02:00_7281264c-09c4-4...        NaN   \n",
       "0   data/2021-06-21T19:11:47+02:00_e73e2ae4-9358-4...        NaN   \n",
       "0   data/2021-06-21T19:11:48+02:00_25202405-78f3-4...        NaN   \n",
       "..                                                ...        ...   \n",
       "16  data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...    65536.0   \n",
       "17  data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...   131072.0   \n",
       "18  data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...   262144.0   \n",
       "19  data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...   524288.0   \n",
       "20  data/2021-06-21T19:15:22+02:00_5ae3e82d-beba-4...  1048576.0   \n",
       "\n",
       "    Avg Latency(us)  \n",
       "0               NaN  \n",
       "0               NaN  \n",
       "0               NaN  \n",
       "0               NaN  \n",
       "0               NaN  \n",
       "..              ...  \n",
       "16           647.31  \n",
       "17          1285.44  \n",
       "18          1673.16  \n",
       "19          2422.85  \n",
       "20          4177.12  \n",
       "\n",
       "[2640 rows x 18 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Have a look"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f97c4628150>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(\n",
    "    data=df.set_index(\"osu_exe\").loc[\"mpi/collective/osu_allgather\"],\n",
    "    x=\"Size\",\n",
    "    y=\"Avg Latency(us)\",\n",
    "    col=\"runtime\"\n",
    ")"
   ]
  }
 ],
 "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}