{
 "metadata": {
  "name": "bigjob_usage"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Generating BigJob Usage Statistics out of Redis entries\n",
      "Read `cus` and `pilots` from Redis"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": true,
     "input": [
      "import pandas as pd\n",
      "import matplotlib.pyplot as plt\n",
      "import os, sys\n",
      "import archive\n",
      "import datetime\n",
      "import ast"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Attempt to restore old data frame\n",
      "cus_df = None\n",
      "pilot_df = None\n",
      "if os.path.exists(\"cus.df\") and os.path.exists(\"pilot.df\"):\n",
      "    cus_df = pd.load(\"cus.df\") #pd.read_csv(\"cus.csv\", index_col=0, parse_dates=False, date_parser=)\n",
      "    pilot_df = pd.load(\"pilot.df\") #pd.read_csv(\"pilot.csv\", index_col=0, parse_dates=False, date_parser=), dat\n",
      "\n",
      "    max_cus_date = cus_df.index.max()\n",
      "    max_pilots_date = pilot_df.index.max()\n",
      "    print \"Restored data frames until %s\"%max_cus_date"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": true,
     "input": [
      "# Download new data\n",
      "# Redis Service to connect to:\n",
      "# redis://ILikeBigJob_wITH-REdIS@gw68.quarry.iu.teragrid.org:6379\n",
      "# redis://localhost\n",
      "rd = archive.RedisDownloader(\"redis://ILikeBigJob_wITH-REdIS@gw68.quarry.iu.teragrid.org:6379\")\n",
      "#rd = archive.RedisDownloader(\"redis://localhost:6379\")\n",
      "pilots = rd.get_pilots()\n",
      "cus = rd.get_cus()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Compute Units Executed per Day"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# make sure only new entries are loaded into data frame\n",
      "max_cus_date = None\n",
      "try:\n",
      "    max_cus_date = cus_df.index.max()\n",
      "except:\n",
      "    pass\n",
      "timestamp_index = []\n",
      "cus_new = []\n",
      "for i in cus:\n",
      "    if max_cus_date == None or datetime.datetime.utcfromtimestamp(float(i[\"start_time\"]))>max_cus_date:\n",
      "        # print \"add \" + str(datetime.datetime.utcfromtimestamp(float(i[\"start_time\"])))\n",
      "        timestamp_index.append(datetime.datetime.utcfromtimestamp(float(i[\"start_time\"])))\n",
      "        cus_new.append(i)\n",
      "\n",
      "#print cus_new    \n",
      "if len(cus_new) > 0:\n",
      "    cus_df_new = pd.DataFrame(cus_new, index=timestamp_index, columns=['Executable', 'NumberOfProcesses', \"SPMDVariation\", \"start_time\", \"end_queue_time\", \"start_staging_time\", \"end_time\"])\n",
      "    try:\n",
      "        cus_df = pd.concat([cus_df, cus_df_new])\n",
      "    except:\n",
      "        cus_df = cus_df_new"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cus_df_h = cus_df[\"Executable\"].resample(\"D\", how=\"count\")\n",
      "cus_df_h.plot(color='k', alpha=0.7)\n",
      "plt.ylabel(\"Number of CUs Executed\")\n",
      "plt.xlabel(\"Day\")\n",
      "plt.savefig(\"number_cus_per_day.pdf\", format=\"pdf\", bbox_inches='tight', pad_inches=0.1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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MjZyrLUrLOS+++CJMTEzg4uICV1dX9OzZEy+++CJvGSKEEEMnFouxdOlSVFVVdfpcjDFe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\nISIiu7CREBGRXdhIiIjILmwkRERkl/8Dw6WBdW2mNGwAAAAASUVORK5CYII=\n"
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Compute Unit Types\n",
      "\n",
      "How many sequential versus parallel (MPI) CUs are executed?"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "spmd = cus_df[\"SPMDVariation\"].astype(\"object\")\n",
      "spmd[spmd.isnull()]=\"single\"\n",
      "spmd.value_counts().plot(kind=\"bar\",  color='k', alpha=0.7)\n",
      "plt.ylabel(\"Number of CUs\")\n",
      "plt.ylabel(\"CU SPMD Variation\")\n",
      "plt.savefig(\"cu_type.pdf\", format=\"pdf\", bbox_inches='tight', pad_inches=0.1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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bWxt2u51//vOfhIWFMXXqVPLy8gDIy8tj+vTpACQkJGA2m+no6KCmpgar1Upk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\nIYQQfSKJRAghRJ/8f/WMtM9lUewwAAAAAElFTkSuQmCC\n"
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cus_df[\"Executable\"].value_counts().plot(kind=\"bar\",  color='k', alpha=0.7)\n",
      "plt.ylabel(\"Number CUs\")\n",
      "plt.xlabel(\"CU Executable\")\n",
      "plt.savefig(\"cu_executable.pdf\", format=\"pdf\", bbox_inches='tight', pad_inches=0.1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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SqRTe3t64cuVKVzWFIAiCQBfmMCIjIzFx4kQ8++yzaGxsxJ07d/D++++jf//+WLlyJdat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\n"
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## CU Runtime Distribution"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "runtimes = cus_df.apply(lambda row: float(row[\"end_time\"]) - float(row[\"end_queue_time\"]), axis=1)\n",
      "runtimes.hist(bins=50)\n",
      "plt.ylabel(\"Number of Events\")\n",
      "plt.xlabel(\"CU Runtime (in sec)\")\n",
      "plt.savefig(\"cu_runtime.pdf\", format=\"pdf\", bbox_inches='tight', pad_inches=0.1)\n",
      "runtimes.describe()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 18,
       "text": [
        "count    156702.000000\n",
        "mean        499.401754\n",
        "std         885.563701\n",
        "min           0.420000\n",
        "25%         105.912500\n",
        "50%         143.370000\n",
        "75%         187.280000\n",
        "max        5665.060000"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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7YJRSqut67PtgQkNDee211wgODgbg6NGjTJo0yS2eT6YFRimluq7HbrT09vY2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\n"
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Pilots Executed per Day\n",
      "Extract pilot desciptions out of Redis entries"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print \"Number of Pilots: %d Number CUs: %d Executed since: %s\"%(len(pilots), len(cus), str(cus_df.index.min()))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Number of Pilots: 410 Number CUs: 170208 Executed since: 2013-03-14 15:18:37.460000\n"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pilots = [i for i in pilots if i.has_key(\"start_time\")]\n",
      "max_pilot_date = None\n",
      "try:\n",
      "    max_pilot_date = max_pilot_date.index.max()\n",
      "except:\n",
      "    pass\n",
      "timestamp_index = []\n",
      "pilot_new = []\n",
      "for i in pilots:\n",
      "    if max_pilot_date == None or datetime.datetime.utcfromtimestamp(float(i[\"start_time\"]))>max_pilot_date:\n",
      "        timestamp_index.append(datetime.datetime.utcfromtimestamp(float(i[\"start_time\"])))\n",
      "        pilot_new.append(ast.literal_eval(i[\"description\"]))\n",
      "\n",
      "#print cus_new    \n",
      "if len(pilot_new) > 0:\n",
      "    pilot_df_new = pd.DataFrame(pilot_new, index=timestamp_index, columns=['service_url', \"number_of_processes\"])\n",
      "    try:\n",
      "        pilot_df = pd.concat([pilot_df, pilot_df_new])\n",
      "    except:\n",
      "        pilot_df = pilot_df_new"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pilot_df_h = pilot_df['service_url'].resample(\"D\", how=\"count\")\n",
      "pilot_df_h.plot(kind=\"line\",  color='k', alpha=0.7)\n",
      "plt.ylabel(\"Number of Pilots\")\n",
      "plt.xlabel(\"Day\")\n",
      "plt.savefig(\"number_pilots.pdf\", format=\"pdf\", bbox_inches='tight', pad_inches=0.1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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FamoqvL29ERAQoGB08mrpz0ViYiICAwOxcOFC3Lx5s8XPUTT5Ozk5ITs7G5cu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\nRU5ErkJggg==\n"
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Store Dataframes for later usage"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cus_df.save(\"cus.df\")\n",
      "pilot_df.save(\"pilot.df\")\n",
      "\n",
      "date_string = datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\")\n",
      "cus_df.to_csv(\"cus-\"+date_string+\".csv\", index_label=\"Date\")\n",
      "pilot_df.to_csv(\"pilot-\"+date_string+\".csv\", index_label=\"Date\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}