analytix-example.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://swan.web.cern.ch/sites/swan.web.cern.ch/files/pictures/logo_swan_letters.png\" alt=\"SWAN\" style=\"float: left; width: 20%; margin-right: 15%; margin-left: 15%; margin-bottom: 2.0em;\">\n",
    "<img src=\"https://spark.apache.org/images/spark-logo-trademark.png\" alt=\"EP-SFT\" style=\"float: left; width: 25%; margin-right: 15%; margin-bottom: 2.0em;\">\n",
    "<p style=\"clear: both;\">\n",
    "<div style=\"text-align:center\"><h1>Integration of SWAN with Spark clusters</h1></div>\n",
    "<hr style=\"border-top-width: 4px; border-top-color: #34609b;\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The current setup allows to execute PySpark operations on CERN Hadoop and Spark clusters. This notebook illustrates the use of Spark in SWAN to analyze the monitoring data available on HDFS and plots a heatmap of service availability."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Connect to the cluster"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To connect to a cluster, click on the star button on the top and follow the instructions\n",
    "* The star button only appears if you have selected a SPARK cluster in the configuration\n",
    "* The star button is active after the notebook kernel is ready"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import necessary spark and python stuff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from pyspark.sql.functions import from_unixtime, when, col"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### select the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sls_raw = spark.read.json(\"/project/monitoring/archive/[A-Z]*/raw/xsls/2018/03/19/*\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### check the structure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n",
      " |-- data: struct (nullable = true)\n",
      " |    |-- availabilitydesc: string (nullable = true)\n",
      " |    |-- availabilityinfo: string (nullable = true)\n",
      " |    |-- service_status: string (nullable = true)\n",
      " |-- metadata: struct (nullable = true)\n",
      " |    |-- _id: string (nullable = true)\n",
      " |    |-- kafka_timestamp: long (nullable = true)\n",
      " |    |-- partition: string (nullable = true)\n",
      " |    |-- producer: string (nullable = true)\n",
      " |    |-- timestamp: long (nullable = true)\n",
      " |    |-- topic: string (nullable = true)\n",
      " |    |-- type: string (nullable = true)\n",
      " |    |-- type_prefix: string (nullable = true)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "sls_raw.printSchema()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### Add column as create temporary table view"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# encode service_status\n",
    "sls_metrics = sls_raw.withColumn('status', when(col('data.service_status')=='available', 2) \\\n",
    "                                 .when(col('data.service_status')=='degraded', 1).otherwise(0))\n",
    "# create temporary view of the dataframe\n",
    "sls_metrics.createOrReplaceTempView(\"sls_metrics\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inspect data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------------+--------+--------------+------+\n",
      "|timestamp    |producer|service_status|status|\n",
      "+-------------+--------+--------------+------+\n",
      "|1521458601626|HADOOP  |available     |2     |\n",
      "|1521460317126|HADOOP  |available     |2     |\n",
      "|1521461520311|HADOOP  |available     |2     |\n",
      "|1521462730527|HADOOP  |available     |2     |\n",
      "|1521468738378|HADOOP  |available     |2     |\n",
      "+-------------+--------+--------------+------+\n",
      "only showing top 5 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "spark.sql(\"select metadata.timestamp, metadata.producer, data.service_status, status \\\n",
    "    from sls_metrics where metadata.producer like '%HADOOP%'\").show(5,False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Do the heavylifting in spark and collect aggregated view to panda DF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sls_pandas = spark.sql(\"select hour(from_unixtime(metadata.timestamp / 1000, 'yyyy-MM-dd HH:mm:ss')) as hr, \\\n",
    "    metadata.producer, avg(status) as avg from sls_metrics \\\n",
    "    group by hour(from_unixtime(metadata.timestamp / 1000, 'yyyy-MM-dd HH:mm:ss')),  metadata.producer\")\\\n",
    "    .toPandas()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize with seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/cvmfs/sft.cern.ch/lcg/views/LCG_93/x86_64-slc6-gcc62-opt/lib/python2.7/site-packages/matplotlib/font_manager.py:1316: UserWarning: findfont: Font family [u'sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,u'Heatmap of Service Availability')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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y5Ej++OMPAPr370/Xrl3Ztm0b3bt3x9rampCQkNvGVREtIiIiIiJSmhn+mQuQHRwcOHz4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\nIiK1pCJaREREREREpJb+H++LWYv4Lp9VAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb74feb4290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# heatmap of service availability\n",
    "plt.figure(figsize=(15, 20))\n",
    "ax = sns.heatmap(sls_pandas.pivot(index='producer', columns='hr', values='avg'), cmap=\"Blues\")\n",
    "ax.set_title(\"Heatmap of Service Availability\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  },
  "sparkconnect": {
   "bundled_options": [],
   "list_of_options": []
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}