ssube/prometheus-sql-adapter

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jupyter/instance_load.ipynb

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Test Coverage
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plot\n",
    "import pandas as pd\n",
    "import pandas.io.json as pj\n",
    "import psycopg2\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = psycopg2.connect(os.environ.get('PROMSQL_CONNSTR'))\n",
    "samples = pd.read_sql_query(\"\"\"\n",
    "SELECT \n",
    "    time, \n",
    "    value, \n",
    "    REGEXP_REPLACE(labels->>'instance', '\\d+\\.\\d+\\.\\d+\\.', 'xxx.yyy.zzz.') AS instance\n",
    "FROM metrics \n",
    "WHERE name = 'node_load1' \n",
    "ORDER BY time DESC, instance\n",
    "LIMIT 5000\n",
    "\"\"\", conn)\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                     time  value              instance\n",
      "0 2019-12-23 12:31:46.447   1.48   xxx.yyy.zzz.59:9100\n",
      "1 2019-12-23 12:31:44.771   0.22  xxx.yyy.zzz.236:9100\n",
      "2 2019-12-23 12:31:43.440   0.77  xxx.yyy.zzz.163:9100\n",
      "3 2019-12-23 12:31:42.634   1.15  xxx.yyy.zzz.192:9100\n",
      "4 2019-12-23 12:31:38.682   2.07   xxx.yyy.zzz.77:9100\n"
     ]
    }
   ],
   "source": [
    "print(samples.head(5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "nodes = samples[['instance']].replace(r':\\d+', '', regex=True)\n",
    "load = (samples.drop(columns=['instance']).join(nodes))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                     time  value         instance\n",
      "0 2019-12-23 12:31:46.447   1.48   xxx.yyy.zzz.59\n",
      "1 2019-12-23 12:31:44.771   0.22  xxx.yyy.zzz.236\n",
      "2 2019-12-23 12:31:43.440   0.77  xxx.yyy.zzz.163\n",
      "3 2019-12-23 12:31:42.634   1.15  xxx.yyy.zzz.192\n",
      "4 2019-12-23 12:31:38.682   2.07   xxx.yyy.zzz.77\n"
     ]
    }
   ],
   "source": [
    "print(load.head(5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 value                                                       \n",
      "                 count      mean       std   min     25%   50%     75%    max\n",
      "instance                                                                     \n",
      "xxx.yyy.zzz.158  555.0  0.244288  0.213489  0.00  0.1000  0.19  0.3100   1.53\n",
      "xxx.yyy.zzz.163  556.0  1.215216  0.570091  0.21  0.7875  1.11  1.5725   3.74\n",
      "xxx.yyy.zzz.164  555.0  0.380649  0.306443  0.02  0.1700  0.30  0.4900   1.71\n",
      "xxx.yyy.zzz.180  555.0  1.500162  1.345470  0.04  0.3800  1.04  2.3500  10.08\n",
      "xxx.yyy.zzz.192  556.0  0.489299  0.363549  0.02  0.2100  0.38  0.6925   2.02\n",
      "xxx.yyy.zzz.236  556.0  0.362212  0.249739  0.03  0.1800  0.30  0.4700   1.58\n",
      "xxx.yyy.zzz.59   556.0  2.101727  2.353516  0.14  0.4600  0.78  3.6100  15.31\n",
      "xxx.yyy.zzz.77   556.0  0.840917  0.768842  0.01  0.3600  0.66  1.1300   8.96\n",
      "xxx.yyy.zzz.99   555.0  0.439441  0.376465  0.00  0.2100  0.34  0.5350   2.64\n"
     ]
    }
   ],
   "source": [
    "iload = load.groupby(['instance'])\n",
    "print(iload.describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "instance             xxx.yyy.zzz.158  xxx.yyy.zzz.163  xxx.yyy.zzz.164  \\\n",
      "time                                                                     \n",
      "2019-12-23 07:54:00             0.26             0.42             0.56   \n",
      "2019-12-23 07:55:00             0.22             1.16             0.20   \n",
      "\n",
      "instance             xxx.yyy.zzz.180  xxx.yyy.zzz.192  xxx.yyy.zzz.236  \\\n",
      "time                                                                     \n",
      "2019-12-23 07:54:00             0.25             0.37             0.38   \n",
      "2019-12-23 07:55:00             0.31             0.39             0.28   \n",
      "\n",
      "instance             xxx.yyy.zzz.59  xxx.yyy.zzz.77  xxx.yyy.zzz.99  \n",
      "time                                                                 \n",
      "2019-12-23 07:54:00            0.56            0.24            0.47  \n",
      "2019-12-23 07:55:00            0.41            0.09            0.48  \n"
     ]
    }
   ],
   "source": [
    "tload = pd.pivot(load, index='time', columns='instance', values='value').resample('1min').max()\n",
    "print(tload.head(2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa2368cf198>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "tload.plot.line(\n",
    "    linestyle='solid', \n",
    "    # dashes=[3.0, 1.0, 2.0, 1.0],\n",
    "    subplots=False, \n",
    "    figsize=(16, 6)\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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}