testscripts/startuptime_per_framework.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib.pyplot import figure\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import sys\n",
    "df1 = pd.read_csv('starttime.log', sep=',', header=None, \n",
    "                  names=[\"framework\", \"jvmversion\", \"startuptime\"])\n",
    "# set width of bar\n",
    "barWidth = 0.15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\python37\\lib\\site-packages\\ipykernel_launcher.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "c:\\python37\\lib\\site-packages\\ipykernel_launcher.py:12: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  if sys.path[0] == '':\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>framework</th>\n",
       "      <th>jvmversion</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>No framework</td>\n",
       "      <td>OpenJ9 JDK 8u222</td>\n",
       "      <td>91.561000</td>\n",
       "      <td>16.196747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>No framework</td>\n",
       "      <td>OpenJDK 8u222</td>\n",
       "      <td>56.928000</td>\n",
       "      <td>1.205101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>No framework</td>\n",
       "      <td>OpenJDK 11.0.4</td>\n",
       "      <td>89.706000</td>\n",
       "      <td>7.301704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>No framework</td>\n",
       "      <td>Oracle JDK 8u221</td>\n",
       "      <td>59.215000</td>\n",
       "      <td>3.424690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>No framework</td>\n",
       "      <td>Azul Zing 19.08.0.0 (Java 8)</td>\n",
       "      <td>1745.491000</td>\n",
       "      <td>70.979208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>Helidon SE</td>\n",
       "      <td>OpenJ9 JDK 8u222</td>\n",
       "      <td>249.139000</td>\n",
       "      <td>16.804764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>Helidon SE</td>\n",
       "      <td>OpenJDK 8u222</td>\n",
       "      <td>409.725000</td>\n",
       "      <td>12.046098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>Helidon SE</td>\n",
       "      <td>OpenJDK 11.0.4</td>\n",
       "      <td>414.527000</td>\n",
       "      <td>15.802373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>Helidon SE</td>\n",
       "      <td>Oracle JDK 8u221</td>\n",
       "      <td>410.125000</td>\n",
       "      <td>12.047760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>Helidon SE</td>\n",
       "      <td>Azul Zing 19.08.0.0 (Java 8)</td>\n",
       "      <td>2121.987000</td>\n",
       "      <td>91.996425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>Quarkus</td>\n",
       "      <td>OpenJ9 JDK 8u222</td>\n",
       "      <td>389.267000</td>\n",
       "      <td>69.425122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>Quarkus</td>\n",
       "      <td>OpenJDK 8u222</td>\n",
       "      <td>430.143000</td>\n",
       "      <td>13.654413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>Quarkus</td>\n",
       "      <td>OpenJDK 11.0.4</td>\n",
       "      <td>463.226000</td>\n",
       "      <td>18.031474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>Quarkus</td>\n",
       "      <td>Oracle JDK 8u221</td>\n",
       "      <td>435.904000</td>\n",
       "      <td>18.970785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>Quarkus</td>\n",
       "      <td>Azul Zing 19.08.0.0 (Java 8)</td>\n",
       "      <td>2228.247000</td>\n",
       "      <td>81.550908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>Vert.x</td>\n",
       "      <td>OpenJ9 JDK 8u222</td>\n",
       "      <td>371.854000</td>\n",
       "      <td>135.117591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>Vert.x</td>\n",
       "      <td>OpenJDK 8u222</td>\n",
       "      <td>411.676000</td>\n",
       "      <td>14.120922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>Vert.x</td>\n",
       "      <td>OpenJDK 11.0.4</td>\n",
       "      <td>460.347000</td>\n",
       "      <td>22.482483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>Vert.x</td>\n",
       "      <td>Oracle JDK 8u221</td>\n",
       "      <td>442.510000</td>\n",
       "      <td>15.502071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>Vert.x</td>\n",
       "      <td>Azul Zing 19.08.0.0 (Java 8)</td>\n",
       "      <td>2126.118000</td>\n",
       "      <td>73.537010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>Micronaut</td>\n",
       "      <td>OpenJ9 JDK 8u222</td>\n",
       "      <td>432.150000</td>\n",
       "      <td>68.725124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>Micronaut</td>\n",
       "      <td>OpenJDK 8u222</td>\n",
       "      <td>874.743000</td>\n",
       "      <td>20.403167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>Micronaut</td>\n",
       "      <td>OpenJDK 11.0.4</td>\n",
       "      <td>899.137000</td>\n",
       "      <td>22.054765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>Micronaut</td>\n",
       "      <td>Oracle JDK 8u221</td>\n",
       "      <td>871.559091</td>\n",
       "      <td>238.381347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>Micronaut</td>\n",
       "      <td>Azul Zing 19.08.0.0 (Java 8)</td>\n",
       "      <td>2750.058000</td>\n",
       "      <td>78.581382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>Akka</td>\n",
       "      <td>OpenJ9 JDK 8u222</td>\n",
       "      <td>751.248000</td>\n",
       "      <td>68.864700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>Akka</td>\n",
       "      <td>OpenJDK 8u222</td>\n",
       "      <td>1014.664000</td>\n",
       "      <td>19.188781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>Akka</td>\n",
       "      <td>OpenJDK 11.0.4</td>\n",
       "      <td>968.764000</td>\n",
       "      <td>17.676277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>Akka</td>\n",
       "      <td>Oracle JDK 8u221</td>\n",
       "      <td>1038.223000</td>\n",
       "      <td>18.981981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>Akka</td>\n",
       "      <td>Azul Zing 19.08.0.0 (Java 8)</td>\n",
       "      <td>2917.728000</td>\n",
       "      <td>79.964807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>Spring Fu</td>\n",
       "      <td>OpenJ9 JDK 8u222</td>\n",
       "      <td>1111.500000</td>\n",
       "      <td>18.993123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>Spring Fu</td>\n",
       "      <td>OpenJDK 8u222</td>\n",
       "      <td>1055.442000</td>\n",
       "      <td>26.169820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>Spring Fu</td>\n",
       "      <td>OpenJDK 11.0.4</td>\n",
       "      <td>1030.477000</td>\n",
       "      <td>22.385320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>Spring Fu</td>\n",
       "      <td>Oracle JDK 8u221</td>\n",
       "      <td>1039.770000</td>\n",
       "      <td>22.337011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>Spring Fu</td>\n",
       "      <td>Azul Zing 19.08.0.0 (Java 8)</td>\n",
       "      <td>3096.284284</td>\n",
       "      <td>229.636354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>WebFlux</td>\n",
       "      <td>OpenJ9 JDK 8u222</td>\n",
       "      <td>1958.256000</td>\n",
       "      <td>75.248753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>WebFlux</td>\n",
       "      <td>OpenJDK 8u222</td>\n",
       "      <td>1941.306000</td>\n",
       "      <td>59.868511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37</td>\n",
       "      <td>WebFlux</td>\n",
       "      <td>OpenJDK 11.0.4</td>\n",
       "      <td>1963.336000</td>\n",
       "      <td>51.862750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38</td>\n",
       "      <td>WebFlux</td>\n",
       "      <td>Oracle JDK 8u221</td>\n",
       "      <td>1933.297000</td>\n",
       "      <td>50.320701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39</td>\n",
       "      <td>WebFlux</td>\n",
       "      <td>Azul Zing 19.08.0.0 (Java 8)</td>\n",
       "      <td>4542.922000</td>\n",
       "      <td>108.555747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40</td>\n",
       "      <td>Spring Boot</td>\n",
       "      <td>OpenJ9 JDK 8u222</td>\n",
       "      <td>1930.905000</td>\n",
       "      <td>179.593719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>Spring Boot</td>\n",
       "      <td>OpenJDK 8u222</td>\n",
       "      <td>1977.749000</td>\n",
       "      <td>54.190614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>Spring Boot</td>\n",
       "      <td>OpenJDK 11.0.4</td>\n",
       "      <td>2038.743000</td>\n",
       "      <td>59.546778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43</td>\n",
       "      <td>Spring Boot</td>\n",
       "      <td>Oracle JDK 8u221</td>\n",
       "      <td>1966.457000</td>\n",
       "      <td>55.090717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44</td>\n",
       "      <td>Spring Boot</td>\n",
       "      <td>Azul Zing 19.08.0.0 (Java 8)</td>\n",
       "      <td>4399.137000</td>\n",
       "      <td>204.409044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45</td>\n",
       "      <td>Microprofile</td>\n",
       "      <td>OpenJ9 JDK 8u222</td>\n",
       "      <td>3529.180000</td>\n",
       "      <td>326.208991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>Microprofile</td>\n",
       "      <td>OpenJDK 8u222</td>\n",
       "      <td>4586.402000</td>\n",
       "      <td>123.572791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>47</td>\n",
       "      <td>Microprofile</td>\n",
       "      <td>OpenJDK 11.0.4</td>\n",
       "      <td>4624.560000</td>\n",
       "      <td>170.645112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48</td>\n",
       "      <td>Microprofile</td>\n",
       "      <td>Oracle JDK 8u221</td>\n",
       "      <td>4675.636000</td>\n",
       "      <td>121.695395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49</td>\n",
       "      <td>Microprofile</td>\n",
       "      <td>Azul Zing 19.08.0.0 (Java 8)</td>\n",
       "      <td>6315.181000</td>\n",
       "      <td>214.035421</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       framework                    jvmversion         mean         std\n",
       "0   No framework              OpenJ9 JDK 8u222    91.561000   16.196747\n",
       "1   No framework                 OpenJDK 8u222    56.928000    1.205101\n",
       "2   No framework                OpenJDK 11.0.4    89.706000    7.301704\n",
       "3   No framework              Oracle JDK 8u221    59.215000    3.424690\n",
       "4   No framework  Azul Zing 19.08.0.0 (Java 8)  1745.491000   70.979208\n",
       "5     Helidon SE              OpenJ9 JDK 8u222   249.139000   16.804764\n",
       "6     Helidon SE                 OpenJDK 8u222   409.725000   12.046098\n",
       "7     Helidon SE                OpenJDK 11.0.4   414.527000   15.802373\n",
       "8     Helidon SE              Oracle JDK 8u221   410.125000   12.047760\n",
       "9     Helidon SE  Azul Zing 19.08.0.0 (Java 8)  2121.987000   91.996425\n",
       "10       Quarkus              OpenJ9 JDK 8u222   389.267000   69.425122\n",
       "11       Quarkus                 OpenJDK 8u222   430.143000   13.654413\n",
       "12       Quarkus                OpenJDK 11.0.4   463.226000   18.031474\n",
       "13       Quarkus              Oracle JDK 8u221   435.904000   18.970785\n",
       "14       Quarkus  Azul Zing 19.08.0.0 (Java 8)  2228.247000   81.550908\n",
       "15        Vert.x              OpenJ9 JDK 8u222   371.854000  135.117591\n",
       "16        Vert.x                 OpenJDK 8u222   411.676000   14.120922\n",
       "17        Vert.x                OpenJDK 11.0.4   460.347000   22.482483\n",
       "18        Vert.x              Oracle JDK 8u221   442.510000   15.502071\n",
       "19        Vert.x  Azul Zing 19.08.0.0 (Java 8)  2126.118000   73.537010\n",
       "20     Micronaut              OpenJ9 JDK 8u222   432.150000   68.725124\n",
       "21     Micronaut                 OpenJDK 8u222   874.743000   20.403167\n",
       "22     Micronaut                OpenJDK 11.0.4   899.137000   22.054765\n",
       "23     Micronaut              Oracle JDK 8u221   871.559091  238.381347\n",
       "24     Micronaut  Azul Zing 19.08.0.0 (Java 8)  2750.058000   78.581382\n",
       "25          Akka              OpenJ9 JDK 8u222   751.248000   68.864700\n",
       "26          Akka                 OpenJDK 8u222  1014.664000   19.188781\n",
       "27          Akka                OpenJDK 11.0.4   968.764000   17.676277\n",
       "28          Akka              Oracle JDK 8u221  1038.223000   18.981981\n",
       "29          Akka  Azul Zing 19.08.0.0 (Java 8)  2917.728000   79.964807\n",
       "30     Spring Fu              OpenJ9 JDK 8u222  1111.500000   18.993123\n",
       "31     Spring Fu                 OpenJDK 8u222  1055.442000   26.169820\n",
       "32     Spring Fu                OpenJDK 11.0.4  1030.477000   22.385320\n",
       "33     Spring Fu              Oracle JDK 8u221  1039.770000   22.337011\n",
       "34     Spring Fu  Azul Zing 19.08.0.0 (Java 8)  3096.284284  229.636354\n",
       "35       WebFlux              OpenJ9 JDK 8u222  1958.256000   75.248753\n",
       "36       WebFlux                 OpenJDK 8u222  1941.306000   59.868511\n",
       "37       WebFlux                OpenJDK 11.0.4  1963.336000   51.862750\n",
       "38       WebFlux              Oracle JDK 8u221  1933.297000   50.320701\n",
       "39       WebFlux  Azul Zing 19.08.0.0 (Java 8)  4542.922000  108.555747\n",
       "40   Spring Boot              OpenJ9 JDK 8u222  1930.905000  179.593719\n",
       "41   Spring Boot                 OpenJDK 8u222  1977.749000   54.190614\n",
       "42   Spring Boot                OpenJDK 11.0.4  2038.743000   59.546778\n",
       "43   Spring Boot              Oracle JDK 8u221  1966.457000   55.090717\n",
       "44   Spring Boot  Azul Zing 19.08.0.0 (Java 8)  4399.137000  204.409044\n",
       "45  Microprofile              OpenJ9 JDK 8u222  3529.180000  326.208991\n",
       "46  Microprofile                 OpenJDK 8u222  4586.402000  123.572791\n",
       "47  Microprofile                OpenJDK 11.0.4  4624.560000  170.645112\n",
       "48  Microprofile              Oracle JDK 8u221  4675.636000  121.695395\n",
       "49  Microprofile  Azul Zing 19.08.0.0 (Java 8)  6315.181000  214.035421"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "framework_dict={'hse':'Helidon SE','qs':'Quarkus','vertx':'Vert.x','mn':'Micronaut','no':'No framework','mp':'Microprofile','sb':'Spring Boot','sbreactive':'WebFlux','sbfu':'Spring Fu','akka':'Akka'}\n",
    "jvmversion_dict={'8zing':'Azul Zing 19.08.0.0 (Java 8)','11':'OpenJDK 11.0.4','8openj9':'OpenJ9 JDK 8u222','8openjdk':'OpenJDK 8u222','8oracle':'Oracle JDK 8u221','svm':'Substrate VM'}\n",
    "order_per_framework={'no':1, 'vertx':4, 'hse':2, 'qs':3, 'sbfu':7, 'sbreactive':8, 'mn':5, 'sb':9, 'mp':10, 'akka':6 }\n",
    "order_per_jvm={'8zing':1, '11':4, '8openj9':2, '8openjdk':3, '8oracle':7, 'svm':8}\n",
    "df1['order_per_framework'] = df1['framework'].map(order_per_framework)\n",
    "df1['order_per_jvm'] = df1['jvmversion'].map(order_per_jvm)\n",
    "df1c=df1.groupby(['jvmversion'])['startuptime']\n",
    "avg_per_jvm=(df1c.mean().to_dict())\n",
    "df1['avg_per_jvmversion'] = df1['jvmversion'].map(avg_per_jvm)\n",
    "df1=df1.loc[(df1['jvmversion']!='svm') & (df1['startuptime']<10000)]\n",
    "df1['framework'] = df1['framework'].map(framework_dict)\n",
    "df1['jvmversion'] = df1['jvmversion'].map(jvmversion_dict)\n",
    "df1=df1.groupby(['framework','jvmversion','order_per_framework','avg_per_jvmversion']).agg({'startuptime':['mean','std']})\n",
    "\n",
    "#for item in df1.framework.unique():\n",
    "#    if (len(df1.loc[(df1['jvmversion']=='Substrate VM') & (df1['framework']==item)]) == 0):\n",
    "#            df2=pd.DataFrame({\"framework\":[item], \"jvmversion\":['Substrate VM'],'mean':[0],'std':[0],'avg_per_jvmversion':[0],'order_per_framework':[0]})\n",
    "#            df1.append(df2)\n",
    "\n",
    "df1=df1.sort_values(['order_per_framework','avg_per_jvmversion'], ascending=[True, True])\n",
    "df1=df1.startuptime.reset_index()\n",
    "df1=df1.drop(['order_per_framework','avg_per_jvmversion'], axis=1)\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "ind = np.arange(len(df1.framework.unique()))\n",
    "#based on https://python-graph-gallery.com/11-grouped-barplot/\n",
    "#calculate bar location. rowloc[0] is the location for the first bar in every group (group=keys from framework_dict)\n",
    "rowloc=[]\n",
    "rowloc.append(np.arange(len(df1.framework.unique())))\n",
    "for item in range(1,(len(df1.jvmversion.unique()))):\n",
    "    rowloc.append([x + barWidth for x in rowloc[item-1]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.xlabel('Framework')\n",
    "plt.ylabel('Average startup time [ms]\\n2000 measures per datapoint')\n",
    "plt.xticks(ind, df1['framework'])\n",
    "plt.title('Startup time per framework per JVM 1Gb heap')\n",
    "plt.tight_layout()\n",
    "plt.ylim(0, 5000)\n",
    "\n",
    "averages=[]\n",
    "stddevs=[]\n",
    "#Add for each JVM averages (every average is for a specific framework)\n",
    "for jvmversion in df1.jvmversion.unique():\n",
    "    averages.append(df1.loc[df1['jvmversion']==jvmversion,'mean'])\n",
    "    stddevs.append(df1.loc[df1['jvmversion']==jvmversion,'std'])\n",
    "\n",
    "frameworks=df1.framework.unique()\n",
    "    \n",
    "for item in range(0,len(rowloc)-1):\n",
    "    #plt.bar(rowloc[item], averages[item],yerr=stddevs[item], width=barWidth, edgecolor='white', label=jvm_dict[jvms[item]],capsize=2)\n",
    "    #plt.bar(rowloc[item], averages[item], width=barWidth, edgecolor='white', label=jvmversions[item],capsize=2)\n",
    "    plt.bar(rowloc[item], averages[item], width=barWidth, edgecolor='white', yerr=stddevs[item],label=frameworks[item],capsize=2)\n",
    "\n",
    "plt.legend(df1.jvmversion.unique())\n",
    "plt.xticks(rowloc[int(len(rowloc)/2)], frameworks)\n",
    "fig=plt.gcf()\n",
    "fig.set_size_inches(16,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig('startup_time.png' ,dpi=100,bbox_inches = 'tight')\n",
    "plt.close('all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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