travis/Visualize.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Visualize.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyO8UCuKlGVEFvhLv5WPDr0b",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/adamschmideg/ethereum/blob/master/travis/Visualize.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1nTsVheGnX50",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "from matplotlib.pyplot import figure"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aC2nVp0B9_kz",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "url = \"https://raw.githubusercontent.com/adamschmideg/ethereum/master/travis/data/\"\n",
        "converters = {'StartedAt': pd.to_datetime, 'FinishedAt': pd.to_datetime}\n",
        "builds = pd.read_csv(url + \"builds.csv\", converters=converters)\n",
        "jobs = pd.read_csv(url + \"jobs.csv\", converters=converters)\n",
        "failures = pd.read_csv(url + \"failures.csv\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ojMeJ_7aoQ-M",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "bj = pd.merge(builds, jobs, left_on=\"Id\", right_on=\"BuildId\", suffixes=(\"_Build\", \"_Job\"))\n",
        "full = pd.merge(bj, failures, left_on=\"Id_Job\", right_on=\"JobId\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "K7OLI00TQua9",
        "colab_type": "text"
      },
      "source": [
        "Filter rows with a failed job that belong to builds where it was pushed to master"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BFd-scg2QSaL",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "cutoff_date = '2020-03-16'\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rPjDgsI5Crd1",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "03b348f7-ccd1-44cc-e554-04d6a1a52339"
      },
      "source": [
        "df = full[['Test', 'PullRequestNumber']].groupby(by='Test').nunique()\n",
        "not_one_pr = df[df.PullRequestNumber.ne(1)].Test.keys().values\n",
        "df = full[full.StartedAt_Build >= cutoff_date] \\\n",
        "    [full.State_Job != \"passed\"] \\\n",
        "    [full.Test.isin(not_one_pr)]\n"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:3: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
            "  This is separate from the ipykernel package so we can avoid doing imports until\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KznSH_sDJAxL",
        "colab_type": "code",
        "outputId": "7d5ceb0f-ded2-4eab-fee9-21b69f5a937b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 700
        }
      },
      "source": [
        "flaky = df[['Package', 'Test', 'Id_Job']] \\\n",
        "    .groupby(['Test']) \\\n",
        "    .agg({'Id_Job': ['first', 'count']})\n",
        "flaky.columns = ['JobId', 'Count']\n",
        "flaky.reset_index()\n",
        "flaky['url'] = flaky.apply(lambda row: 'https://travis-ci.org/github/ethereum/go-ethereum/jobs/{}'.format(row.JobId), axis=1)\n",
        "flaky = flaky.sort_values(['Count'], ascending=False)\n",
        "pd.options.display.max_colwidth = 260\n",
        "flaky.head(20)"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>JobId</th>\n",
              "      <th>Count</th>\n",
              "      <th>url</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Test</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>TestTimerFunc</th>\n",
              "      <td>669160780</td>\n",
              "      <td>13</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/669160780</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestBoundedHeavyForkedSync63Fast</th>\n",
              "      <td>669570148</td>\n",
              "      <td>12</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/669570148</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestBroadcastBlock</th>\n",
              "      <td>669289371</td>\n",
              "      <td>12</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/669289371</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestBoundedHeavyForkedSync64Fast</th>\n",
              "      <td>668816462</td>\n",
              "      <td>8</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/668816462</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestBoundedForkedSync63Fast</th>\n",
              "      <td>669527255</td>\n",
              "      <td>5</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/669527255</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestHandshake</th>\n",
              "      <td>669132706</td>\n",
              "      <td>5</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/669132706</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestCustomGenesis</th>\n",
              "      <td>667148875</td>\n",
              "      <td>5</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/667148875</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestState</th>\n",
              "      <td>662976951</td>\n",
              "      <td>5</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/662976951</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestBoundedForkedSync64Fast</th>\n",
              "      <td>669534995</td>\n",
              "      <td>5</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/669534995</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestInvalidNumberAnnouncement62</th>\n",
              "      <td>669666381</td>\n",
              "      <td>5</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/669666381</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestUDPv4_findnode</th>\n",
              "      <td>668816459</td>\n",
              "      <td>4</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/668816459</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestInvalidNumberAnnouncement64</th>\n",
              "      <td>668656942</td>\n",
              "      <td>4</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/668656942</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestHTTPNodeRPC</th>\n",
              "      <td>668643433</td>\n",
              "      <td>3</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/668643433</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestWSAttachWelcome</th>\n",
              "      <td>667142518</td>\n",
              "      <td>3</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/667142518</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestIPCAttachWelcome</th>\n",
              "      <td>667142518</td>\n",
              "      <td>3</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/667142518</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestUnlockFlagPasswordFileWrongPassword</th>\n",
              "      <td>667142518</td>\n",
              "      <td>3</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/667142518</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestUnlockFlagPasswordFile</th>\n",
              "      <td>667142518</td>\n",
              "      <td>3</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/667142518</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestUnlockFlagAmbiguousWrongPassword</th>\n",
              "      <td>667142518</td>\n",
              "      <td>3</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/667142518</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestHTTPAttachWelcome</th>\n",
              "      <td>667142518</td>\n",
              "      <td>3</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/667142518</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TestFakedSyncProgress62</th>\n",
              "      <td>667601540</td>\n",
              "      <td>3</td>\n",
              "      <td>https://travis-ci.org/github/ethereum/go-ethereum/jobs/667601540</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                             JobId  ...                                                               url\n",
              "Test                                                ...                                                                  \n",
              "TestTimerFunc                            669160780  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/669160780\n",
              "TestBoundedHeavyForkedSync63Fast         669570148  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/669570148\n",
              "TestBroadcastBlock                       669289371  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/669289371\n",
              "TestBoundedHeavyForkedSync64Fast         668816462  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/668816462\n",
              "TestBoundedForkedSync63Fast              669527255  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/669527255\n",
              "TestHandshake                            669132706  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/669132706\n",
              "TestCustomGenesis                        667148875  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/667148875\n",
              "TestState                                662976951  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/662976951\n",
              "TestBoundedForkedSync64Fast              669534995  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/669534995\n",
              "TestInvalidNumberAnnouncement62          669666381  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/669666381\n",
              "TestUDPv4_findnode                       668816459  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/668816459\n",
              "TestInvalidNumberAnnouncement64          668656942  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/668656942\n",
              "TestHTTPNodeRPC                          668643433  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/668643433\n",
              "TestWSAttachWelcome                      667142518  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/667142518\n",
              "TestIPCAttachWelcome                     667142518  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/667142518\n",
              "TestUnlockFlagPasswordFileWrongPassword  667142518  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/667142518\n",
              "TestUnlockFlagPasswordFile               667142518  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/667142518\n",
              "TestUnlockFlagAmbiguousWrongPassword     667142518  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/667142518\n",
              "TestHTTPAttachWelcome                    667142518  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/667142518\n",
              "TestFakedSyncProgress62                  667601540  ...  https://travis-ci.org/github/ethereum/go-ethereum/jobs/667601540\n",
              "\n",
              "[20 rows x 3 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uTpPhr1Fkxlm",
        "colab_type": "text"
      },
      "source": [
        "## Number of failing tests by date"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zPX8rQ5ckrCK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "failures_by_date = full[full.State_Job.eq('failed') & full.EventType.eq('push') & full.State_Job.gt(cutoff_date)][['Id_Build']].groupby(by=full.StartedAt_Build.dt.week).count().sort_values(by='StartedAt_Build', ascending=True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "G-_3c1Y2ltMV",
        "colab_type": "code",
        "outputId": "4a4af8de-c1e4-4f62-9b0c-de93f3e1a88c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        }
      },
      "source": [
        "# figure(num=None, figsize=(12, 6), dpi=80, facecolor='w', edgecolor='k')\n",
        "fig = plt.gcf()\n",
        "fig.set_size_inches(18.5, 10.5, forward=True)\n",
        "failures_by_date.plot()\n",
        "plt.show()"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1332x756 with 0 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEHCAYAAAC3Ph1GAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMIxOYQFnGIbRKf8/ZSPRrIF+9ksAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}