Visualise Ansible execution time across playbooks, tasks, and hosts.

Overview

ansible-trace

Visualise where time is spent in your Ansible playbooks: what tasks, and what hosts, so you can find where to optimise and decrease playbook latency.

An Ansible Callback Function which traces the execution time of Ansible playooks, outputting Chrome's Trace Event Format for visualising in the Perfetto in-browser trace UI.

Here's a trace of me deploying to my home Raspberry Pi cluster, with the default strategy: linear. You can see that now all the tasks are synchronized across hosts, with each host waiting for the slowest host before proceeding to the next task:

Perfetto window showing tasks all happening synchronized

Here's the same playbook ran with strategy: free so fast hosts run to completion without waiting for slow hosts:

Perfetto window showing durations

You can click on tasks to see details about them:

Perfetto window showing details showing arguments and filename of task

Interactive Example

  1. Download (Right-click -> Save Link As) example-trace.json.
  2. Open https://ui.perfetto.dev/, and drag and drop in the downloaded example-trace.json.

Usage

  1. Copy trace.py into your Ansible's callback_plugins directory, or in other positions Ansible accepts, e.g.:

    ansible-root
    ├── ansible.cfg
    ├── site.yml
    └── callback_plugins
        └── trace.py
    
  2. Enable the trace callback plugin in your ansible.cfg:

    [defaults]
    callback_enabled = trace

    Or, enable it at the top of your playbook yml:

    ansible:
      env:
        CALLBACKS_ENABLED: trace
        TRACE_OUTPUT_DIR: .
        TRACE_HIDE_TASK_ARGUMENTS: True
  3. Run your Ansible Playbook:

    $ ansible-playbook site.yml

    This will output trace.json in the TRACE_OUTPUT_DIR, defaulting to your current working directory.

  4. Open https://ui.perfetto.dev/, and drag-and-drop in the trace.json.

    You don't have to wait for the trace to finish; you can open in-progress trace files.

Other Trace Viewers

Perfetto is the most mature trace viewer, but here are some other options:

  • chrome://tracing (aka Catapult Trace Viewer) is the older version of Perfetto. Supports generating a standalone HTML page.
  • Speedscope can open the traces, but only shows one host at a time.
  • Firefox Profiler can open the traces, showing trace spans in the "Marker Chart" tab: example.

Other Ansible Profiling Tools

profile_tasks

ansible.posix.profile_tasks displays task timing as console output, but can't visualise gaps in the timing (e.g. with strategy: linear when fast hosts wait for slow hosts).

ansible-playbook -vvvv

Adding extra vs adds more debug info, -vvvv enables connection debugging.

Mitogen for Ansible

Mitogen promises to speed up your Ansible playbooks with a persistent interpreter. They profile their runs for bandwidth an time by analysing network packet captures.

You need to install from HEAD to support latest Ansible versions, because there hasn't been a tagged release since 2019.

Owner
Mark Hansen
Mark Hansen
3D rendered visualization of the austrian monuments registry

Visualization of the Austrian Monuments Visualization of the monument landscape of the austrian monuments registry (Bundesdenkmalamt Denkmalverzeichni

Nikolai Janakiev 3 Oct 24, 2019
Movies-chart - A CLI app gets the top 250 movies of all time from imdb.com and the top 100 movies from rottentomatoes.com

movies-chart This CLI app gets the top 250 movies of all time from imdb.com and

3 Feb 17, 2022
Data science project for exploratory analysis on the kcse grades dataset (Kamilimu Data Science Track)

Kcse-Data-Analysis Data science project for exploratory analysis on the kcse grades dataset (Kamilimu Data Science Track) Findings The performance of

MUGO BRIAN 1 Feb 23, 2022
Automatization of BoxPlot graph usin Python MatPlotLib and Excel

BoxPlotGraphAutomation Automatization of BoxPlot graph usin Python / Excel. This file is an automation of BoxPlot-Graph using python graph library mat

EricAugustin 1 Feb 07, 2022
A custom qq-plot for two sample data comparision

QQ-Plot 2 Sample Just a gist to include the custom code to draw a qq-plot in python when dealing with a "two sample problem". This means when u try to

1 Dec 20, 2021
Squidpy is a tool for the analysis and visualization of spatial molecular data.

Squidpy is a tool for the analysis and visualization of spatial molecular data. It builds on top of scanpy and anndata, from which it inherits modularity and scalability. It provides analysis tools t

Theis Lab 251 Dec 19, 2022
A deceptively simple plotting library for Streamlit

🍅 Plost A deceptively simple plotting library for Streamlit. Because you've been writing plots wrong all this time. Getting started pip install plost

Thiago Teixeira 192 Dec 29, 2022
A small script written in Python3 that generates a visual representation of the Mandelbrot set.

Mandelbrot Set Generator A small script written in Python3 that generates a visual representation of the Mandelbrot set. Abstract The colors in the ou

1 Dec 28, 2021
Generate a roam research like Network Graph view from your Notion pages.

Notion Graph View Export Notion pages to a Roam Research like graph view.

Steve Sun 214 Jan 07, 2023
Investment and risk technologies maintained by Fortitudo Technologies.

Fortitudo Technologies Open Source This package allows you to freely explore open-source implementations of some of our fundamental technologies under

Fortitudo Technologies 11 Dec 14, 2022
A dashboard built using Plotly-Dash for interactive visualization of Dex-connected individuals across the country.

Dashboard For The DexConnect Platform of Dexterity Global Working prototype submission for internship at Dexterity Global Group. Dashboard for real ti

Yashasvi Misra 2 Jun 15, 2021
Print matplotlib colors

mplcolors Tired of searching "matplotlib colors" every week/day/hour? This simple script displays them all conveniently right in your terminal emulato

Brandon Barker 32 Dec 13, 2022
Extract data from ThousandEyes REST API and visualize it on your customized Grafana Dashboard.

ThousandEyes Grafana Dashboard Extract data from the ThousandEyes REST API and visualize it on your customized Grafana Dashboard. Deploy Grafana, Infl

Flo Pachinger 16 Nov 26, 2022
Make sankey, alluvial and sankey bump plots in ggplot

The goal of ggsankey is to make beautiful sankey, alluvial and sankey bump plots in ggplot2

David Sjoberg 156 Jan 03, 2023
Visualise Ansible execution time across playbooks, tasks, and hosts.

ansible-trace Visualise where time is spent in your Ansible playbooks: what tasks, and what hosts, so you can find where to optimise and decrease play

Mark Hansen 81 Dec 15, 2022
Customizing Visual Styles in Plotly

Customizing Visual Styles in Plotly Code for a workshop originally developed for an Unconference session during the Outlier Conference hosted by Data

Data Design Dimension 9 Aug 03, 2022
Visualization ideas for data science

Nuance I use Nuance to curate varied visualization thoughts during my data scientist career. It is not yet a package but a list of small ideas. Welcom

Li Jiangchun 16 Nov 03, 2022
paintable GitHub contribute table

githeart paintable github contribute table how to use: Functions key color select 1,2,3,4,5 clear c drawing mode mode on turn off e print paint matrix

Bahadır Araz 27 Nov 24, 2022
demir.ai Dataset Operations

demir.ai Dataset Operations With this application, you can have the empty values (nan/null) deleted or filled before giving your dataset to machine le

Ahmet Furkan DEMIR 8 Nov 01, 2022
Visualization of numerical optimization algorithms

Visualization of numerical optimization algorithms

Zhengxia Zou 46 Dec 01, 2022