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
A python package for animating plots build on matplotlib.

animatplot A python package for making interactive as well as animated plots with matplotlib. Requires Python = 3.5 Matplotlib = 2.2 (because slider

Tyler Makaro 394 Dec 18, 2022
HW 02 for CS40 - matplotlib practice

HW 02 for CS40 - matplotlib practice project instructions https://github.com/mikeizbicki/cmc-csci040/tree/2021fall/hw_02 Drake Lyric Analysis Bar Char

13 Oct 27, 2021
DrawBot lets you draw images taken from the internet on Skribbl.io, Gartic Phone and Paint

DrawBot You don't speak french? No worries, english translation is over here. C'est quoi ? DrawBot est un logiciel codé par V2F qui va prendre possess

V2F 205 Jan 01, 2023
A small collection of tools made by me, that you can use to visualize atomic orbitals in both 2D and 3D in different aspects.

Orbitals in Python A small collection of tools made by me, that you can use to visualize atomic orbitals in both 2D and 3D in different aspects, and o

Prakrisht Dahiya 1 Nov 25, 2021
A collection of 100 Deep Learning images and visualizations

A collection of Deep Learning images and visualizations. The project has been developed by the AI Summer team and currently contains almost 100 images.

AI Summer 65 Sep 12, 2022
A little logger for machine learning research

Blinker Blinker provides a fast dispatching system that allows any number of interested parties to subscribe to events, or "signals". Signal receivers

Reinforcement Learning Working Group 27 Dec 03, 2022
cqMore is a CadQuery plugin based on CadQuery 2.1.

cqMore (under construction) cqMore is a CadQuery plugin based on CadQuery 2.1. Installation Please use conda to install CadQuery and its dependencies

Justin Lin 36 Dec 21, 2022
A Scheil-Gulliver simulation tool using pycalphad.

scheil A Scheil-Gulliver simulation tool using pycalphad. import matplotlib.pyplot as plt from pycalphad import Database, variables as v from scheil i

pycalphad 6 Dec 10, 2021
Minimalistic tool to visualize how the routes to a given target domain change over time, feat. Python 3.10 & mermaid.js

Minimalistic tool to visualize how the routes to a given target domain change over time, feat. Python 3.10 & mermaid.js

Péter Ferenc Gyarmati 1 Jan 17, 2022
Data aggregated from the reports found at the MCPS COVID Dashboard into a set of visualizations.

Montgomery County Public Schools COVID-19 Visualizer Contents About this project Data Support this project About this project Data All data we use can

James 3 Jan 19, 2022
Handout for the tutorial "Creating publication-quality figures with matplotlib"

Handout for the tutorial "Creating publication-quality figures with matplotlib"

JB Mouret 1.9k Jan 02, 2023
A tool to plot and execute Rossmos's Formula, that helps to catch serial criminals using mathematics

Rossmo Plotter A tool to plot and execute Rossmos's Formula using python, that helps to catch serial criminals using mathematics Author: Amlan Saha Ku

Amlan Saha Kundu 3 Aug 29, 2022
A simple project on Data Visualization for CSCI-40 course.

Simple-Data-Visualization A simple project on Data Visualization for CSCI-40 course - the instructions can be found here SAT results in New York in 20

Hugo Matousek 8 Oct 27, 2021
Visualize large time-series data in plotly

plotly_resampler enables visualizing large sequential data by adding resampling functionality to Plotly figures. In this Plotly-Resampler demo over 11

PreDiCT.IDLab 604 Dec 28, 2022
matplotlib: plotting with Python

Matplotlib is a comprehensive library for creating static, animated, and interactive visualizations in Python. Check out our home page for more inform

Matplotlib Developers 16.7k Jan 08, 2023
DALLE-tools provided useful dataset utilities to improve you workflow with WebDatasets.

DALLE tools DALLE-tools is a github repository with useful tools to categorize, annotate or check the sanity of your datasets. Installation Just clone

11 Dec 25, 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
An automatic prover for tautologies in Metamath

completeness An automatic prover for tautologies in Metamath This program implements the constructive proof of the Completeness Theorem for propositio

Scott Fenton 2 Dec 15, 2021
Tools for writing, submitting, debugging, and monitoring Storm topologies in pure Python

Petrel Tools for writing, submitting, debugging, and monitoring Storm topologies in pure Python. NOTE: The base Storm package provides storm.py, which

AirSage 247 Dec 18, 2021
Peloton Stats to Google Sheets with Data Visualization through Seaborn and Plotly

Peloton Stats to Google Sheets with Data Visualization through Seaborn and Plotly Problem: 2 peloton users were looking for a way to track their metri

9 Jul 22, 2022