Data App Performance Tests

Overview

Data App Performance Tests

My hypothesis is that

The different architectures of Dash, Panel and Streamlit makes a difference if you want to create snappy applications.

Framework Server Communication Protocol Built in state Update cycle
Dash Flask http No Specific code reruns and UI updates
Panel Tornado web sockets Yes, Automatic Specific code reruns and UI updates
Streamlit Tornado web sockets Yes, Manual Rerun script top to bottom with caching

I want to test that hypothesis and elaborate on it.

Test Setup

In order to fairly and reproducibly compare the frameworks I will pin requirements as much as possible and run in Docker.

Docker

You can build with

docker build -f "Dockerfile" -t dataappperformance:latest "."

and run interactively with

docker run --rm -it  -p 80:80 dataappperformance:latest

You can list all tests with

$ docker run --rm -it -p 80:80 dataappperformance:latest -c 'invoke --list'
Available tasks:

  page-load.dash
  page-load.panel
  page-load.streamlit
  slider-plot.dash
  slider-plot.panel
  slider-plot.streamlit

So to run for example the Panel slider-plot app you would run

docker run --rm -it -p 80:80 dataappperformance:latest -c 'invoke slider-plot.panel'

To run the page load test you would have to add port 8089 to the mix like

docker run --rm -it -p 80:80 -p 8089:8089 dataappperformance:latest -c 'invoke page-load.panel'

Test Results

Click the images to dive into the test and its results

Drag Slider with Plot Updating Performance Test

Only works for Panel

Slider with Plot Test.

Page Load and Refresh

Dash clear winner. Panel server shows blocking behaviour. Streamlit is very fast in theory but probably slowest in practice.

Page Load and Refresh Test.

Owner
Marc Skov Madsen
Data, Models and Analytics Ninja. PhD, CFA® and Lead Data Scientist Developer at Ørsted. Developer of awesome-panel.org and awesome-streamlit.org
Marc Skov Madsen
Akulaku Create NewProduct Automation using Selenium Python

Akulaku-Create-NewProduct-Automation Akulaku Create NewProduct Automation using Selenium Python Usage: 1. Install Python 3.9 2. Open CMD on Bot Folde

Rahul Joshua Damanik 1 Nov 22, 2021
Webscreener is a tool for mass web domains pentesting.

Webscreener is a tool for mass web domains pentesting. It is used to take snapshots for domains that is generated by a tool like knockpy or Sublist3r. It cuts out most of the pentesting time by scree

Seekurity 3 Jun 07, 2021
A wrapper for webdriver that is a jumping off point for web automation.

Webdriver Automation Plus ===================================== Description: Tests the user can save messages then find them in search and Saved items

1 Nov 08, 2021
An interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers.

mitmproxy mitmproxy is an interactive, SSL/TLS-capable intercepting proxy with a console interface for HTTP/1, HTTP/2, and WebSockets. mitmdump is the

mitmproxy 29.7k Jan 02, 2023
A Python program that will log into your scheduled Google Meets hands free

Chrome GMautomation General Information This Python program will open up Chrome and log into your scheduled Google Meet with camera and mic turned off

Jonathan Leow 5 Dec 31, 2021
py.test fixture for benchmarking code

Overview docs tests package A pytest fixture for benchmarking code. It will group the tests into rounds that are calibrated to the chosen timer. See c

Ionel Cristian Mărieș 1k Jan 03, 2023
Cornell record & replay mock server

Cornell: record & replay mock server Cornell makes it dead simple, via its record and replay features to perform end-to-end testing in a fast and isol

HiredScoreLabs 134 Sep 15, 2022
🐍 Material for PyData Global 2021 Presentation: Effective Testing for Machine Learning Projects

Effective Testing for Machine Learning Projects Code for PyData Global 2021 Presentation by @edublancas. Slides available here. The project is develop

Eduardo Blancas 73 Nov 06, 2022
Language-agnostic HTTP API Testing Tool

Dredd — HTTP API Testing Framework Dredd is a language-agnostic command-line tool for validating API description document against backend implementati

Apiary 4k Jan 05, 2023
This package is a python library with tools for the Molecular Simulation - Software Gromos.

This package is a python library with tools for the Molecular Simulation - Software Gromos. It allows you to easily set up, manage and analyze simulations in python.

14 Sep 28, 2022
A twitter bot that simply replies with a beautiful screenshot of the tweet, powered by poet.so

Poet this! Replies with a beautiful screenshot of the tweet, powered by poet.so Installation git clone https://github.com/dhravya/poet-this.git cd po

Dhravya Shah 30 Dec 04, 2022
Pynguin, The PYthoN General UnIt Test geNerator is a test-generation tool for Python

Pynguin, the PYthoN General UnIt test geNerator, is a tool that allows developers to generate unit tests automatically.

Chair of Software Engineering II, Uni Passau 997 Jan 06, 2023
d4rk Ghost is all in one hacking framework For red team Pentesting

d4rk ghost is all in one Hacking framework For red team Pentesting it contains all modules , information_gathering exploitation + vulnerability scanning + ddos attacks with 12 methods + proxy scraper

d4rk sh4d0w 15 Dec 15, 2022
A Library for Working with Sauce Labs

Robotframework - Sauce Labs Plugin This is a plugin for the SeleniumLibrary to help with using Sauce Labs. This library is a plugin extension of the S

joshin4colours 6 Oct 12, 2021
Screenplay pattern base for Python automated UI test suites.

ScreenPy TITLE CARD: "ScreenPy" TITLE DISAPPEARS.

Perry Goy 39 Nov 15, 2022
🎓 Stepik Academy Автоматизация тестирования на Python

🎓 Stepik Academy Автоматизация тестирования на Python Запуск тестов выполняется в командной строке: pytest -v --tb=line --language=en --alluredir=all

Sergey 1 Dec 03, 2021
Test python asyncio-based code with ease.

aiounittest Info The aiounittest is a helper library to ease of your pain (and boilerplate), when writing a test of the asynchronous code (asyncio). Y

Krzysztof Warunek 55 Oct 30, 2022
Automating the process of sorting files in my downloads folder by file type.

downloads-folder-automation Automating the process of sorting files in a user's downloads folder on Windows by file type. This script iterates through

Eric Mahasi 27 Jan 07, 2023
A browser automation framework and ecosystem.

Selenium Selenium is an umbrella project encapsulating a variety of tools and libraries enabling web browser automation. Selenium specifically provide

Selenium 25.5k Jan 01, 2023
Free cleverbot without headless browser

Cleverbot Scraper Simple free cleverbot library that doesn't require running a heavy ram wasting headless web browser to actually chat with the bot, a

Matheus Fillipe 3 Sep 25, 2022