A list of libraries to build quick Web UI with python
Gradio
Gradio is the fastest way to demo your machine learning model with a friendly web interface so that anyone can use it, anywhere.
Machine Learning Oriented, Hugging Face integration
Fastapi
import gradio as gr
def greet(name):
return "Hello " + name + "!"
demo = gr.Interface(fn=greet, inputs="text", outputs="text")
demo.launch()
Gradio Playground https://www.gradio.app/playground
Hosting Hugging Face Spaces or self hosted
Hyperdiv
Open-source framework for rapidly building reactive web UIs in Python, with built-in Shoelace components, Markdown, charts, tables, and more.
pip install hyperdiv
hyperdiv docs
deploy to https://replit.com https://railway.app https://fly.io
Streamlit
Streamlit is an open-source Python library that provides development components to create and share beautiful and easy to use custom web applications for machine learning and data science. Streamlit is a data app framework that can also be used as a data dashboarding tool. Using just a few lines of code, one can build and deploy powerful data apps in a matter of a few minutes.
Plotly Dash
Dash
Plotly Dash User Guide & Documentation
Evidence
Business intelligence as code: build fast, interactive data visualizations in pure SQL and markdown - evidence-dev/evidence
Perspective
PySimpleGUI
PySimpleGUI creates graphical user interfaces (GUIs) using Python, quickly and easily!
-
Make sure Python is installed.
-
Install PySimpleGUI: python3 -m pip install pysimplegui
-
Download main.py, which contains:
import PySimpleGUI as sg
# All the stuff inside your window.
layout = [ [sg.Text("What's your name?")],
[sg.InputText()],
[sg.Button('Ok'), sg.Button('Cancel')] ]
# Create the Window
window = sg.Window('Hello Example', layout)
# Event Loop to process "events" and get the "values" of the inputs
while True:
event, values = window.read()
# if user closes window or clicks cancel
if event == sg.WIN_CLOSED or event == 'Cancel':
break
print('Hello', values[0], '!')
window.close()
- Run:
pyhon3 main.py
Reflex
🕸️ Web apps in pure Python 🐍. Contribute to reflex-dev/reflex development by creating an account on GitHub.
Other frameworks:
No-code in the front, Python in the back. An open-source framework for creating data apps. - streamsync-cloud/streamsync
Streamsync is an open-source framework for creating data apps. Build user interfaces using a visual editor; write the backend code in Python.
GUI
Kivy
Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS - kivy/kivy
Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS
Data Oriented / Dashboards
Panel
Voila / Voici
Bokeh
Bokeh is a Python library for creating interactive visualizations for modern web browsers. It helps you build beautiful graphics, ranging from simple plots to complex dashboards with streaming data...
Binder
Reproducible, sharable, open, interactive computing environments.
Deployment
Ploomber: Ship AI applications
Streamlit is an open-source Python framework for machine learning and data science teams. Create interactive data apps in minutes.
Observable
Quatro
An open source technical publishing system for creating beautiful articles, websites, blogs, books, slides, and more. Supports Python, R, Julia, and JavaScript.
PyGWalker
PyGWalker: Turn your pandas dataframe into an interactive UI for visual analysis - Kanaries/pygwalker