Chris Messina

Taipy 3.0 - Build powerful data and AI apps in pure Python

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Taipy is an open-source Python library for building data and AI web apps.

As an alternative to Streamlit, it's designed for data scientists and Python web developers β€” no background in web development required!

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Hi Product Hunt!

Rym, Community Manager at Taipy here. Joined Taipy a few months ago and discovered the nice story of Taipy.

Taipy founders Vincent Gosselin and Albert Antoine, with extensive backgrounds in leading software companies (working with Samsung, TSMC, Global Foundries, Carhartt, etc.), transitioned from Java to Python, driven by Python's increasing prominence in IT.

This challenge came from frustration with the difficulty of bringing AI algorithms to the end-users. A focus was placed on Data Science Applications with insufficient consideration for end-users' needs, including customized interfaces, what-if analysis, scenario management, business KPI monitoring, and collaborative tools.

Since then, they gathered a team of experimented engineers to develop a whole new library that could meet their needs.

Taipy came to life as an open-source (and will always be) library for building data and AI web apps front-end & back-end in the Python ecosystem.

Designed for data scientists and Python web developers, it helps create interfaces such as Chatbots, LLM-based data-driven applications, dashboards… etc., without requiring any background in web development such as HTML, CSS, PH, JS!

Lately, such as Goku leveling up to its Super Saiyan third stage, our application builder has improved with many new features.

☁ Deploy, Host, and Share your applications on our Taipy Cloud within a few clicks.

πŸ—£ Explore your datasets using only natural languages with our LLM-based application: TalkToTaipy.

πŸ“Š Create and manage configuration elements with a graphical editor: Taipy Studio, and store them in - TOML files that your Taipy Application can load at runtime.

🐍 Develop entirely in Python besides Markdown with the Python Page Builder API.

πŸŽ› Select and interact graphically with entities such as Data Nodes, Jobs, and Scenarios using the Scenario Management Controls.

πŸ“Ά Broadcast your Application variable updates to every connected user so that all of them visualize the same information. This is specifically relevant when monitoring live global data.

βŒ› Schedule all your tasks, no need to stay up all night long to run them; the Scheduler will do it for you.

πŸ’„Solidify your application's general look and feel with predefined cascading stylesheets grouped in what is called the Style kit.

πŸ—Ί New charts have joined the long list of Plotly charts accessible from Taipy such as the TreeMap and the Waterfall chart.

πŸ’» Get started with Taipy in the best way ever by using a comfortable environment to via the CLI (Command Line Interface). You can now create, display, manage, and run scenarios from the GUI page with unparalleled ease.

πŸ“š Version your applications: Create, manage, and migrate different versions of your Taipy applications effortlessly, eliminating the complexities of version control that have often posed challenges with the brand-new Application Versioning feature included in the CLI.

We’re excited to build a world where data scientists, and Python developers can focus on their data, interact with them, reveal them and be able to share their work efficiently and easily without being forced to learn new skills in web development.

πŸ‘Š Learn more about Taipy, contribute, and stay tuned on our GitHub repo

πŸ‘Š Join our community and engage with us on Discord

πŸ‘Š Get started with our Documentation

Asif Khan
@rym_michaut Congrats!
@raj_singhh thank you
@shivam_tiwari24 Thank you for them. They're too busy working on the coming release to come on Product Hunt now :)
@iliyasu_idris thank you πŸ˜ŠπŸ™πŸ»
Congratulations @rym_michaut to Vincent Gosselin, Albert Antoine, and the entire Taipy team for bringing to life a revolutionary open-source library that empowers data scientists and Python developers to build data and AI web apps effortlessly! πŸŽ‰πŸ’» With its impressive array of features, from natural language exploration to seamless deployment on Taipy Cloud, you're truly leveling up the game for data-driven applications. Here's to a future where sharing insights and interacting with data is as easy as using Python itself! πŸš€πŸ
Chris Messina
Getting started with πš™πš’πš™ πš’πš—πšœπšπšŠπš•πš• πšπšŠπš’πš™πš’ couldn't be easier. Taipy is an efficient way for Python developers and data scientists without a background web development to jump into building publishing web apps!
Egor Karpov
As a Python developer, I'm excited about Taipy! How does it compare in performance with Streamlit? Congratulations on the launch!
Florian Jacta
@ekarp Taipy manages differently the updates of the UI making it much more performant. You also don't need to handle caching in Taipy. Taipy doesn't rerun your entire code; only what needs to be updated
Egor Karpov
@florian_jacta Sounds awesome!
@ekarp and to complete with what my colleague said, you can check some of Taipy superiorities over Streamlit here: https://towardsdev.com/streamlit...
Monier Chowdhury
why doesn't Taipy work the same in Notebooks?
Florian Jacta
@monier_chowdhury It does not work the same in Notebooks because Notebooks doesn't work the same as Python scripts. When a server is run in a Notebook, it is hard to close it without using the "Stop Kernel" so Taipy provides other options to stop it and to change the pages in real-time. The Data Management and pipeline execution is different because how paths are managed and because multi-process is hard within Notebook
Nevo David
Taipy is amazing, really a gamechanger in the world of data and AI apps
Garen D Orchyan
Looks so great. Big congratulations on the launch team, best of luck to you today β€οΈπŸ¦„
@orchyan thank you, that's awesome...
Ivan Somov
Finally a worthy alternative to streamlit! Congrats on the launch!
@ivan_somov thank you :) will you give it a try or have you already?
Hai Ta
That's really helpful for those who have no experience with development! It allows everyone to be a developer. Great job guys!
@hai_ta1 Thanks, stay tuned, a great integration is planned for the coming release that would enhance even further those who haven't got experience with development. Taipy is developed for people who have no background in web development ;)
Md Sagor
@rym_michaut @jean_robin_medori How does Taipy backend and Taipy frontend work together?
Florian Jacta
@rym_michaut @jean_robin_medori @md_sagor28 Taipy handles easily data and scenario management (scenarios are executions of pipelines kept over time). You can either handle all of this through simple Python code or use pre-built visual elements in your UI to see your data, preview it, change it, run pipelines and compare results.
Asif Khan
How can Taipy make my application faster?
Florian Jacta
@asif_khan34 It certainly makes the development and deployment of your application faster. Then, depending on what you are using right now, it can be a great improvement from other packages much slower
@asif_khan34 besides what my colleague said, Taipy has several features on the front-end side such as: - Style kit: predefined cascading stylesheets that solidify your application's general look and feel. - a lot of Plotly charts are accessible directly from Taipy - a new great integration will be available next month to make it even easier to add components to your app (based on the drag and drop principle ;) shuuuut, stay tuned) On the backend side: - You can develop either in Markdown or in Python (choose the one you prefer) - You can create your data flows graphically with Taipy Studio - You can save different versions of your application - You can schedule your tasks We even made it a leap further by connecting backend and front end with the scenario management controls :)
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