What is Taipy Core?

Build your Production-ready Back End with ease!

๐—ช๐—ต๐—ฎ๐˜ ๐˜„๐—ผ๐˜‚๐—น๐—ฑ ๐—ฏ๐—ฒ ๐˜†๐—ผ๐˜‚๐—ฟ ๐—บ๐—ผ๐˜€๐˜ ๐—ฐ๐—ผ๐—บ๐—บ๐—ผ๐—ป ๐—ฑ๐—ฎ๐˜๐—ฎ ๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ ๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜?

๐Ÿ‘‰ 54% of you work with CSV file-like.

๐Ÿ‘‰ 35% of you work with Databases (SQL or NoSQL). This means that you extract your data through queries to obtain a CSV format file (most of the time) and then pass them through pipelines for further processing before visualizing them.

And sometimes, very often actually, you may have to extract different states of your data through time, for example, or change some data content or parameters.

Taipy Core: Your Solution for Powerful Back-End Applications

However, not all open-source tools allow you to record and compare every execution of your pipelines or algorithms. Taipy Core does! These executions are called at Taipy: Scenarios.

Taipy Core is designed to build powerful and customized data-driven back-end applications. It provides intuitive components to organize and manage data through pipelines and data flow orchestration.ย  Taipy also provides a unique functionality: Scenario Management enabling data scientists and end-users to perform โ€œwhat-ifโ€ analysis.

And this concept will surely revolutionize your back-end management experience.๐ŸŒŸ

Unlock the Power of Scenarios

Scenarios are incredibly valuable in impact analysis and decision-making processes. They empower you to create, store, edit, and execute different variations within the same application. ๐Ÿ”„

1-Dive Deep into your Scenarios

With Taipy’s unique Scenario Management, you can record, compare, and explore every single execution of your pipelines and algorithms. This powerful functionality captures the essence of your project, enabling data scientists, analysts, and end-users to gain valuable insights at any stage of the process. ๐Ÿ“ˆ

2-But what is this scenario thing exactly?

A Taipy Scenario represents an instance of a business data-oriented problem to solve.

Scenarios are particularly valuable in impact analysis and decision-making processes, enabling end-users to create, store, edit, and execute various scenarios within the same application.

Scenarios correspond to different executions of your pipelines due to:

  • Changes in data content from your data
    sources, or
  • Different user inputs, parameters, etc.

Taipy’s unique scenario registry allows you to record, compare, and explore every single execution of your pipelines/algorithms. This is needed at any stage of your project, whether you are a Data Scientist, a Data Analyst, or an End-User.


3-What can I do with scenarios?

Taipy provides all the graphical tools to explore all of your current and previous scenarios with :

    • Scenario Selector,
    • Scenario Viewer,
    • Scenario DAG (Directed Acyclic Graph),
    • Data Node Selector.

All is recorded and explorable, including the actual DAG version that was used.


Visualize and Analyze like Never Before

Besides this super tool, Taipy provides an array of graphical tools to make scenario exploration effortless and intuitive, including:

โœ… ๐—ฆ๐—ฐ๐—ฒ๐—ป๐—ฎ๐—ฟ๐—ถ๐—ผ ๐—ฆ๐—ฒ๐—น๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ
โœ… ๐—ฆ๐—ฐ๐—ฒ๐—ป๐—ฎ๐—ฟ๐—ถ๐—ผ ๐—ฉ๐—ถ๐—ฒ๐˜„๐—ฒ๐—ฟ
โœ… ๐—ฆ๐—ฐ๐—ฒ๐—ป๐—ฎ๐—ฟ๐—ถ๐—ผ ๐——๐—”๐—š (๐——๐—ถ๐—ฟ๐—ฒ๐—ฐ๐˜๐—ฒ๐—ฑ ๐—”๐—ฐ๐˜†๐—ฐ๐—น๐—ถ๐—ฐ ๐—š๐—ฟ๐—ฎ๐—ฝ๐—ต) ๐—˜๐˜…๐—ฝ๐—น๐—ผ๐—ฟ๐—ฒ๐—ฟ
โœ… ๐——๐—ฎ๐˜๐—ฎ ๐—ก๐—ผ๐—ฑ๐—ฒ ๐—ฆ๐—ฒ๐—น๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ

๐Ÿ“š All the important details, including the actual DAG version used, are recorded and readily available for your analysis.

Be the Trailblazer in Back-End Management

Taipy Core empowers you to unlock the true potential of your back end.

Join us on this journey of simplifying back-end management and confidently making data-driven decisions. Our GitHub repo is there for you:ย https://lnkd.in/dq8JaM45

$ pip install taipy

Watch your application come to life

Start with Taipy now

$ pip install taipy