taipy README

The project's README from github.com/Avaiga/taipy. As one markdown file: README.md.

Getting Started book announcement

Taipy

GitHub License GitHub Release
Python version needed: 3.9
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Build Python Data & AI web applications

From simple pilots to production-ready web applications in no time.
No more compromises on performance, customization, and scalability.

Go beyond existing libraries

Table of Contents

⭐ What for?

Taipy is designed for data scientists and machine learning engineers to create data & AI driven web applications.

⭐️ Enables building production-ready web applications.
⭐️ No need to learn new languages; only Python is needed.
⭐️ Focus on data and AI algorithms. Delegates development complexities to Taipy.
⭐️ Simplifies production operations (hosting, deployments, maintenance, etc.).

✨ Taipy and Taipy Ecosystem

Taipy includes the Taipy Python library enabling developers to easily empower their end-users with:

Besides the Taipy Library, the Taipy Ecosystem includes:

Taipy comes with a set of materials to facilitate production operations and maintenance.

⏩ Quickstart

To install the stable release of Taipy, run:

pip install taipy

For alternative installation methods, an Installation Guide provides step-by-step instructions.

💡 Documentation and resources

A comprehensive documentation set is available at Taipy Documentation to help you with Taipy tools.

It includes Tutorials, user manuals, API references, and Galleries.

⚒️ Contributing

Want to help build Taipy? Check out our Contributing Guide.

🪄 Code of Conduct

Want to be part of the Taipy community? Check out our Code of Conduct

🪪 License

Copyright 2021-2025 Avaiga Private Limited

Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at Apache License

Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

taipy (Avaiga/taipy)

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这是什么?Taipy 是一个 Python 框架,可以把数据和 AI 代码变成可用于生产环境的 Web 应用,让你从一个简单的试验脚本直接走到可部署的应用,无需额外的 Web 开发工作。
Taipy 只是个 UI 库,还是更全面的东西?它是一个完整的框架,而不仅仅是图表或界面库:它把 GUI 生成、数据集成、流水线编排和场景管理打包进同一个 Python 包里,面向数据科学家和机器学习工程师。
怎么安装 Taipy,并让一个基础应用跑起来?用 pip 安装 Taipy 的稳定版,然后参考安装指南了解其他安装方式,再按照快速入门教程构建你的第一个应用。
用 Taipy 开发需要学 HTML、CSS 或 JavaScript 吗?不需要,Taipy 的设计理念是只用 Python 就够了,Web 界面、托管和部署的复杂性都由框架来处理。
Taipy 到底是为谁设计的?它面向的是数据科学家和机器学习工程师,让他们能把自己的数据和 AI 算法做成 Web 应用,而不必成为全栈开发者。
Taipy 的场景管理到底是做什么的?它让你可以定义、运行和比较数据流水线的不同版本(即场景),并基于同一套底层算法支持“如果……会怎样”的假设分析。
除了核心 Python 库,Taipy 还有别的东西吗?有的,Taipy 生态还包括用于可视化搭建应用的 Taipy Designer 和 Taipy Studio,以及预定义模板和数据平台集成。
Taipy 是否开箱即用地包含身份验证和任务调度功能?是的,内置功能涵盖身份验证、角色与用户管理,以及用于自动运行流水线的 cron 定时任务和调度。
Taipy 在应用上线运行方面提供哪些支持?它提供命令行界面、部署脚本、版本管理、数据迁移工具,以及遥测和监控功能,帮助应用上线后持续维护。
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