luyilei / idp

IDP is an open source AI IDE for data scientists and big data engineers.

What is IDP?

IDP is an open source AI IDE, natively supporting Python & SQL - the two most commonly used language in the field of AI and data science.

IDP is designed to make data scientists and algorithm engineers more productive. Also, with the kernel written in Rust, IDP exhibits excellent execution performance.

Key Features

With the help of IDP, data scientists and algorithm engineers can focus more on their core work- algorithm development. IDP will take care of all the engineering work, from environment and file management to plug-in development and configuration, etc..

The core features of IDP are as follows:

• Mixed language support: deeply support Python, SQL and Markdown language in the same notebook.
• Data visualization: generating data insights directly using in-built data visualization tools, e.g.,bar charts, scatter charts, line charts, etc..
• Automatic versioning: automatic tracking and managing of code changes; clear and convenient version comparison.
• Coding assistance: powerful coding assistance functions including intelligent code completion, hovor, diagnostic and quickfix.
• Package manager: search and manage python packages easily and efficiently.
• Variable manager: interactively browse and manage variables and conveniently compare different algorithm approaches and parameter settings.
• Managing environment: conveniently cloning a Python/system environment for reuse to avoid tedious repeated configuration.

Quick Start

Start IDP within Docker

> docker pull baihaiopensource/idp-studio
> docker run -p 3000:3000 baihaiopensource/idp-studio

Then open http://localhost:3000 with your browser.

Start IDP with pre-built binary

• Windows x86_64
• macOS arm64
• macOS x86_64
• Linux x86_64

For example start IDP with pre-built binary in Linux, require Python 3.7 and up (CPython and PyPy)

wget http://baihai.cn-bj.ufileos.com/package/idp-studio-v1.0.0-linux-x64.tar.gz
tar zxf idp-studio-v1.0.0-linux-x64.tar.gz
cd idp-studio-v1.0.0-linux-x64
./idp

Start with IDP on Cloud:

Quickly check out IDP SaaS with https://www.baihai.co/invitation.html

Build from source

See Compile And Deploy IDP From Source

Contributing

Please read contributing.md for details on the process for submitting issues and pull requests to us.

Code of Conduct

Please refer to the Code of Conduct, which describes the expectations for interactions within the community.

Shows

• Understand IDP in 4 minutes
• Getting start with IDP
• Others

Community

If you have any question, feel free to reach out to us in the following ways:

• On Slack
• On Twitter
• On Linkedin
• Mail to us

Case Study

Case Study list our use cases.

License

IDP is licensed under Apache-2.0.