# secretflow

**Repository Path**: ajunlonglive/secretflow

## Basic Information

- **Project Name**: secretflow
- **Description**: 隐语 secretflow 是由蚂蚁发起的隐私计算通用框架，本仓库mirror自github对应仓库，因此更新时效可能有延时。
- **Primary Language**: Python
- **License**: Apache-2.0
- **Default Branch**: main
- **Homepage**: https://secretflow.readthedocs.io/
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 57
- **Created**: 2022-12-20
- **Last Updated**: 2022-12-20

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

<div align="center">
    <img src="docs/_static/logo-light.png">
</div>

---

[![CircleCI](https://dl.circleci.com/status-badge/img/gh/secretflow/secretflow/tree/main.svg?style=svg)](https://dl.circleci.com/status-badge/redirect/gh/secretflow/secretflow/tree/main)

SecretFlow is a unified framework for privacy-preserving data intelligence and machine learning. To achieve this goal,
it provides:

- An abstract device layer consists of plain devices and secret devices which encapsulate various cryptographic protocols.
- A device flow layer modeling higher algorithms as device object flow and DAG.
- An algorithm layer to do data analysis and machine learning with horizontal or vertical partitioned data.
- A workflow layer that seamlessly integrates data processing, model training, and hyperparameter tuning.

<div align="center">
    <img src="docs/_static/secretflow_arch.svg">
</div>

## Install

Please check [INSTALLATION.md](./INSTALLATION.md)

## Deployment

Please check [DEPLOYMENT.md](./DEPLOYMENT.md)

## Contributing

Please check [CONTRIBUTING.md](./CONTRIBUTING.md)

## Disclaimer
Non-release versions of SecretFlow are prohibited to use in any production environment due to possible bugs, glitches, lack of functionality, security issues or other problems.