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Name: SecretFlow

Type: Organization

Bio: A unified framework for privacy-preserving data analysis and machine learning

Location: China

Blog: https://www.secretflow.org.cn

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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.

Documentation

SecretFlow

SecretFlow Related Projects

Kuscia: A lightweight privacy-preserving computing task orchestration framework based on K3s.
SCQL: A system that allows multiple distrusting parties to run joint analysis without revealing their private data.
SPU: A provable, measurable secure computation device, which provides computation ability while keeping your private data protected.
HEU: A high-performance homomorphic encryption algorithm library.
YACL: A C++ library that contains cryptography, network and io modules which other SecretFlow code depends on.

Install

Please check INSTALLATION.md

Deployment

Please check DEPLOYMENT.md

Learn PETs

We also provide a curated list of papers and SecretFlow's tutorials on Privacy-Enhancing Technologies (PETs).

Please check AWESOME-PETS.md

Contributing

Please check CONTRIBUTING.md

Benchmarks

Please check OVERALL_BENCHMARK.md

Disclaimer

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

SecretFlow's Projects

.github

Default community health files for SecretFlow

authmanager

capsule-manager

The authorization and key management module of TrustedFlow

capsule-manager-sdk

a sdk tool to access capsule manager

community

Where SecretFlow meets community~

devtools

doctools

Documentation toolchain for SecretFlow

easy-psi

Easy PSI is a web platform focused on Private Set Intersection(PSI), which is based on Kuscia and SecretFlow PSI Library.

easy-psi-frontend

Easy PSI is a web platform focused on Private Set Intersection(PSI), which is based on Kuscia and SecretFlow PSI Library. This repo is frontend for Easy-PSI platform.

heu

A high-performance homomorphic encryption algorithm library.

interconnection

Interconnection Protocol

interconnection-impl

interop

本仓库用于展示北京金融科技产业联盟（Beijing FinTech Industry Alliance）数据专委会隐私计算互联互通课题组研究成果

jinzhao-attest

Jinzhao Attest provides unified attestation workflow for TEE compatibility, usability and security.

kuscia

Kuscia(Kubernetes-based Secure Collaborative InfrA) is a K8s-based privacy-preserving computing task orchestration framework.

kuscia-envoy

Kuscia Envoy implements several custom http filters based on open source Envoy.

psi

The repo of Private Set Intersection(PSI) and Private Information Retrieval(PIR) from SecretFlow.

rayfed

A multiple parties joint, distributed execution engine based on Ray, to help build your own federated learning frameworks in minutes.

scql

SCQL (Secure Collaborative Query Language) is a system that allows multiple distrusting parties to run joint analysis without revealing their private data.

secretflow

A unified framework for privacy-preserving data analysis and machine learning

secretnote

secretpad

SecretPad is a privacy-preserving computing web platform based on the Kuscia framework, designed to provide easy access to privacy-preserving data intelligence and machine learning functions.

secretpad-frontend

The frontend repo for secretpad

secure-data-capsule-apis

secure-data-capsule-sdk

serving

SecretFlow-Serving is a serving system for privacy-preserving machine learning models.

simplest-ot

A portable simplest oblivious transfer library.

spec

SecretFlow Open Specification is a protocol stack designed for privacy-preserving applications.

spu

SPU (Secure Processing Unit) aims to be a provable, measurable secure computation device, which provides computation ability while keeping your private data protected.

teeapps

TeeApps contain a general framework for developing TEE applications and various application implementations used in federated AI/BI.