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SecretFlow

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

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SecretFlow: A Unified Privacy-Preserving Computing Framework

It supports multiple mainstream privacy-preserving computing technologies including MPC, FL, TEE, HE, and DP. Through a well-designed layered architecture and readily available privacy-preserving data analysis and machine learning modeling, the framework lowers the threshold for developers to use.

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  1. secretflow Public

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

    Python 2.4k 437

  2. kuscia Public

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

    Go 97 79

  3. scql Public

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

    Go 150 59

  4. spu Public

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

    C++ 285 130

  5. heu Public

    A high-performance homomorphic encryption algorithm library.

    C++ 95 42

  6. yacl Public

    YACL (Yet Another Common crypto library) is a C++ library that contains cryptography, network and io modules which other SecretFlow code depends on.

    C++ 103 71

Repositories

Showing 10 of 35 repositories
  • serving Public

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

    C++ 10 Apache-2.0 4 8 5 Updated Apr 27, 2025
  • spu Public

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

    C++ 285 Apache-2.0 130 29 (2 issues need help) 17 Updated Apr 27, 2025
  • interconnection Public

    Interconnection Protocol

    Starlark 14 Apache-2.0 16 0 0 Updated Apr 27, 2025
  • ACoLab Public

    Academic Cooperation Lab

    Python 0 Apache-2.0 10 0 1 Updated Apr 27, 2025
  • secretflow Public

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

    Python 2,438 Apache-2.0 437 119 (9 issues need help) 24 Updated Apr 27, 2025
  • kuscia Public

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

    Go 97 Apache-2.0 79 76 (3 issues need help) 20 Updated Apr 24, 2025
  • .github Public

    Default community health files for SecretFlow

    3 Apache-2.0 9 1 3 Updated Apr 24, 2025
  • scql Public

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

    Go 150 Apache-2.0 59 28 1 Updated Apr 24, 2025
  • yacl Public

    YACL (Yet Another Common crypto library) is a C++ library that contains cryptography, network and io modules which other SecretFlow code depends on.

    C++ 103 Apache-2.0 71 8 10 Updated Apr 23, 2025
  • psi Public

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

    C++ 33 Apache-2.0 38 17 (1 issue needs help) 10 Updated Apr 23, 2025