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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 428

  2. kuscia Public

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

    Go 95 73

  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 147 57

  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++ 278 123

  5. heu Public

    A high-performance homomorphic encryption algorithm library.

    C++ 95 41

  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++ 100 70

Repositories

Showing 10 of 34 repositories
  • 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 147 Apache-2.0 57 33 (6 issues need help) 3 Updated Mar 25, 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++ 278 Apache-2.0 123 35 (6 issues need help) 10 Updated Mar 25, 2025
  • secretflow Public

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

    Python 2,409 Apache-2.0 428 139 (31 issues need help) 18 Updated Mar 25, 2025
  • psi Public

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

    C++ 31 Apache-2.0 36 24 (1 issue needs help) 14 Updated Mar 25, 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++ 100 Apache-2.0 70 9 14 Updated Mar 24, 2025
  • .github Public

    Default community health files for SecretFlow

    3 Apache-2.0 8 1 0 Updated Mar 24, 2025
  • bazel-registry Public

    Bazel Registry for SecretFlow Stack

    Starlark 1 9 0 0 Updated Mar 24, 2025
  • heu Public

    A high-performance homomorphic encryption algorithm library.

    C++ 95 Apache-2.0 41 9 (5 issues need help) 4 Updated Mar 21, 2025
  • kuscia Public

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

    Go 95 Apache-2.0 73 126 (34 issues need help) 7 Updated Mar 20, 2025
  • dataproxy Public
    Java 4 Apache-2.0 7 0 0 Updated Mar 19, 2025