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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 419

  2. kuscia Public

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

    Go 78 66

  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 132 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++ 262 115

  5. heu Public

    A high-performance homomorphic encryption algorithm library.

    C++ 93 40

  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++ 86 71

Repositories

Showing 10 of 34 repositories
  • secretflow Public

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

    Python 2,350 Apache-2.0 419 138 (33 issues need help) 22 Updated Mar 13, 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++ 86 Apache-2.0 71 11 (2 issues need help) 15 Updated Mar 13, 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++ 262 Apache-2.0 115 47 (15 issues need help) 10 Updated Mar 13, 2025
  • devtools Public
    Python 2 Apache-2.0 13 1 0 Updated Mar 13, 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 132 Apache-2.0 57 38 (8 issues need help) 5 Updated Mar 12, 2025
  • .github Public

    Default community health files for SecretFlow

    3 Apache-2.0 6 1 1 Updated Mar 12, 2025
  • serving Public

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

    C++ 10 Apache-2.0 4 9 10 Updated Mar 11, 2025
  • bazel-registry Public

    Bazel Registry for SecretFlow Stack

    Starlark 1 8 0 0 Updated Mar 11, 2025
  • kuscia Public

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

    Go 78 Apache-2.0 66 144 (47 issues need help) 11 Updated Mar 11, 2025
  • psi Public

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

    C++ 30 Apache-2.0 33 30 (1 issue needs help) 13 Updated Mar 8, 2025