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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 secretflow Public

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

    Python 2.4k 427

  2. kuscia kuscia Public

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

    Go 92 68

  3. scql 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 145 57

  4. spu 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++ 277 120

  5. heu heu Public

    A high-performance homomorphic encryption algorithm library.

    C++ 95 40

  6. yacl 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++ 99 71

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.

    secretflow/scql’s past year of commit activity
    Go 145 Apache-2.0 57 36 (7 issues need help) 5 Updated Mar 19, 2025
  • kuscia Public

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

    secretflow/kuscia’s past year of commit activity
    Go 92 Apache-2.0 68 129 (35 issues need help) 3 Updated Mar 19, 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.

    secretflow/spu’s past year of commit activity
    C++ 277 Apache-2.0 120 41 (9 issues need help) 10 Updated Mar 19, 2025
  • bazel-registry Public

    Bazel Registry for SecretFlow Stack

    secretflow/bazel-registry’s past year of commit activity
    Starlark 1 9 0 1 Updated Mar 19, 2025
  • devtools Public
    secretflow/devtools’s past year of commit activity
    Python 2 Apache-2.0 13 1 0 Updated Mar 19, 2025
  • secretflow Public

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

    secretflow/secretflow’s past year of commit activity
    Python 2,396 Apache-2.0 427 142 (33 issues need help) 19 Updated Mar 18, 2025
  • dataproxy Public
    secretflow/dataproxy’s past year of commit activity
    Java 4 Apache-2.0 7 0 0 Updated Mar 18, 2025
  • psi Public

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

    secretflow/psi’s past year of commit activity
    C++ 31 Apache-2.0 35 26 (1 issue needs help) 14 Updated Mar 18, 2025
  • serving Public

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

    secretflow/serving’s past year of commit activity
    C++ 10 Apache-2.0 4 9 10 Updated Mar 17, 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.

    secretflow/yacl’s past year of commit activity
    C++ 99 Apache-2.0 71 10 14 Updated Mar 17, 2025