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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 2.3k 386

  2. kuscia kuscia Public

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

    Go 72 49

  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 125 45

  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++ 234 101

  5. heu heu Public

    A high-performance homomorphic encryption algorithm library.

    C++ 88 39

  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++ 74 63

Repositories

Showing 10 of 31 repositories
  • secretflow/secretnote’s past year of commit activity
    TypeScript 18 Apache-2.0 1 4 0 Updated Oct 15, 2024
  • heu Public

    A high-performance homomorphic encryption algorithm library.

    secretflow/heu’s past year of commit activity
    C++ 88 Apache-2.0 39 3 2 Updated Oct 15, 2024
  • 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++ 234 Apache-2.0 101 24 (5 issues need help) 6 Updated Oct 15, 2024
  • 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++ 74 Apache-2.0 63 9 5 Updated Oct 14, 2024
  • 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++ 26 Apache-2.0 20 14 (1 issue needs help) 5 Updated Oct 14, 2024
  • 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 Oct 14, 2024
  • kuscia-envoy Public

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

    secretflow/kuscia-envoy’s past year of commit activity
    C++ 10 Apache-2.0 8 1 1 Updated Oct 11, 2024
  • secretflow/dataproxy’s past year of commit activity
    Java 3 Apache-2.0 3 0 0 Updated Oct 11, 2024
  • devtools Public
    secretflow/devtools’s past year of commit activity
    Python 2 Apache-2.0 12 1 0 Updated Oct 9, 2024
  • .github Public

    Default community health files for SecretFlow

    secretflow/.github’s past year of commit activity
    3 Apache-2.0 4 1 1 Updated Oct 7, 2024