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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 2.2k 364

  2. kuscia kuscia Public

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

    Go 66 46

  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 111 42

  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++ 208 95

  5. heu heu Public

    A high-performance homomorphic encryption algorithm library.

    C++ 78 33

  6. yacl yacl Public

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

    C++ 70 59

Repositories

Showing 10 of 34 repositories
  • yacl Public

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

    secretflow/yacl’s past year of commit activity
    C++ 70 Apache-2.0 59 8 5 Updated Jun 26, 2024
  • serving Public

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

    secretflow/serving’s past year of commit activity
    C++ 7 Apache-2.0 3 4 10 Updated Jun 26, 2024
  • 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 66 Apache-2.0 46 45 3 Updated Jun 26, 2024
  • 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 111 Apache-2.0 42 12 0 Updated Jun 26, 2024
  • secretflow Public

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

    secretflow/secretflow’s past year of commit activity
    Python 2,247 Apache-2.0 364 125 3 Updated Jun 26, 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++ 208 Apache-2.0 95 23 5 Updated Jun 26, 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++ 21 Apache-2.0 15 11 6 Updated Jun 26, 2024
  • secretflow/secretnote’s past year of commit activity
    TypeScript 17 Apache-2.0 0 3 1 Updated Jun 26, 2024
  • secretpad Public

    SecretPad is a privacy-preserving computing web platform based on the Kuscia framework, designed to provide easy access to privacy-preserving data intelligence and machine learning functions.

    secretflow/secretpad’s past year of commit activity
    Java 34 Apache-2.0 19 34 0 Updated Jun 25, 2024
  • secretpad-frontend Public

    The frontend repo for secretpad

    secretflow/secretpad-frontend’s past year of commit activity
    TypeScript 15 Apache-2.0 5 1 0 Updated Jun 25, 2024