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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 400

  2. kuscia kuscia Public

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

    Go 73 55

  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 129 50

  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++ 243 105

  5. heu heu Public

    A high-performance homomorphic encryption algorithm library.

    C++ 90 41

  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++ 79 66

Repositories

Showing 10 of 32 repositories
  • 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++ 27 Apache-2.0 25 17 (1 issue needs help) 7 Updated Nov 22, 2024
  • docs Public
    secretflow/docs’s past year of commit activity
    1 Apache-2.0 5 0 0 Updated Nov 22, 2024
  • agentnexus Public
    secretflow/agentnexus’s past year of commit activity
    0 Apache-2.0 0 0 0 Updated Nov 22, 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 73 Apache-2.0 54 54 4 Updated Nov 22, 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 10 10 Updated Nov 21, 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++ 243 Apache-2.0 105 27 (5 issues need help) 4 Updated Nov 21, 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++ 79 Apache-2.0 66 8 10 Updated Nov 20, 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 129 Apache-2.0 50 23 0 Updated Nov 15, 2024
  • secretflow Public

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

    secretflow/secretflow’s past year of commit activity
    Python 2,356 Apache-2.0 400 146 17 Updated Nov 15, 2024
  • secretnote Public

    Notebook Suite for SecretFlow and SCQL

    secretflow/secretnote’s past year of commit activity
    TypeScript 20 Apache-2.0 1 4 0 Updated Nov 13, 2024
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