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SecretFlow

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

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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 397

  2. kuscia kuscia Public

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

    Go 73 53

  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 127 48

  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++ 242 104

  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 64

Repositories

Showing 10 of 31 repositories
  • 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 64 8 11 Updated Nov 17, 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++ 27 Apache-2.0 24 16 (1 issue needs help) 8 Updated Nov 16, 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 15, 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 127 Apache-2.0 48 20 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 2,354 Apache-2.0 397 141 16 Updated Nov 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++ 242 Apache-2.0 104 27 (5 issues need help) 6 Updated Nov 14, 2024
  • secretnote Public

    Notebook Suite for SecretFlow and SCQL

    secretflow/secretnote’s past year of commit activity
    TypeScript 19 Apache-2.0 1 4 0 Updated Nov 13, 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 53 54 4 Updated Nov 11, 2024
  • interconnection Public

    Interconnection Protocol

    secretflow/interconnection’s past year of commit activity
    Starlark 14 Apache-2.0 16 0 0 Updated Nov 6, 2024
  • heu Public

    A high-performance homomorphic encryption algorithm library.

    secretflow/heu’s past year of commit activity
    C++ 90 Apache-2.0 41 3 2 Updated Nov 6, 2024
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