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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 383

  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 120 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++ 223 100

  5. heu heu Public

    A high-performance homomorphic encryption algorithm library.

    C++ 83 37

  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++ 73 61

Repositories

Showing 10 of 31 repositories
  • 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++ 223 Apache-2.0 100 20 (5 issues need help) 7 Updated Sep 12, 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 6 11 Updated Sep 12, 2024
  • secretnote Public
    secretflow/secretnote’s past year of commit activity
    TypeScript 18 Apache-2.0 1 3 0 Updated Sep 12, 2024
  • docs Public
    secretflow/docs’s past year of commit activity
    1 Apache-2.0 4 0 0 Updated Sep 12, 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++ 25 Apache-2.0 20 14 (1 issue needs help) 11 Updated Sep 12, 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++ 73 Apache-2.0 61 8 8 Updated Sep 11, 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 38 Apache-2.0 24 56 1 Updated Sep 11, 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 72 Apache-2.0 49 54 4 Updated Sep 11, 2024
  • secretflow Public

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

    secretflow/secretflow’s past year of commit activity
    Python 2,312 Apache-2.0 383 150 8 Updated Sep 11, 2024
  • secretpad-frontend Public

    The frontend repo for secretpad

    secretflow/secretpad-frontend’s past year of commit activity
    TypeScript 16 Apache-2.0 6 4 0 Updated Sep 5, 2024
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