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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 Public

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

    Python 2.5k 445

  2. kuscia Public

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

    Go 108 92

  3. 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 154 68

  4. 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++ 292 135

  5. heu Public

    A high-performance homomorphic encryption algorithm library.

    C++ 100 43

  6. 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++ 106 81

Repositories

Showing 10 of 37 repositories
  • 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 154 Apache-2.0 68 23 6 Updated Jul 21, 2025
  • 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++ 106 Apache-2.0 81 7 12 Updated Jul 19, 2025
  • 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++ 292 Apache-2.0 135 25 (6 issues need help) 15 Updated Jul 19, 2025
  • docs Public
    1 Apache-2.0 7 0 0 Updated Jul 18, 2025
  • 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.

    Java 45 Apache-2.0 31 73 4 Updated Jul 18, 2025
  • serving Public

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

    C++ 10 Apache-2.0 5 5 11 Updated Jul 18, 2025
  • kuscia Public

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

    Go 108 Apache-2.0 92 88 (25 issues need help) 11 Updated Jul 17, 2025
  • .github Public

    Default community health files for SecretFlow

    3 Apache-2.0 9 1 10 Updated Jul 16, 2025
  • secretflow Public

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

    Python 2,483 Apache-2.0 445 122 (20 issues need help) 5 Updated Jul 16, 2025
  • psi Public

    The repo of Private Set Intersection(PSI) and Private Information Retrieval(PIR) from SecretFlow.

    C++ 35 Apache-2.0 43 13 (1 issue needs help) 12 Updated Jul 4, 2025