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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 2.4k 434

  2. kuscia Public

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

    Go 97 79

  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 150 57

  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++ 284 128

  5. heu Public

    A high-performance homomorphic encryption algorithm library.

    C++ 95 42

  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++ 103 71

Repositories

Showing 10 of 34 repositories
  • dataproxy Public
    Java 4 Apache-2.0 8 0 0 Updated Apr 22, 2025
  • 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 150 Apache-2.0 57 25 1 Updated Apr 22, 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++ 103 Apache-2.0 71 7 10 Updated Apr 21, 2025
  • bazel-registry Public

    Bazel Registry for SecretFlow Stack

    Starlark 2 10 0 0 Updated Apr 21, 2025
  • psi Public

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

    C++ 33 Apache-2.0 37 17 (1 issue needs help) 11 Updated Apr 18, 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++ 284 Apache-2.0 128 28 (2 issues need help) 10 Updated Apr 18, 2025
  • serving Public

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

    C++ 10 Apache-2.0 4 8 5 Updated Apr 18, 2025
  • secretnote Public

    Notebook Suite for SecretFlow and SCQL

    TypeScript 20 Apache-2.0 3 5 0 Updated Apr 17, 2025
  • heu Public

    A high-performance homomorphic encryption algorithm library.

    C++ 95 Apache-2.0 42 5 (1 issue needs help) 3 Updated Apr 17, 2025
  • kuscia Public

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

    Go 97 Apache-2.0 79 77 (3 issues need help) 3 Updated Apr 17, 2025