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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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「隐语城市行·成都站X蓉数大讲堂」 “数据要素x”：隐私计算软硬件结合，业务场景新实践探索 线下活动正在报名中 立即报名 ｜ 查看活动详情

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  1. secretflow secretflow Public

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

    Python 2.2k 362

  2. kuscia kuscia Public

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

    Go 60 42

  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 108 40

  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++ 202 89

  5. heu heu Public

    A high-performance homomorphic encryption algorithm library.

    C++ 79 33

  6. yacl yacl Public

    YACL (Yet Another Common crypto library) is a C++ library that contains cryptgraphy, network and io modules which other SecretFlow code depends on.

    C++ 63 57

Repositories

Showing 10 of 35 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.

    C++ 202 Apache-2.0 89 18 3 Updated May 17, 2024
  • kuscia Public

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

    Go 60 Apache-2.0 42 32 3 Updated May 17, 2024
  • secretpad-frontend Public

    The frontend repo for secretpad

    TypeScript 14 Apache-2.0 5 0 0 Updated May 17, 2024
  • psi Public

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

    C++ 21 Apache-2.0 13 12 10 Updated May 17, 2024
  • yacl Public

    YACL (Yet Another Common crypto library) is a C++ library that contains cryptgraphy, network and io modules which other SecretFlow code depends on.

    C++ 63 Apache-2.0 57 9 11 Updated May 17, 2024
  • serving Public

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

    C++ 8 Apache-2.0 3 3 11 Updated May 17, 2024
  • easy-psi Public

    Easy PSI is a web platform focused on Private Set Intersection(PSI), which is based on Kuscia and SecretFlow PSI Library.

    Java 3 Apache-2.0 3 0 0 Updated May 16, 2024
  • capsule-manager-sdk Public

    a sdk tool to access capsule manager

    Python 2 Apache-2.0 3 3 0 Updated May 16, 2024
  • trustedflow Public

    A privacy-preserving computing system based on TEE.

    C++ 9 Apache-2.0 7 3 0 Updated May 15, 2024
  • secretflow Public

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

    Python 2,207 Apache-2.0 362 113 13 Updated May 15, 2024
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