We are excited to announce the official release of SecretFlow 1.14.0!
This version brings important optimizations and issue fixes that make SecretFlow easier to use and more developer-friendly.
๐ What is SecretFlow?
SecretFlow ** is an **open-source privacy-preserving computing framework initiated by Ant Group and embraced by a fast-growing open-source community.
Its mission is to build a โusable but invisibleโ data computing infrastructure โ enabling multiple parties to collaborate on data securely, without exposing their raw data.
๐ Key Technologies Integrated in SecretFlow
- MPC (Multi-Party Computation): allows multiple participants to jointly compute results without revealing their private inputs.
- FL (Federated Learning): enables decentralized model training where data never leaves its original source.
- HE (Homomorphic Encryption): makes it possible to perform computations directly on encrypted data.
- TEE (Trusted Execution Environment): leverages hardware-based security enclaves to protect both data and computation.
๐ Application Scenarios
SecretFlow has been applied in real-world scenarios where data security and compliance are critical:
- Financial Risk Control: joint modeling between institutions to enhance anti-fraud and credit scoring.
- Insurance Pricing: precise car insurance pricing based on combined human and vehicle data.
- Healthcare Research: cross-hospital collaboration on medical studies without disclosing sensitive patient data.
- Telecom & Operators: compliant data integration across multiple entities.
In short, SecretFlow provides the foundation for trusted collaboration on data in an era where both privacy and data value are equally important.
๐ง Optimizations in 1.14.0
secretflow_fl
migrated to an independent reposfl
This improves modularization, allowing the federated learning module to evolve independently.Unified installation packages and images
From now on, there will no longer be separatesecretflow
andsecretflow[lite]
packages.
The Docker images are also unified โ bringing you a simpler, lighter deployment experience.
๐ ๏ธ Bug Fixes
We also addressed community-reported issues in this release:
A big thanks to our community users who actively reported issues and helped us improve!
โญ If you find SecretFlow useful, donโt forget to give us a Star on GitHub:
๐ https://github.com/secretflow/secretflow
Your support means a lot and helps the community grow stronger! ๐ช
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