Secretflow

Changed

- component: expose cross_silo_comm_backend option for secretflow init.

Fixed

- SPU device: rm invalid use_link option.

Changed

- update psi benchmark.

Fixed

- fix tls on kuscia.

Added

- support GLM model transition from MPC version to Federated version.
- add sparse, quantized and mixed compressor.
- add polars backend for dataframe and SL model.
- add DisPFL adn VFGNN example.
- add cross_silo_comm_backend option to SFClusterConfig.RayFedConfig.

Fixed

- fix dataset build in SL.

Added

- SLModel: supports quantization compression algorithm, reducing communication volume by 2-4 times.
- SLModel: supports pipeline strategy, which can accelerate model training by 2-4 times in most scenarios.
- SLModel: PyTorch backend supports GPU.
- SLModel: introduces two attack and defense algorithms, LIA and FIA, for testing model security in the research and development stage.
- SLModel: supports a mode where one party only provides labels without providing features.
- Component: GLM train and predict components.
- Support the usage of brpc link as a backend for cross-silo communication.

Changed

- Component: add more parameters for SGB components.

Added

- Support the usage of brpc link as a backend for cross-silo communication.

Added

- Label inference attack v3