├── .gitignore ├── LICENSE ├── README.md ├── cen_run.sh ├── cen_seed_run.py ├── configs ├── __init__.py ├── datasets.py ├── federated.py ├── models.py ├── trainers.py └── tuning.py ├── data ├── __init__.py ├── base_dataloader.py ├── dataloader.py └── utils.py ├── fed_reproduce.py ├── fed_run.sh ├── fed_seed_run.py ├── fedlab ├── __init__.py ├── core │ ├── __init__.py │ ├── client │ │ ├── __init__.py │ │ ├── manager.py │ │ ├── serial_trainer.py │ │ └── trainer.py │ ├── communicator │ │ ├── __init__.py │ │ ├── package.py │ │ └── processor.py │ ├── coordinator.py │ ├── model_maintainer.py │ ├── network.py │ ├── network_manager.py │ └── server │ │ ├── __init__.py │ │ ├── handler.py │ │ ├── hierarchical │ │ ├── __init__.py │ │ ├── connector.py │ │ └── scheduler.py │ │ └── manager.py └── utils │ ├── __init__.py │ ├── aggregator.py │ ├── dataset │ ├── __init__.py │ ├── functional.py │ ├── partition.py │ ├── sampler.py │ └── slicing.py │ ├── functional.py │ ├── logger.py │ ├── message_code.py │ └── serialization.py ├── figures ├── overview.png └── scripts │ ├── PET.txt │ ├── figure2.py │ ├── figure3.py │ ├── figure4.py │ ├── figure5.py │ ├── figure6.py │ └── figure7.py ├── main.py ├── models ├── __init__.py ├── base_models.py ├── classification.py └── utils.py ├── requirements.txt ├── run ├── centralized │ ├── __init__.py │ ├── client.py │ ├── config.yaml │ └── trainer.py ├── dry_run │ ├── config.yaml │ └── trainer.py └── fedavg │ ├── __init__.py │ ├── client.py │ ├── config.yaml │ ├── server.py │ └── trainer.py ├── test.py ├── tools ├── backup │ └── test.py ├── conll_scripts │ ├── ner.py │ └── partition.py ├── glue_scripts │ ├── glue.py │ ├── glue_metric.py │ ├── glue_utils.py │ ├── local.py │ ├── partition.py │ └── partition.sh ├── partitions.py └── plot │ ├── log_line.py │ └── visualization_heatmap_unsort.py ├── trainers ├── BaseClient │ ├── __init__.py │ ├── base_client.py │ └── base_local_trainer.py ├── BaseServer │ ├── __init__.py │ └── base_server.py ├── FedBaseTrainer.py └── __init__.py └── utils ├── __init__.py ├── callback.py ├── config.py ├── evaluations.py ├── general.py ├── globalhost.py ├── logger.py ├── loss.py ├── metrics.py └── register.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SMILELab-FL/FedPETuning/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SMILELab-FL/FedPETuning/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SMILELab-FL/FedPETuning/HEAD/README.md -------------------------------------------------------------------------------- /cen_run.sh: 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