├── LICENSE ├── README.md ├── combine_nets.py ├── data ├── .DS_Store ├── cifar10 │ └── .DS_Store └── mnist │ └── .DS_Store ├── datasets.py ├── dist_skew_main.py ├── jupyter_notebook ├── Interpretability_fedma.ipynb ├── first_round_retraining_weights └── matching │ ├── .ipynb_checkpoints │ ├── __init__-checkpoint.py │ ├── gaus_marginal_matching-checkpoint.py │ ├── pfnm-checkpoint.py │ └── utils-checkpoint.py │ ├── __init__.py │ ├── __init__.pyc │ ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-37.pyc │ ├── gaus_marginal_matching.cpython-36.pyc │ ├── gaus_marginal_matching.cpython-37.pyc │ ├── pfnm.cpython-36.pyc │ ├── pfnm.cpython-37.pyc │ ├── pfnm_communication.cpython-36.pyc │ ├── pfnm_communication.cpython-37.pyc │ ├── utils.cpython-36.pyc │ └── utils.cpython-37.pyc │ ├── gaus_marginal_matching.py │ ├── gaus_marginal_matching.pyc │ ├── pfnm.py │ ├── pfnm.pyc │ ├── pfnm_communication.py │ ├── pfnm_communication.pyc │ ├── utils.py │ └── utils.pyc ├── language_modeling ├── datum │ ├── femnist │ │ ├── README.md │ │ ├── preprocess.sh │ │ ├── preprocess │ │ │ ├── data_to_json.py │ │ │ ├── data_to_json.sh │ │ │ ├── get_data.sh │ │ │ ├── get_file_dirs.py │ │ │ ├── get_hashes.py │ │ │ ├── group_by_writer.py │ │ │ └── match_hashes.py │ │ └── stats.sh │ ├── sent140 │ │ ├── README.md │ │ ├── preprocess.sh │ │ ├── preprocess │ │ │ ├── combine_data.py │ │ │ ├── data_to_json.py │ │ │ ├── data_to_json.sh │ │ │ └── get_data.sh │ │ └── stats.sh │ ├── shakespeare │ │ ├── README.md │ │ ├── preprocess.sh │ │ ├── preprocess │ │ │ ├── data_to_json.sh │ │ │ ├── gen_all_data.py │ │ │ ├── get_data.sh │ │ │ ├── preprocess_shakespeare.py │ │ │ └── shake_utils.py │ │ └── stats.sh │ └── utils │ │ ├── __init__.py │ │ ├── constants.py │ │ ├── preprocess.sh │ │ ├── remove_users.py │ │ ├── sample.py │ │ ├── split_data.py │ │ ├── stats.py │ │ └── util.py ├── ensemble_accuracy_calculator.py ├── gaus_marginal_matching.py ├── language_fedma.py ├── language_main.py ├── language_model.py ├── language_oneshot_matching.py ├── language_utils.py ├── language_whole_training.py ├── lstm_fedma_with_comm.py ├── run_fedma_with_comm.sh └── run_language_main.sh ├── main.py ├── matching ├── .DS_Store ├── .ipynb_checkpoints │ └── pfnm-checkpoint.py ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-37.pyc │ ├── gaus_marginal_matching.cpython-36.pyc │ ├── gaus_marginal_matching.cpython-37.pyc │ ├── pfnm.cpython-36.pyc │ ├── pfnm.cpython-37.pyc │ ├── pfnm_communication.cpython-36.pyc │ └── pfnm_communication.cpython-37.pyc ├── gaus_marginal_matching.py ├── pfnm.py ├── pfnm_communication.py └── utils.py ├── matching_performance.py ├── matching_weights_cache └── README.md ├── model.py ├── run.sh ├── run_dist_skew.sh ├── utils.py └── vgg.py /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/IBM/FedMA/HEAD/LICENSE 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