├── LICENSE ├── README.md ├── data ├── .DS_Store ├── celeba │ └── data │ │ ├── test │ │ └── all_data_niid_1_keep_25_test_8.json │ │ └── train │ │ └── all_data_niid_1_keep_25_train_8.json ├── mnist │ ├── README.md │ └── generate_niid.py ├── nist │ ├── README.md │ ├── data │ │ └── my_sample.py │ ├── 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 │ ├── .DS_Store │ ├── README.md │ ├── data │ │ ├── .DS_Store │ │ ├── test │ │ │ └── all_data_niid_2_keep_100_test_8.json │ │ └── train │ │ │ └── all_data_niid_2_keep_100_train_8.json │ ├── preprocess.sh │ ├── preprocess │ │ ├── data_to_json.sh │ │ ├── gen_all_data.py │ │ ├── get_data.sh │ │ ├── preprocess_shakespeare.py │ │ └── shake_utils.py │ └── stats.sh ├── synthetic_0.5_0.5 │ ├── README.md │ ├── data │ │ ├── test │ │ │ └── mytest.json │ │ └── train │ │ │ └── mytrain.json │ └── generate_synthetic.py ├── synthetic_0_0 │ ├── README.md │ ├── data │ │ ├── test │ │ │ └── mytest.json │ │ └── train │ │ │ └── mytrain.json │ └── generate_synthetic.py ├── synthetic_1_1 │ ├── README.md │ ├── data │ │ ├── test │ │ │ └── mytest.json │ │ └── train │ │ │ └── mytrain.json │ └── generate_synthetic.py └── synthetic_iid │ ├── README.md │ ├── data │ ├── test │ │ └── mytest.json │ └── train │ │ └── mytrain.json │ └── generate_iid.py ├── flearn ├── .DS_Store ├── models │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── client.cpython-36.pyc │ ├── celeba │ │ ├── __init__.py │ │ └── cnn.py │ ├── client.py │ ├── mnist │ │ ├── __init__.py │ │ └── mclr.py │ ├── nist │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-36.pyc │ │ ├── cnn.py │ │ └── mclr.py │ ├── sent140 │ │ ├── get_embs.py │ │ ├── get_embs.sh │ │ └── stacked_lstm.py │ ├── shakespeare │ │ └── stacked_lstm.py │ └── synthetic │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── mclr.cpython-36.pyc │ │ └── mclr.py ├── optimizer │ ├── __pycache__ │ │ └── pgd.cpython-36.pyc │ ├── pgd.py │ └── pggd.py ├── trainers │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── fedavg.cpython-36.pyc │ │ ├── fedbase.cpython-36.pyc │ │ └── fedprox.cpython-36.pyc │ ├── fedavg.py │ ├── fedbase.py │ ├── feddane.py │ └── fedprox.py └── utils │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-38.pyc │ ├── model_utils.cpython-36.pyc │ ├── model_utils.cpython-38.pyc │ └── tf_utils.cpython-36.pyc │ ├── language_utils.py │ ├── model_utils.py │ ├── tf_utils.py │ └── utils.py ├── main.py ├── requirements.txt ├── run_fedavg.sh ├── run_fedprox.sh ├── run_scripts.sh ├── submod_scripts.sh ├── submod_scripts_sent140.sh ├── 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