├── .gitattributes ├── Centralized HDC ├── Result │ ├── Accuracy.png │ ├── Retrain_8000+4000 │ │ ├── Accuracy.csv │ │ ├── Accuracy1000.csv │ │ ├── Accuracy10000.csv │ │ ├── Accuracy2000.csv │ │ ├── Accuracy5000.csv │ │ ├── Training_time.csv │ │ ├── Training_time1000.csv │ │ ├── Training_time10000.csv │ │ ├── Training_time2000.csv │ │ └── Training_time5000.csv │ ├── plot_accuracy.py │ ├── retrainPCA_8000+4000 │ │ ├── Accuracy.csv │ │ ├── Accuracy1000.csv │ │ ├── Accuracy10000.csv │ │ ├── Accuracy2000.csv │ │ ├── Accuracy5000.csv │ │ ├── Training_time.csv │ │ ├── Training_time1000.csv │ │ ├── Training_time10000.csv │ │ ├── Training_time2000.csv │ │ └── Training_time5000.csv │ ├── retrain_60000+10000 │ │ ├── Accuracy10000.csv │ │ └── retraining_time10000.csv │ ├── train60000+10000 │ │ ├── Accuracy1000.csv │ │ ├── Accuracy2000.csv │ │ ├── Accuracy3000.csv │ │ ├── Training_time1000.csv │ │ ├── Training_time2000.csv │ │ └── Training_time3000.csv │ ├── trainPCA_8000+4000 │ │ ├── Accuracy.csv │ │ ├── Accuracy1000.csv │ │ ├── Accuracy10000.csv │ │ ├── Accuracy2000.csv │ │ ├── Accuracy5000.csv │ │ ├── Training_time.csv │ │ ├── Training_time1000.csv │ │ ├── Training_time10000.csv │ │ ├── Training_time2000.csv │ │ └── Training_time5000.csv │ └── train_8000+4000 │ │ ├── Accuracy.csv │ │ ├── Accuracy1000.csv │ │ ├── Accuracy10000.csv │ │ ├── Accuracy2000.csv │ │ ├── Accuracy3000.csv │ │ ├── Accuracy5000.csv │ │ ├── Readme.txt │ │ ├── Training_time.csv │ │ ├── Training_time1000.csv │ │ ├── Training_time10000.csv │ │ ├── Training_time2000.csv │ │ ├── Training_time3000.csv │ │ └── Training_time5000.csv └── src │ ├── HDC_Centralized.py │ ├── Readme.md │ ├── __pycache__ │ ├── HDC.cpython-37.pyc │ ├── HDC_Centralized.cpython-37.pyc │ └── HDC_mulpc_ISOLET.cpython-37.pyc │ ├── centralized_HDC_main.py │ └── retrain_centralized_HDC.py ├── FLHDC_IntegerAM ├── Base Model │ ├── Base_model.py │ └── Readme.md ├── Global_model │ ├── Readme.md │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ └── global_model.cpython-37.pyc │ ├── dim10000_K100.csv │ ├── dim10000_K100.png │ ├── dim10000_K20.csv │ ├── dim10000_K20.png │ ├── dim10000_K20_bin.csv │ ├── global_model.py │ ├── library │ │ ├── HDC_FL.py │ │ ├── __init__.py │ │ └── __pycache__ │ │ │ ├── HDC_FL.cpython-37.pyc │ │ │ └── __init__.cpython-37.pyc │ └── plot_accuracy.py ├── Readme.md ├── Total_retraining.py ├── client_retraining.py ├── client_rmtree.bat ├── client_rmtree.py ├── client_training.py └── library │ ├── HDC_FL.py │ ├── __init__.py │ └── __pycache__ │ ├── HDC_FL.cpython-37.pyc │ └── __init__.cpython-37.pyc ├── FLHDC_binaryAM_new ├── Base Model │ ├── Base_model.py │ └── Readme.md ├── Global_model │ ├── Accuracy_framework.eps │ ├── Accuracy_framework.png │ ├── Communication_cost.eps │ ├── Communication_cost.png │ ├── Readme.md │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ └── global_model.cpython-37.pyc │ ├── dim10000_K100_lr_retraininit.csv │ ├── dim10000_K20_cenvsFLbin.png │ ├── dim10000_K20_communication_cost.png │ ├── dim10000_K20_lr.csv │ ├── dim10000_K20_lr10_retraininit.csv │ ├── dim10000_K20_lr1_noretraininit.csv │ ├── dim10000_K20_lr20_retraininit.csv │ ├── dim10000_K20_lr3_retraininit.csv │ ├── dim10000_K20_lr7_retraininit.csv │ ├── dim10000_K20_lr_retraininit.csv │ ├── dim10000_K20_nolr_retraininit.csv │ ├── dim10000_K60_lr_retraininit.csv │ ├── dim10000_K80_lr_retraininit.csv │ ├── dim1000_K100_lr_retraininit.csv │ ├── dim1000_K20_lr_retraininit.csv │ ├── dim1000_K60_lr_retraininit.csv │ ├── dim1000_K80_lr_retraininit.csv │ ├── dim2000_K100_lr_retraininit.csv │ ├── dim2000_K20_lr_retraininit.csv │ ├── dim2000_K60_lr_retraininit.csv │ ├── dim2000_K80_lr_retraininit.csv │ ├── dim4000_K100_lr_retraininit.csv │ ├── dim4000_K20_lr_retraininit.csv │ ├── dim4000_K60_lr_retraininit.csv │ ├── dim4000_K80_lr_retraininit.csv │ ├── dim6000_K100_lr_retraininit.csv │ ├── dim6000_K20_lr_retraininit.csv │ ├── dim6000_K60_lr_retraininit.csv │ ├── dim6000_K80_lr_retraininit.csv │ ├── dim8000_K100_lr_retraininit.csv │ ├── dim8000_K20_lr_retraininit.csv │ ├── dim8000_K60_lr_retraininit.csv │ ├── dim8000_K80_lr_retraininit.csv │ ├── emf │ │ ├── Accuracy_framework.emf │ │ ├── Communication_cost.emf │ │ ├── impact_of_lr_max.emf │ │ └── impact_of_parameter.emf │ ├── global_model.py │ ├── histogram │ │ ├── One-shot_FL_hist_1.png │ │ ├── One-shot_FL_hist_2.png │ │ ├── Retrain10_FL_hist_1.png │ │ ├── Retrain10_FL_hist_2.png │ │ ├── Retrain11_FL_hist_1.png │ │ ├── Retrain11_FL_hist_2.png │ │ ├── Retrain12_FL_hist_1.png │ │ ├── Retrain12_FL_hist_2.png │ │ ├── Retrain13_FL_hist_1.png │ │ ├── Retrain13_FL_hist_2.png │ │ ├── Retrain14_FL_hist_1.png │ │ ├── Retrain14_FL_hist_2.png │ │ ├── Retrain15_FL_hist_1.png │ │ ├── Retrain15_FL_hist_2.png │ │ ├── Retrain16_FL_hist_1.png │ │ ├── Retrain16_FL_hist_2.png │ │ ├── Retrain17_FL_hist_1.png │ │ ├── Retrain17_FL_hist_2.png │ │ ├── Retrain18_FL_hist_1.png │ │ ├── Retrain18_FL_hist_2.png │ │ ├── Retrain19_FL_hist_1.png │ │ ├── Retrain19_FL_hist_2.png │ │ ├── Retrain1_FL_hist_1.png │ │ ├── Retrain1_FL_hist_2.png │ │ ├── Retrain20_FL_hist_1.png │ │ ├── Retrain20_FL_hist_2.png │ │ ├── Retrain21_FL_hist_1.png │ │ ├── Retrain21_FL_hist_2.png │ │ ├── Retrain22_FL_hist_1.png │ │ ├── Retrain22_FL_hist_2.png │ │ ├── Retrain23_FL_hist_1.png │ │ ├── Retrain23_FL_hist_2.png │ │ ├── Retrain24_FL_hist_1.png │ │ ├── Retrain24_FL_hist_2.png │ │ ├── Retrain25_FL_hist_1.png │ │ ├── Retrain25_FL_hist_2.png │ │ ├── Retrain26_FL_hist_1.png │ │ ├── Retrain26_FL_hist_2.png │ │ ├── Retrain27_FL_hist_1.png │ │ ├── Retrain27_FL_hist_2.png │ │ ├── Retrain28_FL_hist_1.png │ │ ├── Retrain28_FL_hist_2.png │ │ ├── Retrain29_FL_hist_1.png │ │ ├── Retrain29_FL_hist_2.png │ │ ├── Retrain2_FL_hist_1.png │ │ ├── Retrain2_FL_hist_2.png │ │ ├── Retrain30_FL_hist_1.png │ │ ├── Retrain30_FL_hist_2.png │ │ ├── Retrain3_FL_hist_1.png │ │ ├── Retrain3_FL_hist_2.png │ │ ├── Retrain4_FL_hist_1.png │ │ ├── Retrain4_FL_hist_2.png │ │ ├── Retrain5_FL_hist_1.png │ │ ├── Retrain5_FL_hist_2.png │ │ ├── Retrain6_FL_hist_1.png │ │ ├── Retrain6_FL_hist_2.png │ │ ├── Retrain7_FL_hist_1.png │ │ ├── Retrain7_FL_hist_2.png │ │ ├── Retrain8_FL_hist_1.png │ │ ├── Retrain8_FL_hist_2.png │ │ ├── Retrain9_FL_hist_1.png │ │ └── Retrain9_FL_hist_2.png │ ├── histogram_lrsub=1 │ │ └── histogram │ │ │ ├── One-shot_FL_hist_1.png │ │ │ ├── One-shot_FL_hist_2.png │ │ │ ├── Retrain10_FL_hist_1.png │ │ │ ├── Retrain10_FL_hist_2.png │ │ │ ├── Retrain11_FL_hist_1.png │ │ │ ├── Retrain11_FL_hist_2.png │ │ │ ├── Retrain12_FL_hist_1.png │ │ │ ├── Retrain12_FL_hist_2.png │ │ │ ├── Retrain13_FL_hist_1.png │ │ │ ├── Retrain13_FL_hist_2.png │ │ │ ├── Retrain14_FL_hist_1.png │ │ │ ├── Retrain14_FL_hist_2.png │ │ │ ├── Retrain15_FL_hist_1.png │ │ │ ├── Retrain15_FL_hist_2.png │ │ │ ├── Retrain16_FL_hist_1.png │ │ │ ├── Retrain16_FL_hist_2.png │ │ │ ├── Retrain17_FL_hist_1.png │ │ │ ├── Retrain17_FL_hist_2.png │ │ │ ├── Retrain18_FL_hist_1.png │ │ │ ├── Retrain18_FL_hist_2.png │ │ │ ├── Retrain19_FL_hist_1.png │ │ │ ├── Retrain19_FL_hist_2.png │ │ │ ├── Retrain1_FL_hist_1.png │ │ │ ├── Retrain1_FL_hist_2.png │ │ │ ├── Retrain20_FL_hist_1.png │ │ │ ├── Retrain20_FL_hist_2.png │ │ │ ├── Retrain21_FL_hist_1.png │ │ │ ├── Retrain21_FL_hist_2.png │ │ │ ├── Retrain22_FL_hist_1.png │ │ │ ├── Retrain22_FL_hist_2.png │ │ │ ├── Retrain23_FL_hist_1.png │ │ │ ├── Retrain23_FL_hist_2.png │ │ │ ├── Retrain24_FL_hist_1.png │ │ │ ├── Retrain24_FL_hist_2.png │ │ │ ├── Retrain25_FL_hist_1.png │ │ │ ├── Retrain25_FL_hist_2.png │ │ │ ├── Retrain26_FL_hist_1.png │ │ │ ├── Retrain26_FL_hist_2.png │ │ │ ├── Retrain27_FL_hist_1.png │ │ │ ├── Retrain27_FL_hist_2.png │ │ │ ├── Retrain28_FL_hist_1.png │ │ │ ├── Retrain28_FL_hist_2.png │ │ │ ├── Retrain29_FL_hist_1.png │ │ │ ├── Retrain29_FL_hist_2.png │ │ │ ├── Retrain2_FL_hist_1.png │ │ │ ├── Retrain2_FL_hist_2.png │ │ │ ├── Retrain30_FL_hist_1.png │ │ │ ├── Retrain30_FL_hist_2.png │ │ │ ├── Retrain3_FL_hist_1.png │ │ │ ├── Retrain3_FL_hist_2.png │ │ │ ├── Retrain4_FL_hist_1.png │ │ │ ├── Retrain4_FL_hist_2.png │ │ │ ├── Retrain5_FL_hist_1.png │ │ │ ├── Retrain5_FL_hist_2.png │ │ │ ├── Retrain6_FL_hist_1.png │ │ │ ├── Retrain6_FL_hist_2.png │ │ │ ├── Retrain7_FL_hist_1.png │ │ │ ├── Retrain7_FL_hist_2.png │ │ │ ├── Retrain8_FL_hist_1.png │ │ │ ├── Retrain8_FL_hist_2.png │ │ │ ├── Retrain9_FL_hist_1.png │ │ │ └── Retrain9_FL_hist_2.png │ ├── impact_of_lr_max.eps │ ├── impact_of_parameter.png │ ├── library │ │ ├── HDC_FL_binary.py │ │ ├── __init__.py │ │ └── __pycache__ │ │ │ ├── HDC_FL.cpython-37.pyc │ │ │ ├── HDC_FL_binary.cpython-37.pyc │ │ │ └── __init__.cpython-37.pyc │ ├── plot_accuracy_framework.py │ ├── plot_different_lr_max.py │ ├── plot_histogram.py │ ├── plot_impact_of_parameter.py │ └── plot_localretrain.py ├── Readme.md ├── Total_retraining.py ├── client_retraining.py ├── client_rmtree.bat ├── client_rmtree.py ├── client_training.py └── library │ ├── HDC_FL_binary.py │ ├── __init__.py │ └── __pycache__ │ ├── HDC_FL.cpython-37.pyc │ ├── HDC_FL_binary.cpython-37.pyc │ └── __init__.cpython-37.pyc ├── FLHDC_binaryAM_new_IID ├── Base Model │ ├── Base_model.py │ ├── Readme.md │ ├── initial_train_data.csv │ └── initial_train_label.csv ├── Global_model │ ├── Readme.md │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ └── global_model.cpython-37.pyc │ ├── dim10000_K20_lr_retraininit.csv │ ├── global_model.py │ ├── library │ │ ├── HDC_FL_binary.py │ │ ├── __init__.py │ │ └── __pycache__ │ │ │ ├── HDC_FL.cpython-37.pyc │ │ │ ├── HDC_FL_binary.cpython-37.pyc │ │ │ └── __init__.cpython-37.pyc │ ├── plot_accuracy.py │ └── plot_histogram.py ├── Readme.md ├── Total_retraining.py ├── client_retraining.py ├── client_rmtree.bat ├── client_rmtree.py ├── client_training.py └── library │ ├── HDC_FL_binary.py │ ├── __init__.py │ └── __pycache__ │ ├── HDC_FL.cpython-37.pyc │ ├── HDC_FL_binary.cpython-37.pyc │ └── __init__.cpython-37.pyc ├── ISOLET ├── Centralized HDC │ ├── Result │ │ ├── binary_retrain_60000+10000 │ │ │ ├── Accuracy10000.csv │ │ │ └── retraining_time10000.csv │ │ └── plot_accuracy.py │ └── src │ │ ├── HDC_Centralized.py │ │ ├── Readme.md │ │ ├── __pycache__ │ │ ├── HDC.cpython-37.pyc │ │ ├── HDC_Centralized.cpython-37.pyc │ │ └── HDC_mulpc_ISOLET.cpython-37.pyc │ │ ├── centralized_HDC_main.py │ │ └── retrain_centralized_HDC.py ├── FLHDC_IntegerAM │ ├── Base Model │ │ ├── Base_model.py │ │ └── Readme.md │ ├── Global_model │ │ ├── Readme.md │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-37.pyc │ │ │ └── global_model.cpython-37.pyc │ │ ├── dim10000_K20.csv │ │ ├── dim10000_K20_bin.csv │ │ ├── global_model.py │ │ ├── library │ │ │ ├── HDC_FL.py │ │ │ ├── __init__.py │ │ │ └── __pycache__ │ │ │ │ ├── HDC_FL.cpython-37.pyc │ │ │ │ └── __init__.cpython-37.pyc │ │ └── plot_accuracy.py │ ├── Readme.md │ ├── Total_retraining.py │ ├── client_retraining.py │ ├── client_rmtree.bat │ ├── client_rmtree.py │ ├── client_training.py │ └── library │ │ ├── HDC_FL.py │ │ ├── __init__.py │ │ └── __pycache__ │ │ ├── HDC_FL.cpython-37.pyc │ │ └── __init__.cpython-37.pyc ├── FLHDC_binaryAM │ ├── Base Model │ │ ├── Base_model.py │ │ └── Readme.md │ ├── Global_model │ │ ├── Readme.md │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-37.pyc │ │ │ └── global_model.cpython-37.pyc │ │ ├── dim10000_K20_lr.csv │ │ ├── dim1000_K20_lr.csv │ │ ├── dim2000_K20_lr.csv │ │ ├── dim5000_K20_lr.csv │ │ ├── flipped_bit.pickle │ │ ├── global_model.py │ │ ├── global_model_dict.pickle │ │ ├── learning_rate.pickle │ │ ├── library │ │ │ ├── HDC_FL_binary.py │ │ │ ├── __init__.py │ │ │ └── __pycache__ │ │ │ │ ├── HDC_FL.cpython-37.pyc │ │ │ │ ├── HDC_FL_binary.cpython-36.pyc │ │ │ │ ├── HDC_FL_binary.cpython-37.pyc │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ └── __init__.cpython-37.pyc │ │ └── plot_accuracy.py │ ├── Readme.md │ ├── Total_retraining.py │ ├── client_retraining.py │ ├── client_rmtree.bat │ ├── client_rmtree.py │ ├── client_training.py │ └── library │ │ ├── HDC_FL_binary.py │ │ ├── __init__.py │ │ └── __pycache__ │ │ ├── HDC_FL.cpython-37.pyc │ │ ├── HDC_FL_binary.cpython-36.pyc │ │ ├── HDC_FL_binary.cpython-37.pyc │ │ ├── __init__.cpython-36.pyc │ │ └── __init__.cpython-37.pyc ├── FLHDC_binaryAM_new │ ├── Base Model │ │ ├── Base_model.py │ │ └── Readme.md │ ├── Global_model │ │ ├── Accuracy_framework.eps │ │ ├── Accuracy_framework.png │ │ ├── Communication_cost.eps │ │ ├── Communication_cost.png │ │ ├── Readme.md │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-37.pyc │ │ │ └── global_model.cpython-37.pyc │ │ ├── dim10000_K20_lr_retraininit.csv │ │ ├── emf │ │ │ ├── Accuracy_framework.emf │ │ │ └── Communication_cost.emf │ │ ├── global_model.py │ │ ├── library │ │ │ ├── HDC_FL_binary.py │ │ │ ├── __init__.py │ │ │ └── __pycache__ │ │ │ │ ├── HDC_FL.cpython-37.pyc │ │ │ │ ├── HDC_FL_binary.cpython-37.pyc │ │ │ │ └── __init__.cpython-37.pyc │ │ └── plot_accuracy_framework.py │ ├── Readme.md │ ├── Total_retraining.py │ ├── client_retraining.py │ ├── client_rmtree.bat │ ├── client_rmtree.py │ ├── client_training.py │ └── library │ │ ├── HDC_FL_binary.py │ │ ├── __init__.py │ │ └── __pycache__ │ │ ├── HDC_FL.cpython-37.pyc │ │ ├── HDC_FL_binary.cpython-37.pyc │ │ └── __init__.cpython-37.pyc ├── FLHDC_binaryAM_new_IID │ ├── Base Model │ │ ├── Base_model.py │ │ ├── Readme.md │ │ ├── initial_train_data.csv │ │ └── initial_train_label.csv │ ├── Global_model │ │ ├── Readme.md │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-37.pyc │ │ │ └── global_model.cpython-37.pyc │ │ ├── dim10000_K20_lr_retraininit.csv │ │ ├── global_model.py │ │ ├── library │ │ │ ├── HDC_FL_binary.py │ │ │ ├── __init__.py │ │ │ └── __pycache__ │ │ │ │ ├── HDC_FL.cpython-37.pyc │ │ │ │ ├── HDC_FL_binary.cpython-37.pyc │ │ │ │ └── __init__.cpython-37.pyc │ │ └── plot_accuracy.py │ ├── Readme.md │ ├── Total_retraining.py │ ├── client_retraining.py │ ├── client_rmtree.bat │ ├── client_rmtree.py │ ├── client_training.py │ └── library │ │ ├── HDC_FL_binary.py │ │ ├── __init__.py │ │ └── __pycache__ │ │ ├── HDC_FL.cpython-37.pyc │ │ ├── HDC_FL_binary.cpython-37.pyc │ │ └── __init__.cpython-37.pyc ├── ISOLET │ ├── data_csv │ │ ├── README.txt │ │ ├── test.csv │ │ ├── test_data.csv │ │ ├── test_label.csv │ │ ├── train.csv │ │ ├── train_data.csv │ │ └── train_label.csv │ └── sorted_data_csv │ │ ├── test_data.csv │ │ ├── test_label.csv │ │ ├── train_data.csv │ │ └── train_label.csv ├── Readme.md └── data preprocess src │ └── sort_data.py ├── MNIST ├── Readme.md ├── data_csv │ ├── test_data.csv │ ├── test_label.csv │ ├── train_data.csv │ └── train_label.csv └── sorted_data_csv │ ├── test_data.csv │ ├── test_label.csv │ ├── train_data.csv │ └── train_label.csv ├── Readme.md ├── data preprocess src ├── download_data.py └── sort_data.py ├── img └── Framework.png └── requirements.txt /.gitattributes: -------------------------------------------------------------------------------- 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