├── .gitignore ├── README.md ├── algorithms ├── basePS │ ├── README.md │ ├── message_define.py │ ├── ps_aggregator.py │ ├── ps_client_manager.py │ ├── ps_client_trainer.py │ └── ps_server_manager.py └── fedavg │ ├── FedAVGAggregator.py │ ├── FedAVGTrainer.py │ ├── FedAvgAPI.py │ ├── FedAvgClientManager.py │ ├── FedAvgServerManager.py │ ├── README.md │ ├── __init__.py │ ├── fedavg_client_timer.py │ ├── fedavg_server_timer.py │ ├── message_define.py │ └── utils.py ├── algorithms_standalone ├── __init__.py ├── basePS │ ├── aggregator.py │ ├── basePSmanager.py │ └── client.py ├── fedavg │ ├── FedAVGManager.py │ ├── aggregator.py │ └── client.py └── fednova │ ├── FedNovaManager.py │ ├── aggregator.py │ └── client.py ├── compression ├── __init__.py ├── compression.py ├── compressors_simple.py └── utils.py ├── configs ├── __init__.py ├── build.py ├── chooses.py ├── config.py ├── default.py └── test.py ├── data_preprocessing ├── FashionMNIST │ ├── __init__.py │ ├── data_loader.py │ └── datasets.py ├── FederatedEMNIST │ ├── __init__.py │ ├── data_loader.py │ └── datasets.py ├── ImageNet │ ├── __init__.py │ ├── data_loader.py │ ├── datasets.py │ └── datasets_hdf5.py ├── MNIST │ ├── README.md │ ├── __init__.py │ ├── centralized_loader.py │ ├── data_loader.py │ ├── datasets.py │ ├── iid_data_loader.py │ └── mnist_mobile_preprocessor.py ├── SVHN │ ├── __init__.py │ ├── data_loader.py │ └── datasets.py ├── TinyImageNet │ ├── __init__.py │ ├── data_loader.py │ ├── data_loader_old.py │ └── datasets.py ├── __init__.py ├── build.py ├── cifar10 │ ├── __init__.py │ ├── centralized_loader.py │ ├── data_loader.py │ ├── datasets.py │ └── iid_data_loader.py ├── cifar100 │ ├── __init__.py │ └── datasets.py ├── generative │ ├── __init__.py │ ├── data_loader.py │ ├── datasets.py │ ├── generate.py │ └── generate.sh ├── generative_loader.py ├── loader.py ├── loader_shakespeare.py ├── ptb │ ├── __init__.py │ ├── data_loader.py │ ├── datasets.py │ ├── iid_data_loader.py │ └── ptb_reader.py ├── shakespeare │ ├── __init__.py │ ├── language_utils.py │ └── utils.py └── utils │ ├── data_distribution.py │ ├── data_distribution_visualize.py │ ├── data_distribution_visualize_plt.py │ ├── data_visualize_manual.py │ ├── imbalance_data.py │ ├── stats.py │ ├── transform_utils.py │ └── utils.py ├── experiments ├── __init__.py ├── configs_algorithm │ └── FedAvg.conf ├── configs_system │ └── localhost.conf ├── main_args.conf └── standalone │ ├── VHL_exp │ ├── Exp.md │ ├── algorithms │ │ ├── VHL_alignNoiseContrast.sh │ │ ├── VHL_simple.sh │ │ ├── fed_align.sh │ │ └── fedavg.sh │ ├── client_number │ │ ├── client10.sh │ │ ├── client100.sh │ │ └── client200.sh │ ├── clusters │ │ └── localhost.sh │ ├── run.sh │ └── tasks │ │ ├── SVHN.sh │ │ ├── cifar10.sh │ │ ├── cifar100.sh │ │ ├── fmnist_normal.sh │ │ ├── fmnist_withnoise.sh │ │ └── tinyimagenet.sh │ ├── launch_standalone.sh │ ├── main.py │ └── main_args.conf ├── fedml_core ├── __init__.py ├── distributed │ ├── __init__.py │ ├── client │ │ ├── __init__.py │ │ └── client_manager.py │ ├── communication │ │ ├── __init__.py │ │ ├── base_com_manager.py │ │ ├── message.py │ │ ├── mpi │ │ │ ├── __init__.py │ │ │ ├── com_manager.py │ │ │ ├── mpi_receive_thread.py │ │ │ └── mpi_send_thread.py │ │ ├── mqtt │ │ │ ├── __init__.py │ │ │ └── mqtt_comm_manager.py │ │ └── observer.py │ ├── server │ │ ├── __init__.py │ │ └── server_manager.py │ └── topology │ │ ├── __init__.py │ │ ├── asymmetric_topology_manager.py │ │ ├── base_topology_manager.py │ │ └── symmetric_topology_manager.py ├── non_iid_partition │ └── noniid_partition.py ├── robustness │ ├── __init__.py │ └── robust_aggregation.py └── trainer │ ├── __init__.py │ └── model_trainer.py ├── loss_fn ├── __init__.py ├── build.py ├── cov_loss.py ├── loss_fn.py ├── losses.py ├── ot.py └── utils.py ├── lr_scheduler ├── __init__.py ├── base_lr_scheduler.py ├── build.py ├── consine_lr_scheduler.py ├── multisteplr_scheduler.py ├── steplr_scheduler.py └── torch_scheduler.py ├── model ├── __init__.py ├── build.py ├── cv │ ├── __init__.py │ ├── cifar10flnet.py │ ├── cnn.py │ ├── darts │ │ ├── __init__.py │ │ ├── architect.py │ │ ├── genotypes.py │ │ ├── model.py │ │ ├── model_search.py │ │ ├── model_search_gdas.py │ │ ├── operations.py │ │ ├── train.py │ │ ├── train_search.py │ │ ├── utils.py │ │ └── visualize.py │ ├── efficientnet.py │ ├── efficientnet_utils.py │ ├── group_normalization.py │ ├── inceptionresnetv2.py │ ├── mnistflnet.py │ ├── mobilenet.py │ ├── mobilenet_v3.py │ ├── others.py │ ├── res_utils.py │ ├── resnet.py │ ├── resnet_b.py │ ├── resnet_cifar_4layer.py │ ├── resnet_gn.py │ ├── resnet_torch.py │ ├── resnet_v2.py │ ├── resnetcifar.py │ ├── simplecnn.py │ ├── svcca_conv.py │ ├── swd_cnn.py │ ├── test_cnn.py │ ├── vgg.py │ ├── vggmodel.py │ └── wrn.py ├── gate_models │ ├── __init__.py │ ├── build.py │ ├── densenet_imagenet.py │ ├── lenet.py │ ├── preact_resnet.py │ ├── resnet.py │ └── vgg_bn.py ├── generative │ ├── __init__.py │ ├── auxiliary_nets.py │ ├── base_model.py │ ├── cityscapes_fcn8s.py │ ├── conv_vae.py │ ├── generators.py │ ├── op │ │ ├── __init__.py │ │ ├── conv2d_gradfix.py │ │ ├── fused_act.py │ │ ├── fused_bias_act.cpp │ │ ├── fused_bias_act_kernel.cu │ │ ├── upfirdn2d.cpp │ │ ├── upfirdn2d.py │ │ └── upfirdn2d_kernel.cu │ ├── style_GAN_v2.py │ └── unet.py ├── linear │ ├── __init__.py │ └── lr.py ├── load_submodel.py ├── nlp │ ├── __init__.py │ ├── lstm.py │ ├── lstm_models.py │ ├── lstman4.py │ └── rnn.py └── utils │ ├── model_scan.py │ ├── scipt.sh │ └── script2.sh ├── optim ├── __init__.py ├── build.py ├── group_lasso_optimizer.py ├── lars.py └── utils.py ├── recorders ├── __init__.py ├── build.py ├── design.md ├── generator_track.py ├── model_dif_track.py ├── recorder.py ├── summary.py └── summary_info.py ├── timers ├── base_timer.py ├── client_timer.py └── server_timer.py ├── trainers ├── __init__.py ├── averager.py ├── build.py ├── normal_trainer.py └── tSNE.py └── utils ├── __init__.py ├── auxiliary.py ├── 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