Index

_

__call__() (fluke.utils.OptimizerConfigurator method) __getitem__() (fluke.comm.Channel method) (fluke.data.FastDataLoader method)

_get_client_weights() (fluke.server.Server method)

A

activate() (fluke.utils.model.AllLayerOutputModel method) activations_in (fluke.utils.model.AllLayerOutputModel attribute) activations_out (fluke.utils.model.AllLayerOutputModel attribute) add_scalar() (fluke.utils.log.Log method) add_scalars() (fluke.utils.log.Log method) aggregate() (fluke.algorithms.apfl.APFLServer method) (fluke.server.Server method)

AllLayerOutputModel (class in fluke.utils.model) APFL (class in fluke.algorithms.apfl) APFLClient (class in fluke.algorithms.apfl) APFLServer (class in fluke.algorithms.apfl) assign() (fluke.data.DataSplitter method) attach() (fluke.ObserverSubject method) auto_device() (fluke.GlobalSettings method)

B

BalancedSoftmaxLoss (class in fluke.algorithms.fedrod) batch_norm_to_group_norm() (in module fluke.utils.model) batch_size (fluke.data.FastDataLoader attribute) bias_local (fluke.utils.model.LinesBN2d attribute) (fluke.utils.model.LinesConv2d attribute) (fluke.utils.model.LinesLinear attribute)

broadcast() (fluke.comm.Channel method) broadcast_model() (fluke.server.Server method) buffer (fluke.comm.Channel property)

C

can_override_optimizer() (fluke.algorithms.CentralizedFL method) CCVR (class in fluke.algorithms.ccvr) CCVRClient (class in fluke.algorithms.ccvr) CCVRServer (class in fluke.algorithms.ccvr) CentralizedFL (class in fluke.algorithms) Channel (class in fluke.comm) channel (fluke.client.Client property) ChannelObserver (class in fluke.comm) check_model_fit_mem() (in module fluke.utils.model) CIFAR10() (fluke.data.datasets.Datasets class method) CIFAR100() (fluke.data.datasets.Datasets class method) CifarConv2 (class in fluke.nets) CifarConv2_D (class in fluke.nets) CifarConv2_E (class in fluke.nets)

CINIC10() (fluke.data.datasets.Datasets class method) ClassificationEval (class in fluke.evaluation) clear() (fluke.comm.Channel method) clear_cache() (in module fluke.utils) ClearMLLog (class in fluke.utils.log) Client (class in fluke.client) client (fluke.utils.Configuration property) client_evaluation() (fluke.utils.ClientObserver method) ClientObserver (class in fluke.utils) clients (fluke.server.Server attribute) clone() (fluke.comm.Message method) comm_costs (fluke.utils.log.Log attribute) compute_mean_cov() (fluke.algorithms.ccvr.CCVRClient method) Configuration (class in fluke.utils) current_round (fluke.utils.log.Log attribute)

D

DataContainer (class in fluke.data) Datasets (class in fluke.data.datasets) DataSplitter (class in fluke.data) DDict (class in fluke) deactivate() (fluke.utils.model.AllLayerOutputModel method)

detach() (fluke.ObserverSubject method) device (fluke.client.Client attribute) (fluke.server.Server attribute) diff_model() (in module fluke.utils.model) DummyDataContainer (class in fluke.data)

E

EMNIST() (fluke.data.datasets.Datasets class method) encoder (fluke.nets.EncoderHeadNet property) EncoderGlobalHeadLocalNet (class in fluke.nets) EncoderHeadNet (class in fluke.nets) end_fit() (fluke.utils.ClientObserver method) end_round() (fluke.utils.ServerObserver method) eval_every (fluke.evaluation.ClassificationEval attribute) (fluke.evaluation.Evaluator attribute)

evaluate() (fluke.client.Client method) (fluke.client.PFLClient method) (fluke.evaluation.ClassificationEval method) (fluke.evaluation.Evaluator method) Evaluator (class in fluke.evaluation) evaluator (fluke.server.Server attribute) exclude() (fluke.DDict method)

F

FASHION_MNIST() (fluke.data.datasets.Datasets class method) FastDataLoader (class in fluke.data) FCUBE() (fluke.data.datasets.Datasets class method) FedALA (class in fluke.algorithms.fedala) FedALAClient (class in fluke.algorithms.fedala) FedAVG (class in fluke.algorithms.fedavg) FedAVGM (class in fluke.algorithms.fedavgm) FedAVGMServer (class in fluke.algorithms.fedavgm) FedAwS (class in fluke.algorithms.fedaws) FedAwSServer (class in fluke.algorithms.fedaws) FedBN_CNN (class in fluke.nets) FedBN_CNN_D (class in fluke.nets) FedBN_CNN_E (class in fluke.nets) FedROD (class in fluke.algorithms.fedrod) FedRODClient (class in fluke.algorithms.fedrod) FEMNIST() (fluke.data.datasets.Datasets class method) FEMNIST_CNN (class in fluke.nets) FEMNIST_CNN_D (class in fluke.nets) FEMNIST_CNN_E (class in fluke.nets) finalize() (fluke.algorithms.ccvr.CCVRServer method) (fluke.client.Client method) (fluke.server.Server method) finished() (fluke.utils.ServerObserver method) fit() (fluke.client.Client method) (fluke.server.Server method) fluke module fluke.algorithms module fluke.algorithms.apfl module fluke.algorithms.ccvr module fluke.algorithms.ditto module fluke.algorithms.fedala module fluke.algorithms.fedamp module fluke.algorithms.fedavg module fluke.algorithms.fedavgm module fluke.algorithms.fedaws module fluke.algorithms.fedbabu module fluke.algorithms.fedbn module fluke.algorithms.feddyn module fluke.algorithms.fedexp module fluke.algorithms.fedhp module fluke.algorithms.fedlc module

fluke.algorithms.fednh module fluke.algorithms.fednova module fluke.algorithms.fedopt module fluke.algorithms.fedper module fluke.algorithms.fedproto module fluke.algorithms.fedprox module fluke.algorithms.fedrep module fluke.algorithms.fedrod module fluke.algorithms.fedrs module fluke.algorithms.fedsam module fluke.algorithms.fedsgd module fluke.algorithms.lg_fedavg module fluke.algorithms.moon module fluke.algorithms.per_fedavg module fluke.algorithms.pfedme module fluke.algorithms.scaffold module fluke.algorithms.superfed module fluke.client module fluke.comm module fluke.data module fluke.data.datasets module fluke.evaluation module fluke.nets module fluke.server module fluke.utils module fluke.utils.log module fluke.utils.model module forward_encoder() (fluke.nets.EncoderHeadNet method) forward_head() (fluke.nets.EncoderHeadNet method)

G

get() (fluke.data.datasets.Datasets class method) get_class_from_qualified_name() (in module fluke.utils) get_class_from_str() (in module fluke.utils) get_client_class() (fluke.algorithms.CentralizedFL method) get_client_models() (fluke.server.Server method) get_device() (fluke.GlobalSettings method) get_eligible_clients() (fluke.server.Server method) get_eval_cfg() (fluke.GlobalSettings method) get_evaluator() (fluke.GlobalSettings method) get_full_classname() (in module fluke.utils) get_global() (fluke.nets.GlobalLocalNet method) get_global_model_dict() (in module fluke.utils.model) get_lambda() (fluke.utils.model.MMMixin method) get_live_renderer() (fluke.GlobalSettings method) get_local() (fluke.nets.GlobalLocalNet method)

get_local_model_dict() (in module fluke.utils.model) get_logger() (in module fluke.utils.log) get_loss() (in module fluke.utils) get_model() (in module fluke.utils) get_optimizer_class() (fluke.algorithms.CentralizedFL method) get_output_shape() (in module fluke.utils.model) get_progress_bar() (fluke.GlobalSettings method) get_scheduler() (in module fluke.utils) get_seed() (fluke.GlobalSettings method) get_server_class() (fluke.algorithms.CentralizedFL method) get_size() (fluke.comm.Message method) get_weight() (fluke.utils.model.MMMixin method) global_eval (fluke.utils.log.Log attribute) GlobalLocalNet (class in fluke.nets) GlobalSettings (class in fluke)

H

head (fluke.nets.EncoderHeadNet property) HeadGlobalEncoderLocalNet (class in fluke.nets)

hyper_params (fluke.client.Client attribute) (fluke.server.Server attribute)

I

iid() (fluke.data.DataSplitter method) import_module_from_str() (in module fluke.utils) index (fluke.client.Client property)

init() (fluke.utils.log.Log method) init_clients() (fluke.algorithms.CentralizedFL method) init_server() (fluke.algorithms.CentralizedFL method) is_active() (fluke.utils.model.AllLayerOutputModel method)

L

label_dirichlet_skew() (fluke.data.DataSplitter method) label_pathological_skew() (fluke.data.DataSplitter method) label_quantity_skew() (fluke.data.DataSplitter method) lam (fluke.utils.model.MMMixin attribute) LeNet5 (class in fluke.nets) LeNet5_D (class in fluke.nets) LeNet5_E (class in fluke.nets) LinesBN2d (class in fluke.utils.model) LinesConv2d (class in fluke.utils.model)

LinesEmbedding (class in fluke.utils.model) LinesLinear (class in fluke.utils.model) LinesLSTM (class in fluke.utils.model) load() (fluke.algorithms.CentralizedFL method) local_update() (fluke.client.Client method) locals_eval (fluke.utils.log.Log attribute) locals_eval_summary (fluke.utils.log.Log attribute) Log (class in fluke.utils.log) log() (fluke.utils.log.Log method)

M

max_size (fluke.data.FastDataLoader attribute) merge_models() (in module fluke.utils.model) Message (class in fluke.comm) message_received() (fluke.comm.ChannelObserver method) (fluke.utils.log.Log method) mix_networks() (in module fluke.utils.model) MMMixin (class in fluke.utils.model) MNIST() (fluke.data.datasets.Datasets class method) MNIST_2NN (class in fluke.nets) MNIST_2NN_D (class in fluke.nets) MNIST_2NN_E (class in fluke.nets) MNIST_CNN (class in fluke.nets) MNIST_CNN_D (class in fluke.nets) MNIST_CNN_E (class in fluke.nets) MNIST_LR (class in fluke.nets) MNISTM() (fluke.data.datasets.Datasets class method) model (fluke.server.Server attribute) (fluke.utils.Configuration property) (fluke.utils.model.AllLayerOutputModel attribute) module fluke fluke.algorithms fluke.algorithms.apfl fluke.algorithms.ccvr fluke.algorithms.ditto fluke.algorithms.fedala fluke.algorithms.fedamp fluke.algorithms.fedavg fluke.algorithms.fedavgm fluke.algorithms.fedaws fluke.algorithms.fedbabu fluke.algorithms.fedbn fluke.algorithms.feddyn fluke.algorithms.fedexp fluke.algorithms.fedhp fluke.algorithms.fedlc fluke.algorithms.fednh fluke.algorithms.fednova fluke.algorithms.fedopt fluke.algorithms.fedper fluke.algorithms.fedproto fluke.algorithms.fedprox fluke.algorithms.fedrep fluke.algorithms.fedrod fluke.algorithms.fedrs fluke.algorithms.fedsam fluke.algorithms.fedsgd fluke.algorithms.lg_fedavg fluke.algorithms.moon fluke.algorithms.per_fedavg fluke.algorithms.pfedme fluke.algorithms.scaffold fluke.algorithms.superfed fluke.client fluke.comm fluke.data fluke.data.datasets fluke.evaluation fluke.nets fluke.server fluke.utils fluke.utils.log fluke.utils.model

MoonCNN (class in fluke.nets) MoonCNN_D (class in fluke.nets) MoonCNN_E (class in fluke.nets) msg_type (fluke.comm.Message property)

N

n_classes (fluke.evaluation.ClassificationEval attribute)

n_examples (fluke.client.Client property) num_classes (fluke.data.DataSplitter property)

O

ObserverSubject (class in fluke) optimizer (fluke.client.Client attribute) (fluke.utils.OptimizerConfigurator attribute)

optimizer_cfg (fluke.client.Client attribute) (fluke.utils.OptimizerConfigurator attribute) OptimizerConfigurator (class in fluke.utils)

P

payload (fluke.comm.Message property) percentage (fluke.data.FastDataLoader attribute) personalized_model (fluke.client.PFLClient attribute) PersonalizedFL (class in fluke.algorithms) PFLClient (class in fluke.client)

plot_distribution() (in module fluke.utils) postfit_eval (fluke.utils.log.Log attribute) postfit_eval_summary (fluke.utils.log.Log attribute) prefit_eval (fluke.utils.log.Log attribute) prefit_eval_summary (fluke.utils.log.Log attribute) pretty_log() (fluke.utils.log.Log method)

Q

quantity_skew() (fluke.data.DataSplitter method)

R

receive() (fluke.comm.Channel method) receive_model() (fluke.client.Client method) ResNet18 (class in fluke.nets) ResNet18GN (class in fluke.nets) ResNet34 (class in fluke.nets) ResNet50 (class in fluke.nets)

ResNet9 (class in fluke.nets) ResNet9_D (class in fluke.nets) ResNet9_E (class in fluke.nets) RODModel (class in fluke.algorithms.fedrod) rounds (fluke.server.Server attribute) run() (fluke.algorithms.CentralizedFL method)

S

safe_load_state_dict() (in module fluke.utils.model) save() (fluke.algorithms.CentralizedFL method) (fluke.utils.log.Log method) scheduler (fluke.client.Client attribute) (fluke.utils.OptimizerConfigurator attribute) scheduler_cfg (fluke.utils.OptimizerConfigurator attribute) selected_clients() (fluke.utils.ServerObserver method) send() (fluke.comm.Channel method) send_model() (fluke.client.Client method) sender (fluke.comm.Message property) Server (class in fluke.server) server (fluke.client.Client property) (fluke.utils.Configuration property) server_evaluation() (fluke.utils.ServerObserver method) ServerObserver (class in fluke.utils) set_callbacks() (fluke.algorithms.CentralizedFL method) set_device() (fluke.GlobalSettings method) set_eval_cfg() (fluke.GlobalSettings method) set_evaluator() (fluke.GlobalSettings method)

set_lambda() (fluke.utils.model.MMMixin method) set_lambda_model() (in module fluke.utils.model) set_sample_size() (fluke.data.FastDataLoader method) set_seed() (fluke.GlobalSettings method) set_server() (fluke.client.Client method) SHAKESPEARE() (fluke.data.datasets.Datasets class method) Shakespeare_LSTM (class in fluke.nets) Shakespeare_LSTM_D (class in fluke.nets) Shakespeare_LSTM_E (class in fluke.nets) shuffle (fluke.data.FastDataLoader attribute) single_batch (fluke.data.FastDataLoader attribute) Singleton (class in fluke) size (fluke.data.FastDataLoader attribute) skip_singleton (fluke.data.FastDataLoader attribute) SpreadLoss (class in fluke.algorithms.fedaws) SpreadModel (class in fluke.algorithms.fedaws) start_fit() (fluke.utils.ClientObserver method) start_round() (fluke.utils.ServerObserver method) SVHN() (fluke.data.datasets.Datasets class method)

T

TensorboardLog (class in fluke.utils.log) tensors (fluke.data.FastDataLoader attribute) test_set (fluke.client.Client attribute) (fluke.server.Server attribute)

TINY_IMAGENET() (fluke.data.datasets.Datasets class method) train_set (fluke.client.Client attribute) transforms (fluke.data.FastDataLoader attribute)

U

update() (fluke.DDict method)

V

VGG9 (class in fluke.nets)

VGG9_D (class in fluke.nets) VGG9_E (class in fluke.nets)

W

WandBLog (class in fluke.utils.log) weight_local (fluke.utils.model.LinesBN2d attribute) (fluke.utils.model.LinesConv2d attribute) (fluke.utils.model.LinesEmbedding attribute) (fluke.utils.model.LinesLinear attribute)