nebula.core package

Subpackages

• nebula.core.aggregation package
  • Submodules
  • nebula.core.aggregation.aggregator module
  • nebula.core.aggregation.blockchainReputation module
  • nebula.core.aggregation.dualhistagg module
  • nebula.core.aggregation.fedavg module
  • nebula.core.aggregation.fedavgSVM module
  • nebula.core.aggregation.krum module
  • nebula.core.aggregation.median module
  • nebula.core.aggregation.trimmedmean module
  • Module contents
• nebula.core.datasets package
  • Subpackages
    • nebula.core.datasets.cifar10 package
      • Submodules
      • nebula.core.datasets.cifar10.cifar10 module
      • Module contents
    • nebula.core.datasets.cifar100 package
      • Submodules
      • nebula.core.datasets.cifar100.cifar100 module
      • Module contents
    • nebula.core.datasets.emnist package
      • Submodules
      • nebula.core.datasets.emnist.emnist module
      • Module contents
    • nebula.core.datasets.fashionmnist package
      • Submodules
      • nebula.core.datasets.fashionmnist.fashionmnist module
      • Module contents
    • nebula.core.datasets.kitsun package
      • Submodules
      • nebula.core.datasets.kitsun.kitsun module
      • Module contents
    • nebula.core.datasets.militarysar package
      • Submodules
      • nebula.core.datasets.militarysar.militarysar module
      • Module contents
    • nebula.core.datasets.mnist package
      • Submodules
      • nebula.core.datasets.mnist.mnist module
      • Module contents
    • nebula.core.datasets.mnistML package
      • Submodules
      • nebula.core.datasets.mnistML.mnist module
      • Module contents
    • nebula.core.datasets.sentiment140 package
      • Submodules
      • nebula.core.datasets.sentiment140.sentiment140 module
      • Module contents
    • nebula.core.datasets.syscall package
      • Submodules
      • nebula.core.datasets.syscall.syscall module
      • Module contents
    • nebula.core.datasets.wadi package
      • Submodules
      • nebula.core.datasets.wadi.wadi module
      • Module contents
  • Submodules
  • nebula.core.datasets.changeablesubset module
  • nebula.core.datasets.datamodule module
  • nebula.core.datasets.nebuladataset module
  • Module contents
• nebula.core.models package
  • Subpackages
    • nebula.core.models.cifar10 package
      • Submodules
      • nebula.core.models.cifar10.cnn module
      • nebula.core.models.cifar10.cnnV2 module
      • nebula.core.models.cifar10.cnnV3 module
      • nebula.core.models.cifar10.dualagg module
      • nebula.core.models.cifar10.fastermobilenet module
      • nebula.core.models.cifar10.resnet module
      • nebula.core.models.cifar10.simplemobilenet module
      • Module contents
    • nebula.core.models.cifar100 package
      • Submodules
      • nebula.core.models.cifar100.cnn module
      • Module contents
    • nebula.core.models.emnist package
      • Submodules
      • nebula.core.models.emnist.cnn module
      • nebula.core.models.emnist.mlp module
      • Module contents
    • nebula.core.models.fashionmnist package
      • Submodules
      • nebula.core.models.fashionmnist.cnn module
      • nebula.core.models.fashionmnist.mlp module
      • Module contents
    • nebula.core.models.kitsun package
      • Submodules
      • nebula.core.models.kitsun.mlp module
      • Module contents
    • nebula.core.models.militarysar package
      • Submodules
      • nebula.core.models.militarysar.cnn module
      • Module contents
    • nebula.core.models.mnist package
      • Submodules
      • nebula.core.models.mnist.cnn module
      • nebula.core.models.mnist.mlp module
      • Module contents
    • nebula.core.models.sentiment140 package
      • Submodules
      • nebula.core.models.sentiment140.cnn module
      • nebula.core.models.sentiment140.rnn module
      • Module contents
    • nebula.core.models.syscall package
      • Submodules
      • nebula.core.models.syscall.autoencoder module
      • nebula.core.models.syscall.mlp module
      • nebula.core.models.syscall.svm module
      • Module contents
    • nebula.core.models.wadi package
      • Submodules
      • nebula.core.models.wadi.mlp module
      • Module contents
  • Submodules
  • nebula.core.models.nebulamodel module
  • Module contents
• nebula.core.network package
  • Submodules
  • nebula.core.network.communications module
  • nebula.core.network.connection module
  • nebula.core.network.discoverer module
  • nebula.core.network.forwarder module
    • Forwarder
      • Forwarder.forward()
      • Forwarder.process_pending_messages()
      • Forwarder.run_forwarder()
      • Forwarder.start()
  • nebula.core.network.health module
  • nebula.core.network.messages module
  • nebula.core.network.propagator module
    • InitialModelPropagation
      • InitialModelPropagation.get_round()
      • InitialModelPropagation.is_node_eligible()
      • InitialModelPropagation.prepare_model_payload()
    • PropagationStrategy
      • PropagationStrategy.is_node_eligible()
      • PropagationStrategy.prepare_model_payload()
    • Propagator
      • Propagator.get_round()
      • Propagator.propagate()
      • Propagator.reset_status_history()
      • Propagator.start()
      • Propagator.update_and_check_neighbors()
    • StableModelPropagation
      • StableModelPropagation.get_round()
      • StableModelPropagation.is_node_eligible()
      • StableModelPropagation.prepare_model_payload()
  • Module contents
• nebula.core.pb package
  • Submodules
  • nebula.core.pb.nebula_pb2 module
  • Module contents
• nebula.core.training package
  • Submodules
  • nebula.core.training.lightning module
  • nebula.core.training.scikit module
  • nebula.core.training.siamese module
  • Module contents
• nebula.core.utils package
  • Submodules
  • nebula.core.utils.certificate module
  • nebula.core.utils.deterministic module
  • nebula.core.utils.helper module
  • nebula.core.utils.locker module
    • Locker
      • Locker.acquire()
      • Locker.acquire_async()
      • Locker.locked()
      • Locker.locked_async()
      • Locker.release()
      • Locker.release_async()
  • nebula.core.utils.nebulalogger module
  • nebula.core.utils.nebulalogger_tensorboard module
  • nebula.core.utils.tasks module
    • debug_tasks()
  • Module contents

Submodules

nebula.core.engine module

nebula.core.eventmanager module

class nebula.core.eventmanager.EventManager(default_callbacks=None)

Bases: object

async get_event_callbacks(event_name)

Returns the callbacks for a specific event.

get_event_callbacks_names()

Returns the names of the registered events.

register_event(handler_info, callback)

Records a callback for a specific event.

async trigger_event(source, message, *args, **kwargs)

Triggers an event, executing all associated callbacks.

unregister_event(handler_info, callback)

Unregisters a previously registered callback for an event.

nebula.core.eventmanager.event_handler(message_type, action)

Decorator for registering an event handler.

nebula.core.role module

class nebula.core.role.Role

Bases: object

This class defines the participant roles of the platform.

AGGREGATOR = 'aggregator'

IDLE = 'idle'

PROXY = 'proxy'

SERVER = 'server'

TRAINER = 'trainer'

Module contents