Skip to content

NEBULA

helpers

Initializing search

CyberDataLab/nebula

Home
Installation
User Guide
Developer Guide
Git Workflow
API Reference
Contributing
Changelog
Commercial FAQ

NEBULA

CyberDataLab/nebula

Home
Installation
User Guide
Developer Guide
Git Workflow
API Reference
API Reference
- nebula
  nebula
  - addons
    
    addons
    
    attacks
    
    attacks
    
    attacks
    
    communications
    
    communications
    
    communicationattack
    
    delayerattack
    
    floodingattack
    
    dataset
    
    dataset
    
    datapoison
    
    datasetattack
    
    labelflipping
    
    model
    
    model
    
    gllneuroninversion
    
    modelattack
    
    modelpoison
    
    swappingweights
    
    defenses
    
    defenses
    
    adversarial_training
    
    adversarial_training
    
    base
    
    config
    
    defense
    
    image
    
    logging
    
    tabular
    
    feature_squeezing
    
    env
    
    functions
    
    gps
    
    gps
    
    gpsmodule
    
    nebulagps
    
    mobility
    
    networksimulation
    
    networksimulation
    
    nebulanetworksimulator
    
    networksimulator
    
    reporter
    
    reputation
    
    reputation
    
    reputation
    
    topologymanager
    
    trustworthiness
    
    trustworthiness
    
    cfl_factsheet
    
    dfl_factsheet
    
    factsheet_common
    
    factsheet_populators
    
    graphics
    
    helpers
    
    helpers
    
    csv_io
    
    data_distribution
    
    explainability
    
    factsheet_values
    
    model_quality
    
    privacy
    
    robustness
    
    scenario_metrics
    
    scoring
    
    trust_reports
    
    metric
    
    per_round_metrics
    
    pillar
    
    trustworthiness
    
    weights
    
    waf
  - controller
    
    controller
    
    controller
    
    database
    
    http_helpers
    
    scenarios
  - core
    
    core
    
    addonmanager
    
    aggregation
    
    aggregation
    
    aggregator
    
    fedavg
    
    krum
    
    median
    
    trimmedmean
    
    updatehandlers
    
    updatehandlers
    
    cflupdatehandler
    
    dflupdatehandler
    
    sdflupdatehandler
    
    updatehandler
    
    datasets
    
    datasets
    
    adultcensus
    
    adultcensus
    
    adultcensus
    
    breast_cancer
    
    breast_cancer
    
    breast_cancer
    
    changeablesubset
    
    cifar10
    
    cifar10
    
    cifar10
    
    cifar100
    
    cifar100
    
    cifar100
    
    covtype
    
    covtype
    
    covtype
    
    datamodule
    
    emnist
    
    emnist
    
    emnist
    
    fashionmnist
    
    fashionmnist
    
    fashionmnist
    
    image_metadata
    
    kddcup99
    
    kddcup99
    
    kddcup99
    
    mnist
    
    mnist
    
    mnist
    
    nebuladataset
    
    tabular_metadata
    
    engine
    
    eventmanager
    
    models
    
    models
    
    adultcensus
    
    adultcensus
    
    mlp
    
    breast_cancer
    
    breast_cancer
    
    mlp
    
    cifar10
    
    cifar10
    
    cnn
    
    cnnV2
    
    cnnV3
    
    fastermobilenet
    
    resnet
    
    simplemobilenet
    
    cifar100
    
    cifar100
    
    cnn
    
    covtype
    
    covtype
    
    mlp
    
    emnist
    
    emnist
    
    cnn
    
    mlp
    
    fashionmnist
    
    fashionmnist
    
    cnn
    
    mlp
    
    kddcup99
    
    kddcup99
    
    mlp
    
    mnist
    
    mnist
    
    cnn
    
    mlp
    
    nebulamodel
    
    sentiment140
    
    sentiment140
    
    cnn
    
    rnn
    
    nebulaevents
    
    network
    
    network
    
    actions
    
    blacklist
    
    communications
    
    connection
    
    discoverer
    
    externalconnection
    
    externalconnection
    
    externalconnectionservice
    
    nebuladiscoveryservice
    
    forwarder
    
    health
    
    messages
    
    propagator
    
    node
    
    noderole
    
    pb
    
    pb
    
    nebula_pb2
    
    role
    
    situationalawareness
    
    situationalawareness
    
    awareness
    
    awareness
    
    arbitrationpolicies
    
    arbitrationpolicies
    
    arbitrationpolicy
    
    staticarbitrationpolicy
    
    sanetwork
    
    sanetwork
    
    neighborpolicies
    
    neighborpolicies
    
    distanceneighborpolicy
    
    fcneighborpolicy
    
    idleneighborpolicy
    
    neighborpolicy
    
    ringneighborpolicy
    
    starneighborpolicy
    
    sanetwork
    
    sareasoner
    
    satraining
    
    satraining
    
    satraining
    
    trainingpolicy
    
    trainingpolicy
    
    bpstrainingpolicy
    
    fastreboot
    
    htstrainingpolicy
    
    qdstrainingpolicy
    
    trainingpolicy
    
    sautils
    
    sautils
    
    sacommand
    
    samoduleagent
    
    sasystemmonitor
    
    suggestionbuffer
    
    discovery
    
    discovery
    
    candidateselection
    
    candidateselection
    
    candidateselector
    
    distcandidateselector
    
    fccandidateselector
    
    ringcandidateselector
    
    stdcandidateselector
    
    federationconnector
    
    modelhandlers
    
    modelhandlers
    
    aggmodelhandler
    
    defaultmodelhandler
    
    modelhandler
    
    stdmodelhandler
    
    situationalawareness
    
    training
    
    training
    
    dp
    
    lightning
    
    lightning_dp
    
    scikit
    
    siamese
  - frontend
    
    frontend
    
    app
  - physical
    
    physical
    
    api
  - utils
Contributing
Changelog
Commercial FAQ

Table of contents

helpers

Documentation for Helpers Module¶

Small helper modules for trustworthiness calculations and persistence.

June 29, 2026

Currently developed by Enrique Tomás Martínez Beltrán, Alberto Huertas Celdrán, Fernando Torres Vega, and Juan Jesús Torralba Mateos - Source code (AGPL-3.0)