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Flower Framework
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Tutoriel

  • Qu’est-ce que l’apprentissage fédéré ?
  • Get started with Flower
  • Use a federated learning strategy
  • Customize a Flower Strategy
  • Communicate custom Messages
  • Quickstart tutorials
    • Démarrage rapide de PyTorch
    • Démarrage rapide de TensorFlow
    • Quickstart MLX
    • Démarrage rapide 🤗 Transformateurs
    • Démarrage rapide de JAX
    • Démarrage rapide des Pandas
    • Démarrage rapide fastai
    • Démarrage rapide de PyTorch Lightning
    • Démarrage rapide de scikit-learn
    • Démarrage rapide XGBoost
    • Quickstart Android
    • Quickstart iOS

How-to Guides

  • Build
    • Install Flower
    • Configure pyproject.toml
    • Configure a ClientApp
    • Design stateful ClientApps
    • Use strategies
    • Implement strategies
    • Aggregate evaluation results
    • Save and load model checkpoints
    • Use Built-in Mods
    • Use Differential Privacy
    • Implement FedBN
    • Use CLI JSON output
    • Passe à Flower 1.0
    • Upgrade to Flower 1.13
    • Upgrade to Message API
  • Simulate
    • Run simulations
  • Deploy
    • Run Flower with the Deployment Engine
    • Enable TLS connections
    • Authenticate SuperNodes
    • Configure logging
    • Run Flower on GCP
    • Run Flower on Azure
    • Run Flower on Red Hat OpenShift
    • Authenticate Accounts via OpenID Connect
    • Configure Audit Logging
    • Run Flower using Docker
      • Quickstart with Docker
      • Enable TLS for Secure Connections
      • Persist the State of the SuperLink
      • Set Environment Variables
      • Run with Root User Privileges
      • Run ServerApp or ClientApp as a Subprocess
      • Pin a Docker Image to a Specific Version
      • Use a Different Flower Version
      • Quickstart with Docker Compose
      • Run Flower Quickstart Examples with Docker Compose
      • Deploy Flower on Multiple Machines with Docker Compose
    • Run Flower using Helm
      • Deploy SuperLink
      • Deploy SuperNode

Explications

  • Évaluation fédérée
  • Differential Privacy
  • Architecture florale
  • Flower Strategy Abstraction

References

  • Reference
    • flwr
      • app
        • Array
        • ArrayRecord
        • ConfigRecord
        • Context
        • Error
        • Message
        • MessageType
        • Métadonnées
        • MetricRecord
        • RecordDict
      • client
        • start_client
        • start_numpy_client
        • Client
        • ClientApp
        • NumPyClient
        • mod
          • adaptiveclipping_mod
          • arrays_size_mod
          • fixedclipping_mod
          • make_ffn
          • message_size_mod
          • secagg_mod
          • secaggplus_mod
          • LocalDpMod
      • clientapp
        • ClientApp
        • mod
          • adaptiveclipping_mod
          • arrays_size_mod
          • fixedclipping_mod
          • message_size_mod
          • LocalDpMod
      • commun
        • array_from_numpy
        • bytes_to_ndarray
        • configure
        • event
        • log
        • ndarray_to_bytes
        • ndarrays_to_parameters
        • now
        • parameters_to_ndarrays
        • Array
        • ArrayRecord
        • ClientMessage
        • Code
        • Config
        • ConfigRecord
        • ConfigsRecord
        • Context
        • DisconnectRes
        • Error
        • EvaluateIns
        • EvaluateRes
        • EventType
        • FitIns
        • FitRes
        • GetParametersIns
        • GetParametersRes
        • GetPropertiesIns
        • GetPropertiesRes
        • Message
        • MessageType
        • MessageTypeLegacy
        • Métadonnées
        • MetricRecord
        • Metrics
        • MetricsRecord
        • NDArray
        • NDArrays
        • Parameters
        • ParametersRecord
        • Properties
        • ReconnectIns
        • RecordDict
        • RecordSet
        • ServerMessage
        • Status
      • serveur
        • start_server
        • ClientManager
        • Driver
        • Grid
        • History
        • LegacyContext
        • Serveur
        • ServerApp
        • ServerAppComponents
        • ServerConfig
        • SimpleClientManager
        • strategy
          • Bulyan
          • DPFedAvgAdaptive
          • DPFedAvgFixed
          • DifferentialPrivacyClientSideAdaptiveClipping
          • DifferentialPrivacyClientSideFixedClipping
          • DifferentialPrivacyServerSideAdaptiveClipping
          • DifferentialPrivacyServerSideFixedClipping
          • FaultTolerantFedAvg
          • FedAdagrad
          • FedAdam
          • FedAvg
          • FedAvgAndroid
          • FedAvgM
          • FedMedian
          • FedOpt
          • FedProx
          • FedTrimmedAvg
          • FedXgbBagging
          • FedXgbCyclic
          • FedXgbNnAvg
          • FedYogi
          • Krum
          • QFedAvg
          • Strategy
        • workflow
          • DefaultWorkflow
          • SecAggPlusWorkflow
          • SecAggWorkflow
      • serverapp
        • Grid
        • ServerApp
        • strategy
          • Bulyan
          • DifferentialPrivacyClientSideAdaptiveClipping
          • DifferentialPrivacyClientSideFixedClipping
          • DifferentialPrivacyServerSideAdaptiveClipping
          • DifferentialPrivacyServerSideFixedClipping
          • FedAdagrad
          • FedAdam
          • FedAvg
          • FedAvgM
          • FedMedian
          • FedProx
          • FedTrimmedAvg
          • FedXgbBagging
          • FedXgbCyclic
          • FedYogi
          • Krum
          • MultiKrum
          • QFedAvg
          • Result
          • Strategy
      • simulation
        • run_simulation
        • run_simulation_process
        • start_simulation
        • SimulationIoConnection
    • Flower CLI reference
    • Example projects
    • Télémétrie
    • Changelog
    • Flower Runtime Comparison
    • Flower Network Communication
    • Exit Codes
      • [0] SUCCESS
      • [1] GRACEFUL_EXIT_SIGINT
      • [100] SUPERLINK_THREAD_CRASH
      • [101] SUPERLINK_LICENSE_INVALID
      • [102] SUPERLINK_LICENSE_MISSING
      • [103] SUPERLINK_LICENSE_URL_INVALID
      • [104] SUPERLINK_INVALID_ARGS
      • [2] GRACEFUL_EXIT_SIGQUIT
      • [200] SERVERAPP_STRATEGY_PRECONDITION_UNMET
      • [201] SERVERAPP_EXCEPTION
      • [202] SERVERAPP_STRATEGY_AGGREGATION_ERROR
      • [3] GRACEFUL_EXIT_SIGTERM
      • [300] SUPERNODE_REST_ADDRESS_INVALID
      • [301] SUPERNODE_NODE_AUTH_KEYS_REQUIRED
      • [302] SUPERNODE_NODE_AUTH_KEYS_INVALID
      • [400] SUPEREXEC_INVALID_PLUGIN_CONFIG
      • [600] COMMON_ADDRESS_INVALID
      • [601] COMMON_MISSING_EXTRA_REST
      • [602] COMMON_TLS_NOT_SUPPORTED
    • FAQ

Contributor docs

  • Contribute
    • Contribuer sur GitHub
    • Devenez un·e contributeur·ice
    • Installer les versions de développement de Flower
    • Mettre un environment virtuel en place
    • Utiliser les conteneurs VS Code Remote
    • Rédiger de la documentation
    • Publier Flower
    • Contribute translations
    • How to Build Docker Flower Images Locally
    • APIs publiques et privées
    • Bonnes premières contributions
    • Protocoles d’agrégation sécurisés
  • v1.8.0
  • v1.9.0
  • v1.10.0
  • v1.11.0
  • v1.11.1
  • v1.12.0
  • v1.13.0
  • v1.13.1
  • v1.14.0
  • v1.15.0
  • v1.15.1
  • v1.15.2
  • v1.16.0
  • v1.17.0
  • v1.18.0
  • v1.19.0
  • v1.20.0
  • v1.21.0
  • v1.22.0
  • main
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[104] SUPERLINK_INVALID_ARGS¶

Description¶

The SuperLink was started with invalid arguments.

How to Resolve¶

Some of the arguments passed to the SuperLink are incompatible with each other. Check the SuperLink logs for additional help on how to resolve the issue.

Next
[2] GRACEFUL_EXIT_SIGQUIT
Previous
[103] SUPERLINK_LICENSE_URL_INVALID
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  • [104] SUPERLINK_INVALID_ARGS
    • Description
    • How to Resolve