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ํŠœํ† ๋ฆฌ์–ผ

  • ์—ฐํ•ฉ ํ•™์Šต์ด๋ž€ ๋ฌด์—‡์ž…๋‹ˆ๊นŒ?
  • Get started with Flower
  • Use a federated learning strategy
  • Build a strategy from scratch
  • Customize the client
  • ๋น ๋ฅธ ์‹œ์ž‘ ํŠœํ† ๋ฆฌ์–ผ
    • Quickstart PyTorch
    • Quickstart TensorFlow
    • Quickstart MLX
    • Quickstart ๐Ÿค— Transformers
    • Quickstart JAX
    • Quickstart Pandas
    • Quickstart fastai
    • Quickstart PyTorch Lightning
    • Quickstart scikit-learn
    • Quickstart XGBoost
    • Quickstart Android
    • Quickstart iOS

How-to Guides

  • Build
    • Flower ์„ค์น˜
    • Configure Clients
    • Design stateful ClientApps
    • ์ „๋žต ์‚ฌ์šฉํ•˜๊ธฐ
    • ์ „๋žต ๊ตฌํ˜„
    • ์ข…ํ•ฉ ํ‰๊ฐ€ ๊ฒฐ๊ณผ
    • Save and Load Model Checkpoints
    • ๊ธฐ๋ณธ ์ œ๊ณต ๋ชจ๋“œ ์‚ฌ์šฉ
    • ์ฐจ๋ถ„ ๊ฐœ์ธ์ •๋ณด ๋ณดํ˜ธ ์‚ฌ์šฉ
    • Implement FedBN
    • Use CLI JSON output
    • Flower 1.0์œผ๋กœ ์—…๊ทธ๋ ˆ์ด๋“œ
    • Upgrade to Flower 1.13
  • Simulate
    • ์‹œ๋ฎฌ๋ ˆ์ด์…˜ ์‹คํ–‰
  • Deploy
    • Run Flower with the Deployment Engine
    • Enable TLS connections
    • SuperNodes ์ธ์ฆํ•˜๊ธฐ
    • Configure logging
    • Run Flower on GCP
    • Run Flower on Azure
    • Docker๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ Flower ์‹คํ–‰
      • 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

์„ค๋ช…

  • ์—ฐํ•ฉ ํ‰๊ฐ€
  • ์ฐจ๋“ฑ ํ”„๋ผ์ด๋ฒ„์‹œ
  • Flower ์•„ํ‚คํ…์ฒ˜

์ฐธ์กฐ

  • Reference
    • flwr
      • ํด๋ผ์ด์–ธํŠธ
        • start_client
        • start_numpy_client
        • ํด๋ผ์ด์–ธํŠธ
        • ํด๋ผ์ด์–ธํŠธ์•ฑ
        • NumPyClient
        • mod
          • adaptiveclipping_mod
          • arrays_size_mod
          • fixedclipping_mod
          • make_ffn
          • message_size_mod
          • secagg_mod
          • secaggplus_mod
          • LocalDpMod
      • ๊ณตํ†ต
        • array_from_numpy
        • bytes_to_ndarray
        • ๊ตฌ์„ฑ
        • ์ด๋ฒคํŠธ
        • ๋กœ๊ทธ
        • ndarray_to_bytes
        • ndarrays_to_parameters
        • now
        • parameters_to_ndarrays
        • ๋ฐฐ์—ด
        • ArrayRecord
        • ํด๋ผ์ด์–ธํŠธ ๋ฉ”์‹œ์ง€
        • ์ฝ”๋“œ
        • Config
        • ConfigRecord
        • ์ปจํ”ผ๊ทธ ๋ ˆ์ฝ”๋“œ
        • ์ปจํ…์ŠคํŠธ
        • ์—ฐ๊ฒฐ ํ•ด์ œ
        • ์˜ค๋ฅ˜
        • ํ‰๊ฐ€
        • EvaluateRes
        • ์ด๋ฒคํŠธ ํƒ€์ž…
        • FitIns
        • FitRes
        • GetParametersIns
        • GetParametersRes
        • GetPropertiesIns
        • GetPropertiesRes
        • Message
        • MessageType
        • MessageTypeLegacy
        • Metadata
        • MetricRecord
        • Metrics
        • MetricsRecord
        • NDArray
        • NDArrays
        • ํŒŒ๋ผ๋ฏธํ„ฐ
        • ParametersRecord
        • Properties
        • ReconnectIns
        • RecordDict
        • RecordSet
        • ServerMessage
        • Status
      • ์„œ๋ฒ„
        • start_server
        • ClientManager
        • Driver
        • Grid
        • History
        • LegacyContext
        • Server
        • 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
      • simulation
        • run_simulation
        • run_simulation_process
        • start_simulation
        • SimulationIoConnection
    • Flower CLI ์ฐธ์กฐ
    • Example projects
    • Telemetry
    • Changelog
    • Flower Runtime Comparison
    • Flower Network Communication
    • Exit Codes
      • [0] SUCCESS
      • [1] GRACEFUL_EXIT_SIGINT
      • [2] GRACEFUL_EXIT_SIGQUIT
      • [3] GRACEFUL_EXIT_SIGTERM
      • [100] SUPERLINK_THREAD_CRASH
      • [101] SUPERLINK_LICENSE_INVALID
      • [102] SUPERLINK_LICENSE_MISSING
      • [300] SUPERNODE_REST_ADDRESS_INVALID
      • [301] SUPERNODE_NODE_AUTH_KEYS_REQUIRED
      • [302] SUPERNODE_NODE_AUTH_KEYS_INVALID
      • [600] COMMON_ADDRESS_INVALID
      • [601] COMMON_MISSING_EXTRA_REST
      • [602] COMMON_TLS_NOT_SUPPORTED
    • ์ž์ฃผ ๋ฌป๋Š” ์งˆ๋ฌธ

๊ธฐ์—ฌ์ž ๋ฌธ์„œ

  • Contribute
    • GitHub์—์„œ ๊ธฐ์—ฌํ•˜๊ธฐ
    • ๊ธฐ์—ฌ์ž๋กœ ์‹œ์ž‘ํ•˜๊ธฐ
    • ๊ฐœ๋ฐœ ๋ฒ„์ „ ์„ค์น˜ํ•˜๊ธฐ
    • ๊ฐ€์ƒ ํ™˜๊ฒฝ ์„ค์ •
    • VSCode Dev Container์—์„œ ๊ฐœ๋ฐœ
    • ๋ฌธ์„œ ์ž‘์„ฑ
    • Flower ๋ฆด๋ฆฌ์ฆˆ ํ•˜๊ธฐ
    • ๋ฒˆ์—ญ ๊ธฐ์—ฌ
    • How to Build Docker Flower Images Locally
    • Public and private APIs
    • ํ›Œ๋ฅญํ•œ ์ฒซ ๋ฒˆ์งธ ๊ธฐ์—ฌ
    • Secure Aggregation ํ”„๋กœํ† ์ฝœ
  • 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
  • main
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start_simulationยถ

start_simulation(*args, **kwargs)[์†Œ์Šค]ยถ

Log error stating that module ray could not be imported.

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SimulationIoConnection
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run_simulation_process
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  • start_simulation
    • start_simulation()