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Flower Framework
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ํŠœํ† ๋ฆฌ์–ผ

  • ์—ฐํ•ฉ ํ•™์Šต์ด๋ž€ ๋ฌด์—‡์ž…๋‹ˆ๊นŒ?
  • Get started with Flower
  • Use a federated learning strategy
  • Customize a Flower Strategy
  • Communicate custom Messages
  • ๋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 pyproject.toml
    • Configure a ClientApp
    • 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
    • OpenFL Migration Guide
    • Flower 1.0์œผ๋กœ ์—…๊ทธ๋ ˆ์ด๋“œ
    • Upgrade to Flower 1.13
    • Upgrade to Message API
  • 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
    • Run Flower on Red Hat OpenShift
    • Run Flower on Multiple OpenShift Clusters
    • Authenticate Accounts via OpenID Connect
    • Configure Audit Logging
    • Manage Flower Federations
    • 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
    • Run Flower using Helm
      • Deploy SuperLink
      • Deploy SuperNode

์„ค๋ช…

  • ์—ฐํ•ฉ ํ‰๊ฐ€
  • ์ฐจ๋“ฑ ํ”„๋ผ์ด๋ฒ„์‹œ
  • Secure Aggregation ํ”„๋กœํ† ์ฝœ
  • Flower ์•„ํ‚คํ…์ฒ˜
  • Flower Strategy Abstraction

์ฐธ์กฐ

  • Reference
    • flwr
      • app
        • ๋ฐฐ์—ด
        • ArrayRecord
        • ConfigRecord
        • ์ปจํ…์ŠคํŠธ
        • ์˜ค๋ฅ˜
        • Message
        • MessageType
        • Metadata
        • MetricRecord
        • RecordDict
        • UserConfig
      • clientapp
        • ํด๋ผ์ด์–ธํŠธ์•ฑ
        • mod
          • adaptiveclipping_mod
          • arrays_size_mod
          • fixedclipping_mod
          • message_size_mod
          • LocalDpMod
      • serverapp
        • Grid
        • ServerApp
        • strategy
          • Bulyan
          • DifferentialPrivacyClientSideAdaptiveClipping
          • DifferentialPrivacyClientSideFixedClipping
          • DifferentialPrivacyServerSideAdaptiveClipping
          • DifferentialPrivacyServerSideFixedClipping
          • FedAdagrad
          • FedAdam
          • FedAvg
          • FedAvgM
          • FedMedian
          • FedProx
          • FedTrimmedAvg
          • FedXgbBagging
          • FedXgbCyclic
          • FedYogi
          • Krum
          • MultiKrum
          • QFedAvg
          • Result
          • Strategy
    • Flower CLI ์ฐธ์กฐ
    • Flower Configuration
    • Example projects
    • Telemetry
    • 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
      • [105] SUPERLINK_DATABASE_SCHEMA_MISMATCH
      • [2] GRACEFUL_EXIT_SIGQUIT
      • [200] SERVERAPP_STRATEGY_PRECONDITION_UNMET
      • [201] SERVERAPP_EXCEPTION
      • [202] SERVERAPP_STRATEGY_AGGREGATION_ERROR
      • [203] SERVERAPP_RUN_START_REJECTED
      • [3] GRACEFUL_EXIT_SIGTERM
      • [300] SUPERNODE_REST_ADDRESS_INVALID
      • [302] SUPERNODE_NODE_AUTH_KEY_INVALID
      • [303] SUPERNODE_STARTED_WITHOUT_TLS_BUT_NODE_AUTH_ENABLED
      • [304] SUPERNODE_INVALID_TRUSTED_ENTITIES
      • [400] SUPEREXEC_INVALID_PLUGIN_CONFIG
      • [500] FLWRCLI_NODE_AUTH_PUBLIC_KEY_INVALID
      • [600] COMMON_ADDRESS_INVALID
      • [601] COMMON_MISSING_EXTRA_REST
      • [602] COMMON_TLS_NOT_SUPPORTED
      • [700] SIMULATION_EXCEPTION
    • ์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
    • Migrate Flower Database Schema
    • Public and private APIs
    • ํ›Œ๋ฅญํ•œ ์ฒซ ๋ฒˆ์งธ ๊ธฐ์—ฌ
  • main
  • v1.25.0
  • v1.24.0
  • v1.23.0
  • v1.22.0
  • v1.21.0
  • v1.20.0
  • v1.19.0
  • v1.18.0
  • v1.17.0
  • v1.16.0
  • v1.15.2
  • v1.15.1
  • v1.15.0
  • v1.14.0
  • v1.13.1
  • v1.13.0
  • v1.12.0
  • v1.11.1
  • v1.11.0
  • v1.10.0
  • v1.9.0
  • v1.8.0
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ndarray_to_bytesยถ

ndarray_to_bytes(ndarray: ndarray[Any, dtype[Any]]) → bytes[์†Œ์Šค]ยถ

Serialize NumPy ndarray to bytes.

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  • ndarray_to_bytes
    • ndarray_to_bytes()