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Flower Framework

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教程

什么是联邦学习？
开始使用Flower
使用联邦学习策略
从零开始制定策略
自定义客户端
Tutorial Notebooks

快速入门教程
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How-to Guides

Build
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Simulate
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- 运行模拟
Deploy
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- Run Flower with the Deployment Engine
- Enable TLS connections
- Authenticate SuperNodes
- Configure logging
- Run Flower on GCP
- Run Flower on Azure
- Authenticate Users via OpenID Connect
- Configure Audit Logging
- Run Flower using Docker
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- Run Flower using Helm
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  - Deploy SuperLink
  - Deploy SuperNode

说明

联邦学习评估
差分隐私
Flower的架构

参考资料

Reference
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- flwr
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  - app
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    - error
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      - Error
    - metadata
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  - 客户端
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    - start_client
    - start_numpy_client
    - 客户端
    - ClientApp
    - NumPyClient
    - mod
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  - clientapp
  - 常见
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    - 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
    - 描述数据
    - MetricRecord
    - Metrics
    - MetricsRecord
    - NDArray
    - NDArrays
    - 参数
    - ParametersRecord
    - Properties
    - ReconnectIns
    - RecordDict
    - RecordSet
    - ServerMessage
    - Status
  - 服务器
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    - start_server
    - ClientManager
    - Driver
    - Grid
    - History
    - LegacyContext
    - 服务器
    - ServerApp
    - ServerAppComponents
    - ServerConfig
    - SimpleClientManager
    - strategy
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    - workflow
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  - serverapp
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    - strategy
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      - FedAvg
      - Result
      - Strategy
  - simulation
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- Flower CLI 参考
- 项目实例
- 遥测功能
- 更新日志
- Flower Runtime Comparison
- Flower Network Communication
- Exit Codes
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- 常见问题

贡献者文档

Contribute
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Versions

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
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serverapp¶

Public Flower ServerApp APIs.

Modules

strategy

ServerApp strategies.

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