FLGo
Index
English
中文
Initializing search
Get Started
Overview
Docs
Tutorials
Resources
About
Github
FLGo
Get Started
Overview
Overview
Architecture
Architecture
Benchmark
Algorithm
Experiment
Simulator
Docs
Docs
FLGo
flgo.algorithm
flgo.algorithm
flgo.algorithm.fedbase
flgo.algorithm.vflbase
flgo.algorithm.hierarchical
flgo.algorithm.decentralized
flgo.benchmark
flgo.benchmark
flgo.benchmark.base
flgo.benchmark.toolkits
flgo.benchmark.toolkits
flgo.benchmark.toolkits.cv
flgo.benchmark.toolkits.cv
classification
segmentation
detection
flgo.benchmark.toolkits.nlp
flgo.benchmark.toolkits.nlp
classification
language_modeling
translation
flgo.benchmark.toolkits.graph
flgo.benchmark.toolkits.graph
node_classification
graph_classification
link_prediction
flgo.benchmark.toolkits.tabular
flgo.benchmark.toolkits.partition
flgo.benchmark.toolkits.visualization
flgo.experiment
flgo.experiment
flgo.experiment.logger
flgo.experiment.logger
BasicLogger
flgo.experiment.analyzer
flgo.experiment.device_scheduler
flgo.simulator
flgo.simulator
flgo.simulator.base
flgo.simulator.default_simulator
flgo.utils
flgo.utils
flgo.utils.fflow
flgo.utils.fmodule
Tutorials
Tutorials
0 Quick Start
0 Quick Start
1 Configuration
1 Configuration
1.1 FL Descriptor
1.2 Option Configuration
1.3 Task Configuration
1.4 Algorithm Configuration
1.5 Model Configuration
1.6 Logger Configuration
2 Algorithm Customization
2 Algorithm Customization
2.1 General Paradigm
2.2 Local Training
2.3 Aggregation
2.4 Sampling
2.5 Communication
3 Benchmark Customization
3 Benchmark Customization
3.1 From Dataset to Benchmark
3.2 Data Heterogeneity
3.3 Image
3.4 Text
3.5 Graph
3.6 Series
3.7 Rec
4 Simulator Customization
4 Simulator Customization
4.1 Client Availability
4.2 Client Connectivity
4.3 Client Responsiveness
4.4 Client Completeness
4.5 Varieties of FedAvg with Staleness
Resources
Resources
Algorithm
Algorithm
Classical FL
Personalized FL
Benchmark
Benchmark
Image
Image
Classification
Detection
Segmentation
Text
Text
Classification
Translation
Language Modeling
Graph
Graph
Graph Classification
Node Classification
Link Prediction
Simulator
Simulator
Horizontal
About
Github
Index
This section dicsusses the customization for different types of ML tasks.