How-To GuidesΒΆ This section provides practical guides for common tasks with ICOS-FL. Docker Setup & Deployment Prerequisites Understanding Docker Components Simulation Deployment Production Deployment Container Configuration Building Custom Images Container Resource Limits Persisting Data Security Considerations Troubleshooting Cleanup Scaling Multi-Node Federated Deployment Controller Node Setup Worker Node Setup Federation Configuration Handling Node Failures Custom Models Basic LSTM Model Structure Creating a Custom Model Integrating the Custom Model Weight Handling for Custom Models Tuning Hyperparameters Configuration Options Available Hyperparameters Setting Parameters in pyproject.toml Configuring via Command Line Hyperparameter Search with Weights & Biands Tuning for Different Metrics Recommended Process Best Practices Metrics Collection Metrics Collection Pipeline Collected Metrics Configuring Metrics Collection OpenTelemetry Configuration Time Series Data Storage Accessing Collected Metrics Adding Custom Metrics Data Preprocessing Troubleshooting Connection Issues Data Collection Issues Training Issues Docker Issues Debugging Techniques