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Execution Modes

Choose the right adapter for your use case.

graph LR
A[Data] --> B{Size?}
B -->|Fits in memory| C{Real-time?}
B -->|Too large| D[Streaming]
C -->|No| E[Batch]
C -->|Yes| F[Online]
Mode Use Case Memory Features
Batch Complete datasets Full All features
Streaming Large files (>100K) Chunked Residuals, robustness
Online Real-time sensors Fixed window Incremental updates

Adapter Comparison