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Execution Modes

Choose the right adapter for your use case.

Choose the first row below whose condition applies:

ConditionAdapter
Data too large to fit in memoryStreaming
Fits in memory, need real-time/incremental updatesOnline
Fits in memory, no real-time requirementBatch
ModeUse CaseMemoryFeatures
BatchComplete datasetsFullAll features
StreamingLarge files (>100K)ChunkedResiduals, robustness
OnlineReal-time sensorsFixed windowIncremental updates

Adapter Comparison