nirs4all.pipeline.dagml.multimodal_tuning module

Native grouped search over raw multimodal sources with durable optimizer state.

exception nirs4all.pipeline.dagml.multimodal_tuning.MultimodalTuningStopped(evidence: dict[str, Any])[source]

Bases: RuntimeError

A cancelled native search, resumable from its paired checkpoint.

nirs4all.pipeline.dagml.multimodal_tuning.run_multimodal_tuning(pipeline: Any, cohort: Any, tuning: Any, *, run_options: dict[str, Any]) → Any[source]: Use DAG for folds, trial execution, scoring and winner selection; N4M for proposals.