Driving Data Importer

This skill loads raw driving sensor data into scenariobuilder.* objects (GPSData, CameraData, LidarData, ActorTrackData, Trajectory, laneData) and provides the CLI for every preprocessing step DLA exposes (sync, crop, offset, normalize, convert timestamps). It also covers the drivingLogAnalyzer (DLA) app as an opt-in inspection tool — see Rule 0 below; DLA is never a default step.

After wrapping is done, the canonical next move is matlab-scenario-builder (trajectory smoothing, scene/scenario generation, lane localization, RoadRunner / drivingScenario / OpenSCENARIO / OpenDRIVE / OpenCRG / Unreal export).

Rule 0 — DLA is opt-in only (HARD RULE, READ FIRST)

Never call drivingLogAnalyzer unless the user explicitly asks for it or has reported a sensor-data problem DLA is built to debug. Auto-launching DLA after wrapping data is a first-attempt-success failure: it stalls the user (a UI app forces context-switch, scrub, click, confirm) and signals that the agent is not confident the import worked.

When DLA IS allowed — only these two cases:

1. Explicit user request — user types DLA, drivingLogAnalyzer, "open in DLA", "inspect / visualize / explore / replay / analyze the recording", "open the driving log analyzer".
2. Reported sensor-data problem that DLA is the right tool for:
   • "the sensors look out of sync"
   • "camera and lidar timestamps don't match"
   • "actor cuboids float above the cars" (overlay alignment)
   • "I see missing frames / a gap in the timeline"
   • "the offset looks wrong / the timeline is shifted"