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v2-components【数据与研究】Guides Waymo Open Dataset V2 columnar components, Parquet tags, dataclass schemas, object assets, and Pandas or Dask dataframe joins.
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Use this sub-skill when the task mentions WOD V2, Perception 2.0, component tags, Parquet component directories, Component dataclasses, flattened dictionaries, Arrow schemas, v2.merge, Pandas/Dask key joins, or object-asset V2 structures.
Read:
Useful bundled check:
scripts/inspect_v2_components.py lists installed V2 tags, validates a tiny component schema, and runs a one-row v2.merge check.Route elsewhere:
dataset-utils for v1 TFRecord Frame parsing, range images, camera projections, maps, or point clouds.metrics-evaluation for detection/tracking/motion metric wrappers and submission scoring.camera-and-segmentation for camera-only challenge, PVPS, semantic segmentation, or Deeplab2 camera-segmentation issues.Typical flow:
v2.ALL_TAGS or v2.TAG_BY_COMPONENT.Component.to_flatten_dict(), Component.from_dict(), and Component.schema() rather than inventing column names.v2.merge(left, right, left_nullable=..., right_nullable=..., left_group=..., right_group=...) and check key prefixes before joining.