我有一个想法,即在当前项目中为非结构化数据实现线索功能,类似于Apache Atlas或OpenLineage中的结构化数据线索。

作者: fightBoxing创建于 2026年7月10日更新于 2026年7月26日
标签enhancement

2.1 Data-Juicer's existing capabilities inventory

Level Existing assets Completeness
Sample-level tracking Tracer / RayTracer ✅ Complete
Event logging EventLoggingMixin + 8 types of EventType ✅ Complete
Pipeline topology PipelineDAG ✅ Complete
Content hash HashKeys.hash/minhash/simhash/imagehash/videohash Assets exist but not linked
Agent scene metadata agent_request_model / agent_pt / agent_request_id Partial scenes
File-level provenance _data_source_provenance_block (in HTML report) Report-level
Dataset/field-level lineage ❌ None ❌ Need to be built
Asset-level lineage ❌ None ❌ Need to be built
ZZTERM5ZZ call lineage ❌ None ❌ Need to be built
Compliance chain ❌ None (though there are PII/NSFW algorithms) ❌ Need to be built
Equivalent deduplication lineage ❌ None ❌ Need to be built

2.2 Target capability matrix

内容来源: datajuicer/data-juicer