tao-run-deft-od-aoi

TAO DEFT OD AOI

Standalone install? If this session was not initialized by the TAO skill bank plugin, run the tao-setup skill first (host preflight, credentials, cross-skill discovery).

This application is a disk-backed RT-DETR loop for one foreground class, defect. Its core is real-data-only; AnomalyGenNext synthesis is an optional route with separate preparation, generation, and admission gates.

References

Read only the references needed for the current stage:

• intake and launch: references/defaults.md, references/data-contract.md, references/source-manifest.md, and references/preflight.md;
• orchestration: references/pipeline.md and references/scripts-and-agents.md;
• gaps and retrieval: references/gap-routing.md and references/tao-analyze-gaps-od-map.md;
• training and selection: references/training-policy.md;
• optional synthesis: references/anomalygen-pool.md.

Start

Select an installed platform, read its skill, then invoke tao-launch-workflow. The single launch review must include the four normalized COCO roles, trainable RT-DETR base checkpoint, maximum iterations, image and Data Services containers, GPU shape, and expected runtime. After approval, prepare source COCO files when needed:

scripts/prepare_deft_od_aoi_sources.py \
  --manifest /data/dataset_sources.json --check-only

scripts/prepare_deft_od_aoi_sources.py \
  --manifest /data/dataset_sources.json \
  --output-dir /new/results/normalized

--check-only runs without a container. Materialization must run in the pinned TAO Data Services image because it delegates each role's canonical COCO merge to the existing annotations merge action. The application then validates the merged role contracts before emitting sources.json. Include --gpus when launching the materialization container, as documented in references/source-manifest.md.

The user-facing manifest calls the held-out input benchmark. The second command maps it to the existing internal kpi role and emits sources.json with the canonical kpi, test, real, and clean mapping. Copy assets/default_policy.yaml, use that mapping for sources, fill the other required values, and initialize once: