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Use when running people attribute search (PAS) image augmentation and auto-labeling workflows on OSMO: flow selection, preflight, submit-time interpolation, monitoring, and output retrieval. Trigger keywords: people attribute search, PAS, person augmentation, attribute search, person re-identification, clothing augmentation, person crop augmentation.
Passed 14 of 20 test cases with the skill, and 3 of 20 without it.
and 9 more in the full report
12 fixed3 passed either way7 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
Write the command to download run outputs from storage path s3://mybucket/results/run-1 to local directory ./downloads/.
| Checked | Without skill | With skill |
|---|---|---|
| Uses osmo data download s3://mybucket/results/run-1 ./downloads/ | Missed | Passed |
The instructions your model reads when the skill loads.
Default workflow skill for PAS execution on OSMO. It owns flow selection, preflight, submit-time interpolation, monitoring, and output retrieval.
Run the PAS image augmentation and auto-labeling pipeline safely and reproducibly from preflight to output download.
The PAS pipeline augments existing person-crop datasets by generating
controlled clothing/appearance variations (image-domain) and synonymous
attribute captions (text-domain). It uses the paidf-augmentation container
for image-edit augmentation with MCQ verification, and the
paidf-auto-labeling container for person-attribute captioning.
Do NOT use this skill for container-internal tuning-only questions.
Confirm these before running preflight or any submit. Missing required secrets
surface as USER_INPUT_REQUIRED: from scripts/preflight_credentials.sh.
| Requirement | How it is satisfied | Used for |
|---|---|---|
| NGC API key (optional) | NGC_API_KEY, NGC_CLI_API_KEY, or compatible nvapi-* token | Optional for nvcr_io credential refresh; default PAS image refs are public |
| Hugging Face token | HF_TOKEN (or HUGGING_FACE_HUB_TOKEN), or a cached token at ~/.cache/huggingface/token | Creates the OSMO hf_token credential |
| OSMO CLI access | osmo on PATH, logged in, with a default profile and a registered DATA credential profile matching storage_url | Submitting/monitoring workflows and listing/downloading objects |
| GPU pool | At least one ONLINE pool in osmo pool list --mode free | Scheduling setup + worker tasks |
| Image Edit endpoint | In-cluster NIM qwen-image-edit-2511 (reused if healthy, else deployed via the NIM operator); external opt-in via image_edit_url | Image-domain augmentation |
| VLM endpoint | In-cluster NIM qwen3-vl (shared with VDA); external opt-in via vlm_url | MCQ verification and person-attribute captioning |
| LLM endpoint | In-cluster NIM qwen25-14b (shared with VDA); external opt-in via llm_url | MCQ question generation |
e2e, augmentation, auto_labeling) from user intent.storage_url).test cases passed, vs 3 / 20 without
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