paidf-anomalygen
paidf-anomalygen is an agent skill published by nvidia, listed under training models. It lives in the NVIDIA/skills repository, which has 3,735 GitHub stars and is licensed under Apache-2.0; we last read it on 2026-09-16.
This tool processes a new anomaly dataset, fine-tunes and generates synthetic anomaly images, evaluates their quality, and searches for optimal parameters. It supports full pipeline execution, fine-tuning, and inference-only modes.
Install
skills is a generic installer for any repository of Claude agent skills -- it reads NVIDIA/skills’s own structure rather than assuming one, the same way this page reads the skill’s own SKILL.md rather than assuming a format.
npx skills add NVIDIA/skills
Maintenance
Full PAIDF AnomalyGen pipeline — fine-tune on a new anomaly dataset, generate synthetic anomaly images (SDG), evaluate quality (nn_score), and search per-sample (guidance, crop_ratio) parameters. Three modes: full (Phase 0→7: finetune then generate), finetune_only (Phase 0→1: train only), inference_only (Phase 0, 2→7: generate from an existing checkpoint). Use when the user asks to "fine-tune AnomalyGen", "generate anomaly images", "run PAIDF SDG", "evaluate SDG output quality", "run per-sample search", or run any part of the AnomalyGen pipeline, even if they only mention one phase.
paidf-anomalygen compared with similar skills
| Skill | Publisher | What it does | Repo stars | Last update |
|---|---|---|---|---|
| paidf-anomalygen (this page) | nvidia | Full PAIDF AnomalyGen pipeline — fine-tune on a new anomaly dataset, generate synthetic anomaly images (SDG),… | 3,735 | 2026-10-26 |
| nemo-mbridge-mlm-bridge-training(same repository) | nvidia | Run Megatron-LM (MLM) and Megatron Bridge training with mock or real data. Covers correlation testing, availa… | 3,735 | 2026-10-26 |
| nemotron-asr-finetune(same repository) | nvidia | Orchestration skill for NVIDIA Nemotron Speech (Riva) / NeMo ASR domain and language adaptation. Given a goal… | 3,735 | 2026-10-26 |
| nemotron-customize(same repository) | nvidia | Plan, configure, and chain repo-native Nemotron customization steps into single-step or multi-step pipelines:… | 3,735 | 2026-10-26 |
| nvflare-convert-huggingface(same repository) | nvidia | Convert existing Hugging Face Transformers Trainer or TRL SFTTrainer training code into an NVFLARE federated… | 3,735 | 2026-10-26 |
| tao-finetune-cosmos-embed(same repository) | nvidia | Cosmos-Embed1 video-text embedding for text-to-video retrieval, video-to-video search, semantic deduplication… | 3,735 | 2026-10-26 |
| tao-finetune-cosmos-reason(same repository) | nvidia | Shared Cosmos3 frontend that explicitly routes Cosmos Framework and Cosmos-RL, validates runtime model/video-… | 3,735 | 2026-10-26 |
Skills from the same repository first, then others for this job by repository stars. Figures are from each repository when we last read it.
Common questions about paidf-anomalygen
- What does paidf-anomalygen do?
- This tool processes a new anomaly dataset, fine-tunes and generates synthetic anomaly images, evaluates their quality, and searches for optimal parameters. It supports full pipeline execution, fine-tuning, and inference-only modes.
- How do I install paidf-anomalygen?
- Run npx skills add NVIDIA/skills. The skills installer reads the repository’s own structure, so it works for any repository of agent skills.
- Who publishes paidf-anomalygen?
- nvidia.
- Is paidf-anomalygen maintained, and what licence does it use?
- Its repository has 3,735 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-10-26. The repository declares the Apache-2.0 licence.
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