Real Skill packageSource verifiedGitHub repository

huggingface-vision-trainer

Trains and fine-tunes vision models for object detection (D-FINE, RT-DETR v2, DETR, YOLOS), image classification (timm models — MobileNetV3, MobileViT, ResNet, ViT/DINOv3 — plus any Transformers classifier), and SAM/SAM2 segmentation using Hugging Face Transformers on Hugging Face Jobs cloud GPUs. Covers COCO-format dataset preparation, Albumentations augmentation, mAP/mAR evaluation, accuracy metrics, SAM segmentation with bbox/point prompts, DiceCE loss, hardware selection, cost estimation, Trackio monitoring, a…

Identity and source

Publisher attributionOpenAIrepository owner unverified by skillvetai
Functional categoryAgent Engineering, Security & Governanceautomatically inferred · 65% rule confidence
Package forminstruction with code13 recorded files
Canonical sourceGitHub repositorygithub:openai/plugins:plugins/hugging-face/skills/vision-trainer
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OpenAI Codexdeclared onlyProvenance: platform official

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Claude Codepasses structure
Checker 0.1.0 · agent-skills-2026-08-13+claude-code-docs-2026-08-13 · 8/13/2026.claude/skills/huggingface-vision-trainer

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

OpenAI Codexpasses structure
Checker 0.1.0 · agent-skills-2026-08-13+codex-docs-2026-08-13 · 8/13/2026.agents/skills/huggingface-vision-trainer

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

OpenClawpasses structure
Checker 0.1.0 · agent-skills-2026-08-13+openclaw-docs-2026-08-13 · 8/13/2026skills/huggingface-vision-trainer

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

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Status
completed
Coverage
full text content
Files
13 / 13 inspected as text
Checked
8/13/2026, 9:39:53 AM
Scanner
0.1.3
Policy
1.0.3
4 inferred permission indicators
  • shell execution — automatically inferred
  • network access — automatically inferred
  • filesystem write — automatically inferred
  • credential access — automatically inferred
8 dependency and API indicators
  • api: albumentations.ai
  • api: colab.research.google.com
  • api: datasets-server.huggingface.co
  • api: github.com
  • api: hf.co
  • api: huggingface.co
  • api: images.pexels.com
  • api: pytorch.org

Recorded files

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Package content hashsha256:42657e11430983809a40d6e04c46bdfa54f6700f95ef089738eea498a48b9729
Show up to 13 recorded paths
  • SKILL.md
  • agents/openai.yaml
  • references/finetune_sam2_trainer.md
  • references/hub_saving.md
  • references/image_classification_training_notebook.md
  • references/object_detection_training_notebook.md
  • references/reliability_principles.md
  • references/timm_trainer.md
  • scripts/dataset_inspector.py
  • scripts/estimate_cost.py
  • scripts/image_classification_training.py
  • scripts/object_detection_training.py
  • scripts/sam_segmentation_training.py