Individual skill
tao-port-huggingface-model
Integrate a HuggingFace Computer Vision model into the NVIDIA TAO Toolkit ecosystem (tao-core config, tao-pytorch trainer, tao-deploy TensorRT pipeline). Use when the user asks to "integrate a HuggingFace model into TAO", "add an HF model to TAO Toolkit", "wire a HuggingFace ViT/DETR/ SegFormer into tao-pytorch", "build a TAO trainer + deploy pipeline for an HF CV model", or pastes a HuggingFace model URL/ID and wants it turned into a TAO model. Covers the full 7-phase loop: prerequisites check, HuggingFace inspection and validation, codebase exploration, tao-core configuration and native trainer implementation, ONNX export plus TensorRT deploy integration, packaging and L0 testing, container-based end-to-end validation, and (conditional) accuracy/latency tuning. Supports classification, object detection, semantic / instance / panoptic segmentation, zero-shot detection, and depth estimation.
skills/tao-port-huggingface-model/SKILL.md
Source commit 25340619336e89bcc40365c28bfe9e790430468e
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 2, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 3,892
- Repository last updated
- Nov 6, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- agent-skills Repository topic
- agentic-ai Repository topic
- ai-agents Repository topic
- claude-code Repository topic
- codex Repository topic
- coding-agents Repository topic
- cuda Repository topic
- developer-tools Repository topic
- llm Repository topic
- omniverse Repository topic
- tao Declared skill tag
- huggingface Declared skill tag
- integration Declared skill tag
- computer-vision Declared skill tag
- deploy Declared skill tag
- testing Derived category
- devops Derived category
- testing-browser Derived category
- devops-containers Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
BENCHMARK.mddoc · 7,150 bytesSKILL.mdcore · 18,166 bytesSKILL.mdcore · 18,166 bytesSKILL.mdcore · 18,166 bytesSKILL.mdcore · 18,166 bytesconfig/skillspector-baseline.yamlasset · 2,632 byteseval.configasset · 3,245 bytesevals/evals.jsonasset · 809 bytesreferences/cross-cutting.mddoc · 10,341 bytesreferences/docker-patterns.mddoc · 16,289 bytesreferences/hf-inspection.mddoc · 6,320 bytesreferences/phase-0-prereqs.mddoc · 10,106 bytesreferences/phase-1-inspection.mddoc · 10,377 bytesreferences/phase-2-codebase.mddoc · 7,458 bytesreferences/phase-3-implementation.mddoc · 35,497 bytesreferences/phase-4-deploy.mddoc · 13,025 bytesreferences/phase-5-packaging.mddoc · 3,420 bytesreferences/phase-6-container-tests.mddoc · 15,791 bytesreferences/phase-7-optimization.mddoc · 7,972 bytesreferences/repo-structure.mddoc · 10,817 bytesreferences/tao-patterns.mddoc · 20,574 bytesreferences/task-type-guide.mddoc · 16,829 bytesreferences/workflow-consistency.mddoc · 28,153 bytesskill-card.mddoc · 4,909 bytesskill.oms.sigasset · 8,733 bytes
Read excerpt
> **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).
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