Individual skill
deepstream-import-vision-model
Use this skill to bring a supported object-detection vision model from HuggingFace or NVIDIA NGC into an NVIDIA DeepStream pipeline with end-to-end automation: ONNX download, SafeTensors export, TRT engine build, custom nvinfer bbox parser, multi-stream benchmark, and PDF report. Object detection models only.
skills/deepstream-import-vision-model/SKILL.md
Source commit fce3cca4170be75e82c64920654d56ee2811b005
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 9, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 3,907
- 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
- deepstream Declared skill tag
- tensorrt Declared skill tag
- object-detection Declared skill tag
- import-vision-model Declared skill tag
- engineering Derived category
- testing Derived category
- testing-browser 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
.gitattributesasset · 640 bytes.gitignoreasset · 46 bytesBENCHMARK.mddoc · 4,994 bytesCHANGELOG.mddoc · 18,559 bytesREADME.mddoc · 4,138 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesSKILL.mdcore · 14,565 bytesagents/openai.yamlasset · 384 bytesevals/evals.jsonasset · 24,685 bytesinstall.ps1runs · 5,550 bytesinstall.shruns · 6,422 bytesreferences/README.mddoc · 774 bytesreferences/engine-build.mddoc · 17,042 bytesreferences/model-acquire.mddoc · 25,302 bytesreferences/pipeline-run.mddoc · 27,817 bytesreferences/report-generation.mddoc · 27,412 bytesreferences/windows.mddoc · 3,368 bytesscripts/deepstream/benchmark-ds.shruns · 3,718 bytesscripts/deepstream/ds-kitti-dump.shruns · 4,602 bytesscripts/deepstream/ds-perf-run.shruns · 4,889 bytesscripts/deepstream/ds-single-stream.shruns · 5,015 bytesscripts/deepstream/ds-sweep.shruns · 12,563 bytesscripts/deepstream/extract-frame.shruns · 1,981 bytesscripts/dsrun.shruns · 1,436 bytesscripts/engine/benchmark-trtexec.shruns · 2,826 bytesscripts/model/cleanup.shruns · 2,774 bytesscripts/model/config-to-labels.pyruns · 4,154 bytesscripts/model/hf-download-config.shruns · 2,277 bytesscripts/model/hf-list-files.shruns · 4,462 bytesscripts/model/inspect-onnx.pyruns · 3,747 bytesscripts/model/make-static-batch-onnx.pyruns · 2,781 bytesscripts/model/ngc-download.shruns · 3,907 bytesscripts/model/ngc-list-files.shruns · 2,812 bytesscripts/model/resolve-engine.shruns · 1,865 bytesscripts/model/safetensors-to-onnx.shruns · 3,664 bytesscripts/model/safetensors_to_onnx.pyruns · 10,282 bytesscripts/preflight.shruns · 4,316 bytesscripts/report/generate-benchmark-charts.pyruns · 11,096 bytesscripts/report/latex-pdf-wrap.texasset · 1,689 bytesscripts/report/md-to-html-pdf.pyruns · 7,236 bytesscripts/report/md-to-pdf.shruns · 2,272 bytesscripts/report/mermaid-puppeteer-root.jsonasset · 86 bytesscripts/report/mermaid-puppeteer.jsonasset · 42 bytesscripts/report/pandoc-wrap-tables.luaruns · 2,286 bytesscripts/report/render-mermaid-for-pdf.pyruns · 7,548 bytesscripts/report/report-style.cssasset · 1,983 bytesscripts/requirements.txtdoc · 2,660 bytessetup.shruns · 3,638 bytesskill-card.mddoc · 4,631 bytesskill.oms.sigasset · 16,449 bytestests/README.mddoc · 3,058 bytestests/__init__.pyruns · 137 bytestests/test_evals_contract.pyruns · 10,712 bytestests/test_hardened_scripts.pyruns · 13,623 bytestests/test_onnx_export_contract.pyruns · 9,120 bytestests/test_powershell_installer.pyruns · 9,454 bytestests/test_skill_model_intake.pyruns · 2,058 bytes
Read excerpt
# DeepStream Import Vision Model
When this skill is active, **read the relevant reference document before starting each phase**. Do not rely on memory — reference documents contain exact script paths, bash variable conventions, log filename contracts, and critical parsing rules.
**Current scope:** Object detection models only. Fail fast on classification, segmentation, or other architectures detected in `config.json`.
## Model choice — always offer two options
Before preflight, browsing, downloads, or file creation, present exactly these two choices. Do not
start with only an open-ended model-source prompt. If the user's request already clearly selects a
model, confirm the matching choice instead of asking redundantly.
### 1. Default model (recommended)