deepstream-import-vision-model
Installation
SKILL.md
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.
Pipeline Overview
| Step | Phase | Reference | What it does |
|---|---|---|---|
| 1–3 | Model Acquire | references/model-acquire.md | Browse HF/NGC, detect format, download ONNX or export SafeTensors |
| 4–5 | Engine Build | references/engine-build.md | Build dynamic TRT engine, run trtexec BS=1 and BS=MAX_BS |
| 6–7 | DS Pipeline | references/pipeline-run.md | Custom bbox parser, nvinfer config, single-stream + multi-stream benchmarks |
| 8 | Report | references/report-generation.md | 5 charts, HTML, PDF benchmark report |
Run the full pipeline autonomously without pausing for confirmation at each step.