deepstream-profile-pipeline - Profile and tune DeepStream pipelines
Profiles DeepStream pipelines with Nsight Systems, benchmarks inference, derives performance configurations, and reports GPU and plugin measurements.
Tags
Updated: 2026-10-01Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Apply performance presets
- Check NVTX coverage
- Discover GPU ceilings
- Benchmark inference batches
- Derive pipeline configurations
- Report plugin timings
Inputs
- Pipeline definition
- DeepStream configuration
- Model configuration
- Calibration file
- Source properties
- Stream count
- Target frame rate
Outputs
- Pipeline configurations
- NVTX coverage table
- Inference benchmark results
- GPU ceiling measurements
- Plugin timing report
- Measured FPS
Requirements
- DeepStream SDK 9.0
- Ubuntu 22.04 or 24.04
- DeepStream dev container
- Nsight Systems 2024 or newer
- nsys on PATH
- nvidia-smi on PATH
- Headless terminal environment