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Use only when auditing or sanity-checking a supplied or pre-existing deepstream-app/deepstream-test5 config, performing an explicitly requested independent post-generation audit, or reviewing a supplied design/code change that affects DeepStream config…
Quellsprache: Englisch
NVIDIA DeepStream SDK development with Python pyservicemaker API. Use when building video analytics pipelines, GStreamer-based video processing, TensorRT inference integration, object detection/tracking, or Kafka/message broker integration.
Quellsprache: Englisch
Import detection, classification, segmentation, pose, and depth models into DeepStream with task routing and evidence-gated validation.
Quellsprache: Englisch
Use when diagnosing NVIDIA DeepStream SDK installation, version compatibility, container tag, JetPack, CUDA, TensorRT, driver, GPU/Jetson, WSL2, pyservicemaker, or pyds issues; also use to reroute DeepStream pipeline-building or model-import requests to…
Quellsprache: Englisch
Set up and verify NVIDIA DeepStream in Docker inside WSL2 on a local or remote Windows machine. Use when a user wants to install WSL2, Ubuntu, Docker, NVIDIA Container Toolkit, and a requested DeepStream image; validate a supported WDDM workstation GPU; or…
Quellsprache: Englisch
Scaffold a standalone RTVI CV microservice that plugs into VSS Search and Alerts profiles via Kafka mdx-raw. The shipped scaffold script is a YOLO26 reference implementation (ONNX, labels, custom parser required). Use when building a new perception…
Quellsprache: Englisch
Run end-to-end calibration on the shipped sample dataset (sdg_08_2_sample_data_010926.zip) against a running AMC microservice. Use when user says 'test sample dataset', 'run sample calibration', 'verify AMC install', or 'launch and test'.
Quellsprache: Englisch
Generate deployable Vision AI pipelines with high-performance video and streaming capabilities on NVIDIA GPUs. Activate when users want to: create GPU-accelerated inference microservices or standalone apps for vision, video, or streaming workloads; write or…
Quellsprache: Englisch
Provision Ubuntu 24.04 NVIDIA stacks with Ansible on x86_64 or ARM SBSA, with Xorg setup and optional DeepStream dependencies. Not for Jetson.
Quellsprache: Englisch
Evaluate and improve an object detector in NVIDIA DeepStream. Use for deployed mAP, FPS and latency measurement, TAO Skill Bank fine-tuning or AutoML, redeployment, and before/after reporting on HuggingFace, NGC, ONNX, or local models and KPI datasets. Object…
Quellsprache: Englisch
Use when generating or repairing DeepStream deepstream-app or deepstream-test5-app configs for RTSP/GStreamer sources, streammux, inference, or tracker pipelines. Not for independent audits.
Quellsprache: Englisch
Use when diagnosing DeepStream or GStreamer RTSP ingest reliability issues: packet loss, latency, decoder saturation, artifacts, disconnects, frame drops, source churn, and camera or network faults.
Quellsprache: Englisch
Launch AutoMagicCalib microservice and web UI from NGC release images via Docker Compose. Use when user says 'deploy auto calibration', 'launch auto calibration', 'launch AMC', 'start MS+UI', or 'set up auto-magic-calib'. Requires NGC API key.
Quellsprache: Englisch
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