Autonomous end-to-end orchestrator for SOP fine-tuning. Runs the full Import → Augment → DDM Train → VLM Train → Evaluate → RCA loop. Interprets RCA findings across DDM, VLM and augment axes, applies config fixes autonomously, and iterates until success…
NVIDIA/sop-monitoring-blueprints
SkillsMP has collected 17 skills from NVIDIA/sop-monitoring-blueprints. Open a skill to review its source and details.
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Showing 17 of 17 collected skills.
Build a custom VSS SOP blueprint from the VSS 3.1 base, then deploy and test in a loop until fully operational. Use when asked to create the SOP blueprint structure, customize VSS compose for SOP, configure SOP services, set up the VSS agent for SOP, or…
Build the DS-SOP Docker image and deploy the VSS SOP blueprint end-to-end. Use when asked to deploy SOP, build DS SOP, install SOP, set up the SOP pipeline, verify SOP models, start the SOP blueprint, simulate RTSP for SOP, run the SOP API test, or tear down…
Use this skill when building, deploying, evaluating, debugging, or measuring latency for the DeepStream SOP Inference Microservice — a GPU-accelerated FastAPI service that detects whether operators perform assembly-line steps in order via event boundary…
Fine-tune Cosmos-Reason2 (CR2) VLM for SOP monitoring. Use when you need to launch and monitor a VLM training run with a given dataset ID.
Use when the user wants to run data augmentation on an annotated dataset, configure augmentation parameters, check augmentation status, or understand what each QA augmentation type does (BCQ, MCQ, GQA, DMCQ, DSQA, ENQA)
Fine-tune DDM-Net temporal boundary detector for SOP monitoring. Use when you need to launch and monitor a DDM-Net training run with a given dataset ID.
Use when running by-action VLM evaluation (per-action-clip inference + accuracy metrics) against the BP evaluation-ms HTTP API. Invoked as /sop-by-action-eval <inputs.yaml> [natural language parameter overrides]
Use when running the e2e evaluation pipeline (temporal segmentation + action recognition + accuracy) against the BP evaluation-ms HTTP API. Invoked as /sop-e2e-inference <inputs.yaml> [natural language parameter overrides]
Root cause analysis for SOP monitoring pipeline failures. Analyzes end-to-end evaluation logs, DDM temporal segmentation, VLM action recognition, training data, and fine-tuning configs to identify failure patterns and produce an evidence-driven RCA report…
Orchestrate the end-to-end SOP pipeline, including preflight prerequisite checks, verifying models and downloading assets, generating the DeepStream SOP microservice with RTSP output, evaluating the microservice, and building, deploying, and testing the VSS…
Interact with the VIOS (Video IO & Storage) microservice in a running VSS profile — manage cameras/sensors, RTSP streams, recordings, snapshots, and storage. Use when asked to add a camera, add an RTSP stream, list sensors, show configured…
Generate and query incident reports from VSS — look up incidents in Elasticsearch, analyze incident patterns, generate narrative reports. Use when asked about incidents, incident reports, PPE violations, safety events, or "what happened". Requires the alerts…
Query video analytics incidents, alerts, sensor data, and metrics from Elasticsearch via the VA-MCP server (port 9901). Use for any question about what happened in video — PPE violations, alerts, incidents, object counts, speeds, occupancy, or anything that…
Search video archives using natural language — find events, objects, actions, and people across recorded video using Cosmos Embed1 semantic search. Use when asked to search for something in video, find events, locate objects, or query video archives. Requires…
Summarize long videos, generate shift reports, and analyze extended recordings. Use when asked to summarize a video, generate a shift summary, analyze a long recording, or create a daily activity report. Requires the LVS profile to be deployed.
Run post-deployment tests for the VSS SOP blueprint. Checks service health, ELK data pipeline, VIOS recording/livestream, and VSS agent (MCP, LLM, VLM, snapshot, video, report). Auto-debugs failures. Use when asked to test SOP, verify SOP deployment, check…