NVIDIA
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- ▌ Tao Train Oneformer · nvidia bundleTrain, evaluate, export, quantize, and run inference for a TAO OneFormer model that performs panoptic, instance, and semantic segmentation using task-conditioned queries.
- ▌ Tao Train Segformer · nvidia bundleTrains, evaluates, exports, quantizes, and runs inference for SegFormer semantic segmentation models using NVIDIA TAO.
- ▌ Vss Query Analytics · nvidia bundleQueries video analytics incidents, alerts, metrics, and sensor data from Elasticsearch via the VA-MCP server.
- ▌ Vss Summarize Video · nvidia bundleSummarize recorded video clips using the LVS microservice with a VLM fallback, producing a narrative summary with timestamped events.
- ▌ Dynamo Recipe Runner · nvidia bundleSelect, validate, patch, and deploy existing NVIDIA Dynamo Kubernetes recipes for model serving with GPU support.
- ▌ Earth2studio Install · nvidia bundleGuides installing Earth2Studio via uv or pip, selecting model extras, and configuring environment variables.
- ▌ Jetson Customize Fan · nvidia bundleAdd, remove, edit, list, or change the boot default of an nvfancontrol fan profile on a Jetson/Tegra target.
- ▌ Jetson Customize Usb · nvidia bundleEnable, disable, or change the role of USB2/USB3 SS ports on Jetson custom carriers by generating kernel-DT overlays that flip lane, port, and host xHCI phys in lockstep.
- ▌ Jetson Headless Mode · nvidia bundlePlan and apply safe, reversible headless-mode changes on Jetson devices to reclaim memory from the GUI and non-essential daemons.
- ▌ Jetson LLM Benchmark · nvidia bundleBenchmark Jetson LLM/VLM serving performance across vLLM, llama.cpp, and Ollama with structured JSON output.
- ▌ Jetson Promote Image · nvidia bundleCopies overlay files and built artifacts into a staged BSP image for NVIDIA Jetson platforms, preparing it for flashing without modifying the workspace.
- ▌ Nv Generate Ct Rflow · nvidia bundleGenerates synthetic CT volumes and masks using NVIDIA's rectified-flow pipeline for medical imaging research.
- ▌ Nv Generate Mr Brain · nvidia bundleGenerates synthetic brain MRI volumes using NVIDIA's NV-Generate-CTMR workflow, with configurable modality and random seed.
- ▌ Physicsnemo Discover · nvidia bundleNavigate the PhysicsNeMo repository by discovering model families, datapipes, and examples through live file search, without writing training code.
- ▌ Skill Card Generator · nvidia bundleGenerates or updates a governance skill card for an existing agent skill directory by analyzing source signals, building a grounded JSON context, and rendering a deterministic markdown card.
- ▌ Tao Train Centerpose · nvidia bundleTrain, evaluate, export, and run inference for CenterPose models used in 6-DoF object pose estimation with keypoint regression.
- ▌ Cuopt Skill Evolution · nvidia bundleDetects generalizable learnings from problem-solving interactions and proposes skill updates to improve future performance.
- ▌ Dynamo Router Starter · nvidia bundleStart or patch Dynamo router modes and run router endpoint smoke checks for round-robin, KV-aware, least-loaded, or device-aware routing.
- ▌ Earth2studio Discover · nvidia bundleFind Earth2Studio models, data sources, and examples for weather/climate use cases by consulting live documentation and verifying compatibility via the lexicon system.
- ▌ Jetson Customize Mgbe · nvidia bundleGenerates kernel-DT overlay fragments to enable 25G/10G/1G MGBE QSFP interfaces on Jetson Thor, verifying pinmux and integrating with the BSP customization workflow.
- ▌ Jetson Customize Pcie · nvidia bundleGenerates kernel device-tree overlay fragments to enable or disable individual PCIe controllers and configure lane count and link speed on Jetson Thor/Orin custom carriers.
- ▌ Jetson Derive Carrier · nvidia bundleBootstrap a custom carrier board by forking carrier files and scaffolding a DT overlay from the reference devkit.
- ▌ Cufolio · nvidia bundleBuild, optimize, backtest, rebalance, or analyze stock portfolios using NVIDIA-accelerated Mean-CVaR optimization with cuOpt GPU solver.
- ▌ Hsb App · nvidia bundleDiscover, select, and run Holoscan Sensor Bridge example applications on a connected devkit over SSH, filtering by platform, board type, and sensors.
- ▌ Hsb Test · nvidia bundleExecute QA test plans on Holoscan Sensor Bridge hardware by reading a test document, filtering tests by setup, running automatable tests with pass/fail evaluation, and producing a structured report.
- ▌ RAG Eval · nvidia bundleEvaluates RAG pipelines using a filesystem-based benchmark with corpus/ and train.json, running evaluate_rag.py to tune retrieval and generation flags and interpret RAGAS metrics.
- ▌ RAG Perf · nvidia bundleRun config-driven performance benchmarks against a deployed NVIDIA RAG Blueprint server, including profiling and load testing, with a unified report.
- ▌ Hsb Flash · nvidia bundleFlash FPGA firmware on HSB Lattice boards and Leopard Imaging VB1940 cameras connected to NVIDIA devkits, with safety checks and multi-step upgrade/downgrade procedures.
- ▌ Hsb Setup · nvidia bundleSet up the Holoscan Sensor Bridge demo environment end-to-end: clone the repo, configure the host per platform, build and run the demo container, and verify connectivity to the sensor board.
- ▌ Aiq Deploy · nvidia bundleInstalls, deploys, runs, validates, troubleshoots, and stops NVIDIA AI-Q Blueprint infrastructure for local or self-hosted servers.
- ▌ Cudaq Guide · nvidia bundleGuide users through installing CUDA-Q, writing quantum kernels, running GPU-accelerated simulations, connecting to QPU hardware, and exploring built-in applications.
- ▌ Aiq Research · nvidia bundleRuns deep research queries through a reachable NVIDIA AI-Q Blueprint backend, handling health checks, job submission, polling, and report retrieval.
- ▌ Nemo Rl Docs · nvidia bundleUpdate docs/index.md and write Google-style docstrings for NeMo-RL documentation changes.
- ▌ Cuopt Install · nvidia bundleInstall cuOpt for Python, C, or REST server via pip, conda, or Docker, and verify the installation.
- ▌ Data Designer · nvidia bundleBuild synthetic datasets and data generation pipelines using the Data Designer library.
- ▌ Mcore Testing · nvidia bundleGuides testing Megatron-LM: test layout, recipe YAML, adding and running unit/functional tests, golden values, marker filters, and CI parity.
- ▌ Nv Reason Cxr · nvidia bundleRuns chest X-ray reasoning smoke tests using the NV-Reason-CXR-3B model via local inference or a public Hugging Face Space API.
- ▌ Nv Segment Ct · nvidia bundleSegments abdominal organs from CT NIfTI volumes using the NV-Segment-CT VISTA3D model, producing label maps and structured evidence JSON.
- ▌ RAG Blueprint · nvidia bundleDeploy, configure, troubleshoot, and manage NVIDIA RAG Blueprint deployments across Docker, Helm, and library setups.
- ▌ Vss Ask Video · nvidia bundleAsk visual questions about video clips using a VSS agent's video_understanding tool, requiring a fresh look at frames rather than prior metadata or search results.
- ▌ Deepstream Dev · nvidia bundleBuild video analytics pipelines using NVIDIA DeepStream SDK 9.0 with Python pyservicemaker API, including GStreamer-based video processing, TensorRT inference integration, object detection/tracking, and Kafka/message broker integration.
- ▌ Holoscan Setup · nvidia bundleInspects the host system, assesses platform compatibility, and recommends the correct Holoscan SDK installation method, then delegates to a method-specific install skill.
- ▌ Jetson Package · nvidia bundleSelects Jetson-compatible containers, vLLM runtime images, and Jetson AI Lab PyPI indexes based on Orin SM 8.7 vs Thor SM 11.0 and JetPack version.
- ▌ Launch Nemo Rl · nvidia bundleLaunch, monitor, stop, and debug NeMo-RL recipes on a Kubernetes cluster using the nrl-k8s CLI, supporting ephemeral and long-lived RayCluster modes.
- ▌ Mcore Split Pr · nvidia bundleSplit a large pull request into multiple smaller PRs to reduce the number of required CODEOWNERS reviewer groups.
- ▌ Nemo Retriever · nvidia bundleIndex folders of PDFs and other documents into LanceDB for vector search, then query them with semantic search, page filters, verbatim quotes, and cross-document aggregation.
- ▌ Nv Generate Mr · nvidia bundleGenerates synthetic body MRI volumes using NVIDIA's NV-Generate-CTMR rflow-mr model. Wraps the upstream diffusion inference pipeline with config staging, output validation, and NIfTI volume summarization.
- ▌ Tao Run Automl · nvidia bundleRun automated hyperparameter optimization for NVIDIA TAO models using AutoMLRunner, supporting multiple search algorithms and experiment tracking.
- ▌ Tao Train Dino · nvidia bundleTrain, evaluate, export, distill, quantize, or run inference for a TAO DINO 2D object detector using transformer-based detection with denoising training and multi-scale features.
- ▌ Tao Train Reid · nvidia bundleTrains, evaluates, exports, and runs inference for person re-identification models using TAO, learning discriminative embeddings for cross-camera matching.
- ▌ Cuopt Developer · nvidia bundleModify, build, test, debug, and contribute to the NVIDIA cuOpt codebase (C++/CUDA, Python, server, CI). Includes guidance for solver internals, pull requests, DCO signoff, and code conventions.
- ▌ Nemotron Speech · nvidia bundleRoutes NVIDIA Nemotron Speech (Riva) NIM tasks for ASR, TTS, and NMT, covering cloud-hosted inference, self-hosted Docker deployment, and custom model builds.
- ▌ Nv Segment Ctmr · nvidia bundleRuns NV-Segment-CTMR segmentation on CT or MRI NIfTI volumes and records label-map evidence.
- ▌ Tao Run On Brev · nvidia bundleManage NVIDIA Brev GPU instances for TAO training, evaluation, and inference using the Brev CLI and Docker.
- ▌ Cuopt User Rules · nvidia bundleGuides users through installing, configuring, and calling the NVIDIA cuOpt SDK for routing and optimization problems, with emphasis on clarifying requirements and safe execution.
- ▌ Cupynumeric Hdf5 · nvidia bundleRead and write large cuPyNumeric arrays to HDF5 files using Legate's parallel, distributed HDF5 I/O.
- ▌ Jetson Link Docs · nvidia bundleBind pre-downloaded Jetson reference docs (developer guide, design guide, pinmux, schematics) into the active profile documents block. Use after staging docs on disk; not for downloading.
- ▌ Jetson LLM Serve · nvidia bundleServe LLMs and VLMs on NVIDIA Jetson devices using vLLM or SGLang with optimized Docker containers and quantization presets.
- ▌ Tao Run Deft Aoi · nvidia bundleAutomates the full DEFT AOI improvement loop for NVIDIA TAO VisualChangeNet / ChangeNet PCB inspection models, including baseline evaluation, RCA, synthetic defect generation, data mining, retraining, and deployment gating until KPI targets are met.
- ▌ Tao Train Ocdnet · nvidia bundleTrains, evaluates, exports, prunes, quantizes, retrains, and runs inference for OCDNet scene text detection models using TAO, detecting arbitrary-oriented text regions in natural images.
- ▌ Tao Train Ocrnet · nvidia bundleTrains, evaluates, exports, prunes, quantizes, retrains, and runs inference for TAO OCRNet models for scene text recognition from cropped text-region images, supporting CTC and attention-based decoders.
- ▌ Tao Train Rtdetr · nvidia bundleTrain, evaluate, distill, quantize, export, and run inference for RT-DETR object detection models using NVIDIA TAO.