Official NVIDIA-authored guidance for NVIDIA cuDF GPU DataFrames, pandas acceleration, dask-cuDF, ETL, joins, groupby, CSV/Parquet I/O, nullable semantics, and multi-GPU DataFrame workloads.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Create a minimal blank Workflow scaffold with a Scene containing ground and light plus an idle run mode. Use for fast new Workflow scaffolding.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
설치 방법 보기설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.
Create a complete runnable blank Workflow without searching for an existing Workflow or booting Isaac Sim.
I4H_WORKFLOWS when set; otherwise use the current git root. If neither contains workflows/i4h_workflows, use the checkout resolver from the repository AGENTS.md.laparoscopic-robotics, ultrasound-robotics, endoluminal-robotics, or hospital-automation-robotics.If the request does not identify a specialty, ask the user to choose one; do not infer a product category from the workflow name alone.
Run:
./scripts/create_blank_environment.py <workflow_id> --specialty <specialty>
This is the only authoring utility that generates workflow-specific source. It rejects an existing public workflow id in any specialty before dry-run output or file creation. It writes the fixed empty templates that establish the design boundary; later scene and task code is written by the coding agent. Use --dry-run to preview its output, --description TEXT to customize the scene-manifest description, and --validate to run the focused static checks after creation. Do not combine --dry-run and --validate.
The script refuses to overwrite files and creates only:
./
├── arena/i4h_arena/assets/<workflow_id>.py
├── arena/i4h_arena/scenes/<workflow_id>.py
├── arena/i4h_arena/scenes/manifest/<workflow_id>.yaml
├── workflows/i4h_workflows/<specialty>/<workflow_id>.py
└── workflows/tests/test_<workflow_id>_contract.py
The result contains a ground plane, dome light, no embodiment or declared robots, no task-specific objects or cameras, and one idle mode. Its contract test verifies durable Workflow and manifest invariants rather than asserting that the Scene stays blank, so later Scene, Task, and run-mode authoring does not require rewriting the test. Do not inspect robot assets, choose a policy, create Task manifests, load upstream Isaac Sim skills, or launch the simulator during blank creation.
| Command | Purpose | Arguments |
|---|---|---|
./scripts/create_blank_environment.py | Create the complete overwrite-safe blank Workflow | <workflow_id> --specialty <specialty> [--description TEXT] [--dry-run] [--validate] |
Run only fast static checks:
./scripts/create_blank_environment.py <workflow_id> --specialty <specialty> --validate
When the Workflow already exists because it was created without --validate, run the equivalent checks directly:
cd "$(git rev-parse --show-toplevel)"
./run.sh show <workflow_id> --mode idle
./run.sh lint <workflow_id> --mode idle
./run.sh lint --all
workflows/.venv/bin/python -m pytest workflows/tests/test_<workflow_id>_contract.py -q
arena/.venv/bin/python -m pytest arena/tests/test_scene.py -q
--validate requires the workflow and Arena environments; run ./setup.sh first if either is missing. It verifies the generated contract and the shared zero-DOF blank-scene runtime adapter without launching Isaac Sim. If a component virtual environment is elsewhere, use that component's Python for its direct test command. Do not run visible or dynamic validation unless the user explicitly requests it.
I4H_WORKFLOWS to the existing repository root or use the resolver in AGENTS.md.--validate reports a missing component environment, run ./setup.sh and repeat the same validation.Require a writable root-level i4h-workflows checkout and Python 3.11 or newer. Static --validate also requires the workflow and Arena component environments.
This skill creates only the five-file idle scaffold. It does not add an embodiment, task behavior, policy, cameras, or task-specific assets, and it does not visibly validate the Scene.
Treat creation as the first stage of an incremental workflow:
i4h-workflow-scene-edit to add and visibly verify assets, robots, cameras, layout, and physics, then bake the confirmed Scene.The blank Workflow is intentionally useful before behavior exists: its shared idle Task opens the Scene for authoring, so a blank task manifest or implementation would add no capability.
Create a blank hospital-automation-robotics workflow named my_workflow. → generate my_workflow in the hospital automation specialty and run static validation.Make a new laparoscopic-robotics workflow called training_sandbox as fast as possible. Start blank. → generate the same five-file idle-only scaffold under training_sandbox in the laparoscopic specialty.Report the created id, five files, idle-only status, and static validation results. Do not commit unless explicitly asked.
아직 리뷰가 없습니다. 사용해 본 소감을 남겨 주세요.
로그인 없이 쓸 수 있습니다. 사용 후기, 질문, 작동하지 않은 환경 등을 편하게 남겨 주세요.
아직 댓글이 없습니다. 첫 댓글을 남겨 보세요.
Official NVIDIA-authored guidance for NVIDIA cuDF GPU DataFrames, pandas acceleration, dask-cuDF, ETL, joins, groupby, CSV/Parquet I/O, nullable semantics, and multi-GPU DataFrame workloads.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Customize NVIDIA Nemotron Voice Agent's Generic Pipecat example for healthcare appointment, five-field patient intake, or custom tool-calling workflows without a separate backend.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Calibrate a new dataset from live RTSP camera streams via the AutoMagicCalib REST API. Use when the user provides RTSP URLs or asks to calibrate live cameras; VIOS records clips, AMC ingests them, then runs calibration.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
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'.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Calibrates pre-recorded `cam_*.mp4` datasets through the AutoMagicCalib REST API. Use for user-supplied local MP4s; route live RTSP streams to `amc-run-rtsp-calibration`.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
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.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.