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.
中文简介正在准备中。当前显示原文说明。
Use for non-failing HoloHub app work with ./holohub: scaffold, build, run, test, visual evidence, lint, and flow benchmarking.
中文简介正在准备中。当前显示原文说明。
查看安装方法安装前可以查看交给 AI 代理的指令内容。
Take a non-failing application request from checkout selection to reviewable,
finite evidence through the public ./holohub workflow.
Require the task, checkout or starting workspace, and finite acceptance check. Take remaining values from the request or selected checkout; do not guess data rights or sensitive-data constraints. Benchmark details are optional unless performance work is requested.
Route a concrete failing or wrong ./holohub command to
holohub-debug-build-run, reusable Module or DEB/WHEEL work to
holohub-module-lifecycle, and first-time SDK host installation to
holoscan-setup. If the matching skill is unavailable, preserve the handoff
context and name the skill to install instead of improvising its workflow.
The selected checkout's AGENTS.md, local ./holohub help, schemas, and
contribution guide are the live technical authority where they do not conflict
with user, system, or safety constraints.
At any step, a failing effect-bearing wrapper command ends this happy path;
follow Troubleshooting with its exact context. Parse read-only diagnostic
results such as env-check --json and stop only when a failed capability is
required by the selected project's documented needs or the requested proof.
create. Treat preview as
potentially mutating. Obtain any repository-required approval for parent
CMake registration; if denied or setup fails, stop before creation. Do not
replace an existing app.--no-docker-build only after one matching build/run. Use
--no-local-build only when current artifacts or mounted-source execution
are proved sufficient. Rebuild after image or setup changes.git diff --check, and
final status. In an explicitly selected dirty checkout, restrict
auto-fixing lint to task paths; before a requested commit, validate the
exact candidate change with the repository-required full lint in a clean
disposable checkout rather than rewriting unrelated work. Do not commit or
push unless requested.If a wrapper command begins failing, stop the happy path and hand off its exact
command, revision, dirty state, inputs, and observed result to
holohub-debug-build-run.
./holohub run failure: use
holohub-debug-build-run.sudo ./holohub, recursively search the home directory, turn a
data workspace into HoloHub, overwrite a nonempty destination, or stage
external data.Return a concise report covering workspace and checkout provenance, reused patterns, changes, preview and real command results, finite and visual evidence, tests and lint, benchmark protocol when requested, final worktree state, and licensing or claim limits.
For a planning-only request, return the proposed order, assumptions, approval boundaries, and proof requirements without claiming execution results.
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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.
中文简介正在准备中。当前显示原文说明。
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.
中文简介正在准备中。当前显示原文说明。
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.
中文简介正在准备中。当前显示原文说明。
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'.
中文简介正在准备中。当前显示原文说明。
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`.
中文简介正在准备中。当前显示原文说明。
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.
中文简介正在准备中。当前显示原文说明。