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.
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Changing DOCA versions safely: upgrading or downgrading the host DOCA packages, refreshing the BlueField BFB, bumping the NGC DOCA container tag, or rolling back, with the discipline detect -> report -> ASK -> only then a guided upgrade. Trigger on "is there a newer DOCA", "I want the newest DOCA features, can I just apt upgrade in place", "should I move to the next release", "the upgrade stopped midway and dpkg is in a broken state", "my component is being deprecated, what now", or "roll me back", even without the word upgrade. Detect what is installed, find the newer release, report the gap, then STOP and ask for explicit confirmation; never upgrade automatically. Not for a runtime error on an unchanged install (doca-debug). Version detection alone belongs to doca-version, first-time install to doca-setup, any hardware / firmware / reboot step to doca-hardware-safety, and public-docs or sunset routing to doca-public-knowledge-map.
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查看安装方法安装前可以查看交给 AI 代理的指令内容。
doca-debug and stop.These two answers are complete here; open TASKS.md only for a guided
upgrade after the user confirms.
apt upgrade to the next DOCA?" Never upgrade
automatically. Detect the installed release with the doca-version
four-source chain (pkg-config --modversion doca-common,
cat /opt/mellanox/doca/applications/VERSION, doca_caps --version, and
the BFB version on BlueField), report the gap to the target release, then
STOP and ask for explicit confirmation. BFB, firmware or reboot steps follow
doca-hardware-safety.sudo dpkg --configure -a, then sudo apt-get -f install
(Debian/Ubuntu). Do not re-run the upgrade as the first action; re-detect
the release with doca-version before deciding the next step.Follow Loading order below. Open the tasks companion for detect → report → ASK → guided upgrade. Open the capabilities companion for the upgrade-mode taxonomy and refuse-auto-upgrade rule. Do not open every companion file.
Where to start: This skill is the bundle's single source of truth for the discipline that wraps a DOCA upgrade or downgrade. Open the tasks companion when the user wants to do something with an upgrade (detect the gap, ask for confirmation, walk the guided upgrade, verify it, or diagnose a failed one); open the capabilities companion when the question is what does an upgrade even cover (the host apt-upgrade vs BFB reflash vs container-tag bump vs downgrade/rollback modes, the never-auto rule, the confirmation gate, the sunset-awareness concern, the error taxonomy, and the upgrade-specific safety overlay).
How to use this skill. Read this file, then search the companion file
for the ## <name> heading the question needs and read that whole section.
Answer completely from it, quoting only its symbols and commands. Do not
browse docs; use the entry points in doca-public-knowledge-map. Give
environment checks as commands for the user's DOCA host. For out-of-scope
requests, name the skill that owns them and stop.
For a planned move, the single most important rule this skill
exists to enforce is detect → report → ASK → only-then guided
upgrade. Never upgrade automatically. The skill detects the
installed DOCA env and what newer release is available, reports the
gap clearly, then STOPS and asks the user for explicit confirmation.
Only on an explicit "yes" does it walk a guided upgrade. A failed or
partial move instead enters the recovery ladder without presenting a
new target move. In both paths every hardware / firmware / reboot
step is delegated to
doca-hardware-safety, never
redefined here. Version detection itself is owned by
doca-version; this skill routes there
and does not restate the detection chain.
The CLASSES of upgrade questions this skill is built to answer, each with one worked example. The agent should treat the class as the load-bearing piece — the worked example is a single instance.
pkg-config --modversion doca-common
says <installed X.Y.Z>; what's current and what does moving cost me?".
Answered by the detect-and-report-the-gap workflow in
doca-version and the
what is current lookup to
doca-public-knowledge-map.apt upgrade to move to the next DOCA
release?" — worked example: "I want the newest Flow features;
can I upgrade in place right now?". Answered by the never-auto
rule and the confirmation gate in
pkg-config reports the new release but bfver still reports the old one".
Answered by the host/BFB-skew row in
doca-version ## test.dpkg is wedged — how do
I recover?" — worked example: "apt upgrade was interrupted;
dpkg reports an interrupted transaction". Answered by the
partial-upgrade and aborted-transaction rows in
doca-hardware-safety via
doca-public-knowledge-map
to confirm lifecycle status rather than recommending continued
investment in a component that may be sunsetting.Load this skill whenever an upgrade or downgrade of DOCA is the load-bearing concern — the user is asking whether a newer release exists, whether to move to it, how to move safely, or how to recover a move that went wrong. The decision must be made before the agent composes its first sentence; the activation checklist below is mirrored here so the activation rule is at hand whenever this skill is consulted. For a planned upgrade or downgrade, it reports the gap and then STOPS for explicit user confirmation. For a failed or partial upgrade, it enters ## debug first to capture and stabilize the current state; it never uses another upgrade command as the first recovery action, retries the move, or issues a new upgrade command without explicit confirmation.
| Trigger class | Concrete prompt-side signals (any one fires the overlay) |
|---|---|
| Upgrade / downgrade intent | "is there a newer DOCA", "should I move to the next release", "upgrade me to the latest", "roll me back to the previous DOCA", "downgrade to 3.1 for a bug repro" |
| Accidental / drifted upgrade | "apt upgrade pulled a newer DOCA point release and broke my build", "my host and BlueField are on different releases now", *"the source channel is latest and I didn't mean to move" * |
| Failed / partial upgrade | "the upgrade aborted half-way", "dpkg is wedged after an interrupted transaction", "upgrade finished but the four-way match no longer holds" |
| Container tag bump | the user wants to move an NGC DOCA container deployment from one tag to a newer one, or asks whether bumping the tag is an upgrade |
| Sunset / deprecation awareness | the user asks whether the component they depend on is deprecated, being sunset, or worth continued investment |
First classify the request. A planned move (including a requested
rollback) follows detect → report → ASK. A failed, partial, or
accidentally drifted move is already a diagnosis/recovery request:
load this skill, capture the current four-source state, and enter
TASKS.md ## debug; do not ask for permission to perform an upgrade
that has already failed, and do not issue another upgrade command as
the first recovery action.
For a planned move, the agent MUST:
doca-version ## configure.
For failed or partial upgrades, start with
doca-version ## debug and
doca-hardware-safety. This
skill names when such a step is part of the upgrade; that skill
names how it is applied safely.For a failed/partial move, the agent MUST instead classify the
captured state against
CAPABILITIES.md ## Error taxonomy,
delegate the single documented corrective action, and re-enter the
recovery ladder. Any unsupported installed → target jump fails
closed: do not improvise intermediate releases or commands; require
an upgrade path explicitly documented by the Compatibility Policy or
release notes.
Do not load this skill for first-time install (use
doca-setup), for the version-detection
chain in isolation (use doca-version),
or for general orientation (use
doca-public-knowledge-map).
This is a thin loader. The body keeps only the orientation needed to pick the right next file. The substantive upgrade material lives in two companion files:
doca-version,
the error taxonomy (partial upgrade, apt-source drift, host/BFB
skew, aborted transaction / dpkg interrupted), the observability
surface (which commands prove the upgrade did or did not happen),
and the upgrade-specific safety overlay on top of
doca-hardware-safety.configure (detect + discover target + apt-source precheck),
build and modify (routing stubs — the version-pin change is
owned elsewhere), run (the confirmation-gated guided upgrade),
test (post-upgrade four-way verification), debug (diagnose a
failed / partial upgrade), plus a Deferred task verbs block.doca-version — owns the four-source
detection chain and the four-way match rule. This skill's detect
step routes there and does not redefine version detection; the
gap report consumes the detected version.doca-setup — owns first-time install,
install verification, and the apt-source path. This skill's
apt-source consistency precheck cross-links there before any
apt-shaped upgrade is contemplated.doca-hardware-safety — owns
every hardware / firmware / reboot step (mlxconfig, BFB reflash,
BlueField mode flip, cold power cycle). This skill's ## Safety policy overlays that meta-policy and adds only the
upgrade-specific surface (confirmation gate, rollback-first,
maintenance window).doca-public-knowledge-map —
the routing table to public DOCA docs, including the release notes
and the Compatibility Policy. This skill routes what is the
current release and is this component sunsetting there; it does
not duplicate the routing.doca-debug — the cross-cutting debug
ladder. A failed upgrade whose residual symptom lives at a
software layer hands off there once the upgrade state is known.doca-programming-guide —
the build pattern a consumer rebuilds against after an upgrade.
This skill surfaces that a rebuild may be needed; the build
mechanics live there.doca-structured-tools-contract —
the JSON schemas the agent prefers when present; the upgrade
detect step reuses the same doca-env one-shot the version skill
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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.
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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.
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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.
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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'.
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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`.
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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.
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