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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Use to promote overlay files and built artifacts into the staged BSP image. Do NOT use to flash or build. Triggers: promote bsp image.
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설치 방법 보기설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.
Stage every Customize-* and Build output into bsp_image so it is
ready for /jetson-flash-image. This is the promote leg of
Deploy — it copies files, never flashes and never builds.
source: and bsp_image:
resolved (run /jetson-init-source and /jetson-init-image first).<source.root_path>/Linux_for_Tegra/ initialized as a git repo
(overlay tracker) with a clean working tree.<bsp_image.root_path>/Linux_for_Tegra/ extracted from a BSP
tarball + apply_binaries.sh already run.git, yq, cmp, and sudo (for rootfs/* destinations) on
the host.<source.root_path>/.build-manifest.yaml + .build-state.yaml
from /jetson-build-source (required when kernel-side repos
have customize-* commits).This is the promote leg of Deploy — see
../../context/bsp-customization-workflow.md
for the pipeline view. The two channels this skill walks are:
| Channel | Source | Carrier | Owner |
|---|---|---|---|
| Overlay tracker | <source.root_path>/Linux_for_Tegra/ (git repo at HEAD) | Customize-* outputs that don't require a build (e.g. nvfancontrol.conf, nvpmodel.conf, BPMP DTB hand-edits) | Customize customize-* skills commit here |
| Build manifest | <source.root_path>/.build-manifest.yaml | Rebuilt kernel Image, in-tree .ko, OOT .ko, NVIDIA DTBs | Build jetson-build-source writes here |
The skill computes the union of files to copy and writes each into
<bsp_image.root_path>/Linux_for_Tegra/ with diff-aware
skip-if-identical logic. When the copy pass touches the kernel
Image or anything under rootfs/lib/modules/, it also rebuilds
the initramfs via NVIDIA's tools/l4t_update_initrd.sh so the
freshly promoted kernel + modules ship in the initrd the
bootloader actually loads. After it returns, bsp_image carries
every Customize and Build output. The skill does not flash and
does not modify the workspace.
jetson-promote-image → jetson-flash-image → jetson-validate-image.bsp_image updated but isn't
ready to flash yet (e.g. to inspect resolved files, run an
out-of-band build that reads bsp_image, or hand bsp_image to a
separate flashing host).Resolve the active profile per the contract in
../../context/target-platform-contract.md.
Refuse and route in these cases:
| Condition | Refuse with |
|---|---|
No active profile, or active: NA | Route to /jetson-set-target or /jetson-init-target. |
Profile lacks bsp_image: | Route to /jetson-init-image. |
<bsp_image.root_path>/Linux_for_Tegra/ missing | Route to /jetson-init-image. |
<source.root_path>/Linux_for_Tegra/ missing or not a git repo | Route to /jetson-init-source. |
Resolve paths:
<workspace> = parent of the active profile's target-platform/
directory (discovered at load time).<bsp_image.root_path> from bsp_image.root_path: if present,
else <workspace>/Image.<source.root_path> from source.root_path: if present, else
<workspace>/Source.Bind shell variables for the rest of the procedure:
LFT_SRC="<source.root_path>/Linux_for_Tegra" # overlay tracker
LFT_DST="<bsp_image.root_path>/Linux_for_Tegra"
MANIFEST="<source.root_path>/.build-manifest.yaml" # build outputs
The skill needs at least one channel populated. Refuse if the
overlay tracker has uncommitted changes (status --porcelain
non-empty), if $MANIFEST exists but doesn't parse as YAML, or
if both channels are empty. Records OVERLAY_HAS_COMMITS /
OVERLAY_HEAD and MANIFEST_PRESENT for downstream steps.
See references/copy-pass-snippets.md
for the shell snippet and refuse messages.
Refuse if .build-state.yaml shows any kernel-side repo in
Source/bsp_sources/ dirty since the last /jetson-build-source
— otherwise the copy pass would silently ship stale artifacts.
Detection rules + shell snippet in
references/build-source-freshness-gate.md.
Records BUILD_FRESH=1.
When the overlay tracks a remote, refuse if upstream has commits
not yet pulled. Skip gracefully when no remote is configured
(the default git init empty tracker from jetson-init-source).
Manifest channel has no git remote concept — this check is
overlay-only. Records COLLISION_CHECK for the Summary.
See references/copy-pass-snippets.md
for the shell snippet.
Channel A — overlay: git ls-files against $LFT_SRC is
the source of truth (transparent to symlink mounts when
source.repos.Linux_for_Tegra was overridden, excludes
untracked / .gitignored files). Each entry maps
src = $LFT_SRC/<rel> → dst = $LFT_DST/<rel>.
Channel B — manifest: parse artifacts[].{src,dst} from
$MANIFEST. Refuse if any src is missing on disk (build was
interrupted, or manifest stale — re-run /jetson-build-source).
The manifest schema is written by
jetson-build-source v0.2.0.
See references/copy-pass-snippets.md
for both shell snippets and the manifest YAML schema.
Iterate the union of overlay files and manifest entries. For
each dst: if byte-identical, skip; otherwise cp -p (with
sudo for rootfs/* destinations, where the sample rootfs
was extracted as root). Tag INITRD_DIRTY=1 on any
rootfs/lib/modules/* or kernel/Image write — the
"Refresh initramfs" step gates on this flag. Counts /
FIRST / LAST are recorded for the Summary.
Fail-fast: if any cp fails, surface the failed path and stop.
bsp_image may be left partially updated — re-running after
fixing the cause resumes via the diff-aware skip. Channel
order is overlay first, then manifest: on a dst collision
the manifest wins (freshly built artifact beats the older
overlay copy).
See references/copy-pass-snippets.md
for the copy_one() function and the two driving loops.
The kernel Image lives in two paths inside bsp_image:
<LFT_DST>/kernel/Image (read by the flash tool) and
<LFT_DST>/rootfs/boot/Image (the rootfs-side copy, visible as
/boot/Image from inside the rootfs chroot the refresh tool
will run in). The build manifest only carries the kernel/Image
dst, so this step mirrors kernel/Image → rootfs/boot/Image
(diff-aware, no-op when already in sync) so the chrooted refresh
tool resolves the kernel against the freshly promoted binary,
not the stale rootfs copy. The mirror also sets INITRD_DIRTY=1
so a kernel-only promote (no rootfs/lib/modules/* writes) still
triggers the refresh.
See references/kernel-image-and-initramfs.md
for the shell snippet, the failure mode this prevents, and the
INITRD_DIRTY corner case.
Run tools/l4t_update_initrd.sh from <LFT_DST>/ whenever
INITRD_DIRTY=1 (set by the diff-aware copy or the mirror step
above). The tool chroots into rootfs/, runs NVIDIA's
nv-update-initrd, and writes both
<LFT_DST>/bootloader/l4t_initrd.img (used by the flash tool)
and <LFT_DST>/rootfs/boot/initrd (/boot/initrd on the DUT).
Idempotent; ~30 s. Skip when INITRD_DIRTY=0 (overlay-only
edits). DUT-side workarounds (update-initramfs -u + manual
cp) are out of scope — fix the gap here so flash ships a
coherent image.
See references/kernel-image-and-initramfs.md
for the shell snippet, refuse paths, the "module shadowing" and
"vermagic skew" failure modes the rebuild closes, and why
bootloader/initrd (a different file) is left alone.
Report:
overlay HEAD ($OVERLAY_HEAD) or "(empty)".mode=<...>, bsp_version=<...>, rebuilt_at=<...>, N artifacts or "(absent)".$COLLISION_CHECK.$COPIED_OVERLAY copied, $IDENTICAL_OVERLAY identical$COPIED_MANIFEST copied, $IDENTICAL_MANIFEST identical$KIMG_MIRRORED and initramfs:
$INITRD_STATUS (copied … / rebuilt when triggered by
kernel/Image or rootfs/lib/modules/* writes; skipped …
otherwise).COPIED totals are 0).<source.root_path>, <bsp_image.root_path>./jetson-flash-image (or /jetson-validate-image if
the user only wanted bsp_image refreshed for inspection / static
validation).bsp_image/Linux_for_Tegra/
is written by both passes. Overlay carries customize-* outputs
(overlay-only edits like nvfancontrol.conf); manifest carries
rebuilt binaries (kernel/OOT/DT). The two are intentionally
disjoint by construction: build outputs don't go into the
overlay, and customize-* edits to non-build files don't enter
the manifest.jetson-build-source's "Write the build manifest" step trace policy). Promoting the
manifest is therefore safe: every entry is a customization-bearing
artifact, not toolchain-divergence noise. The skill does not
re-derive the trace — it trusts the manifest.Source/.build/ or bsp_sources/'s build artifacts
between jetson-build-source and jetson-promote-image, the
manifest will reference missing files. The "Enumerate sources (both channels)" step refuses in that
case and points the user at /jetson-build-source to rebuild.customize-fan)
produces no build outputs and writes no manifest — the "Enumerate sources (both channels)" step is a
no-op, the "Diff-aware copy into bsp_image" step promotes only overlay files. The skill prints
"manifest: (absent)" in the summary and continues.source.repos.Linux_for_Tegra was overridden in
jetson-init-source, the canonical mount is a symlink into
<source.root_path>/.repos/Linux_for_Tegra/<subdir>. git -C,
cp -p, and cmp -s all follow it transparently — no special
handling needed at this layer. Manifest src paths are
absolute, so symlinks under bsp_sources/ don't matter for the
manifest channel.sudo is scoped to rootfs/ destinations. Files under
rootfs/ were extracted with sudo tar xpjf by
jetson-init-image, so they carry root ownership and special
mode bits the flashing toolchain reads back. sudo cp -p
preserves them. Everything else (bootloader/, kernel/,
kernel/dtb/, tools/, etc.) is user-owned and does not need
sudo. This applies to both channels.dst appears in
both overlay and manifest, manifest wins (later in the "Diff-aware copy into bsp_image" step's
loop). This is the desired semantic — manifest entries are
freshly built, overlay entries may be older state. Hand-editing
binary files into the overlay is discouraged (Build's job
is to rebuild them); the precedence rule makes such mistakes
recoverable.bsp_image is read-only outside Deploy. This skill is the
only writer in the normal flow (matches the workflow invariant).
Hand-edits to <bsp_image.root_path>/Linux_for_Tegra/ outside
Deploy will be silently overwritten on the next promote run if
the same path exists in either channel; conversely they will
not be reverted if no entry shadows them. Both behaviors are
wrong for the diff trail — never hand-edit upstream.git -C $LFT_SRC checkout <ref> first,
then re-run. The manifest channel has no ranged scope — it
reflects whatever jetson-build-source's last run produced.cp fails
partway through, bsp_image is left in an intermediate state.
Fix the underlying cause (usually permissions / disk full) and
re-run — the "Diff-aware copy into bsp_image" step will resume by skipping already-promoted files.Image mirror + initramfs refresh. Gated on copy-pass
writes to kernel/Image or rootfs/lib/modules/*; the mirror
feeds the refresh's chroot. Both are diff-aware and skipped on
pure-overlay edits. tools/l4t_update_initrd.sh must exist in
bsp_image (ships with apply_binaries.sh); a missing tool
refuses and routes to /jetson-init-image. See
references/kernel-image-and-initramfs.md
for the full contract and failure modes.| Error | Cause | Solution |
|---|---|---|
Overlay has uncommitted changes at <LFT_SRC> | Customize-* edits not committed before promote | Run git -C $LFT_SRC commit (or stash), then re-run. |
origin has N unpulled commits on <upstream> | Remote overlay diverged from local | git -C $LFT_SRC pull, resolve conflicts, then re-run. |
Both overlay and manifest are empty — nothing to promote | No Customize-* commits and no Build manifest | Run a customize-* skill or /jetson-build-source first. |
Kernel-side source(s) changed since last /jetson-build-source | Freshness gate detected unprocessed customize-* edits under Source/bsp_sources/ | Commit pending edits, run /jetson-build-source, re-run promote. |
Manifest entry references missing build output: <src> | bsp_sources/ build outputs wiped or stale manifest | Re-run /jetson-build-source to regenerate. |
Build manifest at <MANIFEST> is not valid YAML | Manifest hand-edited or partially written | Re-run /jetson-build-source to rewrite the manifest. |
cp: permission denied under rootfs/ | Missing sudo privilege on the host | Run on an account that can sudo cp; re-run resumes via diff-aware copy. |
Profile lacks bsp_image: / source: | Workspace not bootstrapped | Run /jetson-init-image and/or /jetson-init-source. |
tool not found at <LFT_DST>/tools/l4t_update_initrd.sh | tools/ was pruned, or bsp_image extracted from a non-NVIDIA tarball | Re-run /jetson-init-image to repopulate. |
l4t_update_initrd.sh exited non-zero | Insufficient sudo, broken rootfs (missing lib/modules/<ver>/modules.dep), or out-of-space /tmp | Run depmod -a -b <LFT_DST>/rootfs <ver> against the rootfs first; verify /tmp headroom; rerun promote. |
DUT boots with stale kernel / modules after promote, modules fail to load with disagrees about version of symbol …, or initramfs ships pre-customize modules even after the refresh ran | The mirror / refresh gate didn't fire (manual hand-edit under <LFT_DST> outside the skill), or rootfs/boot/Image drifted from kernel/Image so the chrooted refresh built against the stale kernel | Force the gate by sudo touch <LFT_DST>/kernel/Image + re-run promote, or run the two steps manually: sudo cp -p <LFT_DST>/kernel/Image <LFT_DST>/rootfs/boot/Image && cd <LFT_DST> && sudo ./tools/l4t_update_initrd.sh. Then re-flash. See references/kernel-image-and-initramfs.md. |
Locked in for v0.2.0:
<bsp_image.root_path>/Linux_for_Tegra/.dst collision.bsp_sources/ are not
fetched (their state was sealed when jetson-build-source
wrote the manifest).kernel/Image →
rootfs/boot/Image whenever the copy pass touched
kernel/Image; the refresh runs
tools/l4t_update_initrd.sh whenever kernel/Image or any
rootfs/lib/modules/* was promoted, rebuilding both
bootloader/l4t_initrd.img and rootfs/boot/initrd.
Inseparable because the refresh chroots into rootfs/ and
resolves the kernel through /boot/Image — the mirror has to
run first. Closes both module-shadowing and vermagic-skew
failure modes; both diff-aware, both skipped on overlay-only
edits. Full contract in
references/kernel-image-and-initramfs.md.Still deferred:
/jetson-build-source at
the prior commit. A manifest archive (saved per-build-mode or
per-commit) would enable rollback without rebuild.bsp_image. Revisit when promotion
happens on a host that does not have access to the overlay
tracker repo (or the workspace's manifest file).references/kernel-image-and-initramfs.md — full contract for the kernel Image mirror + l4t_update_initrd.sh refresh: shell snippets, failure modes, tool semantics, output filenames.../../context/target-platform-contract.md — target-platform contract.../../context/bsp-customization-workflow.md — workspace edit protocol (this skill is the promote leg of Deploy).../jetson-init-source/SKILL.md — Setup; materializes the overlay tracker this skill reads (channel A) and authors source.toolchain.../jetson-build-source/SKILL.md — Build builder; writes the .build-manifest.yaml this skill reads (channel B).../jetson-flash-image/SKILL.md — next leg; flashes the just-promoted bsp_image to the DUT.../jetson-validate-image/SKILL.md — final leg; static + on-target validation.아직 리뷰가 없습니다. 사용해 본 소감을 남겨 주세요.
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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.
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.
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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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