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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Set up the BSP source workspace: Linux_for_Tegra overlay tracker, bsp_sources, Crosstool-NG toolchain. Use after jetson-init-image; not for fetching inputs.
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설치 방법 보기설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.
This skill bootstraps the source-side workspace that customize-* / build
skills depend on: the Linux_for_Tegra overlay tracker (git repo for
pristine + customization commits), the bsp_sources/ mono-tree (kernel,
OOT, nvgpu, display, hwpm, hardware DTs), and a working NVIDIA
Crosstool-NG cross-compile prefix. It owns only the source: block in
the active profile and the on-disk source workspace under
<source.root_path> (default: <workspace>/Source).
Responsibilities:
source.root_path.Linux_for_Tegra overlay tracker.bsp_sources using the precedence in the "Materialize the BSP-sources baseline" step.source.toolchain.source.repos:.<source.root_path>/Linux_for_Tegra/".jetson-init-image (Setup's next step on a fresh target).Follow the shared
quick_start_prefill contract.
This skill has source-specific mappings:
quick_start_prefill.source.public_sources_archive maps to the
Branch-A archive candidate.quick_start_prefill.source.repos maps to proposed source.repos:
entries; validate reserved keys and url: / archive: mutual
exclusion before writing.quick_start_prefill.source.toolchain may be a cross-compile prefix,
a gcc path, a containing bin/ directory, an x-tools.tbz2 archive
path, or skip.This skill remains the only owner of source.root_path, source.repos:,
and source.toolchain profile writes.
Resolve the active profile + workspace defaults per the contract in
../../context/target-platform-contract.md.
<bsp_image.root_path> does not contain
Linux_for_Tegra/ (BSP not extracted — route to /jetson-init-image).source.root_path:, use it. Otherwise
<source.root_path> defaults to <workspace>/Source; use that default
silently and do not write source.root_path: to the profile. Ask only
for an explicit custom path, unrelated content at the default path, or an
unwritable parent.Read source.repos: (if present) into a map keyed by entry name,
each carrying optional url, ref, subdir, path. Reserved keys:
Linux_for_Tegra (overlay tracker), bsp_sources (kernel-source
repo). Every other key is an extra user-defined repo.
source.root_path overrideOnly when source.root_path is absent from the profile and one of the
override conditions above applies:
source.root_path: default =<workspace>/Source. Press Enter to accept, or enter an absolute path to override.
target-platform/<active>.yaml in place to add/update
source.root_path:. Preserve all other blocks, comments, and
quoting — use a round-tripping YAML loader (e.g. ruamel.yaml).Fires at most once per profile. Otherwise create <workspace>/Source as
needed and continue without prompting.
Linux_for_TegraMount path is canonical: <source.root_path>/Linux_for_Tegra/.
Default (no source.repos.Linux_for_Tegra entry):
LFT="<source.root_path>/Linux_for_Tegra"
mkdir -p "$LFT"
[ -d "$LFT/.git" ] || git -C "$LFT" init
Empty tracker. Do not commit anything here — pristine imports happen file-by-file when customization skills run.
Override (url, ref, optional subdir):
# Clone the user's repo to a side location, then mount the
# expected tree (subdir or repo root) at the canonical path.
CLONE="<source.root_path>/.repos/Linux_for_Tegra"
git clone <url> -b <ref> "$CLONE"
ln -s "$CLONE/<subdir or .>" "<source.root_path>/Linux_for_Tegra"
If the mount already exists with valid git state, skip; refuse if it exists with unrelated content.
Three branches, dispatched in precedence order against the
profile entry source.repos.bsp_sources:
| Order | Profile state | Branch |
|---|---|---|
| 1 | url: set | C. Customer git clone (explicit override always wins) |
| 2 | archive: set, OR entry absent AND <workspace>/Downloads/public_sources.tbz2 exists | A. Local archive extraction (default) |
| 3 | Entry absent AND no local archive | B. source_sync.sh (fallback) |
url: and archive: are mutually exclusive — refuse if both are
set in the same entry.
Branch A is the preferred default because it sidesteps NVIDIA git egress entirely (the most common Setup failure mode). Branch B exists for fresh workspaces with no pre-downloaded tarball. Branch C is for customer forks of the whole BSP layout.
Default branch: extract a pre-downloaded public_sources.tbz2 into
<source.root_path>/bsp_sources/ as a single mono-repo (git init +
pristine commit). See
references/branch-a-extraction.md
for the full archive shape, path-resolution rules, and the extraction
script (including the Tegra OOT Makefile force-replace workaround for
R36.x).
Branches B and C may produce per-component repos instead; downstream
build logic still walks the canonical sub-paths under
<source.root_path>/bsp_sources/.
source_sync.sh (fallback)Runs only when no local archive is found and no url: is set.
Create the bsp_sources/ mount directory under <source.root_path>
and run source_sync.sh from the extracted BSP with two flags:
mkdir -p "<source.root_path>/bsp_sources"
bash "<bsp_image.root_path>/Linux_for_Tegra/source/source_sync.sh" \
-d "<source.root_path>/bsp_sources" \
-t "jetson_<major.minor>"
-d <source.root_path>/bsp_sources — write clones into the
bsp_sources/ subdir of the workspace, so the on-disk folder
matches the schema key. Without -d, the script writes under its
own directory (the BSP itself) — wrong for the overlay model.-t jetson_<major.minor> — pin the tag to the BSP release line.
Derive from bsp_image.version by truncating to the first two
dotted components: "38.4.0" → jetson_38.4. Tag-format
fallback: if rejected, try jetson_<bsp_image.version> (older
L4T sometimes uses the full form). If that also fails, surface the
error and stop — never fall back to "latest" silently.Refuse if source_sync.sh does not exist: re-run /jetson-init-image
to repopulate Linux_for_Tegra/source/.
source_sync.sh exits 0 even when every clone failed — verify by
counting Failed to clone lines in its output and refuse if
non-zero. The most likely cause of universal failure is blocked
git egress to gitlab.com/nvidia/nv-tegra /
nv-tegra.nvidia.com; surface that explicitly and route the user
to download public_sources.tbz2 via /quick-start for Branch A.
url: override)Triggered by an explicit url: field. Clone the customer repo once
and expose its canonical kernel-side sub-paths under
<source.root_path>/bsp_sources/. The canonical sub-path list is
read from source_sync.sh's SOURCE_INFO at runtime — do not
hard-code it, so future NVIDIA additions/removals propagate
automatically:
# Parse canonical sub-paths from source_sync.sh's SOURCE_INFO
# (only the kernel-side entries marked `k:` in the second field).
SUBPATHS=$(grep -oP '^\s*k:[^:]+:' \
"<bsp_image.root_path>/Linux_for_Tegra/source/source_sync.sh" \
| sed 's/^\s*k://; s/:$//')
mkdir -p "<source.root_path>/bsp_sources"
CLONE="<source.root_path>/.repos/bsp_sources"
git clone <url> -b <ref> "$CLONE"
ROOT="$CLONE/<subdir or .>"
for SUB in $SUBPATHS; do
[ -d "$ROOT/$SUB" ] && \
ln -s "$ROOT/$SUB" "<source.root_path>/bsp_sources/$SUB"
done
Report any canonical sub-path expected for the active chip family but not present inside the customer repo (warn, don't refuse — customer may legitimately not have all repos).
The downstream jetson-build-source reads source.toolchain from
this profile and exports it as CROSS_COMPILE. This step must
land a valid prefix before init-source returns, or any subsequent
kernel / OOT / DT build will refuse.
NVIDIA's official Crosstool-NG Toolchain gcc is the canonical
toolchain for L4T. jetson-download-bsp owns any network fetch of
x-tools.tbz2; this skill only discovers, extracts, validates, and
writes the resolved prefix. Resolution follows a three-step ladder:
Look under <workspace>/toolchain/x-tools/ for the Crosstool-NG
layout — typically one of:
<workspace>/toolchain/x-tools/aarch64-none-linux-gnu/bin/aarch64-none-linux-gnu-gcc
<workspace>/toolchain/x-tools/aarch64-buildroot-linux-gnu/bin/aarch64-buildroot-linux-gnu-gcc
Glob: <workspace>/toolchain/x-tools/aarch64-*-linux-gnu/bin/aarch64-*-linux-gnu-gcc.
If exactly one match, bind:
TC_PREFIX=<absolute path to that .../bin/<triple>-> # trailing dash mandatory
Skip to "Write to profile" below. If zero matches, fall through
to "Auto-extract from Downloads/x-tools.tbz2" below. If multiple, refuse with the list and ask the user to
remove the unwanted ones (we never pick one silently among
ambiguous installs — different Crosstool-NG flavors produce ABI-
incompatible binaries).
Downloads/x-tools.tbz2If <workspace>/Downloads/x-tools.tbz2 exists (mirrors the
public_sources.tbz2 Branch-A pattern in the "Materialize the BSP-sources baseline" step — air-gapped /
no-egress users drop archives there):
file -b "<workspace>/Downloads/x-tools.tbz2" | grep -q "bzip2 compressed" || \
refuse "<workspace>/Downloads/x-tools.tbz2 is not a bzip2 tarball"
mkdir -p "<workspace>/toolchain"
tar xjf "<workspace>/Downloads/x-tools.tbz2" -C "<workspace>/toolchain"
Then re-run the "Auto-discover" pass above. Refuse if extraction succeeds
but no x-tools/aarch64-*-linux-gnu/bin/ is produced (archive
content doesn't match the Crosstool-NG layout).
If both Auto-discover and Auto-extract came up empty, ask:
No Crosstool-NG toolchain found at
<workspace>/toolchain/or in<workspace>/Downloads/x-tools.tbz2.Reply with one of:
- absolute path to your
aarch64-*-linux-gnu-gccbinary or its containingbin/directory,cancelto abort.To fetch the archive instead, cancel this run, run
/jetson-download-bsp, then re-run/jetson-init-source.
For a path reply, validate via [ -f "${TC_PREFIX}gcc" ]. Refuse
and re-prompt on failure.
Once $TC_PREFIX resolves and ${TC_PREFIX}gcc exists, write it
into the active profile using a round-tripping YAML loader:
source:
toolchain: <TC_PREFIX> # absolute, with trailing dash
If source: is otherwise empty (no root_path override, no
repos: entries), the source: block is now non-empty and stays
in the profile. Future jetson-init-source runs skip the "Resolve cross-compile toolchain" step
if source.toolchain is already set and points at a working gcc.
For each entry under source.repos: whose name is not
Linux_for_Tegra or bsp_sources:
MOUNT="<source.root_path>/<entry.path or entry.name>"
if [ -n "<entry.subdir>" ]; then
CLONE="<source.root_path>/.repos/<entry.name>"
git clone <entry.url> -b <entry.ref> "$CLONE"
ln -s "$CLONE/<entry.subdir>" "$MOUNT"
else
git clone <entry.url> -b <entry.ref> "$MOUNT"
fi
Refuse if a mount path already exists with unrelated content.
Print:
<workspace>, <bsp_image.root_path>, and
<source.root_path>.bsp_sources: branch selected plus key evidence (archive path,
source_sync.sh failure count, or clone URL/ref).${TC_PREFIX}gcc --version
first line.<source.root_path>/Linux_for_Tegra/; promote is what later copies
committed overlay changes into bsp_image.If a downstream skill triggered this run, tell the user to re-issue their original request.
Linux_for_Tegra and bsp_sources mount paths are canonical.
path: applies only to extra user-defined repos.Linux_for_Tegra tracker is intentionally empty; do not
pre-populate it.bsp_sources precedence is url: → archive: → auto-discovered
Downloads/public_sources.tbz2 → source_sync.sh. url: and
archive: are mutually exclusive.source.repos.bsp_sources.archive:.$DEST/Makefile collision. Inner tarballs in
public_sources.tbz2 ship two files named Makefile: the Tegra
orchestrator (kernel_oot_modules_src.tbz2) and the dGPU/OpenRM
proprietary Makefile (nvidia_kernel_display_driver_source_without_ root_dir.tbz2). Alphabetical extraction order lets the dGPU one
win on R36.x; downstream arm64 cross-builds then fail with
'-mlittle-endian' unrecognized. Step 3a force-replaces from
<bsp_image>/Linux_for_Tegra/source/Makefile when the Tegra
modules: hwpm nvidia-oot nvgpu nvidia-display signature is
missing. R38+ extractions already match; the check is a no-op there.source_sync.sh
sub-path layout, optionally shifted by subdir:.source_sync.sh tag from bsp_image.version as
jetson_<major.minor> first; never fall back to an unpinned latest.jetson-download-bsp owns network downloads of public_sources.tbz2
and x-tools.tbz2; this skill consumes local archives only.source.toolchain must be an NVIDIA Crosstool-NG prefix with trailing
dash and a working ${prefix}gcc. Never silently use $PATH.../../context/target-platform-contract.md./jetson-init-image already run so bsp_image.version is recorded
(Branch B source_sync.sh tag derives from it).public_sources.tbz2 (and optionally
x-tools.tbz2) staged under Downloads/.source: block; never edits bsp_image,
reference_devkit, custom_carrier, or documents.source_sync.sh) and Branch C
(customer Git clone); Branch A is fully offline.${toolchain}gcc not found — re-stage x-tools.tbz2 under
Downloads/ and rerun, or pass a verified absolute prefix path.source_sync.sh cannot resolve jetson_<major.minor> tag — the
recorded bsp_image.version is wrong; re-run /jetson-init-image
to refresh it.Linux_for_Tegra/.git shows uncommitted hand-edits — abort and
ask the user to commit or stash; this skill expects a clean tracker.source_sync.sh; set subdir: to the right sub-root or fall
back to multi-repo overrides under source.repos:.../../references/platform_template.yaml — source: schema, including the repos: map.../../context/target-platform-contract.md — target-platform contract.../../context/bsp-customization-workflow.md — Workspace edit protocol.../jetson-init-target/SKILL.md — authors the profile this skill consumes.../jetson-init-image/SKILL.md — extracts the BSP and back-fills bsp_image.version; run before this skill.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'.
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.