build(tensorrt): JetPack 7 / L4T R39 image with GPU-accelerated ONNX detector

Adds a `-tensorrt-jp7` Frigate image for JetPack 7.2 / L4T R39.2 Jetson hosts,
built on nvcr.io/nvidia/tensorrt:26.02-py3-igpu (TensorRT 10.11, CUDA 13, py3.12),
keeping the existing JP6 path unchanged. ONNX Runtime GPU is built from source
(no public aarch64 onnxruntime-gpu wheel), TensorRT-Python branch is selected by
the base image, and TensorRT runtime library checks are major-version aware.

VALIDATED on a real AGX Orin (L4T R39.2 / nv_tegra_release R39 rev 2.0):
- image frigate:test-tensorrt-jp7 builds (rc=0, 16.3GB,
  sha256:c9e4d382f1603ee130ee4a7315b4f71f9461405e3785707251505e2d6d088df3)
- ONNX Runtime 1.25.1 exposes CUDAExecutionProvider, and a real Add-model
  inference RAN on the iGPU CUDA EP (functional, not just listed)
- frigate.util.model.get_ort_providers(False,"AUTO") = [CUDA, CPU] (CUDA first,
  CPU last, TensorRT EP excluded) -> the ONNX detector GPU-accelerates on JP7
- /etc/TENSORRT_VER = 10.11.0

Native `type: tensorrt` (.trt gen) + the ORT TensorRT EP stay DRAFT-GATED: the
L4T R39 host ships NO libnvdla_compiler.so (absent from host AND base image), so
`import tensorrt` and libonnxruntime_providers_tensorrt.so fail to load. ONNX
detector GPU acceleration is the supported JP7 path; native trt is deferred.

Build fixes the new noble/CUDA-13 base surfaced (beyond the plan):
- build_nginx.sh: enable deb-src for the deb822 ubuntu.sources (Ubuntu 24.04)
- tensorrt_libyolo.sh: strip -lnvToolsExt (removed in CUDA 13) + -lnvparsers
  (dropped in TensorRT 10) when those libs are absent
- docker/main: noble/py3.12 build adjustments (Dockerfile, build_sqlite_vec.sh)

Reproducible: `make -C docker/tensorrt ... local-trt-jp7` (JETPACK7_ARGS) on any
arm64 builder; built on-device only because the GPU smoke test needs the iGPU.
This commit is contained in:
Jorge Ramirez
2026-06-27 17:14:01 -07:00
parent 1ec511b66c
commit 243172fbf4
19 changed files with 486 additions and 73 deletions
@@ -7,6 +7,21 @@ SCRIPT_DIR="/usr/local/src/tensorrt_demos"
# Clone tensorrt_demos repo
git clone --depth 1 https://github.com/NateMeyer/tensorrt_demos.git -b conditional_download
# CUDA 13 removed libnvToolsExt.so (NVTX is now header-only nvtx3). The plugin Makefile links
# -lnvToolsExt only for optional NVTX profiling annotations, so strip it when the lib is absent —
# the link then succeeds on JP7 / CUDA 13. No-op on CUDA 12 (JP6), where the lib still exists.
if ! ldconfig -p | grep -q 'libnvToolsExt\.so'; then
sed -i 's/-lnvToolsExt//g' ./tensorrt_demos/plugins/Makefile
fi
# TensorRT 10 (JP7 base) dropped libnvparsers.so (the legacy UFF/Caffe parsers). The plugin
# Makefile links -lnvparsers from an over-broad LIBS list, but the YOLO custom layer never uses
# it, so strip it when the lib is absent — the link then succeeds on TRT 10. No-op on TRT 8
# (JP5/JP6), where libnvparsers still ships.
if ! ldconfig -p | grep -q 'libnvparsers\.so'; then
sed -i 's/-lnvparsers//g' ./tensorrt_demos/plugins/Makefile
fi
# Build libyolo
if [ ! -e /usr/local/cuda ]; then
ln -s /usr/local/cuda-* /usr/local/cuda