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Feat/deepx npu detector (#24336)
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* feat(deepx): add DEEPX NPU detector and runtime integration. * feat(deepx): enforce model_format requirement when ppu is enabled and add integrity checks for driver installation * Update frigate/detectors/plugins/deepx.py Public method lacks docstring Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com> * Refactor DEEPX detector tests, support SSD and DAMO-YOLO * feat(deepx): add anchor-free output decoding and corresponding tests * Add tests and updates for DEEPX detector and refactor DEEPX accelerator code structure. * fix: enhance model type validation and update documentation for DEEPX detector * fix: add support for customizable score and NMS thresholds * refactor: infer YOLO layout from the model, drop per-detector options and the dxrtd placeholder * fix: keep only the anchor-free PPU verdict, re-read anchor-based each frame * Update latency data for DEEPX NPU * Expanding PPU support for DEEPX and set yolo-generic as default. * enhance scale count resolution logic * Extend PPU layout handling and YOLOX support to DEEPX detector * fix: assume the largest PPU anchor table when the .dxnn has no layout * Improve PPU decoding and introduce strides handling * Improve PPU scope and fix box format mismatch * Fix unnamed node issue that breaks traversal * fix: update object detection model type description to remove outdated architecture --------- Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
This commit is contained in:
co-authored by
greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
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52f50a7396
commit
af0ba19196
Executable
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#!/bin/bash
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# Installs the DEEPX NPU kernel driver and the DX-RT runtime on the Docker host,
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# then enables the vendor's dxrt.service. A container cannot load kernel
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# modules, so this runs outside the image; the driver creates the /dev/dxrt*
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# nodes and the daemon multiplexes the NPU across host and container.
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#
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# Driver, runtime and firmware versions must agree or inference hangs instead
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# of failing at startup. The set this script installs is pinned in
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# driver_version, runtime_version and firmware_version below; move them
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# together, never one at a time.
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#
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# DEEPX NPU support in Frigate is maintained by Sixfab (https://sixfab.com).
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set -euo pipefail
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driver_version="v2.6.0"
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# the commit the tag resolves to, since DEEPX signs neither tags nor releases
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# and this is compiled and installed as root. Update both together
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driver_commit="7074748e7104f470b02f517583abba652b3f05fa"
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firmware_version="v2.7.4"
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sudo apt-get update
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sudo apt-get install -y git build-essential "linux-headers-$(uname -r)" pciutils wget
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if ! lspci -d 1ff4: | grep -q .; then
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echo "No DEEPX device found on the PCIe bus (lspci -d 1ff4:)."
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echo "Check that the module is seated correctly before continuing."
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exit 1
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fi
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# fetch the pinned commit rather than cloning the tag, so a retag cannot swap
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# in different source. The build directory is reused so a second run after a
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# failure does not stop on the directory already being there
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mkdir -p dx_rt_npu_linux_driver
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cd dx_rt_npu_linux_driver
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git init -q
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git remote get-url origin > /dev/null 2>&1 ||
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git remote add origin https://github.com/DEEPX-AI/dx_rt_npu_linux_driver.git
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git fetch --depth 1 origin "${driver_commit}"
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git checkout -q FETCH_HEAD
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fetched_commit=$(git rev-parse HEAD)
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if [[ "${fetched_commit}" != "${driver_commit}" ]]; then
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echo "Fetched commit ${fetched_commit} does not match pinned driver_commit ${driver_commit}."
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echo "Refusing to build unverified driver source."
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exit 1
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fi
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cd modules
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sudo ./build.sh -c install --reload
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sudo depmod -A
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# dx_dma is the PCIe transport, dxrt_driver the NPU driver on top of it
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for module in dx_dma dxrt_driver; do
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if ! sudo modprobe "${module}"; then
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echo "Unable to load the ${module} kernel module, common reasons are:"
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echo "- Secure Boot is enabled and is rejecting the unsigned module."
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echo "- The running kernel does not match the installed linux-headers."
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exit 1
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fi
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done
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if ! compgen -G "/dev/dxrt*" > /dev/null; then
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echo "Modules loaded but no /dev/dxrt* device node appeared."
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echo "Run ./sanity_check.sh from the driver repo to diagnose."
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exit 1
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fi
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runtime_version="v3.4.0"
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declare -A runtime_sha256=(
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[amd64]="736cfef009ce9e974ab1ab610d867239d19d72a426a53e367ddcbd53297b6e20"
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[arm64]="eb6107f5f02f2ad76ae89f414e8b5f346f34fbc6f0888236136853a26be6f6a0"
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)
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runtime_release="${runtime_version#v}"
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deb_arch=$(dpkg --print-architecture)
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deb_file="/tmp/libdxrt-bin_${runtime_release}_${deb_arch}.deb"
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wget -qO "${deb_file}" \
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"https://raw.githubusercontent.com/DEEPX-AI/dx_rt/${runtime_version}/release/${runtime_release}/libdxrt-bin_${runtime_release}_${deb_arch}.deb"
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expected_sha256="${runtime_sha256[${deb_arch}]:-}"
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if [[ -z "${expected_sha256}" ]]; then
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echo "No pinned SHA-256 for architecture ${deb_arch}; refusing to install."
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exit 1
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fi
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if [[ "$(sha256sum "${deb_file}" | cut -d' ' -f1)" != "${expected_sha256}" ]]; then
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echo "SHA-256 mismatch for ${deb_file}; refusing to install."
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exit 1
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fi
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sudo dpkg -i "${deb_file}"
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sudo ldconfig
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rm -f "${deb_file}"
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sudo cp /usr/share/libdxrt-bin/service/dxrt.service /etc/systemd/system/
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# With an endpoint set, dxrtd binds that path only, so the socket goes in a
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# directory Frigate can mount (kept across restarts so the mount stays valid)
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# and a symlink at the default /tmp path keeps host tools that do not set the
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# variable working through their own fallback.
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sudo mkdir -p /etc/systemd/system/dxrt.service.d
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sudo tee /etc/systemd/system/dxrt.service.d/frigate.conf > /dev/null <<'UNIT'
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[Service]
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RuntimeDirectory=dxrt
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RuntimeDirectoryMode=0755
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RuntimeDirectoryPreserve=yes
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Environment=DXRT_DYNAMIC_IPC_ENDPOINT=/run/dxrt/dxrt_dynamic_ipc.sock
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ExecStartPost=/bin/ln -sfn /run/dxrt/dxrt_dynamic_ipc.sock /tmp/dxrt_dynamic_ipc.sock
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UNIT
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sudo systemctl daemon-reload
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sudo systemctl enable dxrt.service
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sudo systemctl restart dxrt.service
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if ! sudo systemctl is-active --quiet dxrt.service; then
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echo "dxrt.service did not start. Check: sudo journalctl -u dxrt.service"
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exit 1
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fi
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echo "DEEPX driver and runtime installation complete."
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echo "Driver version: $(modinfo -F version dxrt_driver) (expected ${driver_version#v})"
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echo "Runtime version: ${runtime_release}"
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echo "Device node(s): $(echo /dev/dxrt*)"
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echo
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echo "This driver expects NPU firmware ${firmware_version}. Check it with:"
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echo " dxrt-cli --status"
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echo "Update the module if it does not match before starting Frigate."
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@@ -37,6 +37,7 @@ device_globs=(
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"/dev/nvmap"
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"/dev/nvidia*"
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"/dev/memx*"
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"/dev/dxrt*"
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)
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IFS=',' read -ra extra_globs <<< "${DEVICE_ACL_PATHS:-}"
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