mirror of
https://github.com/opencv/opencv.git
synced 2024-12-17 19:08:01 +08:00
596 lines
19 KiB
Markdown
596 lines
19 KiB
Markdown
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# MultiArch cross-compilation with Ubuntu/Debian{#tutorial_crosscompile_with_multiarch}
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@prev_tutorial{tutorial_arm_crosscompile_with_cmake}
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@next_tutorial{tutorial_building_tegra_cuda}
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[TOC]
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| -: | :- |
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| Original author | Kumataro |
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| Compatibility | Ubuntu >=23.04 |
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|^ | OpenCV >=4.8.0 |
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@warning
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This tutorial may contain obsolete information.
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## What is "MultiArch"
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OpenCV may use a lot of 3rdparty libraries for video and image decoding, rendering, acceleration
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and complex math algorithms. The 3rd party components are found by CMake on the build host
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cross-compilation allows to build OpenCV for foreign architecture or OS, but we loose that large
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world of components and have to cross-compile each dependency separately and point to it during
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OpenCV build.
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Debian/Ubuntu MultiArch helps to fix this. It allows to install several foreign architecture
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libraries on host system and use them during OpenCV dependencies resolution.
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@warning
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- Following these steps will make your Linux environment a little dirty.
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If possible, it is better to use VMs or Container(e.g. Docker).
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- This tutorial expects host and target uses same Ubuntu version.
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Do not use/mix different versions for external library dependency.
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- Good: Host and Target are 23.04.
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- Good: Host and Target are 23.10.
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- Not Good: Host is 23.04, and Target is 23.10.
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- Not Good: Host is 23.10, and Target is 23.04.
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- This tutorial may be used for Debian and its derivatives like Raspberry Pi OS. Please make any
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necessary changes.
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## Download tools
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Install necessary tools and toolchains for cross-compilation.
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- git, cmake, pkgconf and build-essential are required basically.
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- ninja-build is to reduce compilation time(option).
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- crossbuild-essential-armhf is toolchain package for armv7 target.
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- crossbuild-essential-arm64 is toolchain package for aarch64 target.
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@code{.bash}
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sudo apt update -y
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sudo apt install -y \
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git \
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cmake \
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pkgconf \
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build-essential \
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ninja-build \
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crossbuild-essential-armhf \
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crossbuild-essential-arm64
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@endcode
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If you want to enable Python 3 wrapper, install these packages too.
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@code{.bash}
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sudo apt install -y \
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python3-dev \
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python3-numpy
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@endcode
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## Working folder structure
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In this tutorial, following working folder structure are used.
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@code{.unparsed}
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/home
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+ kmtr - please replace your account name.
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+ work
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+ opencv - source, cloned from github
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+ opencv_contrib - source, cloned from github
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+ build4-full_arm64 - artifact(for aarch64 target), created by cmake
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+ build4-full_armhf - artifact(for armhf target), created by cmake
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@endcode
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1. Create working folder under your home directory.
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2. Clone OpenCV and OpenCV Contrib from repository to work directory.
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@code{.bash}
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cd ~
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mkdir work
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cd work
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git clone --depth=1 https://github.com/opencv/opencv.git
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git clone --depth=1 https://github.com/opencv/opencv_contrib.git
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@endcode
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## Update apt and dpkg settings
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These steps are on host.
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`apt` and `dpkg` are package management systems used in Ubuntu and Debian.
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Following are setup steps to use MultiArch.
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### Step 1. Add apt source for arm64 and armhf
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Execute `sudo apt edit-sources` to add foreign arch libraries at end of file.
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Example 1: arm64 and armv7 for Ubuntu 23.04
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@code{.unparsed}
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports lunar main restricted
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports lunar-updates main restricted
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports lunar universe
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports lunar-updates universe
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports lunar multiverse
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports lunar-updates multiverse
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports lunar-backports main restricted universe multiverse
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports lunar-security main restricted
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports lunar-security universe
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports lunar-security multiverse
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@endcode
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Example 2: arm64 and armv7 for Ubuntu 23.10
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@code{.unparsed}
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports mantic main restricted
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports mantic-updates main restricted
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports mantic universe
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports mantic-updates universe
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports mantic multiverse
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports mantic-updates multiverse
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports mantic-backports main restricted universe multiverse
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports mantic-security main restricted
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports mantic-security universe
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deb [arch=arm64,armhf] http://ports.ubuntu.com/ubuntu-ports mantic-security multiverse
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@endcode
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### Step 2. Update apt database
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Update apt database to apply new apt sources.
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Execute `sudo apt update`.
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@code{.bash}
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sudo apt update
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@endcode
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### Step 3. Update dpkg settings
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Update dpkg settings to support foreign architectures.
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Execute `sudo dpkg --add-architecture arm64` and/or `sudo dpkg --add-architecture armhf`.
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@code{.bash}
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sudo dpkg --add-architecture arm64
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sudo dpkg --add-architecture armhf
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@endcode
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`sudo dpkg --print-architecture` shows what is host architecture.
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@code{.bash}
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sudo dpkg --print-architecture
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amd64
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@endcode
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And `sudo dpkg --print-foreign-architectures` shows what foreign architectures are supported.
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@code{.bash}
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sudo dpkg --print-foreign-architectures
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arm64
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armhf
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@endcode
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### Confirm working pkg-config
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With MultiArch, several shared libraries and pkg-config information for each architectures are stored into /usr/lib.
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@code{.unparsed}
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/usr
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+ lib
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+ aarch64-linux-gnu - shared libraries for arm64
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+ pkgconfig - pkg-config files for arm64 libraries
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+ arm-linux-gnueabihf - shared libraries for armhf
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+ pkgconfig - pkg-config files for armhf libraries
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+ share
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+ pkgconfig - pkg-config files(for header files)
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@endcode
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Confirm to work `pkg-config` using `PKG_CONFIG_PATH`, `PKG_CONFIG_LIBDIR` and `PKG_CONFIG_SYSROOT_DIR` options.
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for aarch64:
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@code{.bash}
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PKG_CONFIG_PATH=/usr/lib/aarch64-linux-gnu/pkgconfig:/usr/share/pkgconfig \
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PKG_CONFIG_LIBDIR=/usr/lib/aarch64-linux-gnu \
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PKG_CONFIG_SYSROOT_DIR=/ \
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pkg-config --list-all
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@endcode
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for armv7:
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@code{.bash}
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PKG_CONFIG_PATH=/usr/lib/arm-linux-gnueabihf/pkgconfig:/usr/share/pkgconfig \
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PKG_CONFIG_LIBDIR=/usr/lib/arm-linux-gnueabihf \
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PKG_CONFIG_SYSROOT_DIR=/ \
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pkg-config --list-all
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@endcode
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## Cross-compile for aarch64
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Following is to compile for target (aarch64) at host (x86-64).
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### Step 1. Install external libraries for target into host
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This step is on host.
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Install libfreetype-dev, libharfbuzz-dev and FFmpeg packages for target (arm64) into host (x86-64).
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@code{.bash}
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sudo apt install -y \
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libavcodec-dev:arm64 \
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libavformat-dev:arm64 \
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libavutil-dev:arm64 \
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libswscale-dev:arm64 \
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libfreetype-dev:arm64 \
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libharfbuzz-dev:arm64
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@endcode
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If you want to enable Python 3 wrapper, install these packages too.
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@code{.bash}
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sudo apt install -y \
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libpython3-dev:arm64
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@endcode
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If succeed, pkg-config can show information about these packages.
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For Freetype2 and Harfbuzz:
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@code{.bash}
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PKG_CONFIG_PATH=/usr/lib/aarch64-linux-gnu/pkgconfig:/usr/share/pkgconfig \
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PKG_CONFIG_LIBDIR=/usr/lib/aarch64-linux-gnu \
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PKG_CONFIG_SYSROOT_DIR=/ \
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pkg-config freetype2 harfbuzz --cflags --libs
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-I/usr/include/freetype2 -I/usr/include/libpng16 -I/usr/include/harfbuzz -I/usr/include/glib-2.0 -I/usr/lib/aarch64-linux-gnu/glib-2.0/include -L/usr/lib/aarch64-linux-gnu -lfreetype -lharfbuzz
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@endcode
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For FFmpeg:
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@code{.bash}
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PKG_CONFIG_PATH=/usr/lib/aarch64-linux-gnu/pkgconfig:/usr/share/pkgconfig \
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PKG_CONFIG_LIBDIR=/usr/lib/aarch64-linux-gnu \
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PKG_CONFIG_SYSROOT_DIR=/ \
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pkg-config libavcodec libavformat libavutil libswscale --cflags --libs
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-I/usr/include/aarch64-linux-gnu -L/usr/lib/aarch64-linux-gnu -lavcodec -lavformat -lavutil -lswscale
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@endcode
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### Step 2. Configure OpenCV Settings
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This step is on host.
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Execute `cmake` to make cross-compile configuration for aarch64.
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@note `-DCMAKE_TOOLCHAIN_FILE` should be absolute/real file path, not relative path.
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@code{.bash}
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PKG_CONFIG_PATH=/usr/lib/aarch64-linux-gnu/pkgconfig:/usr/share/pkgconfig \
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PKG_CONFIG_LIBDIR=/usr/lib/aarch64-linux-gnu \
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PKG_CONFIG_SYSROOT_DIR=/ \
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cmake -S opencv \
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-B build4-full_arm64 \
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-DCMAKE_TOOLCHAIN_FILE=/home/kmtr/work/opencv/platforms/linux/aarch64-gnu.toolchain.cmake \
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-DOPENCV_EXTRA_MODULES_PATH=opencv_contrib/modules \
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-GNinja
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@endcode
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If you want to enable Python 3 wrapper, extra options are needed.
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@code{.bash}
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PYTHON3_REALPATH=`realpath /usr/bin/python3`
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PYTHON3_BASENAME=`basename ${PYTHON3_REALPATH}`
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PKG_CONFIG_PATH=/usr/lib/aarch64-linux-gnu/pkgconfig:/usr/share/pkgconfig \
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PKG_CONFIG_LIBDIR=/usr/lib/aarch64-linux-gnu \
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PKG_CONFIG_SYSROOT_DIR=/ \
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cmake -S opencv \
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-B build4-full_arm64 \
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-DCMAKE_TOOLCHAIN_FILE=/home/kmtr/work/opencv/platforms/linux/aarch64-gnu.toolchain.cmake \
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-DOPENCV_EXTRA_MODULES_PATH=opencv_contrib/modules \
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-DPYTHON3_NUMPY_INCLUDE_DIRS="/usr/local/lib/${PYTHON3_BASENAME}/dist-packages/numpy/core/include/" \
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-DPYTHON3_INCLUDE_PATH="/usr/include/${PYTHON3_BASENAME};/usr/include/" \
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-DPYTHON3_LIBRARIES=`find /usr/lib/aarch64-linux-gnu/ -name libpython*.so` \
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-DPYTHON3_EXECUTABLE="/usr/bin/${PYTHON3_BASENAME}" \
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-DPYTHON3_CVPY_SUFFIX=".so" \
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-GNinja
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@endcode
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@note
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@parblock
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Lastly, "python3.XX" string is needed. So this script generate it.
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- Get real path from "/usr/bin/python3" to "/usr/bin/python3.xx".
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- Get base name from "/usr/bin/python3.xx" to "pyhton3.xx".
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@endparblock
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Following is cmake outputs.
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- `Host` is `Linux x86_64`.
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- `Target` is `Linux aarch64`.
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- FFmpeg is available.
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@code{.unparsed}
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-- General configuration for OpenCV 4.8.0-dev =====================================
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-- Version control: 408730b
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--
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-- Extra modules:
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-- Location (extra): /home/kmtr/work/opencv_contrib/modules
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-- Version control (extra): faa5468
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--
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-- Platform:
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-- Timestamp: 2023-12-01T22:02:14Z
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-- Host: Linux 6.5.0-13-generic x86_64
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-- Target: Linux 1 aarch64
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-- CMake: 3.27.4
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-- CMake generator: Ninja
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-- CMake build tool: /usr/bin/ninja
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-- Configuration: Release
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--
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-- CPU/HW features:
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-- Baseline: NEON FP16
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-- required: NEON
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-- disabled: VFPV3
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-- Dispatched code generation: NEON_DOTPROD NEON_FP16 NEON_BF16
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-- requested: NEON_FP16 NEON_BF16 NEON_DOTPROD
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-- NEON_DOTPROD (1 files): + NEON_DOTPROD
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-- NEON_FP16 (2 files): + NEON_FP16
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-- NEON_BF16 (0 files): + NEON_BF16
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--
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-- C/C++:
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-- Built as dynamic libs?: YES
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-- C++ standard: 11
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-- C++ Compiler: /usr/bin/aarch64-linux-gnu-g++ (ver 13.2.0)
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:
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:
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--
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-- Video I/O:
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-- DC1394: NO
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-- FFMPEG: YES
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-- avcodec: YES (60.3.100)
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-- avformat: YES (60.3.100)
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-- avutil: YES (58.2.100)
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-- swscale: YES (7.1.100)
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-- avresample: NO
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-- GStreamer: NO
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-- v4l/v4l2: YES (linux/videodev2.h)
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--
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@endcode
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If enabling Python 3 wrapper is succeeded, `Python 3:` section shows more.
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@code{.unparsed}
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--
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-- Python 3:
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-- Interpreter: /usr/bin/python3.11 (ver 3.11.6)
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-- Libraries: /usr/lib/aarch64-linux-gnu/libpython3.11.so
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-- numpy: /usr/local/lib/python3.11/dist-packages/numpy/core/include/ (ver undefined - cannot be probed because of the cross-compilation)
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-- install path: lib/python3.11/dist-packages/cv2/python-3.11
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--
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-- Python (for build): /usr/bin/python3.11
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--
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@endcode
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### Step 3. Build and archive OpenCV libraries and headers
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This step in in host.
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Build and install.
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(This `install` means only that copying artifacts to `install` folder.)
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@code{.bash}
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cmake --build build4-full_arm64
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sudo cmake --install build4-full_arm64
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@endcode
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Archive artifacts(built libraries and headers) to `opencv_arm64.tgz` with tar command.
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@code{.bash}
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tar czvf opencv_arm64.tgz -C build4-full_arm64/install .
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@endcode
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And send `opencv_arm64.tgz` to target.
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### Step 4. Install dependency libraries at target
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This step is executed on the target system.
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Install dependency run-time libraries for OpenCV/OpenCV contrib libraries at target.
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@code{.bash}
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sudo apt install -y \
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libavcodec60 \
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libavformat60 \
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libavutil58 \
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libswscale7 \
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libfreetype6 \
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libharfbuzz0b
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sudo ldconfig
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|
@endcode
|
||
|
|
||
|
If you want to enable Python 3 wrapper, install these packages too.
|
||
|
|
||
|
@code{.bash}
|
||
|
sudo apt install -y \
|
||
|
python3.11 \
|
||
|
python3-numpy
|
||
|
@endcode
|
||
|
|
||
|
@warning
|
||
|
@parblock
|
||
|
If version of runtime libraries and/or programs are incremented, apt package names may be changed
|
||
|
(e.g. `libswscale6` is used for Ubuntu 23.04, but `libswscale7` is used for Ubuntu 23.10).
|
||
|
Looking for it with `apt search` command or https://packages.ubuntu.com/ .
|
||
|
@endparblock
|
||
|
|
||
|
@warning
|
||
|
@parblock
|
||
|
External library version between host and target should be same.
|
||
|
Please update to the latest version libraries at the same time as possible.
|
||
|
|
||
|
Even if the OS versions are the same between the Host and Target,
|
||
|
the versions may differ due to additional updates to the libraries.
|
||
|
This will cause unexpected problems.
|
||
|
|
||
|
For example)
|
||
|
- On Host, OpenCV has been build with external libA (v1.0) for target.
|
||
|
- libA (v1.1) may be updated.
|
||
|
- On Target, libA (v1.1) is installed to use OpenCV.
|
||
|
- In this case, versions of libA is difference between compiling and running.
|
||
|
@endparblock
|
||
|
|
||
|
@warning
|
||
|
@parblock
|
||
|
If you forget/mismatch to install some necessary libraries, OpenCV will not works well.
|
||
|
|
||
|
`ldd` command can detect dependency. If there are any "not found", please install necessary libraries.
|
||
|
|
||
|
@code{.bash}
|
||
|
ldd /usr/local/lib/libopencv_freetype.so
|
||
|
@endcode
|
||
|
|
||
|
(Not Good) `freetype module` requires `libharfbuzz.so.0`, but it has not been installed.
|
||
|
@code{.unparsed}
|
||
|
linux-vdso.so.1 (0xABCDEFG01234567)
|
||
|
libopencv_imgproc.so.408 => /usr/local/lib/libopencv_imgproc.so.408 (0xABCDEF001234567)
|
||
|
libfreetype.so.6 => /lib/aarch64-linux-gnu/libfreetype.so.6 (0xABCDEF001234567)
|
||
|
libharfbuzz.so.0 => not found
|
||
|
libopencv_core.so.408 => /usr/local/lib/libopencv_core.so.408 (0xABCDEF001234567)
|
||
|
:
|
||
|
@endcode
|
||
|
|
||
|
(Good) All libraries which are required from `freetype modules` are installed.
|
||
|
@code{.unparsed}
|
||
|
linux-vdso.so.1 (0xABCDEFG01234567)
|
||
|
libopencv_imgproc.so.408 => /usr/local/lib/libopencv_imgproc.so.408 (0xABCDEF001234567)
|
||
|
libfreetype.so.6 => /lib/aarch64-linux-gnu/libfreetype.so.6 (0xABCDEF001234567)
|
||
|
libharfbuzz.so.0 => /lib/aarch64-linux-gnu/libharfbuzz.so.0 (0xABCDEF001234567)
|
||
|
libopencv_core.so.408 => /usr/local/lib/libopencv_core.so.408 (0xABCDEF001234567)
|
||
|
:
|
||
|
@endcode
|
||
|
@endparblock
|
||
|
|
||
|
### Step 5. Install OpenCV libraries to target
|
||
|
|
||
|
This step is on target.
|
||
|
|
||
|
Receive `opencv_arm64.tgz` from host (generated at Step3), and extract to `/usr/local`.
|
||
|
|
||
|
@code{.bash}
|
||
|
sudo tar zxvf opencv_arm64.tgz -C /usr/local
|
||
|
sudo ldconfig
|
||
|
@endcode
|
||
|
|
||
|
You can use OpenCV libraries same as self-compiling. Following is OpenCV sample code. Compile and
|
||
|
run it on target.
|
||
|
|
||
|
Makefile
|
||
|
@code{.make}
|
||
|
a.out : main.cpp
|
||
|
g++ main.cpp -o a.out \
|
||
|
-I/usr/local/include/opencv4 \
|
||
|
-lopencv_core
|
||
|
@endcode
|
||
|
|
||
|
main.cpp
|
||
|
@code{.cpp}
|
||
|
#include <iostream>
|
||
|
#include <opencv2/core.hpp>
|
||
|
int main(void)
|
||
|
{
|
||
|
std::cout << cv::getBuildInformation() << std::endl;
|
||
|
return 0;
|
||
|
}
|
||
|
@endcode
|
||
|
|
||
|
Execute `make` and run it.
|
||
|
@code{.bash}
|
||
|
make a.out
|
||
|
./a.out
|
||
|
@endcode
|
||
|
|
||
|
If you want to enable Python 3 wrapper, execute following command to confirm.
|
||
|
|
||
|
@code{.bash}
|
||
|
python3 -c "import cv2; print(cv2.getBuildInformation())"
|
||
|
@endcode
|
||
|
|
||
|
## Cross-compile for armv7
|
||
|
|
||
|
Following is to compile for target (armhf) at host (x86-64).
|
||
|
|
||
|
- To resolve dependencies, `linux-libc-dev:armhf` is required.
|
||
|
- To optimize with neon, `-DENABLE_NEON=ON` is needed.
|
||
|
|
||
|
@code{.bash}
|
||
|
sudo apt install -y \
|
||
|
linux-libc-dev:armhf \
|
||
|
libavcodec-dev:armhf \
|
||
|
libavformat-dev:armhf \
|
||
|
libavutil-dev:armhf \
|
||
|
libswscale-dev:armhf \
|
||
|
libfreetype-dev:armhf \
|
||
|
libharfbuzz-dev:armhf
|
||
|
|
||
|
PKG_CONFIG_PATH=/usr/lib/arm-linux-gnueabihf/pkgconfig:/usr/share/pkgconfig \
|
||
|
PKG_CONFIG_LIBDIR=/usr/lib/arm-linux-gnueabihf \
|
||
|
PKG_CONFIG_SYSROOT_DIR=/ \
|
||
|
cmake -S opencv \
|
||
|
-B build4-full_armhf \
|
||
|
-DENABLE_NEON=ON \
|
||
|
-DCMAKE_TOOLCHAIN_FILE=/home/kmtr/work/opencv/platforms/linux/arm-gnueabi.toolchain.cmake \
|
||
|
-DOPENCV_EXTRA_MODULES_PATH=opencv_contrib/modules \
|
||
|
-GNinja
|
||
|
|
||
|
cmake --build build4-full_armhf
|
||
|
sudo cmake --install build4-full_armhf
|
||
|
tar czvf opencv_armhf.tgz -C build4-full_armhf/install .
|
||
|
@endcode
|
||
|
|
||
|
Following is cmake outputs.
|
||
|
- `Host` is `Linux x86_64`.
|
||
|
- `Target` is `Linux arm`.
|
||
|
- FFmpeg is available.
|
||
|
|
||
|
@code{.unparsed}
|
||
|
-- General configuration for OpenCV 4.8.0-dev =====================================
|
||
|
-- Version control: 408730b
|
||
|
--
|
||
|
-- Extra modules:
|
||
|
-- Location (extra): /home/kmtr/work/opencv_contrib/modules
|
||
|
-- Version control (extra): faa5468
|
||
|
--
|
||
|
-- Platform:
|
||
|
-- Timestamp: 2023-12-02T03:39:58Z
|
||
|
-- Host: Linux 6.5.0-13-generic x86_64
|
||
|
-- Target: Linux 1 arm
|
||
|
-- CMake: 3.27.4
|
||
|
-- CMake generator: Ninja
|
||
|
-- CMake build tool: /usr/bin/ninja
|
||
|
-- Configuration: Release
|
||
|
--
|
||
|
-- CPU/HW features:
|
||
|
-- Baseline: NEON
|
||
|
-- requested: DETECT
|
||
|
-- required: NEON
|
||
|
-- disabled: VFPV3
|
||
|
--
|
||
|
-- C/C++:
|
||
|
-- Built as dynamic libs?: YES
|
||
|
-- C++ standard: 11
|
||
|
-- C++ Compiler: /usr/bin/arm-linux-gnueabihf-g++ (ver 13.2.0)
|
||
|
|
||
|
:
|
||
|
:
|
||
|
|
||
|
--
|
||
|
-- Video I/O:
|
||
|
-- DC1394: NO
|
||
|
-- FFMPEG: YES
|
||
|
-- avcodec: YES (60.3.100)
|
||
|
-- avformat: YES (60.3.100)
|
||
|
-- avutil: YES (58.2.100)
|
||
|
-- swscale: YES (7.1.100)
|
||
|
-- avresample: NO
|
||
|
-- GStreamer: NO
|
||
|
-- v4l/v4l2: YES (linux/videodev2.h)
|
||
|
--
|
||
|
|
||
|
@endcode
|