Awesome
DepthAI C++ Library
Core C++ library
Documentation
Documentation is available over at Luxonis DepthAI API
Disclaimer
DepthAI library doesn't yet provide API stability guarantees. While we take care to properly deprecate old functions, some changes might still be breaking. We expect to provide API stability from version 3.0.0 onwards.
Dependencies
- CMake >= 3.10
- C/C++14 compiler
- [optional] OpenCV 4 (required if building examples)
- [optional] PCL (required for point cloud example)
To install OpenCV:
MacOS: brew install opencv
Linux: sudo apt install libopencv-dev
To install PCL:
MacOS: brew install pcl
Linux: sudo apt install libpcl-dev
ℹ️ On Linux distributions based on RPMs, you need to install
perl-core
required by OpenSSL dependency.sudo yum install perl-core
Another option is to disable CURL support by setting
DEPTHAI_ENABLE_CURL=OFF
when configuring CMake.cmake -S. -Bbuild -D'DEPTHAI_ENABLE_CURL=OFF'
Building
Make sure submodules are updated
git submodule update --init --recursive
Then configure and build
cmake -S. -Bbuild
cmake --build build
ℹ️ To speed up build times, use
cmake --build build --parallel [num CPU cores]
(CMake >= 3.12). For older versions use: Linux/macOS:cmake --build build -- -j[num CPU cores]
, MSVC:cmake --build build -- /MP[num CPU cores]
⚠️ If any CMake commands error with
CMake Error: The source directory "" does not exist.
replace argument-S
with-H
Dynamic library
To build dynamic version of library configure with following option added
cmake -S. -Bbuild -D'BUILD_SHARED_LIBS=ON'
cmake --build build
Android
Android is supported to some extent but not actively pursued nor tested. PRs with any improvements are welcome.
Steps:
- Install Android NDK (for example via Android Studio).
- Set the NDK path:
export ANDROID_HOME=$HOME/.local/lib/Android
export PATH=$PATH:$ANDROID_HOME/emulator:$ANDROID_HOME/platform-tools
export NDK=$ANDROID_HOME/ndk/23.1.7779620/ # Check version
- Ensure a recent version of cmake (apt version is outdated, install snap install cmake --classic)
- Run cmake, set your ABI and Platform as needed:
cmake -S. -Bbuild -DCMAKE_TOOLCHAIN_FILE=$NDK/build/cmake/android.toolchain.cmake -DANDROID_ABI=armeabi-v7a -DANDROID_PLATFORM=android-25
cmake --build build
Running examples
To build the examples configure with following option added
cmake -S. -Bbuild -D'DEPTHAI_BUILD_EXAMPLES=ON'
cmake --build build
Then navigate to build/examples
folder and run a preferred example
cd build/examples
./MobileNet/rgb_mobilenet
ℹ️ Multi-Config generators (like Visual Studio on Windows) will have the examples built in
build/examples/MobileNet/[Debug/Release/...]/rgb_mobilenet
Integration
Under releases you may find prebuilt library for Windows, for use in either integration method. See Releases
CMake
Targets available to link to are:
- depthai::core - Core library, without using opencv internally
- depthai::opencv - Core + support for opencv related helper functions (requires OpenCV4)
Using find_package
Build static or dynamic version of library (See: Building and optionally Installing)
Add find_package
and target_link_libraries
to your project
find_package(depthai CONFIG REQUIRED)
...
target_link_libraries([my-app] PRIVATE depthai::opencv)
And point CMake to either build directory or install directory:
-D'depthai_DIR=depthai-core/build'
or
-D'depthai_DIR=depthai-core/build/install/lib/cmake/depthai'
If library was installed to default search path like /usr/local
on Linux, specifying depthai_DIR
isn't necessary as CMake will find it automatically.
Using add_subdirectory
This method is more intrusive but simpler as it doesn't require building the library separately.
Add add_subdirectory
which points to depthai-core
folder before project command. Then link to any required targets.
add_subdirectory(${CMAKE_CURRENT_LIST_DIR}/depthai-core EXCLUDE_FROM_ALL)
...
project(my-app)
...
target_link_libraries([my-app] PRIVATE depthai::opencv)
Non-CMake integration (Visual Studio, Xcode, CodeBlocks, ...)
To integrate into a different build system than CMake, prefered way is compiling as dynamic library and setting correct build options.
- First build as dynamic library: Building Dynamic library
- Then install: Installing
In your non-CMake project (new Visual Studio project, ...)
- Set needed library directories:
build/install/lib
(for linking to either depthai-core or depthai-opencv)build/install/bin
(for .dll's)
- And include directories
build/install/include
(library headers)build/install/include/depthai-shared/3rdparty
(shared 3rdparty headers)build/install/lib/cmake/depthai/dependencies/include
(dependency headers)
ℹ️ Threading library might need to be linked to explicitly.
ℹ️ Check
build/depthai-core-integration.txt
orbuild/depthai-opencv-integration.txt
for up to date define options. The generated integration file also specifies include paths without requiring installation.
Installing
To install specify optional prefix and build target install
cmake -S. -Bbuild -D'CMAKE_INSTALL_PREFIX=[path/to/install/dir]'
cmake --build build --target install
If CMAKE_INSTALL_PREFIX
isn't specified, the library is installed under build folder install
.
Environment variables
The following environment variables can be set to alter default behavior of the library without having to recompile
Environment variable | Description |
---|---|
DEPTHAI_LEVEL | Sets logging verbosity, 'trace', 'debug', 'warn', 'error' and 'off' |
XLINK_LEVEL | Sets logging verbosity of XLink library, 'debug'. 'info', 'warn', 'error', 'fatal' and 'off' |
DEPTHAI_INSTALL_SIGNAL_HANDLER | Set to 0 to disable installing Backward signal handler for stack trace printing |
DEPTHAI_WATCHDOG | Sets device watchdog timeout. Useful for debugging (DEPTHAI_WATCHDOG=0 ), to prevent device reset while the process is paused. |
DEPTHAI_WATCHDOG_INITIAL_DELAY | Specifies delay after which the device watchdog starts. |
DEPTHAI_SEARCH_TIMEOUT | Specifies timeout in milliseconds for device searching in blocking functions. |
DEPTHAI_CONNECT_TIMEOUT | Specifies timeout in milliseconds for establishing a connection to a given device. |
DEPTHAI_BOOTUP_TIMEOUT | Specifies timeout in milliseconds for waiting the device to boot after sending the binary. |
DEPTHAI_PROTOCOL | Restricts default search to the specified protocol. Options: any, usb, tcpip. |
DEPTHAI_DEVICE_MXID_LIST | Restricts default search to the specified MXIDs. Accepts comma separated list of MXIDs. Lists filter results in an "AND" manner and not "OR" |
DEPTHAI_DEVICE_ID_LIST | Alias to MXID list. Lists filter results in an "AND" manner and not "OR" |
DEPTHAI_DEVICE_NAME_LIST | Restricts default search to the specified NAMEs. Accepts comma separated list of NAMEs. Lists filter results in an "AND" manner and not "OR" |
DEPTHAI_DEVICE_BINARY | Overrides device Firmware binary. Mostly for internal debugging purposes. |
DEPTHAI_BOOTLOADER_BINARY_USB | Overrides device USB Bootloader binary. Mostly for internal debugging purposes. |
DEPTHAI_BOOTLOADER_BINARY_ETH | Overrides device Network Bootloader binary. Mostly for internal debugging purposes. |
DEPTHAI_ALLOW_FACTORY_FLASHING | Internal use only |
DEPTHAI_LIBUSB_ANDROID_JAVAVM | JavaVM pointer that is passed to libusb for rootless Android interaction with devices. Interpreted as decimal value of uintptr_t |
DEPTHAI_CRASHDUMP | Directory in which to save the crash dump. |
DEPTHAI_CRASHDUMP_TIMEOUT | Specifies the duration in seconds to wait for device reboot when obtaining a crash dump. Crash dump retrieval disabled if 0. |
DEPTHAI_ENABLE_ANALYTICS_COLLECTION | Enables automatic analytics collection (pipeline schemas) used to improve the library |
DEPTHAI_DISABLE_CRASHDUMP_COLLECTION | Disables automatic crash dump collection used to improve the library |
Running tests
To run the tests build the library with the following options
cmake -S. -Bbuild -D'DEPTHAI_TEST_EXAMPLES=ON' -D'DEPTHAI_BUILD_TESTS=ON' -D'DEPTHAI_BUILD_EXAMPLES=ON'
cmake --build build
Then navigate to build
folder and run ctest
with specified labels that denote device type to test on.
Currently available labels:
- usb
- poe
cd build
# Run tests on USB devices
ctest -L usb
# Run tests on PoE devices
ctest -L poe
Style check
The library uses clang format to enforce a certain coding style.
If a style check is failing, run the clangformat
target, check the output and push changes.
To use this target clang format must be installed, preferably clang-format-10
sudo apt install clang-format-10
And to apply formatting
cmake --build build --target clangformat
Documentation generation
Doxygen is used to generate documentation. Follow doxygen download and install the required binaries for your platform.
After that specify CMake define -D'DEPTHAI_BUILD_DOCS=ON
' and build the target doxygen
Debugging tips
Debugging can be done using Visual Studio Code and either GDB or LLDB (extension 'CodeLLDB').
LLDB in some cases was much faster to step with and resolved more incomplete_type
variables than GDB. Your mileage may vary though.
If there is a need to step into Hunter libraries, that can be achieved by removing previous built artifacts
rm -r ~/.hunter
And configuring the project with the following CMake option set to ON
cmake . -D'HUNTER_KEEP_PACKAGE_SOURCES=ON'
This retains the libraries source code, so that debugger can step through it (the paths are already set up correctly)
Troubleshooting
Build fails with missing OpenCV dependency
If your build process happen to fail due to OpenCV library not being found, but you have the OpenCV installed, please
run build with additional -D'OpenCV_DIR=...
' flag (replacing default Ubuntu path /usr/lib/x86_64-linux-gnu/cmake/opencv4
with yours)
cmake -S. -Bbuild -D'OpenCV_DIR=/usr/lib/x86_64-linux-gnu/cmake/opencv4'
Now the build process should correctly discover your OpenCV installation
Hunter
Hunter is a CMake-only dependency manager for C/C++ projects.
If you are stuck with error message which mentions external libraries (subdirectory of .hunter
) like the following:
/usr/bin/ld: /home/[user]/.hunter/_Base/062a19a/ccfed35/a84a713/Install/lib/liblzma.a(stream_flags_decoder.c.o): warning: relocation against `lzma_footer_magic' in read-only section `.text'
Try erasing the Hunter cache folder.
Linux/MacOS:
rm -r ~/.hunter
Windows:
del C:/.hunter
or
del C:/[user]/.hunter