Install from docker¶
We recommend to use OTBTF from official docker images.
Latest CPU-only docker image:
Latest GPU-ready docker image:
Read more in the following sections.
Latest images¶
Here is the list of the latest OTBTF docker images hosted on dockerhub. Since OTBTF >= 3.2.1 you can find the latest docker images on gitlab.irstea.fr.
| Name | Os | TF | OTB | Description | Dev files | Compute capability |
|---|---|---|---|---|---|---|
| mdl4eo/otbtf:4.3.1-cpu | Ubuntu Jammy | r2.14 | 9.0.0 | CPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.3.1-cpu-dev | Ubuntu Jammy | r2.14 | 9.0.0 | CPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.3.1-gpu | Ubuntu Jammy | r2.14 | 9.0.0 | GPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.3.1-gpu-dev | Ubuntu Jammy | r2.14 | 9.0.0 | GPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.3.1-gpu-opt | Ubuntu Jammy | r2.14 | 9.0.0 | GPU with opt. | no | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.3.1-gpu-opt-dev | Ubuntu Jammy | r2.14 | 9.0.0 | GPU with opt. (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
The list of older releases is available here.
Warning
Until r2.4, all images are development-ready, and the sources are located
in /work/.
Since r2.4, development-ready images have the source in /src/ and are
tagged "...-dev".
GPU enabled docker¶
In Linux, this is quite straightforward.
Just follow the steps described in the
nvidia-docker documentation.
You can then use the OTBTF gpu tagged docker images with the NVIDIA runtime :
With Docker version earlier than 19.03 :
With Docker version including and after 19.03 :
You can find some details on the GPU docker image and some docker tips and tricks on this blog. Be careful though, these infos might be a bit outdated...
Docker Installation¶
This section is a very small insight on the installation of docker on Linux and Windows.
Debian and Ubuntu¶
See here how to install docker on Ubuntu here.
Windows 10¶
- Install WSL2 (Windows Subsystem for Linux)
- Install docker desktop
- Start docker desktop and enable WSL2 from Settings > General then tick the box Use the WSL2 based engine
- Open a cmd.exe or PowerShell terminal, and type
docker create --name otbtf-cpu --interactive --tty mdl4eo/otbtf:latest - Open docker desktop, and check that the docker is running in the Container/Apps menu
- From docker desktop, click on the icon highlighted as shown below, and use the bash terminal that should pop up!
Troubleshooting:
Info
Some users have reported to use OTBTF with GPU in windows 10 using WSL2. How to install WSL2 with Cuda on windows 10:
Build your own images¶
If you want to use optimization flags, change GPUs compute capability, etc. you can build your own docker image using the provided dockerfile. See the docker build documentation.
Older images¶
Here you can find the list of older releases of OTBTF:
| Name | Os | TF | OTB | Description | Dev files | Compute capability |
|---|---|---|---|---|---|---|
| mdl4eo/otbtf:1.6-cpu | Ubuntu Xenial | r1.14 | 7.0.0 | CPU, no optimization | yes | 5.2,6.1,7.0 |
| mdl4eo/otbtf:1.7-cpu | Ubuntu Xenial | r1.14 | 7.0.0 | CPU, no optimization | yes | 5.2,6.1,7.0 |
| mdl4eo/otbtf:1.7-gpu | Ubuntu Xenial | r1.14 | 7.0.0 | GPU | yes | 5.2,6.1,7.0 |
| mdl4eo/otbtf:2.0-cpu | Ubuntu Xenial | r2.1 | 7.1.0 | CPU, no optimization | yes | 5.2,6.1,7.0,7.5 |
| mdl4eo/otbtf:2.0-gpu | Ubuntu Xenial | r2.1 | 7.1.0 | GPU | yes | 5.2,6.1,7.0,7.5 |
| mdl4eo/otbtf:2.4-cpu | Ubuntu Focal | r2.4.1 | 7.2.0 | CPU, no optimization | yes | 5.2,6.1,7.0,7.5 |
| mdl4eo/otbtf:2.4-cpu-opt | Ubuntu Focal | r2.4.1 | 7.2.0 | CPU, few optimizations | no | 5.2,6.1,7.0,7.5 |
| mdl4eo/otbtf:2.4-cpu-mkl | Ubuntu Focal | r2.4.1 | 7.2.0 | CPU, Intel MKL, AVX512 | yes | 5.2,6.1,7.0,7.5 |
| mdl4eo/otbtf:2.4-gpu | Ubuntu Focal | r2.4.1 | 7.2.0 | GPU | yes | 5.2,6.1,7.0,7.5 |
| mdl4eo/otbtf:2.5-cpu | Ubuntu Focal | r2.5 | 7.4.0 | CPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:2.5:cpu-dev | Ubuntu Focal | r2.5 | 7.4.0 | CPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:2.5-cpu-opt | Ubuntu Focal | r2.5 | 7.4.0 | CPU, few optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:2.5-gpu-opt | Ubuntu Focal | r2.5 | 7.4.0 | GPU | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:2.5-gpu-opt-dev | Ubuntu Focal | r2.5 | 7.4.0 | GPU (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.0-cpu | Ubuntu Focal | r2.5 | 7.4.0 | CPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.0-cpu-dev | Ubuntu Focal | r2.5 | 7.4.0 | CPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.0-gpu-opt | Ubuntu Focal | r2.5 | 7.4.0 | GPU | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.0-gpu-opt-dev | Ubuntu Focal | r2.5 | 7.4.0 | GPU (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.1-cpu | Ubuntu Focal | r2.8 | 7.4.0 | CPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.1-cpu-dev | Ubuntu Focal | r2.8 | 7.4.0 | CPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.1-gpu | Ubuntu Focal | r2.8 | 7.4.0 | GPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.1-gpu-dev | Ubuntu Focal | r2.8 | 7.4.0 | GPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.1-gpu-opt | Ubuntu Focal | r2.8 | 7.4.0 | GPU | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.1-gpu-opt-dev | Ubuntu Focal | r2.8 | 7.4.0 | GPU (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.3.0-cpu | Ubuntu Focal | r2.8 | 8.1.0 | CPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.3.0-cpu-dev | Ubuntu Focal | r2.8 | 8.1.0 | CPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.3.0-gpu | Ubuntu Focal | r2.8 | 8.1.0 | GPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.3.0-gpu-dev | Ubuntu Focal | r2.8 | 8.1.0 | GPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:3.3.0-gpu-opt | Ubuntu Focal | r2.8 | 8.1.0 | GPU with opt. | no | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:3.3.0-gpu-opt-dev | Ubuntu Focal | r2.8 | 8.1.0 | GPU with opt. (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.3.2-cpu | Ubuntu Focal | r2.8 | 8.1.0 | CPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.3.2-cpu-dev | Ubuntu Focal | r2.8 | 8.1.0 | CPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.3.2-gpu | Ubuntu Focal | r2.8 | 8.1.0 | GPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.3.2-gpu-dev | Ubuntu Focal | r2.8 | 8.1.0 | GPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:3.3.2-gpu-opt | Ubuntu Focal | r2.8 | 8.1.0 | GPU with opt. | no | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:3.3.2-gpu-opt-dev | Ubuntu Focal | r2.8 | 8.1.0 | GPU with opt. (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.3.3-cpu | Ubuntu Focal | r2.8 | 8.1.0 | CPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.3.3-cpu-dev | Ubuntu Focal | r2.8 | 8.1.0 | CPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.3.3-gpu | Ubuntu Focal | r2.8 | 8.1.0 | GPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.3.3-gpu-dev | Ubuntu Focal | r2.8 | 8.1.0 | GPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:3.3.3-gpu-opt | Ubuntu Focal | r2.8 | 8.1.0 | GPU with opt. | no | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:3.3.3-gpu-opt-dev | Ubuntu Focal | r2.8 | 8.1.0 | GPU with opt. (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.4.0-cpu | Ubuntu Focal | r2.8 | 8.1.0 | CPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.4.0-cpu-dev | Ubuntu Focal | r2.8 | 8.1.0 | CPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.4.0-gpu | Ubuntu Focal | r2.8 | 8.1.0 | GPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:3.4.0-gpu-dev | Ubuntu Focal | r2.8 | 8.1.0 | GPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:3.4.0-gpu-opt | Ubuntu Focal | r2.8 | 8.1.0 | GPU with opt. | no | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:3.4.0-gpu-opt-dev | Ubuntu Focal | r2.8 | 8.1.0 | GPU with opt. (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.0.0-cpu | Ubuntu Jammy | r2.12 | 8.1.0 | CPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.0.0-cpu-dev | Ubuntu Jammy | r2.12 | 8.1.0 | CPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.0.0-gpu | Ubuntu Jammy | r2.12 | 8.1.0 | GPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.0.0-gpu-dev | Ubuntu Jammy | r2.12 | 8.1.0 | GPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.0.0-gpu-opt | Ubuntu Jammy | r2.12 | 8.1.0 | GPU with opt. | no | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.0.0-gpu-opt-dev | Ubuntu Jammy | r2.12 | 8.1.0 | GPU with opt. (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.1.0-cpu | Ubuntu Jammy | r2.12 | 8.1.0 | CPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.1.0-cpu-dev | Ubuntu Jammy | r2.12 | 8.1.0 | CPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.1.0-gpu | Ubuntu Jammy | r2.12 | 8.1.0 | GPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.1.0-gpu-dev | Ubuntu Jammy | r2.12 | 8.1.0 | GPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.1.0-gpu-opt | Ubuntu Jammy | r2.12 | 8.1.0 | GPU with opt. | no | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.1.0-gpu-opt-dev | Ubuntu Jammy | r2.12 | 8.1.0 | GPU with opt. (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.2.0-cpu | Ubuntu Jammy | r2.12 | 8.1.0 | CPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.2.0-cpu-dev | Ubuntu Jammy | r2.12 | 8.1.0 | CPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.2.0-gpu | Ubuntu Jammy | r2.12 | 8.1.0 | GPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.2.0-gpu-dev | Ubuntu Jammy | r2.12 | 8.1.0 | GPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.2.0-gpu-opt | Ubuntu Jammy | r2.12 | 8.1.0 | GPU with opt. | no | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.2.0-gpu-opt-dev | Ubuntu Jammy | r2.12 | 8.1.0 | GPU with opt. (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.2.1-cpu | Ubuntu Jammy | r2.12 | 8.1.2 | CPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.2.1-cpu-dev | Ubuntu Jammy | r2.12 | 8.1.2 | CPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.2.1-gpu | Ubuntu Jammy | r2.12 | 8.1.2 | GPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.2.1-gpu-dev | Ubuntu Jammy | r2.12 | 8.1.2 | GPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.2.1-gpu-opt | Ubuntu Jammy | r2.12 | 8.1.2 | GPU with opt. | no | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.2.1-gpu-opt-dev | Ubuntu Jammy | r2.12 | 8.1.2 | GPU with opt. (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.2.2-cpu | Ubuntu Jammy | r2.12 | d74ab | CPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.2.2-cpu-dev | Ubuntu Jammy | r2.12 | d74ab | CPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.2.2-gpu | Ubuntu Jammy | r2.12 | d74ab | GPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.2.2-gpu-dev | Ubuntu Jammy | r2.12 | d74ab | GPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.2.2-gpu-opt | Ubuntu Jammy | r2.12 | d74ab | GPU with opt. | no | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.2.2-gpu-opt-dev | Ubuntu Jammy | r2.12 | d74ab | GPU with opt. (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.3.0-cpu | Ubuntu Jammy | r2.14 | 9.0.0 | CPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.3.0-cpu-dev | Ubuntu Jammy | r2.14 | 9.0.0 | CPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.3.0-gpu | Ubuntu Jammy | r2.14 | 9.0.0 | GPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6 |
| mdl4eo/otbtf:4.3.0-gpu-dev | Ubuntu Jammy | r2.14 | 9.0.0 | GPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.3.0-gpu-opt | Ubuntu Jammy | r2.14 | 9.0.0 | GPU with opt. | no | 5.2,6.1,7.0,7.5,8.6 |
| gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.3.0-gpu-opt-dev | Ubuntu Jammy | r2.14 | 9.0.0 | GPU with opt. (dev) | yes | 5.2,6.1,7.0,7.5,8.6 |