| See the CUDA-based JupyterLab R docker stack for GPU accelerated docker images. |
|---|
Multi-arch (linux/amd64, linux/arm64/v8) docker images:
glcr.b-data.ch/jupyterlab/r/baseglcr.b-data.ch/jupyterlab/r/r-ver(4.2.0 ≥ version > 4.0.4)
glcr.b-data.ch/jupyterlab/r/tidyverseglcr.b-data.ch/jupyterlab/r/verseglcr.b-data.ch/jupyterlab/r/geospatialglcr.b-data.ch/jupyterlab/r/qgisprocess(versions ≥ 4.3.0)
Images considered stable for R versions ≥ 4.2.0.
👉 The current state may eventually be backported to versions ≥ 4.0.4.
🔬 Check out jupyterlab/r/verse at https://demo.jupyter.b-data.ch.
Build chain
base → tidyverse → verse → geospatial → qgisprocess
ℹ️ The term verse+ means verse or later in the build chain.
Features
- JupyterLab: A web-based interactive development environment for Jupyter notebooks, code, and data. The images include
- code-server:
Code - OSSin the browser. - Git: A distributed version-control system for tracking changes in source code.
- Git LFS: A Git extension for versioning large files.
- GRASS GIS: A free and open source Geographic Information System (GIS).
ℹ️ qgisprocess image - Neovim: Vim-fork focused on extensibility and usability. (4.4.1+)
- Orfeo Toolbox: An open-source project for state-of-the-art remote sensing.
ℹ️ qgisprocess image (amd64 only) - Pandoc: A universal markup converter.
- Python: An interpreted, object-oriented, high-level programming language with dynamic semantics.
- QGIS: A free, open source, cross platform (lin/win/mac) geographical information system (GIS).
ℹ️ qgisprocess image - Quarto: A scientific and technical publishing system built on Pandoc.
ℹ️ verse+ images - R: A language and environment for statistical computing and graphics.
- radian: An alternative console for R with multiline editing and rich syntax highlight.
- RStudio: An integrated development environment (IDE) for R. (4.4.0+)
- SAGA GIS: A Geographic Information System (GIS) software with immense capabilities for geodata processing and analysis.
ℹ️ qgisprocess image - TinyTeX: A lightweight, cross-platform, portable, and easy-to-maintain LaTeX distribution based on TeX Live.
ℹ️ verse+ images - Zsh: A shell designed for interactive use, although it is also a powerful scripting language.
- code-server:
👉 See the Version Matrix for detailed information.
The following extensions are pre-installed for code-server:
- .gitignore Generator
- Black Formatter
ℹ️ devtools subtags - Container Tools
ℹ️ docker subtags - EditorConfig (4.3.0+)
- ESLint
ℹ️ devtools subtags - Git Graph
- GitHub Pull Requests and Issues (4.3.1+)
- GitLab Workflow
- GitLens — Git supercharged
ℹ️ Pinned to version 11.7.0 due to unsolicited AI content (4.3.1+) - hadolint
ℹ️ docker subtags (4.3.1+) - Excel Viewer
- Jupyter
- LaTeX Workshop
ℹ️ verse+ images - markdownlint (4.3.2+)
- Path Intellisense
- Prettier - Code formatter
ℹ️ devtools subtags - Project Manager
- Python
- Quarto
ℹ️ verse+ images - R
- Resource Monitor (4.3.0+)
- ShellCheck
ℹ️ devtools and docker subtags (4.3.1+) - YAML
Subtags
{R_VERSION,latest}-root(versions ≥ 4.2.0): Container runs asroot{R_VERSION,latest}-devtools(versions ≥ 4.2.2): Includes the requirements according to{R_VERSION,latest}-devtools-root: The combination of both{R_VERSION,latest}-docker(versions ≥ 4.2.2): Includesdocker-ce-clidocker-buildx-plugindocker-compose-plugindocker-scan-plugin(amd64 only)
{R_VERSION,latest}-docker-root: The combination of both{R_VERSION,latest}-devtools-docker: The combination of both{R_VERSION,latest}-devtools-docker-root: The combination of all three
This projects requires an installation of docker.
To install docker, follow the instructions for your platform:
- Install Docker Engine | Docker Documentation > Supported platforms
- Post-installation steps for Linux
latest:
cd base && docker build \ --build-arg R_VERSION=4.5.1 \ -t jupyterlab/r/base \ -f latest.Dockerfile .version:
cd base && docker build \ -t jupyterlab/r/base:MAJOR.MINOR.PATCH \ -f MAJOR.MINOR.PATCH.Dockerfile .For MAJOR.MINOR.PATCH ≥ 4.2.0.
Create an empty directory using docker:
docker run --rm \ -v "${PWD}/jupyterlab-jovyan":/dummy \ alpine chown 1000:100 /dummyIt will be bind mounted as the JupyterLab user's home directory and automatically populated.
❗ Bind mounting a subfolder of the home directory is only possible for images with R version ≥ 4.3.2.
self built:
docker run -it --rm \ -p 8888:8888 \ -u root \ -v "${PWD}/jupyterlab-jovyan":/home/jovyan \ -e NB_UID=$(id -u) \ -e NB_GID=$(id -g) \ -e CHOWN_HOME=yes \ -e CHOWN_HOME_OPTS='-R' \ jupyterlab/r/base[:MAJOR.MINOR.PATCH]from the project's GitLab Container Registries:
docker run -it --rm \ -p 8888:8888 \ -u root \ -v "${PWD}/jupyterlab-jovyan":/home/jovyan \ -e NB_UID=$(id -u) \ -e NB_GID=$(id -g) \ -e CHOWN_HOME=yes \ -e CHOWN_HOME_OPTS='-R' \ IMAGE[:MAJOR[.MINOR[.PATCH]]]IMAGE being one of
glcr.b-data.ch/jupyterlab/r/baseglcr.b-data.ch/jupyterlab/r/tidyverseglcr.b-data.ch/jupyterlab/r/verseglcr.b-data.ch/jupyterlab/r/geospatialglcr.b-data.ch/jupyterlab/r/qgisprocess
The use of the -v flag in the command mounts the empty directory on the host (${PWD}/jupyterlab-jovyan in the command) as /home/jovyan in the container.
-e NB_UID=$(id -u) -e NB_GID=$(id -g) instructs the startup script to switch the user ID and the primary group ID of ${NB_USER} to the user and group ID of the one executing the command.
-e CHOWN_HOME=yes -e CHOWN_HOME_OPTS='-R' instructs the startup script to recursively change the ${NB_USER} home directory owner and group to the current value of ${NB_UID} and ${NB_GID}.
ℹ️ This is only required for the first run.
The server logs appear in the terminal.
Create an empty home directory:
mkdir "${PWD}/jupyterlab-root"Use the following command to run the container as root:
podman run -it --rm \ -p 8888:8888 \ -u root \ -v "${PWD}/jupyterlab-root":/home/root \ -e NB_USER=root \ -e NB_UID=0 \ -e NB_GID=0 \ -e NOTEBOOK_ARGS="--allow-root" \ IMAGE[:MAJOR[.MINOR[.PATCH]]]Creating a home directory might not be required. Also
docker run -it --rm \ -p 8888:8888 \ -v "${PWD}/jupyterlab-jovyan":/home/jovyan \ IMAGE[:MAJOR[.MINOR[.PATCH]]]might be sufficient.
Some extension features enabled by default are intentionally disabled, i.e. set to false.
To enable one of these features, explicitly set it to true under 'Command Palette...' > 'Preferences: Open User Settings (JSON)'.
Enabling these via the GUI is not sufficient. Such default settings are overwritten upon restart by the Juypter startup hook 30-code-server.sh.
To add a JupyterLab Launcher icon for marimo:
-
Terminal: Install marimo and click
pip install marimo click
-
Terminal: Install jupyter-marimo-proxy
pip install git+https://github.com/b-data/jupyter-marimo-proxy.git@jupyterlab-docker-stack
-
Restart the container
What makes this project different:
- Multi-arch:
linux/amd64,linux/arm64/v8
👉 Since R 4.0.4 (2021-02-15)
ℹ️ Runs on Apple M series using Docker Desktop. - Base image: Debian instead of Ubuntu
ℹ️ CUDA-based images use Ubuntu. - IDE: code-server next to RStudio
ℹ️ code-server =Code - OSSin the browser. - Just Python – no Conda / Mamba
See Notes for tweaks, settings, etc.
PRs accepted. Please submit to the GitLab repository.
This project follows the Contributor Covenant Code of Conduct.
Community support: Open a new discussion here. Commercial support: Contact b-data by email.
b-data tailors the JupyterLab images to your needs, e.g.
- Integration of self-signed CA certificates to enable communication with web services on the intranet.
- Setting up the necessary environment variables so that everything works behind a corporate proxy server.
- If supported by the NVIDIA GPU(s): Correctly handle CUDA forward compatibility for GPU accelerated images.
Additionally, the JupyterHub setup can be customised to allow
- authentication with AD/LDAP
- mounting CIFS/SMB file shares
and much more.
Work partially funded by
Copyright © 2020 b-data GmbH
Distributed under the terms of the MIT License, with exceptions.
RStudio® is a trademark of Posit Software, PBC, all rights reserved, and may be registered in the United States Patent and Trademark Office and in other countries.
The use of the trademarked term RStudio® and the distribution of the RStudio binaries through the images hosted on b-data's GitLab Container Registry (glcr.b-data.ch) has been granted by explicit permission of Posit Software, PBC. Please review Posit’s Trademark Guidelines and address inquiries about further distribution to permissions@posit.co.

