This docker stack uses modified startup scripts from
jupyter/docker-stacks.
ℹ️ Nevertheless, all Docker Options
and Permission-specific configurations
can be used for the images of this docker stack.
In comparison to jupyter/docker-stacks and/or rocker-org/rocker-versioned2, these images are tweaked as follows:
Shell script /usr/local/bin/start.sh is modified to
- allow bind mounting of a home directory.
- reset
CODE_WORKDIR
for customNB_USER
s.
The following startup hooks are put in place:
- /usr/local/bin/start-notebook.d/10-populate.sh
to populate a bind mounted home directory
/home/jovyan
. - /usr/local/bin/before-notebook.d/10-env.sh to
- update timezone according to environment variable
TZ
. - add locales according to environment variable
LANGS
. - set locale according to environment variable
LANG
.
- update timezone according to environment variable
- /usr/local/bin/before-notebook.d/11-home.sh to create user's projects and workspaces folder.
- /usr/local/bin/before-notebook.d/12-r.sh to create user's R package library.
- /usr/local/bin/before-notebook.d/13-update-cran.sh to
- update CRAN mirror according to environment variable
CRAN
. - use binary packages according to environment variable
R_BINARY_PACKAGES
.
- update CRAN mirror according to environment variable
- /usr/local/bin/before-notebook.d/30-code-server.sh to update code-server settings.
- /usr/local/bin/before-notebook.d/50-rstudio.sh to
- set environment variables in
$(R RHOME)/etc/Renviron.site
. - put inital RStudio settings in place.
- create user's working folder.
- set environment variables in
- /usr/local/bin/before-notebook.d/70-qgis.sh to
- put inital QGIS settings in place.
- copy plugin 'Processing Saga NextGen Provider'.
- /usr/local/bin/before-notebook.d/71-tensorboard.sh to use Jupyter Server Proxy for TensorBoard.
- /usr/local/bin/before-notebook.d/90-limits.sh
- soft limit the address space based on the amount of physical and
virtual memory of the host. (default: command
ulimit -v
) - limit the number of file descriptors according to environment variable
NOFILE_LIMIT
. (default: commandulimit -n
) - limit the number of processes according to environment variable
NPROC_LIMIT
. (default: commandulimit -u
) - limit the number of pending signals according to environment variable
SIGPEN_LIMIT
. (default: commandulimit -i
)
- soft limit the address space based on the amount of physical and
virtual memory of the host. (default: command
- /usr/local/bin/before-notebook.d/95-misc.sh
to export environment variables to
/tmp/environment
.
/usr/local/bin/busy is executed during
screen
/tmux
sessions to update the last-activity timestamps on JupyterHub.
ℹ️ This prevents the JupyterHub Idle Culler Service from shutting down idle or long-running Jupyter Notebook servers, allowing for unattended computations.
CRAN
: The CRAN mirror URL.R_BINARY_PACKAGES
: R package type to use.- unset: Source packages. (default)
1
/yes
: Binary packages.
DOWNLOAD_STATIC_LIBV8=1
: R (V8): Installing V8 on Linux, the alternative way.RETICULATE_MINICONDA_ENABLED=0
: R (reticulate): Disable prompt to install miniconda.CS_DISABLE_GETTING_STARTED_OVERRIDE=1
: code-server: Hide the coder/coder promotion in Help: Getting Started
Versions
R_VERSION
PYTHON_VERSION
JUPYTERHUB_VERSION
JUPYTERLAB_VERSION
CODE_SERVER_VERSION
RSTUDIO_VERSION
NEOVIM_VERSION
GIT_VERSION
GIT_LFS_VERSION
PANDOC_VERSION
QUARTO_VERSION
(verse+ images)
Miscellaneous
BASE_IMAGE
: Its very base, a Docker Official Image.PARENT_IMAGE
: The image it was derived from.BUILD_DATE
: The date it was built (ISO 8601 format).CTAN_REPO
: The CTAN mirror URL. (verse+ images)
MRAN
Environment variable MRAN
is deprecated:
After January 31, 2023, we [Microsoft] will no longer maintain the CRAN Time Machine snapshots.
Current situation regarding frozen images:
- R version < 4.2.2: MRAN retired; CRAN snapshots broken.
- 4.2.2 ≤ R version < 4.3.1: No CRAN snapshots available.
- Use renv to create reproducible environments for your R projects.
- R version ≥ 4.3.1: CRAN snapshots reinstated (P3M).
The default shell is Zsh, further enhanced with
- Framework: Oh My Zsh
- Theme: Powerlevel10k
- Font: MesloLGS NF
Pre-installed extensions are treated as built-in and therefore cannot be updated at user level.
In addition to the TeX packages used in
rocker/verse,
jupyter/scipy-notebook
and required for nbconvert
, the
packages requested by the community
are installed.
- R:
$(R RHOME)/etc/Rprofile.site
- IRkernel: Only enable
image/svg+xml
andapplication/pdf
for plot display. - R Extension (code-server): Disable help panel and revert to old behaviour.
- IRkernel: Only enable
- IPython:
- Only enable figure formats
svg
andpdf
for IPython.
- Only enable figure formats
- JupyterLab:
- Theme > Selected Theme: JupyterLab Dark
- Terminal > Font family: MesloLGS NF
- Python LSP Server: Example settings according to jupyter-lsp/jupyterlab-lsp > Installation > Configuring the servers
- R LSP Server: Example settings according to jupyter-lsp/jupyterlab-lsp > Installation > Configuring the servers
- code-server
- Text Editor > Tab Size: 2
- Extensions > GitLens — Git supercharged
- General > Show Welcome On Install: false
- General > Show Whats New After Upgrade: false
- Graph commands disabled where possible
- Extensions > R
- Bracketed Paste: true
- Plot: Use Httpgd: true
- Rterm: Linux:
/usr/local/bin/radian
- Rterm: Option:
["--no-save", "--no-restore"]
- Workspace Viewer: Show Object Size: true
- Application > Telemetry: Telemetry Level: off
- Features > Terminal > Integrated: Font Family: MesloLGS NF
- Workbench > Appearance > Color Theme: Default Dark+
- Zsh
- Oh My Zsh:
~/.zshrc
- Set PATH so it includes user's private bin if it exists
- Update last-activity timestamps while in screen/tmux session
- Powerlevel10k:
p10k configure
- Does this look like a diamond (rotated square)?: (y) Yes.
- Does this look like a lock?: (y) Yes.
- Does this look like an upwards arrow?: (y) Yes.
- Do all these icons fit between the crosses?: (y) Yes.
- Prompt Style: (3) Rainbow.
- Character Set: (1) Unicode.
- Show current time?: (2) 24-hour format.
- Prompt Separators: (1) Angled.
- Prompt Heads: (3) Sharp.
- Prompt Tails: (1) Flat.
- Prompt Height: (2) Two lines.
- Prompt Connection: (2) Dotted.
- Prompt Frame: (2) Left.
- Connection & Frame Color: (2) Light.
- Prompt Spacing: (2) Sparse.
- Icons: (2) Many icons.
- Prompt Flow: (1) Concise.
- Enable Transient Prompt?: (n) No.
- Instant Prompt Mode: (3) Off.
- Oh My Zsh:
- R: Create file
~/.Rprofile
- Valid plot mimetypes:
image/png
,image/jpeg
,image/svg+xml
,application/pdf
.
ℹ️ MIME typetext/plain
must always be specified.
- Valid plot mimetypes:
- IPython: Create file
~/.ipython/profile_default/ipython_config.py
- Valid figure formats:
png
,retina
,jpeg
,svg
,pdf
.
- Valid figure formats:
- JupyterLab: Settings > Advanced Settings Editor
- code-server: Manage > Settings
- Zsh
- Oh My Zsh: Edit
~/.zshrc
. - Powerlevel10k: Run
p10k configure
or edit~/.p10k.zsh
.- Update command:
git -C ${ZSH_CUSTOM:-$HOME/.oh-my-zsh/custom}/themes/powerlevel10k pull
- Update command:
- Oh My Zsh: Edit
The Python version is selected as follows:
- The latest Python version numba is compatible with.
This Python version is installed at /usr/local/bin
.
The CUDA and OS versions are selected as follows:
- CUDA: The lastest version that has image flavour
devel
including cuDNN available. - OS: The latest version that has TensortRT libraries for
amd64
available.
ℹ️ It is taking quite a long time for these to be available forarm64
.
- Provide NVBLAS-enabled
R_
andRscript_
.- Enabled at runtime and only if
nvidia-smi
and at least one GPU are present.
- Enabled at runtime and only if
Versions
CUDA_VERSION
Miscellaneous
CUDA_IMAGE
: The CUDA image it is derived from.
- code-server
- Extensions > R > Rterm: Linux:
/usr/local/bin/R
- Extensions > R > Rterm: Linux:
These images use OpenBLAS by default.
To have R
and Rscript
use NVBLAS instead,
- copy the NVBLAS-enabled executables to
~/.local/bin
for file in $(which {R,Rscript}); do cp "$file"_ "$HOME/.local/bin/$(basename "$file")"; done
- set Extensions > R > Rterm > Linux:
/home/USER/.local/bin/R
in code-server settings
👉 SubstituteUSER
with your user name.
and restart the R terminal.
ℹ️ The xgboost package benefits greatly from NVBLAS, if it is installed correctly.
Node.js is installed with corepack enabled by default. Use it to manage Yarn and/or pnpm:
- Installation | Yarn - Package Manager > Updating the global Yarn version
- Installation | pnpm > Using Corepack
Package libsecret-1-dev
depends on python3
from the system's package
repository.
The system's Python version is installed at /usr/bin
.
ℹ️ Because a more recent Python version is
installed at /usr/local/bin
, it takes precedence over the system's Python
version.