Layered Jupyter container images and project-local JovyKit environments.
Project description
JovyKit
Project-local JupyterLab containers with a venv-like CLI, layered notebook images, uv-locked dependencies, and readable Docker Compose output.
.jovy is to JovyKit what .venv is to Python.
Website · Wiki · Issues · GHCR Images
Why JovyKit
JovyKit is for notebook-heavy data science and research projects that should be easy to start, reproducible later, and still inspectable when something needs debugging.
- Create a project-local
.jovy/environment from one command. - Track direct project packages in
jovy.toml. - Compile a deterministic
.jovy/jovy.lockwith uv. - Build a generated overlay image instead of mutating container state.
- Run JupyterLab through Docker Compose without making Compose the user interface.
- Choose notebook image layers from
minimal,base,extended, andfull. - Use a terminal dashboard for interactive project operations.
Quick Start
Install from a local checkout:
python -m pip install -e .
Create an environment, add packages, and run JupyterLab:
jovy init .jovy --image base --gpus auto
jovy add pandas scikit-learn plotly
jovy install
jovy run
JovyKit prints the local JupyterLab URL. The default token is jovykit.
Daily Commands
jovy # open the terminal dashboard
jovy status
jovy status --json
jovy add -r requirements.txt
jovy install --upgrade
jovy up
jovy logs --tail 100 --since 10m --timestamps
jovy shell -c "python --version"
jovy exec python --version
jovy down --timeout 10
jovy clean
jovy destroy --keep-image
Most commands accept --env PATH when you want to operate on a project outside
the current directory tree.
What It Creates
jovy.toml
work/
.jovy/
jovy.lock
Containerfile
compose.yaml
state.json
jovy.toml is the project manifest. .jovy/ contains generated local
environment files and should stay out of version control.
Image Layers
Published images use this pattern:
ghcr.io/mihneateodorstoica/jovykit-TYPE:latest
ghcr.io/mihneateodorstoica/jovykit-TYPE:nightly
ghcr.io/mihneateodorstoica/jovykit-TYPE:lts
TYPE is one of:
minimal: Jupyter runtime plus the core scientific Python stack.base: everyday data science, classical machine learning, statistics, and local data access.extended: advanced ML, NLP, time series, distributed compute, and API tooling.full: heavier AI, graph, geospatial, big-data, and research tooling.
All image variants include git, OpenSSH client tools, rsync, and a prepared
~/.ssh directory for SSH-backed remotes and file sync.
Build a target locally:
docker build --target minimal -t jovykit-minimal ./image
docker build --target base -t jovykit-base ./image
docker build --target extended -t jovykit-extended ./image
docker build --target full -t jovykit-full ./image
Configuration
jovy.toml can customize runtime environment variables, extra volumes, restart
policy, Jupyter command/logging, Compose Watch behavior, image build arguments,
build target/platform, apt packages, and uv/pip install options.
Use the guided editor:
jovy config
or open the dashboard and run:
config
Repository Layout
jovykit/ Python CLI package
image/ Dockerfile and layered image dependency manifests
site/ GitHub Pages promotional website
wiki/ GitHub Wiki page source
.github/workflows/ CI, security, website, wiki, and image automation
Documentation
The website promotes the project and lives in site/. Operational
documentation lives in the
GitHub Wiki, with source
pages in wiki/.
Testing
Run the deterministic test suite with coverage:
pytest --cov=jovykit --cov-report=term-missing --cov-fail-under=90
Docker-facing smoke tests are opt-in:
pytest -m docker --run-docker
Contributing
Contributions are welcome. See CONTRIBUTING.md for the development workflow and CODE_OF_CONDUCT.md for community expectations.
License
JovyKit is licensed under the MIT License. See LICENSE.
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