Jupyter Docker

Jupyter Docker#

Free software, open standards, and web services for interactive computing across all programming languages

Demo#

Try it in your browser

JupyterLab#

A Next-Generation Notebook Interface

pip install jupyterlab
jupyter-lab
# 启动服务器而不打开 Web 浏览器
jupyter-lab --no-browser &

Upgrade#

pip install --upgrade jupyterlab

Screenshots#

https://jupyter.org/assets/homepage/labpreview.webp

Jupyter Notebook#

The Classic Notebook Interface

pip install notebook
jupyter notebook

Docker#

docker run -d --name jupyter -p 8888:8888 jupyter/base-notebook
docker run -d --name jupyter -p 8888:8888 -e DOCKER_STACKS_JUPYTER_CMD=notebook jupyter/base-notebook
docker exec -it jupyter jupyter notebook password
docker restart jupyter

http://localhost:8888/

Alternative Commands#

# Run Jupyter Notebook on Jupyter Server
docker run -it --rm \
    -p 8888:8888 \
    -e DOCKER_STACKS_JUPYTER_CMD=notebook \
    jupyter/base-notebook
# Executing the command: jupyter notebook ...

# Run Jupyter Notebook classic
docker run -it --rm \
    -p 8888:8888 \
    -e DOCKER_STACKS_JUPYTER_CMD=nbclassic \
    jupyter/base-notebook
# Executing the command: jupyter nbclassic ...

Image Relationships#

https://jupyter-docker-stacks.readthedocs.io/en/latest/_images/inherit.svg

Architecture#

https://docs.jupyter.org/en/latest/_images/repos_map.png

Screenshots#

https://jupyter.org/assets/homepage/jupyterpreview.webp

Voilà#

Share your results

pip install voila
voila

Screenshots#

https://jupyter.org/assets/homepage/voilapreview.webp

Jupyter Docker Stacks#

docker run -p 10000:8888 jupyter/scipy-notebook
docker run -it --rm -p 10000:8888 -v "${PWD}":/home/jovyan/work jupyter/datascience-notebook

Visiting http://<hostname>:10000/?token=<token> in a browser loads JupyterLab.

nbdime#

Jupyter Notebook Diff and Merge tools

  • nbdiff compare notebooks in a terminal-friendly way

  • nbmerge three-way merge of notebooks with automatic conflict resolution

  • nbdiff-web shows you a rich rendered diff of notebooks

  • nbmerge-web gives you a web-based three-way merge tool for notebooks

  • nbshow present a single notebook in a terminal-friendly way

Installation#

pip install nbdime
nbdiff notebook_1.ipynb notebook_2.ipynb
nbdiff-web notebook_1.ipynb notebook_2.ipynb
nbdime mergetool

Screenshots#

https://nbdime.readthedocs.io/en/latest/_images/nbdiff-web.png

nbconvert#

Convert Notebooks to other formats

Installation#

pip install nbconvert

Usage#

jupyter nbconvert --to FORMAT notebook.ipynb
# Convert a notebook to HTML
jupyter nbconvert --to html notebook.ipynb
# .ipynb 转换为 .py
jupyter nbconvert --to script --no-prompt notebook.ipynb

References#

Contents