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Base Jupyter Notebook Stack

Images hosted on Docker Hub are no longer updated. Please, use quay.io image

docker pulls docker stars image size

GitHub Actions in the https://github.com/jupyter/docker-stacks project builds and pushes this image to the Registry.

Please visit the project documentation site for help to use and contribute to this image and others.

构建docker-compose spawner镜像的Dockerfile

构建基础镜像参考

cp docker-stacks/images/base-notebook/* ./spawnerdockerfile/
cd spawnerdockerfile
docker buildx build -t hotwa/notebook:latest . -f Dockerfile.base-notebook --load

添加虚拟环境到jupyterhub

# 创建新的虚拟环境
micromamba create -n plot -c conda-forge scienceplots autopep8 python=3 ipykernel pandas numpy matplotlib scipy seaborn orange3 -y
micromamba run -n plot python -m pip install bamboolib
# 激活需要添加的虚拟环境
micromamba activate plot
# 环境中安装ipykernel
micromamba install -c conda-forge ipykernel -y
# 将新的虚拟环境添加为一个jupyter的内核
micromamba run -n plot python -m ipykernel install --user --name="sciplot" --display-name="SCIPlot Environment"

micromamba 提示需要初始化 解决方法

eval "$(micromamba shell hook --shell bash)"

或者使用

miromamba init
source ~/.bashrc

这个操作会激活micromamba(mamba, conda)的安装目录etc/profile.d/micromamba.sh激活添加到bash初始化文件.bashrc里面

docker镜像

关于这个jupyterlab的spawner的notebook启动的镜像来源于quay.io/jupyterdocker-stacks-foundation

这个镜像的构建仓库是:https://github.com/jupyter/docker-stacks/blob/main/images/docker-stacks-foundation/Dockerfile

可以把这个Dockerfile的ARG参数ROOT_CONTAINER修改为docker pull nvidia/cuda:12.4.1-cudnn-devel-ubuntu22.04

pytorch-notebook构建顺序是

docker-stacks-foundation base-notebook minimal-notebook scipy-notebook pytorch-notebook

第一步

git clone https://github.com/jupyter/docker-stacks.git
cd docker-stacks/images/docker-stacks-foundation
docker buildx build --build-arg ROOT_CONTAINER=nvidia/cuda:12.4.1-cudnn-devel-ubuntu22.04 -t quay.io/hotwa/docker-stacks-foundation:latest . --load # docker pull nvidia/cuda:12.4.1-devel-ubuntu22.04
cd ../base-notebook
docker buildx build --build-arg OWNER=hotwa -t quay.io/hotwa/base-notebook:latest . --load
cd ../minimal-notebook/
docker buildx build --build-arg OWNER=hotwa -t quay.io/hotwa/minimal-notebook:latest . --load
cd ../scipy-notebook
docker buildx build --build-arg OWNER=hotwa -t quay.io/hotwa/scipy-notebook:latest . --load
cd ../pytorch-notebook
docker buildx build --build-arg OWNER=hotwa -t quay.io/hotwa/pytorch-notebook:latest . --load

然后构建自己的基础镜像

docker buildx build --build-arg OWNER=hotwa -t quay.io/hotwa/notebook:latest -f Dockerfile.base-notebook . --load
# 导出保存