{"id":21514842,"url":"https://github.com/getindata/jupyter-images","last_synced_at":"2025-07-07T02:06:44.001Z","repository":{"id":37099243,"uuid":"405927946","full_name":"getindata/jupyter-images","owner":"getindata","description":"Receipes of publicly-available Jupyter 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Jupyter Images\n\nThis repository stores recipes of publicly-available Jupyter images\n\nLatest versions:\n\n```\ngcr.io/getindata-images-public/jupyterlab-mlops:dev-0.2.9\n```\n\n## jupyterlab-base\n\nLocal copy of [jupyter/base-notebook](https://jupyter-docker-stacks.readthedocs.io/en/latest/using/selecting.html#jupyter-base-notebook),\nused to build and manage local versions of `base-notebook` image that are no longer published in offical repositories:\n\n### jupyterlab-base:ubuntu-20.04.python-3.8\n\n* conda-backed python 3.8.x environment\n* Ubuntu 20.04 as base image\n\n## jupyterlab-mlops\n\n### jupyterlab-mlops:dev\n\nBased on the [jupyter/pyspark-notebook](https://jupyter-docker-stacks.readthedocs.io/en/latest/using/selecting.html#jupyter-pyspark-notebook)\nimage with additional setup of:\n\n* conda-backed python 3.9 environment\n* [jupyterlab-git](https://github.com/jupyterlab/jupyterlab-git) extension\n* local [MLflow](https://mlflow.org/) server for experiment tracking\n* additional conda environment with python 3.8 and [kedro](https://kedro.readthedocs.io/en/stable/) framework\n* Istio-compatible Spark executor entrypoint\n\n![jupyterlab-mlops-launcher](docs/jupyterlab-mlops-launcher.png)\n\n### jupyterlab-mlops:python-3.11\n\nBased on the [jupyter/minimal-notebook:python-3.11](https://jupyter-docker-stacks.readthedocs.io/en/latest/using/selecting.html#jupyter-minimal-notebook)\nimage with additional setup of:\n\n* conda-backed python 3.11 environment with [kedro 0.19.8](https://docs.kedro.org/en/0.19.8/) framework\n* [jupyterlab-git](https://github.com/jupyterlab/jupyterlab-git) extension\n* [jupyter-server-proxy](https://jupyter-server-proxy.readthedocs.io) extension\n* local [MLflow](https://mlflow.org/) server for experiment tracking\n* local [code-server](https://github.com/coder/code-server) as IDE accessed from the browser\n\n![jupyterlab-mlops-launcher](docs/jupyterlab-mlops-launcher-3.11.png)\n\nCompatibility:\n\n- [x] [Kubeflow Notebook Servers](https://www.kubeflow.org/docs/components/notebooks/)\n- [x] [Vertex AI Notebooks](https://cloud.google.com/vertex-ai/docs/general/notebooks)\n\n## jupyterlab-dataops\n\nBased on the [jupyter/minimal-notebook:python-3.11.4](https://hub.docker.com/layers/jupyter/minimal-notebook/python-3.11.4/images/sha256-1924d8d0adf9cf3646bf7fa3833a30e47d2b0a17a2b583556b37f015f208f115?context=explore)\nimage with additional setup:\n\n- **jupyterhub-base** image\n  - [jupyterlab-git](https://github.com/jupyterlab/jupyterlab-git) extension\n- **snowflake** image\n  - [jupyterlab-git](https://github.com/jupyterlab/jupyterlab-git) extension\n  - [jupyter-server-proxy](https://jupyter-server-proxy.readthedocs.io) extension\n  - local [code-server](https://github.com/coder/code-server) as IDE accessed from the browser with\n  - [dbt Power User](https://marketplace.visualstudio.com/items?itemName=innoverio.vscode-dbt-power-user) extension pre-installed\n  - [data-pipelines-cli](https://github.com/getindata/data-pipelines-cli)\n  - [Snow SQL plugin](https://docs.snowflake.com/en/user-guide/snowsql)\n\nCompatibility:\n\n- [x] [JupyterHub](https://jupyter.org/hub)\n\n## jupyterlab-streaming\n\nBased on the [jupyter/base-notebook](https://jupyter-docker-stacks.readthedocs.io/en/latest/using/selecting.html#jupyter-base-notebook)\nimage with additional setup:\n\n* conda-backed python 3.8.8 environment\n* [jupyterlab-git](https://github.com/jupyterlab/jupyterlab-git) extension\n* [jupyter-server-proxy](https://jupyter-server-proxy.readthedocs.io) extension\n* [streaming-jupyter-integrations](https://github.com/getindata/streaming-jupyter-integrations) Jupyter magics for interactively running _Flink SQL_ jobs\n* [streamingcli](https://github.com/getindata/streaming-cli) tool\n* local [code-server](https://github.com/coder/code-server) as IDE\n\nCompatibility:\n\n- [x] [JupyterHub](https://jupyter.org/hub)\n\n#### How to use this image?\n\nIn Kubeflow Notebooks select *Custom Image* checkbox and enter image location:\n\n![jupyterlab-mlops-kubeflow](docs/jupyterlab-mlops-kubeflow.png)\n\nIn Vertex AI select *New instace -\u003e Customize instance*, then in *Environment* select *Custom container*.\nFinally, enter image location in *Docker container image* input:\n\n![jupyterlab-mlops-vertexai](docs/jupyterlab-mlops-vertexai.png)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgetindata%2Fjupyter-images","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgetindata%2Fjupyter-images","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgetindata%2Fjupyter-images/lists"}