Merge branch 'jupyter-image' into 'master'

Specify Jupyter Image to use with JupyterHub Installation

See merge request gitlab-org/gitlab-ce!20714

changelogs/unreleased/jupyter-image.yml

+---
+title: Rubix, scikit-learn, tensorflow & other useful libraries pre-installed with JupyterHub
+merge_request: 20714
+author: Amit Rathi
+type: changed

doc/user/project/clusters/index.md

@@ -167,7 +167,7 @@ twice, which can lead to confusion during deployments.
 | [Ingress](https://kubernetes.io/docs/concepts/services-networking/ingress/) | 10.2+ | Ingress can provide load balancing, SSL termination, and name-based virtual hosting. It acts as a web proxy for your applications and is useful if you want to use [Auto DevOps] or deploy your own web apps. |
 | [Prometheus](https://prometheus.io/docs/introduction/overview/) | 10.4+ | Prometheus is an open-source monitoring and alerting system useful to supervise your deployed applications. |
 | [GitLab Runner](https://docs.gitlab.com/runner/) | 10.6+ | GitLab Runner is the open source project that is used to run your jobs and send the results back to GitLab. It is used in conjunction with [GitLab CI/CD](https://about.gitlab.com/features/gitlab-ci-cd/), the open-source continuous integration service included with GitLab that coordinates the jobs. When installing the GitLab Runner via the applications, it will run in **privileged mode** by default. Make sure you read the [security implications](#security-implications) before doing so. |
-| [JupyterHub](http://jupyter.org/) | 11.0+ | [JupyterHub](https://jupyterhub.readthedocs.io/en/stable/) is a multi-user service for managing notebooks across a team. [Jupyter Notebooks](https://jupyter-notebook.readthedocs.io/en/latest/) provide a web-based interactive programming environment used for data analysis, visualization, and machine learning. **Note**: Authentication will be enabled for any user of the GitLab server via OAuth2. HTTPS will be supported in a future release. |
+| [JupyterHub](http://jupyter.org/) | 11.0+ | [JupyterHub](https://jupyterhub.readthedocs.io/en/stable/) is a multi-user service for managing notebooks across a team. [Jupyter Notebooks](https://jupyter-notebook.readthedocs.io/en/latest/) provide a web-based interactive programming environment used for data analysis, visualization, and machine learning. We use [this](https://gitlab.com/gitlab-org/jupyterhub-user-image/blob/master/Dockerfile) custom Jupyter image that installs additional useful packages on top of the base Jupyter. **Note**: Authentication will be enabled for any user of the GitLab server via OAuth2. HTTPS will be supported in a future release. |
 ## Getting the external IP address

vendor/jupyter/values.yaml

@@ -4,6 +4,7 @@ rbac:
 hub:
   extraEnv:
     JUPYTER_ENABLE_LAB: 1
+    SINGLEUSER_IMAGE: 'registry.gitlab.com/gitlab-org/jupyterhub-user-image:latest'
   extraConfig: |
     c.KubeSpawner.cmd = ['jupyter-labhub']