dhi.io/kubeflow-notebook-controller
Kubernetes controller that reconciles Kubeflow Notebook custom resources into StatefulSets and Services for notebook servers.
All examples in this guide use the public image. If you've mirrored the repository for your own use (for example, to your Docker Hub namespace), update your commands to reference the mirrored image instead of the public one.
For example:
dhi.io/kubeflow-notebook-controller:<tag><your-namespace>/dhi-kubeflow-notebook-controller:<tag>For the examples, you must first use docker login dhi.io to authenticate to the registry to pull the images.
The controller runs as a controller-manager. The entrypoint is /manager, the image has no default command, and the
working directory is /. The controller needs a Kubernetes cluster with the Notebook CRD and RBAC rules before it can
reconcile anything, so the local check below prints the available flags with --help:
docker run --rm dhi.io/kubeflow-notebook-controller:<tag> --help
Replace <tag> with a published tag, such as 1.11.1-debian13 or 1.11.1-alpine3.24.
The following overlay uses the upstream config/default kustomization at the v1.11.1 tag. It installs the
notebooks.kubeflow.org CRD, the RBAC rules for StatefulSets, Services, and Notebooks, and the controller Deployment in
the notebook-controller-system namespace. The overlay replaces the upstream controller image with this image, and runs
the controller as uid and gid 65532, the image's numeric user and group:
# kustomization.yaml
apiVersion: kustomize.config.k8s.io/v1beta1
kind: Kustomization
resources:
- github.com/kubeflow/notebooks/components/notebook-controller/config/default?ref=v1.11.1
images:
- name: ghcr.io/kubeflow/notebooks/notebook-controller
newName: dhi.io/kubeflow-notebook-controller
newTag: 1.11.1-debian13
configMapGenerator:
- name: config
behavior: merge
literals:
- USE_ISTIO=false
patches:
- target:
kind: Deployment
name: notebook-controller-deployment
patch: |-
- op: replace
path: /spec/template/spec/containers/0/securityContext/runAsUser
value: 65532
- op: add
path: /spec/template/spec/containers/0/securityContext/runAsGroup
value: 65532
Apply it with:
kubectl apply -k .
Your cluster must be able to pull from dhi.io, for example through an image pull secret.
The upstream Deployment sets runAsUser: 1000 and no group. This image runs as uid and gid 65532, so the overlay sets
both to 65532 and keeps the upstream runAsNonRoot: true. For build steps and the full deployment flow, see the
upstream component README.
The upstream config/default sets USE_ISTIO=true, so the controller reconciles Istio VirtualService objects. The
configMapGenerator in the overlay sets USE_ISTIO=false, so this example starts on a cluster without Istio. On a
cluster that runs Istio, set it to true. Turn on culling and set Istio shows the
same setting alongside culling.
Leader election ensures that only one controller manager is active at a time. Enable it if you run more than one
replica. Add these entries to the patches list of the overlay from the previous section:
- target:
kind: Deployment
name: notebook-controller-deployment
patch: |-
- op: add
path: /spec/template/spec/containers/0/args
value: ["--enable-leader-election"]
- target:
kind: Role
name: notebook-controller-leader-election-role
patch: |-
- op: add
path: /rules/-
value:
apiGroups:
- coordination.k8s.io
resources:
- leases
verbs:
- get
- create
- update
The upstream leader-election Role grants permissions on ConfigMaps and Events only. The controller takes its
leader-election lock on a Lease as well, so the second entry grants the Lease permissions. Without it, the manager
repeatedly fails Lease get and create with forbidden, never becomes leader, and does not reconcile Notebooks.
The upstream manifests read their runtime settings from a ConfigMap named config. The upstream defaults are in
params.env:
USE_ISTIO=true, ENABLE_CULLING=false, CULL_IDLE_TIME=1440, and IDLENESS_CHECK_PERIOD=1. This overlay turns on
culling and sets Istio usage explicitly. Set USE_ISTIO to match whether your cluster runs Istio. Replace the
configMapGenerator from the first example with this one, so the config ConfigMap has a single entry:
configMapGenerator:
- name: config
behavior: merge
literals:
- ENABLE_CULLING=true
- USE_ISTIO=false
8080/tcp (metrics) and 8081/tcp (health probes). The upstream image does not declare
them, but the controller listens on both by default (--metrics-addr=:8080 and --probe-addr=:8081)./usr/bin/manager, and /manager is a symlink to it. The entrypoint
path matches the upstream image, so manifests that run /manager keep working.nonroot (uid and gid 65532), the same user as the upstream image. The upstream
Deployment manifest sets uid 1000 instead. The Kubernetes example in Run in Kubernetes sets uid
and gid 65532 to match the image.dev variants run as root and include a shell and
a package manager.The -fips and -fips-dev tags, such as 1.11.1-debian13-fips and 1.11.1-alpine3.24-fips, are FIPS builds. They use
the Go FIPS 140-3 module and an OpenSSL FIPS provider on the operating system. The image metadata declares
fips-compliant: true and stig-certified: true. Use these tags when your environment requires FIPS-compliant builds.
Docker Hardened Images come in different variants depending on their intended use. Image variants are identified by their tag.
Runtime variants are designed to run your application in production. These images are intended to be used either directly or as the FROM image in the final stage of a multi-stage build. These images typically:
Build-time variants typically include dev in the tag name and are intended for use in the first stage of a
multi-stage Dockerfile. These images typically:
FIPS variants include fips in the variant name and tag. They come in both runtime and build-time variants. These
variants use cryptographic modules that have been validated under FIPS 140, a U.S. government standard for secure
cryptographic operations. For example, usage of MD5 fails in FIPS variants.
To view the image variants and get more information about them, select the Tags tab for this repository, and then select a tag.
To migrate your application to a Docker Hardened Image, you must update your Dockerfile. At minimum, you must update the base image in your existing Dockerfile to a Docker Hardened Image. This and a few other common changes are listed in the following table of migration notes.
| Item | Migration note |
|---|---|
| Base image | Replace your base images in your Dockerfile with a Docker Hardened Image. |
| Package management | Non-dev images, intended for runtime, don't contain package managers. Use package managers only in images with a dev tag. |
| Non-root user | By default, non-dev images, intended for runtime, run as the nonroot user. Ensure that necessary files and directories are accessible to the nonroot user. |
| Multi-stage build | Utilize images with a dev tag for build stages and non-dev images for runtime. For binary executables, use a static image for runtime. |
| TLS certificates | Docker Hardened Images contain standard TLS certificates by default. There is no need to install TLS certificates. |
| Ports | Non-dev hardened images run as a nonroot user by default. As a result, applications in these images can't bind to privileged ports (below 1024) when running in Kubernetes or in Docker Engine versions older than 20.10. To avoid issues, configure your application to listen on port 1025 or higher inside the container. |
| Entry point | Docker Hardened Images may have different entry points than images such as Docker Official Images. Inspect entry points for Docker Hardened Images and update your Dockerfile if necessary. |
| No shell | By default, non-dev images, intended for runtime, don't contain a shell. Use dev images in build stages to run shell commands and then copy artifacts to the runtime stage. |
The following steps outline the general migration process.
Find hardened images for your app.
A hardened image may have several variants. Inspect the image tags and find the image variant that meets your needs.
Update the base image in your Dockerfile.
Update the base image in your application's Dockerfile to the hardened image you found in the previous step. For
framework images, this is typically going to be an image tagged as dev because it has the tools needed to install
packages and dependencies.
For multi-stage Dockerfiles, update the runtime image in your Dockerfile.
To ensure that your final image is as minimal as possible, you should use a multi-stage build. All stages in your
Dockerfile should use a hardened image. While intermediary stages will typically use images tagged as dev, your
final runtime stage should use a non-dev image variant.
Install additional packages
Docker Hardened Images contain minimal packages in order to reduce the potential attack surface. You may need to install additional packages in your Dockerfile. Inspect the image variants to identify which packages are already installed.
Only images tagged as dev typically have package managers. You should use a multi-stage Dockerfile to install the
packages. Install the packages in the build stage that uses a dev image. Then, if needed, copy any necessary
artifacts to the runtime stage that uses a non-dev image.
For Alpine-based images, you can use apk to install packages. For Debian-based images, you can use apt-get to
install packages.
The following are common issues that you may encounter during migration.
The hardened images intended for runtime don't contain a shell nor any tools for debugging. The recommended method for debugging applications built with Docker Hardened Images is to use Docker Debug to attach to these containers. Docker Debug provides a shell, common debugging tools, and lets you install other tools in an ephemeral, writable layer that only exists during the debugging session.
By default image variants intended for runtime, run as the nonroot user. Ensure that necessary files and directories are accessible to the nonroot user. You may need to copy files to different directories or change permissions so your application running as the nonroot user can access them.
Non-dev hardened images run as a nonroot user by default. As a result, applications in these images can't bind to
privileged ports (below 1024) when running in Kubernetes or in Docker Engine versions older than 20.10. To avoid issues,
configure your application to listen on port 1025 or higher inside the container, even if you map it to a lower port on
the host. For example, docker run -p 80:8080 my-image will work because the port inside the container is 8080, and
docker run -p 80:81 my-image won't work because the port inside the container is 81.
By default, image variants intended for runtime don't contain a shell. Use dev images in build stages to run shell
commands and then copy any necessary artifacts into the runtime stage. In addition, use Docker Debug to debug containers
with no shell.
Docker Hardened Images may have different entry points than images such as Docker Official Images. Use docker inspect
to inspect entry points for Docker Hardened Images and update your Dockerfile if necessary.