Native Kubernetes integration for Dask
Chainguard Containers are regularly-updated, secure-by-default container images.
For those with access, this container image is available on cgr.dev
:
docker pull cgr.dev/ORGANIZATION/dask-kubernetes:latest
Be sure to replace the ORGANIZATION
placeholder with the name used for your organization's private repository within the Chainguard Registry.
Chainguard's Dask Kubernetes image is comparable to the dask/dask-kubernetes-operator image maintained by Dask. Like most of Chainguard's container images, the Dask Kubernetes image was designed for minimalism and does not include things like a shell or package manager.
helm repo add dask https://helm.dask.org
helm install dask-k8s-operator dask/dask-kubernetes-operator \
--set image.name=cgr.dev/ORGANISATION/dask-kubernetes \
--set image.tag=latest \
--create-namespace -n dask-operator
Verify its running:
`kubectl get pods -n dask-operator`
To get started with a dask cluster and scale it run this python snippet:
from dask_kubernetes.operator import KubeCluster
cluster = KubeCluster(
name="my-dask-cluster",
image="ghcr.io/dask/dask:latest"
)
cluster.scale(10)
You can see the dask worker nodes created above
kubectl get daskcluster -n default
kubectl get pods -l dask.org/cluster-name=my-dask-cluster
## Documentation and Resources
* [Official Dask Kubernetes documentation](https://docs.dask.org/en/latest/deploying-kubernetes.html#dask-kubernetes-operator)
* [Default `values.yaml` file for Dask Kubernetes](https://github.com/dask/dask-kubernetes/blob/main/dask_kubernetes/operator/deployment/helm/dask-kubernetes-operator/values.yaml)
## What are Chainguard Containers?
Chainguard's free tier of Starter container images are built with [Wolfi](https://edu.chainguard.dev/open-source/wolfi/overview?utm_source=readmes), our minimal Linux _[undistro](https://edu.chainguard.dev/open-source/wolfi/overview/#why-undistro)_.
All other Chainguard Containers are built with [Chainguard OS](https://edu.chainguard.dev/chainguard/chainguard-os/overview/?utm_source=readmes), Chainguard's minimal Linux operating system designed to produce container images that meet the requirements of a more secure software supply chain.
The main features of Chainguard Containers include:
* Minimal design, without unnecessary software bloat
* Daily builds to ensure container images are up-to-date with available security patches
* [High quality build-time SBOMs](https://edu.chainguard.dev/chainguard/chainguard-images/working-with-images/retrieve-image-sboms/?utm_source=readmes) attesting to the provenance of all artifacts within the image
* [Verifiable signatures](https://edu.chainguard.dev/chainguard/chainguard-images/working-with-images/retrieve-image-sboms/) provided by [Sigstore](https://edu.chainguard.dev/open-source/sigstore/cosign/an-introduction-to-cosign/?utm_source=readmes)
* Reproducible builds with Cosign and apko ([read more about reproducibility](https://www.chainguard.dev/unchained/reproducing-chainguards-reproducible-image-builds?utm_source=readmes))
For cases where you need container images with shells and package managers to build or debug, most Chainguard Containers come paired with [a *development*, or `-dev`, variant](https://edu.chainguard.dev/chainguard/chainguard-images/about/differences-development-production/).
In all other cases, including Chainguard Containers tagged as `:latest` or with a specific version number, the container images include only an open-source application and its runtime dependencies. These minimal container images typically do not contain a shell or package manager.
Although the `-dev` container image variants have similar security features as their more minimal versions, they include additional software that is typically not necessary in production environments. We recommend using multi-stage builds to copy artifacts from the `-dev` variant into a more minimal production image.
## Need additional packages?
To improve security, Chainguard Containers include only essential dependencies. Need more packages? Chainguard customers can use [Custom Assembly](https://edu.chainguard.dev/chainguard/chainguard-images/features/ca-docs/custom-assembly/) to add packages, either through the Console, `chainctl`, or API.
To use Custom Assembly in the Chainguard Console: navigate to the image you'd like to customize in [your Organization's list of images](https://console.chainguard.dev/images/organization), and click on the **Customize image** button at the top of the page.
## Learn More
Refer to our Chainguard Containers documentation on [Chainguard Academy](https://edu.chainguard.dev/?utm_source=readmes). Chainguard also offers [VMs](https://www.chainguard.dev/vms?utm_source=readmes) and [Libraries](https://www.chainguard.dev/libraries?utm_source=readmes) — [contact us](https://www.chainguard.dev/contact?utm_source=readmes) for access.
## Trademarks
_This software listing is packaged by Chainguard. The trademarks set forth in this offering are owned by their respective companies, and use of them does not imply any affiliation, sponsorship, or endorsement by such companies._