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Sign UpChainguard Containers are regularly-updated, secure-by-default container images.
For those with access, this container image is available on cgr.dev
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Be sure to replace the ORGANIZATION
placeholder with the name used for your organization's private repository within the Chainguard Registry.
KServe enables the scalable deployment of machine learning models in Kubernetes. It provides mechanisms for model versioning, monitoring, and autoscaling, and is built on top of Kubernetes' extensibility features, such as custom resource definitions (CRDs) and operators.
This deployment includes the following critical KServe components:
You can install KServe components using Helm charts. Below are instructions for deploying KServe with Chainguard images.
KServe relies on Custom Resource Definitions (CRDs) to manage model serving resources.
To deploy KServe with Chainguard images, use the following Helm commands:
For detailed installation configurations, refer to the KServe Helm chart values.yaml.
Inference tests are critical to validating KServe's model serving capabilities. After deploying KServe, you can run inference tests to confirm that the deployed models are working as expected. For more info
The following example creates an inference service that uses the iris-sklearn
model:
This service will download the model using the storage-initializer, and KServe will expose the model for inference requests.
Once the inference service is running, you can send inference requests to validate the model's predictions:
Use the following command to send a test prediction request:
You should receive a response like this:
This confirms that the inference service is functioning correctly.
Chainguard Containers are minimal container images that are secure by default.
In many cases, the Chainguard Containers tagged as :latest
contain only an open-source application and its runtime dependencies. These minimal container images typically do not contain a shell or package manager. Chainguard Containers are built with Wolfi, our Linux undistro designed to produce container images that meet the requirements of a more secure software supply chain.
The main features of Chainguard Containers include:
For cases where you need container images with shells and package managers to build or debug, most Chainguard Containers come paired with a -dev
variant.
Although the -dev
container image variants have similar security features as their more minimal versions, they feature additional software that is typically not necessary in production environments. We recommend using multi-stage builds to leverage the -dev
variants, copying application artifacts into a final minimal container that offers a reduced attack surface that won’t allow package installations or logins.
To better understand how to work with Chainguard Containers, please visit Chainguard Academy and Chainguard Courses.
In addition to Containers, Chainguard offers VMs and Libraries. Contact Chainguard to access additional products.
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.
Chainguard container images contain software packages that are direct or transitive dependencies. The following licenses were found in the "latest" tag of this image:
Apache-2.0
BSD-3-Clause
Bitstream-Vera
FTL
GCC-exception-3.1
GPL-2.0-only
GPL-2.0-or-later
For a complete list of licenses, please refer to this Image's SBOM.
Software license agreement