JobSet: a k8s native API for distributed ML training and HPC workloads

JobSet is a Kubernetes-native API for managing a group of k8s Jobs as a unit. It aims to offer a unified API for deploying HPC (e.g., MPI) and AI/ML training workloads (PyTorch, Jax, Tensorflow etc.) on Kubernetes.

• JobSet @ GitHub.

Related contents:

• Introducing JobSet @ Kubernetes blog.

A K8s operator to reduce CO2 footprint of your clusters.

How many of your dev/preview pods stay on during weekends? Or at night? It's a waste of resources! And money! But fear not, kube-green is here to the rescue.

kube-green is a simple k8s addon that automatically shuts down (some of) your resources when you don't need them.

• kube-green @ GitHub.

Configuration as Code for IT Ops. Type safe K8s middleware for humans.

Pepr helps IT Ops teams of all skill levels manage and modify resources in a Kubernetes (K8s) cluster using easy to read and write configuration modules.
As a Kubernetes controller, Pepr empowers you to define Kubernetes transformations using TypeScript, without software development expertise thanks to plain-english configurations.

• Pepr @ GitHub.
• From YAML Chaos to Kubernetes Zen @ ITNEXT's Medium.

Kubescape is a K8s open-source tool providing a multi-cloud K8s single pane of glass, including risk analysis, security compliance, RBAC visualizer and image vulnerabilities scanning.
Kubescape scans K8s clusters, YAML files, and HELM charts, detecting misconfigurations according to multiple frameworks (such as the NSA-CISA, MITRE ATT&CK), software vulnerabilities, and RBAC (role-based-access-control) violations at early stages of the CI/CD pipeline, calculates risk score instantly and shows risk trends over time.