The 5-Minute GPU Audit: A Checklist for Instantly Spotting Waste
Most organizations waste 95% of their GPU spend without knowing it. Run this five minute audit to find the leaks and fix them before the next invoice.
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Most organizations waste 95% of their GPU spend without knowing it. Run this five minute audit to find the leaks and fix them before the next invoice.
The fix to platform team understaffing isn't hiring more — it's building on infrastructure where monitoring, security, and upgrades come built in.
Upstream contribution costs real engineering time. It also compounds over time in ways that internal fixes never do. What fifteen years of contributing to OpenStack, Kubernetes, and Ceph actually looks like.
As Kubernetes continues to become the new standard for deployment and management of software in the cloud it's important to understand the role of the software. Today we will be reviewing the types and lifecycle phases of Kubernetes pods.
A
Kubernetes
pod is the smallest building block. A pod represents a process that is running within a cluster. Within that pod, there can be one or more containers and inside that single pod you can find a unique network IP, network, storage and any extra specifications you've applied to it. For instance, think of your pod as an application-specific logical host. It can hold tightly coupled containers. In a time before containers, being executed on the same physical or virtual machine would mean existing on the same logical host.
Certainly, as Kubernetes continues to become the new standard for deployment and management of software in the cloud it's important to understand the role of the software. Today we will be reviewing the types and lifecycle phases of Kubernetes pods. Let's walk through it.
There are two types of pods that you can create within Kubernetes.
The first, one container per pod, is the most popular model. One container per pod is the smallest model type in Kubernetes so the pod is managed directly instead of through containers.
Meanwhile the second, a multi-container pod, can hold many co-located containers that are tightly coupled. This allows them to share resources amongst themselves. These containers then work as a cohesive unit together as one. A multi-container pod wraps these containers with storage resources into a single unit.
Moreover, as each pod runs a single instance of your application, you can use a pod to scale accordingly. You're able to run multiple containers of the same application within one pod. It's important to remember that pods are not created to be durable solutions. If a node fails your pod will not survive. Utilize controllers in Kubernetes to create a pod.
As we mentioned, pods are not created to be permanent solutions. Keeping track of the status of your pod's lifecycle can help you maintain and troubleshoot. It's good practice to regularly debug your pod if its lifecycle doesn't come up with ideal results.
The five phases of the Kubernetes pod lifecycle are:
: All of your containers have terminated and at least one container is failing. Your failed container has exited with a non-zero status.
Usually, pods remain until someone or an automated process explicitly removes them. A control plane will clean up Kubernetes pods with a lifecycle phase of 'succeeded' or 'failed'. In short, this helps to avoid resource leaks as pods are created and terminated regularly.
Pods may be the smallest building block within Kubernetes but their usefulness is evident. If you're looking to take full advantage of your cloud infrastructure, we at VEXXHOST are
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