June 2025
Intermediate to advanced
338 pages
9h 17m
English
Content preview from Kubernetes for Generative AI Solutions
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6
Scaling GenAI Applications on Kubernetes
In this chapter, we will cover application scaling strategies and best practices for Kubernetes. Application scaling is a process where K8s can dynamically scale the resources to match the application demand, ensuring efficient and cost-effective resource utilization and optimal application performance. Kubernetes provides different scaling mechanisms to scale applications based on metrics such as CPU usage, memory, or custom metrics.
In this chapter, we’re going to cover the following main topics:
- Scaling metrics
- HorizontalPodAutoscaler (HPA)
- VerticalPodAutoscaler (VPA)
- Kubernetes Event-Driven Autoscaler (KEDA)
- Cluster Autoscaler (CA)
- Karpenter
Scaling metrics
To scale applications correctly, it ...
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I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.