Orchestration with Kubernetes for Scalability
Explore how Kubernetes can manage, scale, and automate the deployment of your containerized LLM services.
K8s for LLM Orchestration
Welcome to orchestrating LLM apps! After containerizing your application, the next challenge is managing those containers at scale.
Kubernetes (K8s) is an open-source system for automating deployment, scaling, and management of containerized applications. Think of it as an operating system for your data center, designed to run many containers efficiently.
Beyond Single Containers
While Docker helps package your LLM app, running it in production requires more:
- Managing many replicas: To handle user load.
- Self-healing: What if a container crashes?
- Load balancing: Distributing requests across replicas.
- Service discovery: How do different parts of your LLM system find each other?
Kubernetes tackles these complex challenges, making your LLM application robust and scalable.
All lessons in this course
- Containerizing LLM Applications with Docker
- Orchestration with Kubernetes for Scalability
- CI/CD for LLM Application Deployment
- Managing Configuration and Secrets in Deployment