Generative AI on Kubernetes

Kubernetes Bytes

Mar 12 2024 • 1 hr 15 mins

In this episode of the Kubernetes Bytes podcast, Ryan and Bhavin sit down with Janakiram MSV - an advisor, analyst and architect to talk about how users can run Generative AI models on Kubernetes. The discussion revolves around Jani's home lab and his experimentation with different LLM models and how to get them running on NVIDIA GPUs. Jani has spent the past year becoming a subject matter expert in GenAI, and this discussion highlights all the different challenges he faced and what lessons he learnt from them.

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Episode Sponsor: Elotl

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  • https://www.elotl.co/luna-free-trial

Timestamps:

  • 02:02 Cloud Native News
  • 15:31 Interview with Jani
  • 01:11:00 Key takeaways

Cloud Native News:

  • https://www.techerati.com/press-release/octopus-deploy-acquires-codefresh-to-boost-kubernetes-and-cloud-native-delivery/
  • https://www.civo.com/blog/kubefirst-joins-civo
  • https://cast.ai/kubernetes-cost-benchmark
  • https://www.techradar.com/pro/vmware-customers-are-jumping-ship-as-broadcom-sales-continue-heres-where-theyre-moving-to
  • https://cloudonair.withgoogle.com/events/techbyte-making-ai-ml-scalable-cost-effective-gke
  • https://dok.community/dok-events/dok-day-kubecon-paris/
  • https://training.linuxfoundation.org/certification/certified-argo-project-associate-capa

Show Links:

  • https://www.youtube.com/janakirammsv
  • https://www.linkedin.com/in/janakiramm/
  • - NVIDIA Container Toolkit - https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/index.html
  • NVIDIA Device Plugin - https://github.com/NVIDIA/k8s-device-plugin
  • NVIDIA Feature Discovery - https://github.com/NVIDIA/gpu-feature-discovery
  • Hugging Face Text Gen Inference - https://huggingface.co/docs/text-generation-inference/index
  • Hugging Face Text Embeddings Inference - https://huggingface.co/docs/text-embeddings-inference/index
  • ChromaDB - https://www.trychroma.com/