Evolving Deep Learning Platform with Knative

Explore how Baidu leverages Knative to enhance their internal deep learning platform in this conference talk. Discover the implementation of workflow automation between training and inference services using Knative eventing, smart routing and auto-scaling with Knative serving, and training job image building with Knative build framework. Learn about the platform's evolution, including the expansion of eventing for pipeline automation, serving for improved inference services, and build for streamlined training image generation. Gain insights into Baidu's current stack, Knative components, and architectural changes that led to a 20% reduction in resource consumption. Delve into topics such as DLP on Kubernetes, serverless computing, Tektoncd-pipeline with buildkit, custom autoscale class, cold start optimization, edge computing, and CloudEvents integration.