Node problem detection and recovery for AWS Neuron nodes within Amazon EKS clusters
Machine Learning Blog
This article discusses a solution for automatically detecting and recovering from hardware failures in AWS Neuron nodes within Amazon EKS clusters. The solution involves a Node Problem Detector DaemonSet that monitors kernel logs for Neuron-related errors, and a Node Recovery Agent that marks unhealthy instances in the relevant Auto Scaling group, triggering their replacement.
Specifically, the article covers:
- Overview of the solution architecture and workflow
- Prerequisites for setting up the solution
- Step-by-step instructions to deploy the Node Problem Detector and Recovery plugin
- Testing the solution by injecting an error and observing the automatic recovery process
- Real-world example of how the solution can benefit distributed training jobs
- Cleanup steps to remove the deployed resources
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