Engineering Logs for Troubleshooting & Debugging
Problem – Mistral Inference Pods Evicted During Multi‑Region Replication Sync The Mistral AI inference service runs as a set of Deployment pods behind a ClusterIP service. When a multi‑region replication job (running as a CronJob that streams model checkpoints from the primary region to secondary regions) starts, operators observe a spike in pod evictions: Warning … Read more
Problem: Pods Evicted Under Memory Pressure During Large‑Scale Model Evaluation on Azure During batch evaluation of transformer‑based models (12‑20 GB checkpoint size) on Azure virtual machines managed by AKS, operators observed repeated pod evictions: Events: Type Reason Age From Message —- —— —- —- ——- Normal Killing 5m kubelet Killing container with id docker://evaluator:Need to kill … Read more
Problem – Frequent Pod Evictions on AMD GPU Nodes During Disaster Recovery During disaster‑recovery (DR) drills the AI training platform experiences a surge of concurrent training jobs. On clusters that use AMD MI250X GPUs the kubelet repeatedly evicts pods with the reason=OutOfmemory condition. Typical symptoms observed: Pods transition to Evicted status within minutes of the … Read more
RabbitMQ pod eviction during CI/CD pipeline load testing Problem During nightly CI/CD pipeline runs the RabbitMQ StatefulSet is repeatedly evicted by the kube‑scheduler. The eviction manifests as a FailedScheduling event and the pod enters Terminating followed by a recreation of the pod with a new name. The pipeline then fails with connection timeouts and lost … Read more