VERA: Reinforcement Learning for Dynamic Memory Scaling of HPC Workloads in Kubernetes

Ade Pramono, Jie Ren, Ivy Peng

Memory over-provisioning results in resource underutilization when HPC workloads run on Kubernetes. The default Vertical Pod Autoscaler (VPA) cannot anticipate phase-driven memory…