Alibaba Cloud Infrastructure

Dec 17, 2025 · Cloud Native

AI Training Revives Gang Scheduling in Kubernetes for Elastic Resource Orchestration

The article examines how the rise of large‑model AI training reintroduces the need for gang scheduling in Kubernetes, contrasting the rigid resource requirements of HPC‑style workloads with cloud‑native elasticity, and outlines the historical evolution, current implementations, and future directions for achieving more flexible, high‑throughput compute orchestration.