China

Case Information Item Detail User CETC Cloud technical team Business scenario An intelligent knowledge base appliance that can be carried to project sites and run independently Deployment environment Kubernetes and on-premises heterogeneous GPUs Projects used Kubernetes,...

China Merchants Bank is one of China’s leading commercial banks and has invested extensively in cloud native technologies, artificial intelligence, and digital infrastructure. As AI adoption expanded across more financial use cases, its platform needed to...

About China Merchants Bank China Merchants Bank is one of China’s leading commercial banks, investing heavily in cloud-native, AI, and digital infrastructure. As AI has become central to more financial use cases, the bank needs to...

Solution NIO adopted a hybrid GPU sharing strategy, selecting different GPU allocation mechanisms based on workload characteristics rather than enforcing a single approach. The following diagram illustrates the GPU management architecture after integrating HAMi into Kubernetes....

The Challenge: Resource fragmentation As Xiaohongshu’s business grew rapidly, its infrastructure demands quickly outpaced the capacity of individual Kubernetes clusters. Both self-built data centers and managed Kubernetes services (TKE/ACK) from cloud vendors have cluster size limits...

Challenge As Ke Holdings’ machine learning initiatives scaled, the infrastructure team faced significant challenges in GPU resource management: Initially, the overall GPU utilization was only 13% due to the complexity of the multi-cloud environment and diverse...

Solution DaoCloud adopted HAMi, a CNCF Sandbox project, for heterogeneous AI computing virtualization, as the unified GPU layer across both D.run and DCE. HAMi provides device virtualization, vGPU partitioning, and scheduling for heterogeneous accelerators in Kubernetes...

EffectiveGPU leverages several key capabilities provided by HAMi: EffectiveGPU further extends the capabilities of HAMi and provides the following advanced features: By leveraging these technologies, the team can deploy more services with fewer GPUs, dynamically adjust...