Question 1

What is Project-HAMi?

Accepted Answer

Project-HAMi is a Heterogeneous AI Computing Virtualization Middleware for Kubernetes. It allows for the management, sharing, and optimization of heterogeneous devices like GPUs and NPUs.

Question 2

What problem does HAMi solve?

Accepted Answer

HAMi addresses challenges in managing diverse AI hardware, such as resource fragmentation, scheduling inefficiencies, application silos, and overall management complexity.

Question 3

What are the key features of HAMi?

Accepted Answer

Key features include device virtualization (sharing and isolation), a unified management interface, topology-aware scheduling, and multi-orchestrator support.

Question 4

Which devices are supported by HAMi?

Accepted Answer

HAMi supports a wide range of devices, including Nvidia GPUs, Cambricon MLUs, Hygon DCUs, Iluvatar GPUs, Mthreads GPUs, Ascend NPUs, and Metax GPUs.

Question 5

How do I install HAMi?

Accepted Answer

You can install HAMi using Helm after labeling your GPU nodes and meeting the necessary prerequisites.

Question 6

What is device virtualization in HAMi?

Accepted Answer

Device virtualization includes device sharing, which allows multiple pods to share a single physical device, and device resource isolation, which ensures dedicated access to allocated resources.

Question 7

How does HAMi improve resource utilization?

Accepted Answer

HAMi improves resource utilization by allowing fine-grained allocation of device resources, enabling multiple pods to share devices, and optimizing scheduling based on device topology.

Question 8

What is the relationship between HAMi and UBOS?

Accepted Answer

HAMi focuses on efficient hardware resource management, while UBOS is a full-stack AI Agent Development Platform. Together, they enable optimized AI infrastructure and faster AI Agent development.

Question 9

How can I contribute to Project-HAMi?

Accepted Answer

You can contribute by reporting issues, submitting code patches, improving documentation, and participating in community discussions.

Question 10

Where can I find documentation for HAMi?

Accepted Answer

Documentation can be found in the HAMi repository on GitHub, including guides on installation, configuration, and usage.

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