Diagnosing the Interference on CPU-GPU Synchronization Caused by CPU Sharing in Multi-Tenant GPU Clouds

Youssef Elmougy,Weiwei Jia,Xiaoning Ding,Jianchen Shan

2021 IEEE International Performance, Computing, and Communications Conference (IPCCC)（2021）

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摘要

The GPU-accelerated cloud, enabled by maturing GPU virtualization techniques, has become the most attractive platform for high-performance computing and machine learning workloads. However, it is notoriously challenging to build the multi-tenant GPU cloud where resources, like CPUs and GPUs, can be shared. One well-known and heavily studied reason is that workloads suffer from poor performance iso...

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关键词

Degradation,Cloud computing,Runtime,Graphics processing units,Interference,Delays,Task analysis

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