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NVIDIA Developer Blog· Elizabeth Goodman·· 9 天前AI 评分21

NVIDIA Green Contexts:控制 GPU 工作负载资源共享

Control How Your GPU Shares Work with Green Contexts

AI 导读

NVIDIA 介绍 Green Contexts,用于控制同一进程内多个独立 GPU 组件之间的资源共享,例如延迟敏感算子与吞吐型后台 kernel、数据预处理与模型推理等场景。单个 GPU 上多阶段工作流并存时,资源分配一直难以精细控制。

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GPU applications increasingly consist of multiple independent components running at the same time within a single process: a latency-sensitive operator...

GPU applications increasingly consist of multiple independent components running at the same time within a single process: a latency-sensitive operator alongside a throughput-oriented background kernel; a data preprocessing stage alongside model inference; or multiple stages of a processing workflow sharing a single GPU. Controlling how GPU resources are shared between them remains difficult.

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来源:NVIDIA Developer Blog · developer.nvidia.com