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NVIDIA Developer Blog· Tanya Lenz·· 23 天前AI 评分24

NVIDIA Dynamo-Triton 集成 TensorRT 多设备推理,支持单网络跨多 GPU 执行

Simplifying Model Serving Across Multiple GPUs with NVIDIA TensorRT Multi-Device Integration in NVIDIA Dynamo-Triton

AI 导读

NVIDIA TensorRT 多设备推理从 TensorRT 11.0 起正式支持,让单个 TensorRT 网络借助 NCCL 分布式集合通信跨多块 GPU 执行,同时保留 TensorRT 的推理优化。该能力已集成进 NVIDIA Dynamo-Triton,用于应对生成式 AI 超出单 GPU 的算力与显存需求。

正文

The compute and memory demands of generative AI increasingly exceed what a single GPU can provide. NVIDIA TensorRT multi-device inference is a new capability...

The compute and memory demands of generative AI increasingly exceed what a single GPU can provide. NVIDIA TensorRT multi-device inference is a new capability that enables a single TensorRT network to execute across multiple GPUs using NCCL-backed distributed collectives while retaining TensorRT inference optimizations. It is fully supported starting with TensorRT 11.0.

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来源:NVIDIA Developer Blog · developer.nvidia.com