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Scaling AI Inference Across Multiple GPUs Using NVIDIA TensorRT with Multi-Device Inference Support

NVIDIA Developer Blog · published 25 June 2026

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https://docs.pytorch.org/TensorRT/
docs.pytorch.org
https://developer.nvidia.com/tensorrt/download
developer.nvidia.com
https://docs.nvidia.com/deeplearning/nccl/user-guide/docs/usage/collectives.html
docs.nvidia.com
https://arxiv.org/abs/2411.01783
arxiv.org
https://arxiv.org/pdf/2310.01889
arxiv.org
https://arxiv.org/pdf/2309.14509
arxiv.org
https://github.com/nvidia/cosmos
github.com
https://huggingface.co/nvidia/Cosmos3-Nano
huggingface.co
http://huggingface.co/nvidia/Cosmos3-Nano/blob/main/assets/example_t2v_prompt.json
huggingface.co
https://huggingface.co/black-forest-labs/FLUX.1-dev
huggingface.co
https://github.com/NVIDIA/TensorRT/blob/main/samples/sampleDistCollective/sampleDistCollective.cpp
github.com
https://developer.nvidia.com/tensorrt
developer.nvidia.com
https://docs.open-mpi.org/en/v5.0.x/installing-open-mpi/quickstart.html
docs.open-mpi.org
https://developer.nvidia.com/nccl
developer.nvidia.com
https://github.com/NVIDIA/TensorRT
github.com