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vLLM adds GPU video decoding with PyNvVideoCodec

The vLLM project reports 2x-plus throughput on eight H100 GPUs after moving video decoding off the CPU, and says the CPU bottleneck was eliminated.

NVIDIA AINA
1 Source, 19d ago, first seen 19d ago

TLDR

vLLM says it has integrated PyNvVideoCodec to move video decoding from the CPU to the GPU’s NVDEC decoder. The project reports 2x-plus throughput on eight H100 GPUs, with the CPU bottleneck eliminated. It says the integration ships with CUDA vLLM releases and highlights video captioning at scale as a use case.

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1 Source, first seen 19d ago

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Combined views

669

1 Source, first seen 19d ago

3 reposts

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NVIDIA AI@NVIDIAAIRT @vllm_project: vLLM integrated PyNvVideoCodec to offload video decoding from CPU to GPU's NVDEC. Result: 2x+ throughput at 8×H100, CPU…19d
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    1 Source

    NVIDIA AI@NVIDIAAIRT @vllm_project: vLLM integrated PyNvVideoCodec to offload video decoding from CPU to GPU's NVDEC. Result: 2x+ throughput at 8×H100, CPU…19d
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