DAMO-NLP-SG / DAMO-NLP-SG/VideoLLaMA3

CUDA out of memory

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Description

我在24G显存的3090上,进行视频推理,有如下报错
torch.cuda.OutOfMemoryError: CUDA out of memory. Tried to allocate 110.50 GiB (GPU 0; 23.69 GiB total capacity; 10.06 GiB already allocated; 12.66 GiB free; 10.40 GiB reserved in total by PyTorch) If reserved memory is >> allocated memory try setting max_split_size_mb to avoid fragmentation. See documentation for Memory Management and PYTORCH_CUDA_ALLOC_CONF

但是理论上24g足够一个7b大模型跑视频推理的,为什么上面会需要110G显存

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Research direction

Start with the video-inference setup that produces the reported torch.cuda.OutOfMemoryError on a 24 GB RTX 3090, then compare the requested 110.50 GiB with the reported allocation and reservation figures. Confirm the cause and document a reproducible explanation or required configuration change; the issue names no files or tests.

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Assessment

Tech stack
pytorch
Domain
machine-learning
Issue type
Bug
Difficulty
4/5
Estimated time
3-5 days
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
25/100

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