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sam3.1: CUDA out of memory #511

@Xpangz

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@Xpangz

I'm using the RTX 4090, which only has 24GB of memory. When running my own video using examples/sam3.1_video_predictor_example.ipynb, an Out Of Memory (OOM) error occurred in propagate_in_video. I previously tried the tracking of sam3 and did not exceed the memory limit. Why is that? Can this method utilize the video memory of other gpus?

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