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z-x-yang avatar z-x-yang commented on July 30, 2024

Thanks for your interest. Currently, we haven't explored exporting the models to other formats.

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AntonioConsiglio avatar AntonioConsiglio commented on July 30, 2024

Thanks for your interest. Currently, we haven't explored exporting the models to other formats.

I did some tests, unifying all the attention blocks and building it with TensorRT v8.5.
I've notice only improvement in memory consumption. For a long-term memory tensor of 5 frames max, the memory reserved (input size 1280×720) is reduced from 20GB to 10 GB.

While this improvement in memory the runtime using jetson platform is slower when building the TRT engine respect of pure Pytorch, instead using a nvidia RTX card it remain the same (I'm running the engine using python api).

What do you think about this approache (https://github.com/hkchengrex/Cutie) ? Your object memory version is similar?

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bhack avatar bhack commented on July 30, 2024

There are some Torch compile issues with these models:
pytorch/pytorch#103716

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