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Jeong-Bin avatar Jeong-Bin commented on August 17, 2024 1

All right, thank you for your help! Have a nice day😊

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seba-1511 avatar seba-1511 commented on August 17, 2024

Hello @Jeong-Bin,

Method 3 is correct. Try using maml.clone(first_order=True) when testing. Or, you can reduce the number of adaptation steps (at the price of performance).

How much GPU memory do you have? If you have more than 1 GPU, you can use model.features = torch.nn.DataParallel(model.features) to distribute the activations on the GPUs.

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Jeong-Bin avatar Jeong-Bin commented on August 17, 2024

@seba-1511
Thanks! My GPU is RTX 3090 Ti with 20GB memory.
I'll try your solution.

Additionally, I referred to 'adaptation steps' in MAML paper.
In section A.1. Classification of the paper, authors use 10 gradient steps at test time.
Is the gradient step means adaptation step?

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seba-1511 avatar seba-1511 commented on August 17, 2024

Yes, gradient steps are adaptation steps.

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