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pretrain in defense about trojanzoo HOT 5 CLOSED

ain-soph avatar ain-soph commented on May 24, 2024
pretrain in defense

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Comments (5)

ain-soph avatar ain-soph commented on May 24, 2024 1

I’ll close this issue if there is no further question,

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ain-soph avatar ain-soph commented on May 24, 2024

It's unnecessary because the model saved by previous attack is loaded. You can just remove --pretrained in your command.

I'll consider removing it to make things clean.

You may close this issue if you have no further concern.

if not self.original:
self.attack.load(**kwargs)
if isinstance(self.attack, TrojanNet):
self.model = self.attack.combined_model

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programehr avatar programehr commented on May 24, 2024

Thank you. I'll close it.

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programehr avatar programehr commented on May 24, 2024

It's unnecessary because the model saved by previous attack is loaded. You can just remove --pretrained in your command.

I'll consider removing it to make things clean.

You may close this issue if you have no further concern.

if not self.original:
self.attack.load(**kwargs)
if isinstance(self.attack, TrojanNet):
self.model = self.attack.combined_model

Hello again,

Excuse me, but I think it does have an effect. It loads the (possibly trojaned) model only if you specify the pre-train option. Otherwise, it will create a model from scratch.

Am I right?

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ain-soph avatar ain-soph commented on May 24, 2024

No, --pretrained loads the clean pretrained model at model initialization, while defense.detect loads the previously saved attack result model.

if --original is claimed, then defense.detect will not load the attack model.

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