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Maybe Bugs? about bert-pytorch HOT 3 CLOSED

codertimo avatar codertimo commented on May 20, 2024
Maybe Bugs?

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codertimo avatar codertimo commented on May 20, 2024 1

Yes the default model is on CUDA:0 device.
And the paralleled model is keep in the other gpus, even we just get the model from CUDA:0 device. And get back to the CUDA:0 device right after the save is finished. So I don't think this is an bug.

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codertimo avatar codertimo commented on May 20, 2024

@sq6ra No it's not bug. If we save the model which the weight tensor type is torch.CudaTensor then, this model can't be loaded on CPU directly. So it temporary change the weight to normal tensor and back to original device (if it's gpu, then go to gpu device)

torch.save(self.bert.cpu(), output_path)
self.bert.to(self.device)

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sq6ra avatar sq6ra commented on May 20, 2024

@codertimo when running the code on multi-GPUs environment, I guess to(self.device) only put it back to CUDA:0, which might fail to restore the tensor to all devices.

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