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ArrowLuo avatar ArrowLuo commented on May 18, 2024

Hi @zhangliang-04,

The lr of Stage I set as 1e-3 and 1e-4 is ok. We test both of them at Stage I and they work well. However, the 1e-4 is more stable. So we set 1e-4 when writing the README.md.

For the batch size, our principle is to fill up the GPUs due to the limited resources for pretraining. Sorry that we missed introducing the gradient_accumulation_steps of Stage II in the paper, and 48 is the forward batch size of each step.

In summary, 1) Ignore our batch size and use your GPU memory as much as possible, and set gradient_accumulation_steps to make it a little fast. 2) set both stages 1e-4 is ok.

Best,

from univl.

zhangliang-04 avatar zhangliang-04 commented on May 18, 2024

Thanks for your suggestions!

from univl.

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