Comments (3)
Hi, thanks for the question. In the original experiment, we train all models for 200 epochs. When I organize the code, I find training for 50 epochs can yield similar performance as training for 200 epochs. So it should be fine to train for just 50 epochs.
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Thank you for your reply! I have another question, when I try to reproduce the downstream tasks like EC, you mentioned in other issues that the batch size should be set to 8 using single GPU. But I found the finetuning process with low GPU-Util. If there is enough memory in GPU, can I enlarge the batch size without influencing the performance of Gearnet?
Thanks for your help!
from gearnet.
Actually, I think the downstream performance is very sensitive to batch size. For the current config, I find batch_size=8
is the best setting. Typically, if you want to change the batch_size
, you also need to change the learning rate and number of epochs to get similar performance. You can try other batch_size
to see whether similar performance can be achieved.
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Related Issues (20)
- A dataset not found when I run "python script/pretrain.py -c config/pretrain/mc_gearnet_edge.yaml --gpus [0]" HOT 5
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