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Optimal Learning Rate and Training Steps for Large Batch Size

Open robinsongh381 opened this issue 4 years ago • 0 comments

First of all, thank you for sharing great work !

I was wondering how would you recommend choosing optimal hyperparams for large batch size ?

For example, if i train Electra Large model on v3-128 tpu, a batch size of 4096 is affordable. In this case, what learning rate and training steps would you suggest ? As for the data, I'm planning to train the model with my own dataset, which is of ~ 300GB of tfrecords

Do you have any rough ideas ?

Thank you

robinsongh381 avatar Oct 15 '21 13:10 robinsongh381