Skip to content

Optimal Learning Rate and Training Steps for Large Batch Size #129

@robinsongh381

Description

@robinsongh381

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

Metadata

Metadata

Assignees

No one assigned

    Labels

    No labels
    No labels

    Type

    No type

    Projects

    No projects

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions