Skip to content

Speed up ZeRO-3 generation with DPO #1543

@sngdng

Description

@sngdng

Hi, a recent PR brought large improvements (x10) to PPO generation with ZeRO-3.
@lewtun, you mention on the PR that it can be adapted for other trainers. I gave it a quick shot and it seems that naive applying the context manager to trainers like DPO does not work:

in remove_hooks
    if model.optimizer is not None and hasattr(
       ^^^^^^^^^^^^^^^^^^^^
    raise AttributeError(f"'{type(self).__name__}' object has no attribute '{name}'")
AttributeError: 'GPTNeoXForCausalLM' object has no attribute 'optimizer'

There seems to be an inconsistency between the base classes. Is there a reason why DPO is based on Trainer from transformers and PPO on BaseTrainer ? What would be the easy way to add this feature to other trainers ? Thanks !

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