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This PR converts various configs to the new format. Things should be backward-compatible at this PR.
I did not refactor
stable_diffusion_tuning.py
norreward_trainer.py
because that refactor might involve documentation changes. We should do them in separate PRs. For example, we would probably dopython stable_diffusion_tuning.py --ddpo_config.train_batch_size 32
instead ofpython stable_diffusion_tuning.py --train_batch_size 32
. Let's probably do them in separate PRs.