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Brax PPO can be passed a policy_params_fn:
policy_params_fn: a user-defined callback function that can be used for
saving custom policy checkpoints or creating policy rollouts and videos
I personally find this feature useful for rendering throughout training.
I've added this functionality to BRAX SAC.