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The usage of ppo_epochs is incorrect here.
In https://github.com/huggingface/trl/blob/8534f0edf8608ad6bcbea9beefae380fa60ded77/trl/trainer/ppo_config.py#L104C8-L104C58
the ppo_epochs was described as the "Number of optimisation epochs per batch of samples".
However, here it is used as the usual epoch number, in which you do one iteration over the training dataset.