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Only save once at saving step when accumulation_step != 1
otherwise the action_hidden_states will contains a text token, and the task_latten_states will contais a bos token
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1, Remove BOS and EOS tokens during both training and testing; otherwise, one of the vision embedding tokens will be replaced by the BOS token.
2, Ensure that only a single checkpoint is saved for each saving_step when gradient accumulation is enabled.