Finally, bring everything together, and call [~transformers.Trainer.train]:

from transformers import Trainer
trainer = Trainer(
     model=model,
     args=training_args,
     data_collator=collate_fn,
     train_dataset=cppe5["train"],
     tokenizer=image_processor,
 )
trainer.train()