from sentence_transformers import SentenceTransformerTrainer

trainer = SentenceTransformerTrainer(
    model=model,
    args=train_args,
    train_dataset=dataset["train"],
    eval_dataset=dataset["valid"],
    loss=loss,
    evaluator=[evaluator_recall_train, evaluator_recall_valid],
)
trainer.train()