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    output_dir="./finetuning-results",
    overwrite_output_dir=True,
    push_to_hub=True,
    push_to_hub_model_id=base_model.split("/")[-1] + "-" + datetime.datetime.now().strftime("%Y-%m-%d-%H-%M"),
    push_to_hub_organization="CLASS-MATE",
    push_to_hub_token="TOKEN",
    num_train_epochs=3,
    per_device_train_batch_size=8,
    gradient_accumulation_steps=1,
    optim="paged_adamw_32bit",
    # save_steps=500,
    save_strategy="epoch",
    logging_steps=50,
    evaluation_strategy="steps",
    eval_steps=500,
    learning_rate=2e-4,
    weight_decay=0.001,
    fp16=False,
    bf16=False,
    max_grad_norm=0.3,
    # max_steps=-1,
    warmup_ratio=0.03,
    group_by_length=True,
    lr_scheduler_type="constant",
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