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by kwindla 468 days ago
It takes about 45 minutes to do the current training run on an L4 GPU with these settings:

    # Training parameters
    "learning_rate": 5e-5,
    "num_epochs": 10,
    "train_batch_size": 12,
    "eval_batch_size": 32,
    "warmup_ratio": 0.2,
    "weight_decay": 0.05,

    # Evaluation parameters
    "eval_steps": 50,
    "save_steps": 50,
    "logging_steps": 5,

    # Model architecture parameters
    "num_frozen_layers": 20
I haven't seen a run do all 10 epochs, recently. There's usually an early stop after about 4 epochs.

The current data set size is ~8,000 samples.