song_artist_classifier

This model is a fine-tuned version of distilbert/distilbert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 1.4491
  • F1: [0.8181818181818182, 0.7777777777777777, 0.7368421052631577, 0.5714285714285715, 0.2, 0.7058823529411764, 0.8000000000000002, 0.5833333333333334, 0.4615384615384615, 0.761904761904762, 0.7, 0.8181818181818182, 0.4, 0.64, 0.6666666666666666, 0.7272727272727272, 0.7826086956521738, 0.7272727272727272, 0.5263157894736842, 0.37499999999999994]

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 2e-05
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 2

Training results

Training Loss Epoch Step Validation Loss F1
No log 1.0 95 1.5590 [0.7368421052631577, 0.7777777777777777, 0.7, 0.6666666666666665, 0.4615384615384615, 0.7, 0.761904761904762, 0.5454545454545454, 0.4285714285714285, 0.7200000000000001, 0.7058823529411764, 0.761904761904762, 0.0, 0.6666666666666666, 0.6428571428571429, 0.7272727272727272, 0.9, 0.761904761904762, 0.6666666666666667, 0.3529411764705882]
No log 2.0 190 1.4491 [0.8181818181818182, 0.7777777777777777, 0.7368421052631577, 0.5714285714285715, 0.2, 0.7058823529411764, 0.8000000000000002, 0.5833333333333334, 0.4615384615384615, 0.761904761904762, 0.7, 0.8181818181818182, 0.4, 0.64, 0.6666666666666666, 0.7272727272727272, 0.7826086956521738, 0.7272727272727272, 0.5263157894736842, 0.37499999999999994]

Framework versions

  • Transformers 4.38.2
  • Pytorch 2.2.1+cu121
  • Datasets 2.18.0
  • Tokenizers 0.15.2
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