CoolFace
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Katpeeler/midi_model_2

sourceHugging Faceupdated 3y agoView on Hugging Face
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midimodel2

This model is a fine-tuned version of gpt2 on the js-fakes-4bars dataset. It achieves the following results on the evaluation set:

  • Loss: 0.8079

Model description

This model generates encoded midi that follows the format of Magenta.

Intended uses & limitations

For generating basic encoded midi.

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 0.0005
  • trainbatchsize: 4
  • evalbatchsize: 2
  • seed: 1
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lrschedulertype: cosine
  • lrschedulerwarmup_ratio: 0.01
  • num_epochs: 1

Training results

Training LossEpochStepValidation Loss
2.30220.111001.7587
1.57830.222001.2644
1.14750.333001.0365
1.00120.444000.9359
0.9360.555000.8844
0.88950.666000.8532
0.87140.777000.8273
0.85210.888000.8112
0.84551.09000.8079

Framework versions

  • Transformers 4.35.2
  • Pytorch 2.1.0+cu118
  • Datasets 2.15.0
  • Tokenizers 0.15.0