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gary109/ai-light-dance_singing_ft_wav2vec2-large-xlsr-53-5gram-v4

sourceHugging Faceupdated 4y agoView on Hugging Face
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ai-light-dancesingingft_wav2vec2-large-xlsr-53-5gram-v4

This model is a fine-tuned version of gary109/ai-light-dance_singing_ft_wav2vec2-large-xlsr-53-5gram-v2 on the GARY109/AILIGHTDANCE - ONSET-SINGING dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.4231
  • —Wer: 0.1597

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: 4e-06
  • —trainbatchsize: 8
  • —evalbatchsize: 8
  • —seed: 42
  • —gradientaccumulationsteps: 16
  • —totaltrainbatch_size: 128
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —lrschedulerwarmup_steps: 500
  • —num_epochs: 10.0
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossWer
0.13351.01380.42560.1605
0.12882.02760.42340.1602
0.12783.04140.42430.1597
0.13454.05520.42310.1597
0.13445.06900.42460.1597
0.12376.08280.42790.1595
0.11097.09660.43540.1573
0.12478.011040.43180.1570
0.13729.012420.43410.1573
0.125610.013800.43280.1575

Framework versions

  • —Transformers 4.21.0.dev0
  • —Pytorch 1.9.1+cu102
  • —Datasets 2.3.3.dev0
  • —Tokenizers 0.12.1