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gary109/ai-light-dance_singing2_ft_wav2vec2-large-xlsr-53-5gram-v3

sourceHugging Faceupdated 4y agoView on Hugging Face
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ai-light-dancesinging2ft_wav2vec2-large-xlsr-53-5gram-v3

This model is a fine-tuned version of gary109/ai-light-dance_singing2_ft_wav2vec2-large-xlsr-53-v2 on the GARY109/AILIGHTDANCE - ONSET-SINGING2 dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.5265
  • —Wer: 0.2256

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-05
  • —trainbatchsize: 8
  • —evalbatchsize: 8
  • —seed: 42
  • —gradientaccumulationsteps: 8
  • —totaltrainbatch_size: 64
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —lrschedulerwarmup_steps: 100
  • —num_epochs: 10.0
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossWer
0.25461.02800.60040.2796
0.23252.05600.63370.2729
0.21853.08400.55460.2299
0.19884.011200.52650.2256
0.17555.014000.55770.2212
0.14746.016800.63530.2241
0.14987.019600.57580.2086
0.12528.022400.57380.2052
0.11749.025200.59940.2048
0.103510.028000.59880.2038

Framework versions

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